Single-cell RNA sequencing in ovarian cancer: Current progress and future prospects

Ovarian cancer is one of the most prevalent gynaecological malignancies. The rapid development of single-cell RNA sequencing (scRNA-seq) has allowed scientists to use this technique to study ovarian cancer development, heterogeneity, and tumour environment. Although multiple original research articl...

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Published inProgress in biophysics and molecular biology Vol. 195; pp. 100 - 129
Main Author Zhi-Xiong, Chong
Format Journal Article
LanguageEnglish
Published England Elsevier Ltd 01.03.2025
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ISSN0079-6107
1873-1732
1873-1732
DOI10.1016/j.pbiomolbio.2025.01.002

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Abstract Ovarian cancer is one of the most prevalent gynaecological malignancies. The rapid development of single-cell RNA sequencing (scRNA-seq) has allowed scientists to use this technique to study ovarian cancer development, heterogeneity, and tumour environment. Although multiple original research articles have reported the use of scRNA-seq in understanding ovarian cancer and how therapy resistance occurs, there is a lack of a comprehensive review that could summarize the findings from multiple studies. Therefore, this review aimed to fill this gap by comparing and summarizing the results from different studies that have used scRNA-seq in understanding ovarian cancer development, heterogeneity, tumour microenvironment, and treatment resistance. This review will begin with an overview of scRNA-seq workflow, followed by a discussion of various applications of scRNA-seq in studying ovarian cancer. Next, the limitations and future directions of scRNA-seq in ovarian cancer research will be presented. [Display omitted] •ScRNA-seq is a powerful tool for studying ovarian tumour development, cancer heterogeneity, tumour microenvironment, and the mechanism of treatment resistance in ovarian cancer.•Over 50 original research articles and at least three trials have used scRNA-seq to understand ovarian cancer progression and to identify potential biomarkers and therapeutic targets in this cancer.•Integrating scRNA-seq with bulk RNA-seq, spatial transcriptomic analysis, and an advanced 3D-mass spectrometry technique can help improve our understanding of how the molecular landscape of ovarian tumour changes dynamically as the disease progresses.
AbstractList Ovarian cancer is one of the most prevalent gynaecological malignancies. The rapid development of single-cell RNA sequencing (scRNA-seq) has allowed scientists to use this technique to study ovarian cancer development, heterogeneity, and tumour environment. Although multiple original research articles have reported the use of scRNA-seq in understanding ovarian cancer and how therapy resistance occurs, there is a lack of a comprehensive review that could summarize the findings from multiple studies. Therefore, this review aimed to fill this gap by comparing and summarizing the results from different studies that have used scRNA-seq in understanding ovarian cancer development, heterogeneity, tumour microenvironment, and treatment resistance. This review will begin with an overview of scRNA-seq workflow, followed by a discussion of various applications of scRNA-seq in studying ovarian cancer. Next, the limitations and future directions of scRNA-seq in ovarian cancer research will be presented.Ovarian cancer is one of the most prevalent gynaecological malignancies. The rapid development of single-cell RNA sequencing (scRNA-seq) has allowed scientists to use this technique to study ovarian cancer development, heterogeneity, and tumour environment. Although multiple original research articles have reported the use of scRNA-seq in understanding ovarian cancer and how therapy resistance occurs, there is a lack of a comprehensive review that could summarize the findings from multiple studies. Therefore, this review aimed to fill this gap by comparing and summarizing the results from different studies that have used scRNA-seq in understanding ovarian cancer development, heterogeneity, tumour microenvironment, and treatment resistance. This review will begin with an overview of scRNA-seq workflow, followed by a discussion of various applications of scRNA-seq in studying ovarian cancer. Next, the limitations and future directions of scRNA-seq in ovarian cancer research will be presented.
Ovarian cancer is one of the most prevalent gynaecological malignancies. The rapid development of single-cell RNA sequencing (scRNA-seq) has allowed scientists to use this technique to study ovarian cancer development, heterogeneity, and tumour environment. Although multiple original research articles have reported the use of scRNA-seq in understanding ovarian cancer and how therapy resistance occurs, there is a lack of a comprehensive review that could summarize the findings from multiple studies. Therefore, this review aimed to fill this gap by comparing and summarizing the results from different studies that have used scRNA-seq in understanding ovarian cancer development, heterogeneity, tumour microenvironment, and treatment resistance. This review will begin with an overview of scRNA-seq workflow, followed by a discussion of various applications of scRNA-seq in studying ovarian cancer. Next, the limitations and future directions of scRNA-seq in ovarian cancer research will be presented.
Ovarian cancer is one of the most prevalent gynaecological malignancies. The rapid development of single-cell RNA sequencing (scRNA-seq) has allowed scientists to use this technique to study ovarian cancer development, heterogeneity, and tumour environment. Although multiple original research articles have reported the use of scRNA-seq in understanding ovarian cancer and how therapy resistance occurs, there is a lack of a comprehensive review that could summarize the findings from multiple studies. Therefore, this review aimed to fill this gap by comparing and summarizing the results from different studies that have used scRNA-seq in understanding ovarian cancer development, heterogeneity, tumour microenvironment, and treatment resistance. This review will begin with an overview of scRNA-seq workflow, followed by a discussion of various applications of scRNA-seq in studying ovarian cancer. Next, the limitations and future directions of scRNA-seq in ovarian cancer research will be presented. [Display omitted] •ScRNA-seq is a powerful tool for studying ovarian tumour development, cancer heterogeneity, tumour microenvironment, and the mechanism of treatment resistance in ovarian cancer.•Over 50 original research articles and at least three trials have used scRNA-seq to understand ovarian cancer progression and to identify potential biomarkers and therapeutic targets in this cancer.•Integrating scRNA-seq with bulk RNA-seq, spatial transcriptomic analysis, and an advanced 3D-mass spectrometry technique can help improve our understanding of how the molecular landscape of ovarian tumour changes dynamically as the disease progresses.
Author Zhi-Xiong, Chong
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Cites_doi 10.1126/sciadv.abm1831
10.1038/s41419-021-04358-4
10.1038/s41416-023-02343-6
10.1038/nmeth.4463
10.1080/21655979.2021.2000724
10.1038/ncomms6092
10.1038/s41587-019-0071-9
10.1038/s41598-021-99003-7
10.1186/s13046-023-02692-3
10.1186/s13048-024-01399-z
10.18632/oncotarget.3118
10.1038/nmeth.1315
10.1016/j.xpro.2023.102314
10.1016/j.lfs.2020.118636
10.1016/j.molcel.2015.04.005
10.1093/nar/gkaa394
10.1073/pnas.1602306113
10.3390/cancers14112637
10.1016/j.celrep.2021.108978
10.1186/s13046-017-0507-3
10.1016/j.fertnstert.2012.07.258
10.1186/s12951-021-01045-6
10.1038/s41580-020-0237-9
10.1038/s41467-021-23171-3
10.3390/genes14112033
10.1016/j.ccell.2021.04.004
10.1038/s41467-021-21246-9
10.12688/f1000research.15666.2
10.1038/nri3789
10.3390/cells9051224
10.1016/j.cellsig.2022.110400
10.1093/nar/gkaa183
10.1002/pros.24237
10.1016/j.labinv.2024.102059
10.1016/j.immuni.2017.10.009
10.1148/rg.2019180221
10.1126/sciadv.ade6958
10.1126/scitranslmed.abo4997
10.1182/blood.2021012714
10.3389/fcell.2020.00758
10.1093/nar/gkab433
10.1016/j.imbio.2013.08.005
10.1038/s41467-019-11036-9
10.1016/j.immuni.2021.05.014
10.1016/j.devcel.2023.04.012
10.2147/IJGM.S395553
10.3389/fgene.2020.00369
10.1038/s41392-022-01130-8
10.1038/s41419-022-04892-9
10.1158/1078-0432.CCR-06-0054
10.1111/cas.13743
10.1016/j.ygeno.2019.02.014
10.1038/s41591-020-0844-1
10.21037/atm.2017.07.12
10.3389/fgene.2022.994069
10.1016/j.ygyno.2022.09.003
10.1016/j.isci.2023.108701
10.2147/CMAR.S303707
10.1111/cei.13639
10.1016/j.biopha.2019.109105
10.32604/or.2023.029282
10.1016/j.cell.2015.05.002
10.1186/s12885-022-09594-1
10.1002/ctm2.1416
10.1038/nbt.2325
10.1093/bib/bby011
10.1016/j.jtbi.2022.111365
10.1093/bioinformatics/bts635
10.1002/acg2.105
10.1002/cncy.22708
10.1038/s41598-019-51149-1
10.3390/cancers13061352
10.1186/s12885-023-10650-7
10.18632/oncotarget.16565
10.1016/j.biopha.2020.110085
10.1186/s13048-021-00804-1
10.1002/mog2.30
10.1186/s12957-016-1056-5
10.3390/cancers15030661
10.1038/nbt.4091
10.3389/fgene.2020.00041
10.1038/s41598-023-34602-0
10.1158/0008-5472.CAN-07-5532
10.1016/j.heliyon.2024.e28490
10.3389/fimmu.2021.768115
10.1016/j.cell.2021.04.048
10.1186/s13046-017-0570-9
10.3390/cancers14092230
10.3390/cells12182286
10.1038/s41598-022-10724-9
10.1182/blood-2004-03-0859
10.7150/jca.95269
10.1111/j.1365-2184.2009.00604.x
10.1016/j.drudis.2023.103666
10.1007/s10495-014-1076-y
10.1155/2023/6845701
10.1002/1878-0261.13180
10.1111/gtc.13068
10.1186/s13578-023-01002-w
10.1186/1476-4598-13-236
10.1084/jem.191.4.651
10.1186/s12935-023-03079-2
10.1016/j.bbcan.2012.12.007
10.1016/j.pog.2015.03.001
10.1016/j.ygyno.2017.07.007
10.1038/s41596-020-0292-x
10.1038/ncomms14049
10.1007/s13277-014-2540-6
10.3727/096504015X14343704124430
10.1093/bioinformatics/btz392
10.3389/fonc.2019.00802
10.3892/etm.2016.3134
10.21037/atm-20-3263
10.1038/s12276-023-01013-0
10.1073/pnas.1017621108
10.3390/ijms21155497
10.1186/s12935-018-0516-0
10.18632/oncotarget.17693
10.1038/nmeth.4145
10.1007/s11515-018-1513-3
10.18632/oncotarget.18882
10.3390/ijerph20126089
10.1038/s41591-018-0096-5
10.1016/j.crimmu.2021.08.002
10.21037/tcr.2020.03.06
10.1186/s13048-022-01059-0
10.3390/biom13020339
10.1038/s41586-020-1970-0
10.1038/s41467-022-29212-9
10.1016/j.drup.2019.04.001
10.1016/j.ccell.2017.03.005
10.1038/ncomms13050
10.1016/j.apsb.2022.03.012
10.1186/s12935-022-02622-x
10.3389/fphar.2023.1192777
10.18632/oncotarget.9970
10.1186/s12935-021-01993-x
10.1158/1541-7786.MCR-10-0568
10.1186/s13073-018-0590-x
10.1016/j.csbj.2022.11.025
10.1038/s41586-019-1325-x
10.1371/journal.pone.0271584
10.1593/neo.91542
10.1186/s12885-022-10336-6
10.4049/jimmunol.178.1.77
10.1038/s41592-019-0667-5
10.1038/s41588-021-00911-1
10.1186/s13073-021-00922-x
10.1038/s41596-022-00772-w
10.3389/fcell.2020.00031
10.1038/s41587-019-0113-3
10.1038/s41388-021-02139-z
10.1002/jgm.3504
10.1186/gb-2013-14-4-r36
10.1016/j.xpro.2023.102239
10.1126/science.1247651
10.1126/sciadv.abb0737
10.3390/ijms23105793
10.1111/nyas.14748
10.1016/j.cell.2011.02.013
10.1186/1757-2215-3-13
10.1248/bpb.b22-00780
10.1038/s41467-023-36707-6
10.3389/fimmu.2024.1420847
10.3389/fimmu.2022.923194
10.1038/s41586-024-07135-3
10.1038/nmeth.2639
10.1093/gigascience/gix024
10.1016/j.oraloncology.2007.10.011
10.1093/bioinformatics/btz850
10.1038/s41591-020-0926-0
10.1186/s40360-022-00559-5
10.1074/jbc.M110.109579
10.1016/j.celrep.2021.109632
10.18632/aging.205966
10.1186/1471-2407-11-447
10.1093/jnci/djt118
10.1002/jso.21912
10.1016/j.celrep.2021.109165
10.1038/s41598-019-48256-4
10.1016/j.immuni.2009.06.019
10.1002/mc.23289
10.1038/s41416-024-02677-9
10.18632/oncotarget.20157
10.1038/s41598-021-88676-9
10.3389/fonc.2020.534095
10.1038/s41467-020-14482-y
10.1007/s12094-019-02042-w
10.1016/j.advms.2023.09.013
10.1186/s12943-023-01744-8
10.1080/15384101.2020.1836439
10.3892/ol.2022.13553
10.1038/ncomms9687
10.1186/s40001-024-01948-8
10.1084/jem.20170438
10.1016/j.molcel.2021.10.013
10.1016/j.canlet.2024.216928
10.1111/j.1399-0039.2008.01218.x
10.1186/s12885-023-10791-9
10.1186/s13073-023-01249-5
10.1016/j.prp.2022.154235
10.1080/15548627.2020.1817279
10.1016/j.csbj.2022.12.049
10.1038/s42003-024-05826-1
10.3390/ijms232012358
10.1186/s12943-024-02119-3
10.1016/j.canlet.2022.215834
10.3390/cancers14122903
10.1002/iid3.503
10.3389/fimmu.2024.1438198
10.1016/j.intimp.2024.112855
10.1016/j.critrevonc.2017.06.007
10.1038/s41416-022-01747-0
10.1177/11769351241275877
10.1016/j.ejca.2015.02.012
10.1038/nmeth.4179
10.1038/s43018-021-00292-8
10.3389/fonc.2021.711020
10.3390/cancers15010062
10.3390/cancers13061302
10.1080/15548627.2019.1586250
10.2144/01304pf02
10.1186/s13073-020-00741-6
10.3892/ijmm.2020.4757
10.1186/1471-2407-14-317
10.1038/s41467-023-43387-9
10.3390/cells11233835
10.3390/cancers14184405
10.1038/nmeth.4402
10.7150/ijms.44683
10.1016/j.cell.2015.04.044
10.1016/j.humpath.2016.03.006
10.1098/rsos.191422
10.1186/s12964-022-00991-4
10.1093/nar/gkn923
10.1186/s13059-023-03036-2
10.1002/cpz1.38
10.1158/1078-0432.CCR-22-0296
10.1002/cam4.5460
10.1016/j.celrep.2012.08.003
10.1186/s12885-022-09356-z
10.21037/jgo-21-910
10.1016/j.cels.2023.05.003
10.1155/2023/1261039
10.1002/ctm2.694
10.1172/jci.insight.142513
10.1080/21655979.2021.2024319
10.1615/CritRevImmunol.v32.i6.10
10.1016/j.immuni.2009.03.014
10.1038/s41419-021-03787-5
10.3389/fgene.2021.646936
10.1038/s41368-021-00146-0
10.1016/j.celrep.2019.08.029
10.1073/pnas.2113568118
10.1007/s00262-019-02363-3
10.1016/j.ygyno.2015.06.025
10.1111/1759-7714.13904
10.1111/cei.13044
10.1038/srep36992
10.1186/s13058-023-01703-7
10.1371/journal.pone.0167149
10.1371/annotation/fe4fca93-8211-430e-bfe0-8a371b9cc20d
10.1093/annonc/mdw086
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Heterogeneity
Treatment resistance
tumour microenvironment
ovarian cancer
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References Kitamura, Qian, Pollard (bib105) 2015; 15
Xie, Zhong, Gao, Zhang, Li, Ruan, Li (bib246) 2016; 11
Jin, Chen, Li, Huang, Huang, Tang (bib95) 2022; 13
Yu, Yang, Xu, Wu, Zhang (bib268) 2022; 167
Jin, Li, Guo, Dong, Guo, Wang, Chen, Wang (bib93) 2020; 9
Ding, Ye, Yin, Hong, Feng, Xu, Shen (bib33) 2024; 10
Zhu, Zhang, Jiang, Liu, Zhou (bib295) 2020; 11
Li, Liang, Xiao, Wei, Chen, Chen, Yang, Jiang, Zhang (bib132) 2023; 23
Liao, Wang, Yu, Tan (bib135) 2022; 22
Tang, Huang, Tsushima, Ban, Zhang, Oristian, Puviindran, Williams, Ding, Ou, Jung, Lee, Jiao, Chen, Kirsch, Alman (bib217) 2019; 28
Kment, Newsted, Young, Vermeulen, Laight, Greer, Lan, Craig (bib107) 2024; 130
Olbrecht, Busschaert, Qian, Vanderstichele, Loverix, Van Gorp, Van Nieuwenhuysen, Han, Van den Broeck, Coosemans, Van Rompuy, Lambrechts, Vergote (bib161) 2021; 13
Hanaki, Toyoda, Iwamoto, Morimoto, Nakato, Ito, Niwa, Amano, Hashizume, Tawara, Hirayama (bib63) 2021; 9
Sun, Li, Chen, Iwasaki, Kubota, Matsuoka, Shen, Chen, Xu (bib209) 2013; 126
Rangel-Moreno, Moyron-Quiroz, Carragher, Kusser, Hartson, Moquin, Randall (bib177) 2009; 30
Duò, Robinson, Soneson (bib38) 2018; 7
Jaitin, Kenigsberg, Keren-Shaul, Elefant, Paul, Zaretsky, Mildner, Cohen, Jung, Tanay, Amit (bib90) 2014; 343
Abubaker, Luwor, Zhu, McNally, Quinn, Burns, Thompson, Findlay, Ahmed (bib1) 2014; 14
Lee, Jeong, Lee, Kim, Nam, Kang, Song, Choi, Kim, Park, Baek, Lee (bib118) 2022; 23
Aibar, González-Blas, Moerman, Huynh-Thu, Imrichova, Hulselmans, Rambow, Marine, Geurts, Aerts, Van Den Oord, Atak, Wouters, Aerts (bib3) 2017; 14
Dasgupta, Hoque, Upadhyay, Sidransky (bib28) 2008; 68
Holtgrewe, Messerschmidt, Nieminen, Beule (bib72) 2020; 36
Haque, Moriyama, Kubota, Ishiguro, Sakamoto, Chinju, Mochizuki, Sakamoto, Kaneko, Munemura, Maehara, Tanaka, Hayashida, Kawano, Kiyoshima, Nakamura (bib65) 2019; 9
Goto, Westcott, Goto, Imada, Taylor, Eng, Braverman, Deshpande, Jacks, Agudo, Yilmaz (bib52) 2024; 627
Lai, Xie, Chen, Lou, Yang, Deng, Lu, Tang (bib113) 2024; 10
Jovic, Liang, Zeng, Lin, Xu, Luo (bib96) 2022; 12
Krensky, Clayberger (bib110) 2009; 73
Zhou, Yan, Guo, Ji, Wang, Xu, Makabel, Pilarsky, He, Yu, Zhang (bib292) 2021
Yuan, Zhao, Ye, Wang, Liu, Zhang, Xie, Chi, Chen, Cheng, Liu (bib271) 2023; 14
Wang, Liu, Lu, Yang, Yin, Wang, Qi, Meng, Zang, Yang (bib225) 2015; 6
Slyper, Porter, Ashenberg, Waldman, Drokhlyansky, Wakiro, Smillie, Smith-Rosario, Wu, Dionne, Vigneau, Jané-Valbuena, Tickle, Napolitano, Su, Patel, Karlstrom, Gritsch, Nomura, Waghray, Gohil, Tsankov, Jerby-Arnon, Cohen, Klughammer, Rosen, Gould, Nguyen, Hofree, Tramontozzi, Li, Wu, Izar, Haq, Hodi, Yoon, Hata, Baker, Suvà, Bueno, Stover, Clay, Dyer, Collins, Matulonis, Wagle, Johnson, Rotem, Rozenblatt-Rosen, Regev (bib205) 2020; 26
Sriramkumar, Metcalfe, Lai, Zong, Fang, O'Hagan, Nephew (bib206) 2022; 17
Chen, Wang, Huang, Xu, Lv, Nie, Wang, Zhao, Liu, Li, Lu, Zhang, Chen (bib23) 2021; 10
Wang, Lin, Hsu, Lin, Tsai, Long, Tsai, Hsieh, Wu (bib226) 2019; 119
Yoshikawa, Wu, Inoue, Kasuya, Matsushita, Takahashi, Kuroda, Hosoda, Suzuki, Kagoya (bib263) 2022; 139
Olalekan, Xie, Back, Eckart, Basu (bib160) 2021; 35
Djureinovic, Wang, Kluger (bib35) 2021; 13
Tang, Barbacioru, Wang, Nordman, Lee, Xu, Wang, Bodeau, Tuch, Siddiqui, Lao, Surani (bib216) 2009; 6
Yang, Yang, Yang, Zhao, Wei (bib253) 2020
Dobin, Davis, Schlesinger, Drenkow, Zaleski, Jha, Batut, Chaisson, Gingeras (bib36) 2013; 29
Haghverdi, Lun, Morgan, Marioni (bib58) 2018; 36
Yang, Xu, Xu, Guan, Geng, Wang, Wei, Xu, Liu, Meng, Gao (bib258) 2023; 25
Zhao, Mei, Wang, He (bib285) 2023; 15
Cheng, Han, Guo, Yang, Zhou, Yang (bib25) 2014; 35
Fu, Hu, Wang, Fodor (bib44) 2011; 108
Pandey, Kistner-Griffin, Black, Namboodiri, Iwasaki, Kasuga, Hamada, Tsugane (bib165) 2014; 219
Zhong, Xu, Zhu, Du, Du, Yang, Ling, Xiong, Li (bib289) 2017; 8
Huang, Ma, Shi, Hu, Fan, Pang, Zhu, Yang, Xu, Liu, Zhu, Li (bib82) 2017; 8
Hornburg, Desbois, Lu, Guan, Lo, Kaufman, Elrod, Lotstein, DesRochers, Munoz-Rodriguez, Wang, Giltnane, Mayba, Turley, Bourgon, Daemen, Wang (bib74) 2021; 39
Gierahn, Wadsworth, Hughes, Bryson, Butler, Satija, Fortune, Christopher Love, Shalek (bib49) 2017; 14
Vignot, Lefebvre, Frampton, Meurice, Yelensky, Palmer, Capron, Lazar, Hannoun, Miller, André, Stephens, Soria, Spano (bib222) 2015; 51
Allaoui, Bergenfelz, Mohlin, Hagerling, Salari, Werb, Anderson, Ethier, Jirström, Påhlman, Bexell, Tahin, Johansson, Larsson, Leandersson (bib6) 2016; 7
Kilanowska, Ziółkowska, Stasiak, Gibas-Dorna (bib101) 2022; 11
Ma (bib147) 2020; 217
Picelli, Björklund, Faridani, Sagasser, Winberg, Sandberg (bib170) 2013; 10
Zhang, Pekcan Erkan, Jamalzadeh, Dai, Andersson, Kaipio, Lamminen, Mansuri, Huhtinen, Carpén, Hietanen, Oikkonen, Hynninen, Virtanen, Häkkinen, Hautaniemi, Vähärautio (bib278) 2022; 8
Khoreva, Butov, Nikolaeva, Martyanov, Kulakovskaya, Pershin, Alexenko, Kurnikova, Abasov, Raykina, Abramov, Arnaudova, Rodina, Trubina, Skvortsova, Balashov, Sveshnikova, Maschan, Novichkova, Panteleev, Shcherbina (bib100) 2023; 3
Lu, Sheng, Qian, Pan, Zhao, Ge (bib143) 2023
Qian, Wang, Li (bib173) 2020; 126
Qiu, Mao, Tang, Wang, Chawla, Pliner, Trapnell (bib175) 2017; 14
Satturwar, Shaker, Sinclair, Shen, Parwani, Ding, Li (bib190) 2023; 131
Cui, Zhao, Ye, Yang, Huang, Jiang, Zhang, Jia, Zhang, Huang (bib27) 2020; 8
Park, Kim, Lee, Oh, Lee, Ko, Park (bib167) 2022; 16
Sim, Um, Park, Seo, Park (bib202) 2022; 23
DiFeo, Narla, Hirshfeld, Camacho-Vanegas, Narla, Rose, Kalir, Yao, Levine, Birrer, Bonome, Friedman, Buller, Martignetti (bib30) 2006; 12
Lytal, Ran, An (bib146) 2020; 11
Kan, Zhang, Zhou, Zhang, Zhao, Gao, Zhang, Gao, Wang, Zhao, Yang (bib97) 2022; 41
Xu, Fang, Chen, Li, Tang, Ren, Cen, Fei, Zhang, Shen, Lu (bib249) 2022; 28
Xiang, Wang, Yang, Wang, Xu, Chen (bib244) 2021; 12
Luo, Wang, Li (bib145) 2024; 15
Yoyen-Ermis, Tunali, Tavukcuoglu, Horzum, Ozkazanc, Sutlu, Buyukasik, Esendagli (bib265) 2019; 9
Skums, Tsyvina, Zelikovsky (bib203) 2019; 35
Saani, Raj, Sood, Ansari, Mandviwala, Sanchez, Boussios (bib183) 2023
Nitschke, Markmann, Tölle, Kropidlowski, Belloum, Goetz, Schlüter, Kwiatkowski, Sinn, Izbicki, Pantel, Güngör, Uzunoglu, Wikman (bib158) 2022; 14
Tian, Liu, Liu, Hu, Xie, Guo, Wang, Zhang, Du, Lei, Wang, Xue, Zhang, Su, Zhang, Zhang, Chen, Zhang, Chen, Li, Jia, Song, Liu (bib219) 2022; 240
Yu, Du, Cui, Jiang, Feng (bib269) 2023; 46
Han, Gao, Jiang, Li, Guo, Li, Yi, Hou, Cheng, Feng, Jin, Zhao, Yue (bib60) 2024; 15
Klein, Mazutis, Akartuna, Tallapragada, Veres, Li, Peshkin, Weitz, Kirschner (bib106) 2015; 161
Carangelo, Magi, Semeraro (bib19) 2022
Wu, Yeong, Sheng, Tan Su-En, Chevrier, Loh, Hua, Lim, Hon, Chen (bib237) 2019
Hanahan, Weinberg (bib62) 2011
Li, Li, Li, Xu (bib131) 2023; 13
Calabrese, Davidson, Demircioğlu, Fonseca, He, Kahles, Lehmann, Liu, Shiraishi, Soulette, Urban, Greger, Li, Liu, Perry, Xiang, Zhang, Zhang, Bailey, Erkek, Hoadley, Hou, Huska, Kilpinen, Korbel, Marin, Markowski, Nandi, Pan-Hammarström, Pedamallu, Siebert, Stark, Su, Tan, Waszak, Yung, Zhu, Awadalla, Creighton, Meyerson, Ouellette, Wu, Yang, Brazma, Brooks, Göke, Rätsch, Schwarz, Stegle, Zhang, Amin, Chateigner, Cortés-Ciriano, Craft, Frenkel-Morgenstern, Goldman, Khurana, Lamaze, Li, Li, Li, Liu, Nielsen, Ojesina, Park, Pedersen, Teh, Wang, Xiong, Yakneen, Ye, Zhang, Zheng, Zhu, Aaltonen, Abascal, Abeshouse, Aburatani, Adams, Agrawal, Ahn, Ahn, Aikata, Akbani, Akdemir, Al-Ahmadie, Al-Sedairy, Al-Shahrour, Alawi, Albert, Aldape, Alexandrov, Ally, Alsop, Alvarez, Amary, Aminou, Ammerpohl, Anderson, Ang, Antonello, Anur, Aparicio, Appelbaum, Arai, Aretz, Arihiro, Ariizumi, Armenia, Arnould, Asa, Assenov, Atwal, Aukema, Auman, Aure, Aymerich, Bader, Baez-Ortega, Bailey, Bailey, Balasundaram, Balu, Bandopadhayay, Banks, Barbi, Barbour, Barenboim, Barnholtz-Sloan, Barr, Barrera, Bartlett, Bartolome, Bassi, Bathe, Baumhoer, Bavi, Baylin, Bazant, Beardsmore, Beck, Behjati, Behren, Niu, Bell, Beltran, Benz, Berchuck, Bergmann, Bergstrom, Berman, Berney, Bernhart, Beroukhim, Berrios, Bersani, Bertl, Betancourt, Bhandari, Bhosle, Biankin, Bieg, Bigner, Binder, Birney, Birrer, Biswas, Bjerkehagen, Bodenheimer, Boice, Bonizzato, De Bono, Boot, Bootwalla, Borg, Borkhardt, Boroevich, Borozan, Borst, Bosenberg, Bosio, Boultwood, Bourque, Boutros, Bova, Bowen, Bowlby, Bowtell, Boyault, Boyce, Boyd, Brennan, Brewer, Brinkman, Bristow, Broaddus, Brock, Brock, Broeks, Brooks, Brors, Brunak, Bruxner, Bruzos, Buchanan, Buchhalter, Buchholz, Bullman, Burke, Burkhardt, Burns, Busanovich, Bustamante, Butler, Butte, Byrne, Børresen-Dale, Caesar-Johnson, Cafferkey, Cahill, Caldas, Calvo, Camacho, Campbell, Campo, Cantù, Cao, Carey, Carlevaro-Fita, Carlsen, Cataldo, Cazzola, Cebon, Cerfolio, Chadwick, Chakravarty, Chalmers, Chan, Chan, Chan-Seng-yue, Chandan, Chang, Chanock, Chantrill, Chatterjee, Chayama, Chen, Chen, Chen, Chen, Chen, Cherniack, Chien, Chiew, Chin, Cho, Cho, Choi, Choi, Chomienne, Chong, Choo, Chou, Christ, Christie, Chuah, Cibulskis, Cibulskis, Cingarlini, Clapham, Claviez, Cleary, Cloonan, Cmero, Collins, Connor, Cooke, Cooper, Cope, Corbo, Cordes, Cordner, Covington, Cowin, Craft, Cun, Curley, Cutcutache, Czajka, Czerniak, Dagg, Danilova, Davi, Davies, Davis, Davis-Dusenbery, Dawson, De La Vega, De Paoli-Iseppi, Defreitas, Dei Tos, Delaneau, Demchok, Demeulemeester, Demidov, Dennis, Denroche, Dentro, Desai, Deshpande, Deshwar, Desmedt, Deu-Pons, Dhalla, Dhani, Dhingra, Dhir, Dibiase, Diamanti, Ding, Ding, Dinh, Dirix, Doddapaneni, Donmez, Dow, Drapkin, Drechsel, Drews, Serge, Dudderidge, Dueso-Barroso, Dunford, Dunn, Dursi, Duthie, Dutton-Regester, Eagles, Easton, Edmonds, Edwards, Edwards, Eeles, Ehinger, Eils, Eils, El-Naggar, Eldridge, Ellrott, Escaramis, Espiritu, Estivill, Etemadmoghadam, Eyfjord, Faltas, Fan, Fan, Faquin, Farcas, Fassan, Fatima, Favero, Fayzullaev, Felau, Fereday, Ferguson, Ferretti, Feuerbach, Field, Fink, Finocchiaro, Fisher, Fittall, Fitzgerald, Fitzgerald, Flanagan, Fleshner, Flicek, Foekens, Fong, Foster, Fox, Fraser, Frazer, Friedman, Frigola, Fronick, Fuj
Abubaker (10.1016/j.pbiomolbio.2025.01.002_bib1) 2014; 14
Pulford (10.1016/j.pbiomolbio.2025.01.002_bib171) 1992; 75
Zheng (10.1016/j.pbiomolbio.2025.01.002_bib287) 2023; 24
Wojtowicz (10.1016/j.pbiomolbio.2025.01.002_bib235) 2023; 68
Blair (10.1016/j.pbiomolbio.2025.01.002_bib13) 2000; 191
Fan (10.1016/j.pbiomolbio.2025.01.002_bib41) 2019; 10
Zhou (10.1016/j.pbiomolbio.2025.01.002_bib292) 2021
Macosko (10.1016/j.pbiomolbio.2025.01.002_bib149) 2015; 161
Lee (10.1016/j.pbiomolbio.2025.01.002_bib117) 2020; 12
Kment (10.1016/j.pbiomolbio.2025.01.002_bib107) 2024; 130
Sajid (10.1016/j.pbiomolbio.2025.01.002_bib187) 2017; 8
Tian (10.1016/j.pbiomolbio.2025.01.002_bib219) 2022; 240
Zhang (10.1016/j.pbiomolbio.2025.01.002_bib275) 2020; 11
Hanaki (10.1016/j.pbiomolbio.2025.01.002_bib63) 2021; 9
Tan (10.1016/j.pbiomolbio.2025.01.002_bib214) 2024; 23
van der Heide (10.1016/j.pbiomolbio.2025.01.002_bib221) 2022; 14
Nitschke (10.1016/j.pbiomolbio.2025.01.002_bib158) 2022; 14
Hanahan (10.1016/j.pbiomolbio.2025.01.002_bib62) 2011
Liao (10.1016/j.pbiomolbio.2025.01.002_bib135) 2022; 22
Nguyen (10.1016/j.pbiomolbio.2025.01.002_bib157) 2021; 1
Tan (10.1016/j.pbiomolbio.2025.01.002_bib215) 2024
Jin (10.1016/j.pbiomolbio.2025.01.002_bib95) 2022; 13
Sun (10.1016/j.pbiomolbio.2025.01.002_bib211) 2023; 13
Yang (10.1016/j.pbiomolbio.2025.01.002_bib254) 2021; 13
Yoshikawa (10.1016/j.pbiomolbio.2025.01.002_bib263) 2022; 139
Yu (10.1016/j.pbiomolbio.2025.01.002_bib267) 2021; 12
Marsh (10.1016/j.pbiomolbio.2025.01.002_bib151) 2012; 98
Sun (10.1016/j.pbiomolbio.2025.01.002_bib212) 2023; 42
Zhu (10.1016/j.pbiomolbio.2025.01.002_bib294) 2001; 30
Zhu (10.1016/j.pbiomolbio.2025.01.002_bib295) 2020; 11
Morse (10.1016/j.pbiomolbio.2025.01.002_bib154) 2023; 14
Khoreva (10.1016/j.pbiomolbio.2025.01.002_bib100) 2023; 3
Wang (10.1016/j.pbiomolbio.2025.01.002_bib225) 2015; 6
Hua (10.1016/j.pbiomolbio.2025.01.002_bib78) 2024; 29
Yoyen-Ermis (10.1016/j.pbiomolbio.2025.01.002_bib265) 2019; 9
Ali (10.1016/j.pbiomolbio.2025.01.002_bib5) 2023
Hornburg (10.1016/j.pbiomolbio.2025.01.002_bib74) 2021; 39
Norton (10.1016/j.pbiomolbio.2025.01.002_bib159) 2016; 6
Tang (10.1016/j.pbiomolbio.2025.01.002_bib217) 2019; 28
Gao (10.1016/j.pbiomolbio.2025.01.002_bib47) 2023; 13
Izar (10.1016/j.pbiomolbio.2025.01.002_bib89) 2020; 26
Tufail (10.1016/j.pbiomolbio.2025.01.002_bib220) 2024; 23
Vignot (10.1016/j.pbiomolbio.2025.01.002_bib222) 2015; 51
Wang (10.1016/j.pbiomolbio.2025.01.002_bib229) 2022; 7
Yang (10.1016/j.pbiomolbio.2025.01.002_bib251) 2018; 10
Assidi (10.1016/j.pbiomolbio.2025.01.002_bib7) 2022; 24
Kolodziejczyk (10.1016/j.pbiomolbio.2025.01.002_bib108) 2015
Moutsopoulos (10.1016/j.pbiomolbio.2025.01.002_bib155) 2021; 49
Fan (10.1016/j.pbiomolbio.2025.01.002_bib42) 2024; 27
Satturwar (10.1016/j.pbiomolbio.2025.01.002_bib190) 2023; 131
Bai (10.1016/j.pbiomolbio.2025.01.002_bib9) 2020; 112
Li (10.1016/j.pbiomolbio.2025.01.002_bib122) 2016; 14
Wang (10.1016/j.pbiomolbio.2025.01.002_bib232) 2023; 25
Lawrenson (10.1016/j.pbiomolbio.2025.01.002_bib115) 2009; 42
Akiya (10.1016/j.pbiomolbio.2025.01.002_bib4) 2017; 8
Dinh (10.1016/j.pbiomolbio.2025.01.002_bib34) 2021; 35
Li (10.1016/j.pbiomolbio.2025.01.002_bib130) 2022; 126
Zhao (10.1016/j.pbiomolbio.2025.01.002_bib285) 2023; 15
Yang (10.1016/j.pbiomolbio.2025.01.002_bib256) 2022; 3
Xin (10.1016/j.pbiomolbio.2025.01.002_bib247) 2016; 113
Wang (10.1016/j.pbiomolbio.2025.01.002_bib228) 2021
Huang (10.1016/j.pbiomolbio.2025.01.002_bib82) 2017; 8
Shen (10.1016/j.pbiomolbio.2025.01.002_bib196) 2024; 17
Bates (10.1016/j.pbiomolbio.2025.01.002_bib11) 2023; 23
Li (10.1016/j.pbiomolbio.2025.01.002_bib121) 2021; 13
Han (10.1016/j.pbiomolbio.2025.01.002_bib61) 2024; 16
Zhou (10.1016/j.pbiomolbio.2025.01.002_bib291) 2021; 14
Riffle (10.1016/j.pbiomolbio.2025.01.002_bib181) 2017
Wu (10.1016/j.pbiomolbio.2025.01.002_bib239) 2021; 53
Lian (10.1016/j.pbiomolbio.2025.01.002_bib133) 2023; 4
Rangel-Moreno (10.1016/j.pbiomolbio.2025.01.002_bib177) 2009; 30
Ding (10.1016/j.pbiomolbio.2025.01.002_bib31) 2023; 16
Ivanovic (10.1016/j.pbiomolbio.2025.01.002_bib88) 2018; 18
Mogi (10.1016/j.pbiomolbio.2025.01.002_bib153) 2021
Gonzalez (10.1016/j.pbiomolbio.2025.01.002_bib51) 2021; 36
Krensky (10.1016/j.pbiomolbio.2025.01.002_bib110) 2009; 73
Liu (10.1016/j.pbiomolbio.2025.01.002_bib142) 2023; 14
Kim (10.1016/j.pbiomolbio.2025.01.002_bib104) 2021; 60
Kawahata (10.1016/j.pbiomolbio.2025.01.002_bib98) 2020; 19
Szulc-Kielbik (10.1016/j.pbiomolbio.2025.01.002_bib213) 2021; 1876
Haghverdi (10.1016/j.pbiomolbio.2025.01.002_bib58) 2018; 36
Zhang (10.1016/j.pbiomolbio.2025.01.002_bib279) 2022; 14
Yang (10.1016/j.pbiomolbio.2025.01.002_bib253) 2020
Dasgupta (10.1016/j.pbiomolbio.2025.01.002_bib28) 2008; 68
Fujiwara (10.1016/j.pbiomolbio.2025.01.002_bib45) 2016; 27
Jin (10.1016/j.pbiomolbio.2025.01.002_bib94) 2021; 12
Yang (10.1016/j.pbiomolbio.2025.01.002_bib255) 2021; 7
Jaitin (10.1016/j.pbiomolbio.2025.01.002_bib90) 2014; 343
Wang (10.1016/j.pbiomolbio.2025.01.002_bib223) 2021; 11
Rough (10.1016/j.pbiomolbio.2025.01.002_bib182) 2010; 3
Yu (10.1016/j.pbiomolbio.2025.01.002_bib266) 2020; 24
Hou (10.1016/j.pbiomolbio.2025.01.002_bib76) 2024; 104
Wu (10.1016/j.pbiomolbio.2025.01.002_bib243) 2023; 13
Chai (10.1016/j.pbiomolbio.2025.01.002_bib21) 2024; 7
Liang (10.1016/j.pbiomolbio.2025.01.002_bib134) 2021; 11
Yuan (10.1016/j.pbiomolbio.2025.01.002_bib272) 2023
Wu (10.1016/j.pbiomolbio.2025.01.002_bib242) 2023; 2
Lambrechts (10.1016/j.pbiomolbio.2025.01.002_bib114) 2018; 24
Jin (10.1016/j.pbiomolbio.2025.01.002_bib93) 2020; 9
Han (10.1016/j.pbiomolbio.2025.01.002_bib60) 2024; 15
Qi (10.1016/j.pbiomolbio.2025.01.002_bib172) 2015; 20
Lu (10.1016/j.pbiomolbio.2025.01.002_bib143) 2023
Wang (10.1016/j.pbiomolbio.2025.01.002_bib224) 2015; 5
Yu (10.1016/j.pbiomolbio.2025.01.002_bib268) 2022; 167
Liu (10.1016/j.pbiomolbio.2025.01.002_bib138) 2020; 19
Fialka (10.1016/j.pbiomolbio.2025.01.002_bib43) 2008; 44
Khan (10.1016/j.pbiomolbio.2025.01.002_bib99) 2019; 571
Leung (10.1016/j.pbiomolbio.2025.01.002_bib120) 2014; 5
Picelli (10.1016/j.pbiomolbio.2025.01.002_bib170) 2013; 10
Saqib (10.1016/j.pbiomolbio.2025.01.002_bib188) 2023; 14
Zhang (10.1016/j.pbiomolbio.2025.01.002_bib280) 2022; 10
Ding (10.1016/j.pbiomolbio.2025.01.002_bib32) 2023; 13
Rasool (10.1016/j.pbiomolbio.2025.01.002_bib178) 2016; 11
Gao (10.1016/j.pbiomolbio.2025.01.002_bib46) 2018; 13
He (10.1016/j.pbiomolbio.2025.01.002_bib69) 2023; 2023
Huang (10.1016/j.pbiomolbio.2025.01.002_bib81) 2017; 6
Shih (10.1016/j.pbiomolbio.2025.01.002_bib199) 2018; 13
Wu (10.1016/j.pbiomolbio.2025.01.002_bib238) 2019; 15
You (10.1016/j.pbiomolbio.2025.01.002_bib264) 2018; 191
Saygin (10.1016/j.pbiomolbio.2025.01.002_bib191) 2017; 214
Liu (10.1016/j.pbiomolbio.2025.01.002_bib137) 2019
Wu (10.1016/j.pbiomolbio.2025.01.002_bib237) 2019
Qian (10.1016/j.pbiomolbio.2025.01.002_bib173) 2020; 126
Sarkar (10.1016/j.pbiomolbio.2025.01.002_bib189) 2021
DiFeo (10.1016/j.pbiomolbio.2025.01.002_bib30) 2006; 12
Xu (10.1016/j.pbiomolbio.2025.01.002_bib250) 2024; 593
Park (10.1016/j.pbiomolbio.2025.01.002_bib168) 2023; 12
Li (10.1016/j.pbiomolbio.2025.01.002_bib124) 2022; 12
Kan (10.1016/j.pbiomolbio.2025.01.002_bib97) 2022; 41
Lee (10.1016/j.pbiomolbio.2025.01.002_bib119) 2022; 14
Skytthe (10.1016/j.pbiomolbio.2025.01.002_bib204) 2020; 21
Efremova (10.1016/j.pbiomolbio.2025.01.002_bib39) 2020; 15
Carangelo (10.1016/j.pbiomolbio.2025.01.002_bib19) 2022
Jovic (10.1016/j.pbiomolbio.2025.01.002_bib96) 2022; 12
Liu (10.1016/j.pbiomolbio.2025.01.002_bib141) 2022; 3
Zhu (10.1016/j.pbiomolbio.2025.01.002_bib296) 2022; 22
Wei (10.1016/j.pbiomolbio.2025.01.002_bib234) 2020; 8
Lee (10.1016/j.pbiomolbio.2025.01.002_bib116) 2013
Calabrese (10.1016/j.pbiomolbio.2025.01.002_bib18) 2020; 578
Yokoi (10.1016/j.pbiomolbio.2025.01.002_bib262) 2023; 9
Wu (10.1016/j.pbiomolbio.2025.01.002_bib240) 2021; 206
Olalekan (10.1016/j.pbiomolbio.2025.01.002_bib160) 2021; 35
Wu (10.1016/j.pbiomolbio.2025.01.002_bib241) 2021; 21
Saelens (10.1016/j.pbiomolbio.2025.01.002_bib185) 2019; 37
Saani (10.1016/j.pbiomolbio.2025.01.002_bib183) 2023
Kilanowska (10.1016/j.pbiomolbio.2025.01.002_bib101) 2022; 11
Kumar (10.1016/j.pbiomolbio.2025.01.002_bib111) 2020; 19
Padmanabhan (10.1016/j.pbiomolbio.2025.01.002_bib162) 2022; 97
Dobin (10.1016/j.pbiomolbio.2025.01.002_bib36) 2013; 29
Zhong (10.1016/j.pbiomolbio.2025.01.002_bib289) 2017; 8
Deng (10.1016/j.pbiomolbio.2025.01.002_bib29) 2022; 13
Mills (10.1016/j.pbiomolbio.2025.01.002_bib152) 2012; 32
Quan (10.1016/j.pbiomolbio.2025.01.002_bib176) 2023; 15
Yang (10.1016/j.pbiomolbio.2025.01.002_bib257) 2023; 55
Li (10.1016/j.pbiomolbio.2025.01.002_bib126) 2022; 13
Huang (10.1016/j.pbiomolbio.2025.01.002_bib79) 2007; 178
Ji (10.1016/j.pbiomolbio.2025.01.002_bib91) 2022; 13
Shiino (10.1016/j.pbiomolbio.2025.01.002_bib200) 2023; 12
Sim (10.1016/j.pbiomolbio.2025.01.002_bib202) 2022; 23
Balança (10.1016/j.pbiomolbio.2025.01.002_bib10) 2021; 6
Dondi (10.1016/j.pbiomolbio.2025.01.002_bib37) 2023; 14
Browaeys (10.1016/j.pbiomolbio.2025.01.002_bib15) 2020; 17
Hailer (10.1016/j.pbiomolbio.2025.01.002_bib59) 2023; 4
Nath (10.1016/j.pbiomolbio.2025.01.002_bib156) 2021; 12
Pan (10.1016/j.pbiomolbio.2025.01.002_bib164) 2023; 23
Ligr (10.1016/j.pbiomolbio.2025.01.002_bib136) 2011; 6
Su (10.1016/j.pbiomolbio.2025.01.002_bib207) 2020; 7
Cai (10.1016/j.pbiomolbio.2025.01.002_bib17) 2022; 13
Guan (10.1016/j.pbiomolbio.2025.01.002_bib55) 2011; 11
Kim (10.1016/j.pbiomolbio.2025.01.002_bib103) 2015; 6
Liu (10.1016/j.pbiomolbio.2025.01.002_bib139) 2020; 46
Zheng (10.1016/j.pbiomolbio.2025.01.002_bib288) 2023; 2023
Chen (10.1016/j.pbiomolbio.2025.01.002_bib22) 2019
Lytal (10.1016/j.pbiomolbio.2025.01.002_bib146) 2020; 11
Grossman (10.1016/j.pbiomolbio.2025.01.002_bib53) 2004; 104
Zhang (10.1016/j.pbiomolbio.2025.01.002_bib274) 2017; 5
Senkowski (10.1016/j.pbiomolbio.2025.01.002_bib193) 2023; 58
Hao (10.1016/j.pbiomolbio.2025.01.002_bib64) 2021; 184
Li (10.1016/j.pbiomolbio.2025.01.002_bib131) 2023; 13
Huang (10.1016/j.pbiomolbio.2025.01.002_bib83) 2021; 19
Xiang (10.1016/j.pbiomolbio.2025.01.002_bib244) 2021; 12
Zhang (10.1016/j.pb
References_xml – volume: 8
  start-page: 33159
  year: 2017
  end-page: 33171
  ident: bib187
  article-title: Preferential accumulation of regulatory T cells with highly immunosuppressive characteristics in breast tumor microenvironment
  publication-title: Oncotarget
– volume: 240
  year: 2022
  ident: bib219
  article-title: UCHL1 promotes cancer stemness in triple-negative breast cancer
  publication-title: Pathol. Res. Pract.
– volume: 11
  start-page: 9164
  year: 2021
  ident: bib223
  article-title: A novel prognostic biomarker LCP2 correlates with metastatic melanoma-infiltrating CD8+ T cells
  publication-title: Sci. Rep.
– volume: 131
  start-page: 465
  year: 2023
  end-page: 470
  ident: bib190
  article-title: SOX17 is a highly sensitive and specific marker for metastatic ovarian and endometrial carcinomas in cytology cell block specimens
  publication-title: Cancer Cytopathol
– volume: 8
  start-page: 63646
  year: 2017
  end-page: 63664
  ident: bib4
  article-title: Identification of LEFTY as a molecular marker for ovarian clear cell carcinoma
  publication-title: Oncotarget
– volume: 13
  year: 2023
  ident: bib47
  article-title: Single‐cell transcriptomics identify TNFRSF1B as a novel T‐cell exhaustion marker for ovarian cancer
  publication-title: Clin. Transl. Med.
– volume: 104
  year: 2024
  ident: bib76
  article-title: N6-methyladenosine–modified KREMEN2 promotes tumorigenesis and malignant progression of high-grade serous ovarian cancer
  publication-title: Lab. Invest.
– volume: 10
  year: 2019
  ident: bib41
  article-title: Single-cell reconstruction of follicular remodeling in the human adult ovary
  publication-title: Nat. Commun.
– volume: 126
  start-page: 3939
  year: 2013
  end-page: 3947
  ident: bib209
  article-title: PIASy mediates hypoxia-induced SIRT1 transcriptional repression and epithelial-to-mesenchymal transition in ovarian cancer cells
  publication-title: J. Cell Sci.
– volume: 18
  start-page: 732
  year: 2023
  end-page: 754
  ident: bib48
  article-title: Preparation of single-cell suspensions from the human placenta
  publication-title: Nat. Protoc.
– volume: 2
  start-page: e30
  year: 2023
  ident: bib242
  article-title: Overexpression of DAPK1 and Beclin1 under oxygen and glucose deprivation conditions promotes excessive autophagy and apoptosis in A549 cells
  publication-title: MedComm – Oncology
– volume: 12
  start-page: 1219
  year: 2021
  end-page: 1230
  ident: bib218
  article-title: Curcumin induces ferroptosis in non-small-cell lung cancer via activating autophagy
  publication-title: Thorac Cancer
– volume: 27
  year: 2024
  ident: bib42
  article-title: T proliferating cells derived autophagy signature associated with prognosis and immunotherapy resistance in a pan-cancer analysis
  publication-title: iScience
– volume: 13
  year: 2022
  ident: bib29
  article-title: Single-cell RNA-sequencing atlas reveals the tumor microenvironment of metastatic high-grade serous ovarian carcinoma
  publication-title: Front. Immunol.
– volume: 11
  start-page: 3835
  year: 2022
  ident: bib101
  article-title: cAMP-dependent signaling and ovarian cancer
  publication-title: Cells
– volume: 28
  start-page: 3590
  year: 2022
  end-page: 3602
  ident: bib249
  article-title: Single-cell RNA sequencing reveals the tissue architecture in human high-grade serous ovarian cancer
  publication-title: Clin. Cancer Res.
– volume: 10
  year: 2022
  ident: bib280
  article-title: Robust acquisition of spatial transcriptional programs in tissues with immunofluorescence-guided laser capture microdissection
  publication-title: Front. Cell Dev. Biol.
– volume: 24
  start-page: 433
  year: 2022
  ident: bib7
  article-title: Strong prognostic value of SLAMF7 protein expression in patients with lymph node-positive breast cancer
  publication-title: Oncol. Lett.
– volume: 545
  year: 2022
  ident: bib24
  article-title: Single cell RNA-seq reveals the CCL5/SDC1 receptor-ligand interaction between T cells and tumor cells in pancreatic cancer
  publication-title: Cancer Lett.
– volume: 27
  start-page: 150
  year: 2016
  end-page: 152
  ident: bib45
  article-title: Clear-cell carcinoma of the ovary
  publication-title: Ann. Oncol.
– volume: 14
  start-page: 979
  year: 2017
  end-page: 982
  ident: bib175
  article-title: Reversed graph embedding resolves complex single-cell trajectories
  publication-title: Nat. Methods
– volume: 28
  start-page: 2837
  year: 2019
  end-page: 2850.e5
  ident: bib217
  article-title: Tracing tumor evolution in sarcoma reveals clonal origin of advanced metastasis
  publication-title: Cell Rep.
– volume: 17
  start-page: 159
  year: 2020
  end-page: 162
  ident: bib15
  article-title: NicheNet: modeling intercellular communication by linking ligands to target genes
  publication-title: Nat. Methods
– volume: 42
  start-page: 385
  year: 2009
  end-page: 393
  ident: bib115
  article-title: In vitro three-dimensional modelling of human ovarian surface epithelial cells
  publication-title: Cell Prolif.
– year: 2021
  ident: bib153
  article-title: Ovarian cancer-associated mesothelial cells: transdifferentiation to minions of cancer and orchestrate developing peritoneal dissemination
  publication-title: Cancers
– volume: 14
  start-page: 395
  year: 2017
  end-page: 398
  ident: bib49
  article-title: Seq-Well: portable, low-cost rna sequencing of single cells at high throughput
  publication-title: Nat. Methods
– volume: 24
  start-page: 1277
  year: 2018
  end-page: 1289
  ident: bib114
  article-title: Phenotype molding of stromal cells in the lung tumor microenvironment
  publication-title: Nat Med
– volume: 15
  year: 2023
  ident: bib166
  article-title: Changes in nucleolin expression during malignant transformation Leading to ovarian high-grade serous carcinoma
  publication-title: Cancers
– volume: 68
  start-page: 700
  year: 2008
  end-page: 706
  ident: bib28
  article-title: Mitochondrial Cytochrome B gene mutation promotes tumor growth in bladder cancer
  publication-title: Cancer Res.
– volume: 14
  start-page: 1028
  year: 2023
  ident: bib180
  article-title: Spatial transcriptomics reveals niche-specific enrichment and vulnerabilities of radial glial stem-like cells in malignant gliomas
  publication-title: Nat. Commun.
– volume: 12
  year: 2021
  ident: bib244
  article-title: A comparison for dimensionality reduction methods of single-cell RNA-seq data
  publication-title: Front. Genet.
– year: 2022
  ident: bib19
  article-title: From multitude to singularity: an up-to-date overview of scRNA-seq data generation and analysis
  publication-title: Front. Genet.
– volume: 22
  start-page: 339
  year: 2022
  ident: bib296
  article-title: NAP1L1 promotes tumor proliferation through HDGF/C-JUN signaling in ovarian cancer
  publication-title: BMC Cancer
– volume: 37
  start-page: 685
  year: 2019
  end-page: 691
  ident: bib70
  article-title: Efficient integration of heterogeneous single-cell transcriptomes using Scanorama
  publication-title: Nat. Biotechnol.
– volume: 25
  start-page: 100
  year: 2023
  ident: bib258
  article-title: Single-cell RNA reveals a tumorigenic microenvironment in the interface zone of human breast tumors
  publication-title: Breast Cancer Researc
– volume: 3
  start-page: 13
  year: 2010
  ident: bib182
  article-title: Anti-proliferative effect of LXR agonist T0901317 in ovarian carcinoma cells
  publication-title: J. Ovarian Res.
– volume: 5
  year: 2015
  ident: bib224
  article-title: CD8+NKT-like cells regulate the immune response by killing antigen-bearing DCs
  publication-title: Sci. Rep.
– year: 2023
  ident: bib272
  article-title: Extracellular matrix remodeling in tumor progression and immune escape: from mechanisms to treatments
  publication-title: Mol. Cancer
– volume: 138
  start-page: 627
  year: 2015
  end-page: 633
  ident: bib40
  article-title: TOP2A gene copy gain predicts response of epithelial ovarian cancers to pegylated liposomal doxorubicin: TOP2A as marker of response to PLD in ovarian cancer
  publication-title: Gynecol. Oncol.
– volume: 26
  start-page: 1271
  year: 2020
  end-page: 1279
  ident: bib89
  article-title: A single-cell landscape of high-grade serous ovarian cancer
  publication-title: Nat Med
– volume: 13
  start-page: 7294
  year: 2023
  ident: bib131
  article-title: NK cell marker gene-based model shows good predictive ability in prognosis and response to immunotherapies in hepatocellular carcinoma
  publication-title: Sci. Rep.
– volume: 25
  start-page: e3504
  year: 2023
  ident: bib232
  article-title: Single-cell RNA-sequencing analysis reveals divergent transcriptome events between platinum-sensitive and platinum-resistant high-grade serous ovarian carcinoma
  publication-title: J. Gene Med.
– volume: 13
  year: 2022
  ident: bib231
  article-title: Identification of prognosis biomarkers for high-grade serous ovarian cancer based on stemness
  publication-title: Front. Genet.
– volume: 54
  start-page: 82
  year: 2016
  end-page: 91
  ident: bib57
  article-title: TNF-α expression, risk factors, and inflammatory exposures in ovarian cancer: evidence for an inflammatory pathway of ovarian carcinogenesis?
  publication-title: Hum. Pathol.
– volume: 23
  year: 2024
  ident: bib214
  article-title: Comprehensive analysis of CCAAT/enhancer binding protein family in ovarian cancer
  publication-title: Cancer Inform
– year: 2021
  ident: bib228
  article-title: Cell heterogeneity analysis in single-cell RNA-seq data using mixture exponential graph and Markov random field model
  publication-title: BioMed Res. Int.
– volume: 15
  year: 2024
  ident: bib145
  article-title: Integrating single-cell and spatial transcriptomic analysis to unveil heterogeneity in high-grade serous ovarian cancer
  publication-title: Front. Immunol.
– volume: 23
  start-page: 203
  year: 2024
  ident: bib220
  article-title: Altered metabolism in cancer: insights into energy pathways and therapeutic targets
  publication-title: Mol. Cancer
– volume: 49
  start-page: e83
  year: 2021
  ident: bib155
  article-title: noisyR: enhancing biological signal in sequencing datasets by characterizing random technical noise
  publication-title: Nucleic Acids Res.
– volume: 28
  year: 2023
  ident: bib169
  article-title: PD-1/PD-L1 immune checkpoint blockade in ovarian cancer: dilemmas and opportunities
  publication-title: Drug Discov. Today
– volume: 12
  start-page: 2286
  year: 2023
  ident: bib200
  article-title: Investigation of tumor heterogeneity using integrated single-cell RNA sequence analysis to focus on genes related to breast cancer-, EMT-, CSC-, and metastasis-related markers in patients with HER2-positive breast cancer
  publication-title: Cells
– volume: 14
  start-page: 464
  year: 2023
  end-page: 481.e7
  ident: bib154
  article-title: Positional influence on cellular transcriptional identity revealed through spatially segmented single-cell transcriptomics
  publication-title: Cell Syst
– volume: 13
  year: 2018
  ident: bib199
  article-title: Identification of grade and origin specific cell populations in serous epithelial ovarian cancer by single cell RNA-seq
  publication-title: PLoS One
– volume: 22
  start-page: 635
  year: 2022
  ident: bib230
  article-title: Impact of AADAC gene expression on prognosis in patients with Borrmann type III advanced gastric cancer
  publication-title: BMC Cancer
– volume: 167
  start-page: 342
  year: 2022
  end-page: 353
  ident: bib268
  article-title: Cancer-associated fibroblasts-derived FMO2 as a biomarker of macrophage infiltration and prognosis in epithelial ovarian cancer
  publication-title: Gynecology Oncology
– volume: 9
  start-page: 802
  year: 2019
  ident: bib290
  article-title: CD44 expression predicts prognosis of ovarian cancer patients through promoting epithelial-mesenchymal transition (EMT) by regulating snail, ZEB1, and caveolin-1
  publication-title: Front. Oncol.
– volume: 140
  year: 2024
  ident: bib293
  article-title: Single-cell RNA sequencing reveals heterogeneity in ovarian cancer and constructs a prognostic signature for prognostic prediction and immunotherapy
  publication-title: Int Immunopharmacol
– volume: 8
  start-page: 49757
  year: 2017
  end-page: 49772
  ident: bib289
  article-title: Increased expression of IRF8 in tumor cells inhibits the generation of Th17 cells and predicts unfavorable survival of diffuse large B cell lymphoma patients
  publication-title: Oncotarget
– volume: 4
  start-page: e105
  year: 2021
  ident: bib54
  article-title: CD276 as a novel CAR NK‐92 therapeutic target for neuroblastoma
  publication-title: Adv Cell Gene Ther
– year: 2015
  ident: bib108
  article-title: The technology and biology of single-cell RNA sequencing
  publication-title: Mol Cell
– volume: 29
  start-page: 358
  year: 2024
  ident: bib78
  article-title: Establishment of an ovarian cancer exhausted CD8+T cells-related genes model by integrated analysis of scRNA-seq and bulk RNA-seq
  publication-title: Eur. J. Med. Res.
– volume: 58
  start-page: 269
  year: 2015
  end-page: 274
  ident: bib67
  article-title: Claudin-4 in ovarian cancer and its relation to platinum compounds resistance
  publication-title: Progresos Obstet. Ginecol.
– volume: 12
  year: 2021
  ident: bib267
  article-title: Significance of CD47 and its association with tumor immune microenvironment heterogeneity in ovarian cancer
  publication-title: Front. Immunol.
– volume: 14
  start-page: 63
  year: 2021
  ident: bib291
  article-title: Ovarian endometrioid carcinoma and clear cell carcinoma: a 21-year retrospective study
  publication-title: J. Ovarian Res.
– volume: 17
  start-page: 82
  year: 2024
  ident: bib196
  article-title: Integration of single-cell RNA-seq and bulk RNA-seq data to construct and validate a cancer-associated fibroblast-related prognostic signature for patients with ovarian cancer
  publication-title: J. Ovarian Res.
– volume: 12
  start-page: 1088
  year: 2021
  ident: bib94
  article-title: Inference and analysis of cell-cell communication using CellChat
  publication-title: Nat. Commun.
– volume: 14
  year: 2022
  ident: bib184
  article-title: Incidence and survival rates for female malignant germ cell tumors: an institutional review
  publication-title: Cureus
– volume: 10
  start-page: 1096
  year: 2013
  end-page: 1100
  ident: bib170
  article-title: Smart-seq2 for sensitive full-length transcriptome profiling in single cells
  publication-title: Nat. Methods
– volume: 7
  start-page: 1141
  year: 2018
  ident: bib38
  article-title: A systematic performance evaluation of clustering methods for single-cell RNA-seq data
  publication-title: F1000Res
– year: 2021
  ident: bib189
  article-title: Tumor-infiltrating T-regulatory cells adapt to altered metabolism to promote tumor-immune escape
  publication-title: Current Research in Immunology
– volume: 21
  start-page: 284
  year: 2021
  ident: bib241
  article-title: LncRNA WDFY3-AS2 promotes cisplatin resistance and the cancer stem cell in ovarian cancer by regulating hsa-miR-139-5p/SDC4 axis
  publication-title: Cancer Cell Int.
– volume: 13
  start-page: 400
  year: 2022
  end-page: 412
  ident: bib17
  article-title: LRG1 in pancreatic cancer cells promotes inflammatory factor synthesis and the angiogenesis of HUVECs by activating VEGFR signaling
  publication-title: J. Gastrointest. Oncol.
– year: 2023
  ident: bib143
  article-title: scRNA-seq data analysis method to improve analysis performance
  publication-title: IET Nanobiotechnol.
– volume: 26
  start-page: 792
  year: 2020
  end-page: 802
  ident: bib205
  article-title: A single-cell and single-nucleus RNA-Seq toolbox for fresh and frozen human tumors
  publication-title: Nat Med
– volume: 4
  year: 2023
  ident: bib59
  article-title: Isolation of human cutaneous immune cells for single-cell RNA sequencing
  publication-title: STAR Protoc
– volume: 6
  year: 2011
  ident: bib136
  article-title: Expression and function of androgen receptor coactivator p44/MEP50/WDR77 in ovarian cancer
  publication-title: PLoS One
– volume: 15
  start-page: 62
  year: 2023
  ident: bib285
  article-title: The effect of oxidative phosphorylation on cancer drug resistance
  publication-title: Cancers
– volume: 75
  start-page: 588
  year: 1992
  end-page: 595
  ident: bib171
  article-title: A monocyte/macrophage antigen recognized by the four antibodies GHI/61, Ber-MAC3, Ki-M8 and SM4
  publication-title: Immunology
– volume: 139
  start-page: 2156
  year: 2022
  end-page: 2172
  ident: bib263
  article-title: Genetic ablation of PRDM1 in antitumor T cells enhances therapeutic efficacy of adoptive immunotherapy
  publication-title: Blood
– volume: 4
  year: 2023
  ident: bib133
  article-title: Differentiation and single-cell RNA-seq analyses of human pluripotent-stem-cell-derived renal organoids
  publication-title: STAR Protoc
– volume: 10
  start-page: 81
  year: 2018
  ident: bib251
  article-title: Landscape of genomic alterations in high-grade serous ovarian cancer from exceptional long- and short-term survivors
  publication-title: Genome Med.
– year: 2019
  ident: bib237
  article-title: Comparison between UMAP and t-SNE for multiplex-immunofluorescence derived single-cell data from tissue sections
  publication-title: BioRvix Preprint
– volume: 30
  start-page: 892
  year: 2001
  end-page: 897
  ident: bib294
  article-title: Reverse transcriptase template switching: a SMART approach for full-length cDNA library construction
  publication-title: Biotechniques
– volume: 37
  start-page: 547
  year: 2019
  end-page: 554
  ident: bib185
  article-title: A comparison of single-cell trajectory inference methods
  publication-title: Nat. Biotechnol.
– volume: 36
  start-page: 41
  year: 2017
  ident: bib245
  article-title: Notch signaling plays a crucial role in cancer stem-like cells maintaining stemness and mediating chemotaxis in renal cell carcinoma
  publication-title: J. Exp. Clin. Cancer Res.
– volume: 35
  year: 2021
  ident: bib160
  article-title: Characterizing the tumor microenvironment of metastatic ovarian cancer by single-cell transcriptomics
  publication-title: Cell Rep.
– year: 2023
  ident: bib5
  article-title: Epidemiology and risk factors for ovarian cancer
  publication-title: Przeglad Menopauzalny
– year: 2019
  ident: bib22
  article-title: Single-cell RNA-seq technologies and related computational data analysis
  publication-title: Front. Genet.
– year: 2013
  ident: bib116
  article-title: Recruitment of monocytes/macrophages in different tumor microenvironments
  publication-title: Biochim. Biophys. Acta Rev. Canc
– volume: 22
  start-page: 1216
  year: 2022
  ident: bib127
  article-title: Higher thymocyte selection-associated high mobility group box (TOX) expression predicts poor prognosis in patients with ovarian cancer
  publication-title: BMC Cancer
– volume: 7
  start-page: 131
  year: 2024
  ident: bib21
  article-title: Single-cell transcriptome analysis of epithelial, immune, and stromal signatures and interactions in human ovarian cancer
  publication-title: Commun. Biol.
– volume: 19
  start-page: 1947
  year: 2020
  end-page: 1957
  ident: bib138
  article-title: Prognosis of ovarian clear cell cancer compared with other epithelial cancer types: a population–based analysis
  publication-title: Oncol. Lett.
– volume: 14
  start-page: 7780
  year: 2023
  ident: bib37
  article-title: Detection of isoforms and genomic alterations by high-throughput full-length single-cell RNA sequencing in ovarian cancer
  publication-title: Nat. Commun.
– volume: 36
  year: 2021
  ident: bib51
  article-title: High-grade serous ovarian tumor cells modulate NK cell function to create an immune-tolerant microenvironment
  publication-title: Cell Rep.
– volume: 9
  start-page: 2951
  year: 2020
  end-page: 2961
  ident: bib93
  article-title: Identification of an individualized autophagy prognostic index in clear cell renal cell carcinoma patients
  publication-title: Transl. Cancer Res.
– volume: 12
  year: 2022
  ident: bib124
  article-title: Integrating single-cell RNA sequencing and prognostic model revealed the carcinogenicity and clinical significance of FAM83D in ovarian cancer
  publication-title: Front. Oncol.
– volume: 51
  start-page: 791
  year: 2015
  end-page: 799
  ident: bib222
  article-title: Comparative analysis of primary tumour and matched metastases in colorectal cancer patients: evaluation of concordance between genomic and transcriptional profiles
  publication-title: Eur. J. Cancer
– volume: 571
  start-page: 211
  year: 2019
  end-page: 218
  ident: bib99
  article-title: TOX transcriptionally and epigenetically programs CD8+ T cell exhaustion
  publication-title: Nature
– volume: 109
  start-page: 3129
  year: 2018
  end-page: 3138
  ident: bib210
  article-title: Ambra1 modulates the sensitivity of breast cancer cells to epirubicin by regulating autophagy via ATG12
  publication-title: Cancer Sci.
– volume: 14
  year: 2023
  ident: bib142
  article-title: p53 mutation and deletion contribute to tumor immune evasion
  publication-title: Front. Genet.
– volume: 13
  start-page: 236
  year: 2014
  ident: bib75
  article-title: Cyr61 promotes epithelial-mesenchymal transition and tumor metastasis of osteosarcoma by Raf-1/MEK/ERK/Elk-1/TWIST-1 signaling pathway
  publication-title: Mol. Cancer
– volume: 178
  start-page: 77
  year: 2007
  end-page: 84
  ident: bib79
  article-title: Granulysin-mediated tumor rejection in transgenic mice 1
  publication-title: J. Immunol.
– volume: 161
  start-page: 1202
  year: 2015
  end-page: 1214
  ident: bib149
  article-title: Highly parallel genome-wide expression profiling of individual cells using nanoliter droplets
  publication-title: Cell
– volume: 36
  start-page: 421
  year: 2018
  end-page: 427
  ident: bib58
  article-title: Batch effects in single-cell RNA-sequencing data are corrected by matching mutual nearest neighbors
  publication-title: Nat. Biotechnol.
– volume: 14
  year: 2023
  ident: bib271
  article-title: A novel T-cell exhaustion-related feature can accurately predict the prognosis of OC patients
  publication-title: Front. Pharmacol.
– volume: 343
  start-page: 776
  year: 2014
  end-page: 779
  ident: bib90
  article-title: Massively parallel single-cell RNA-seq for marker-free decomposition of tissues into cell types
  publication-title: Science
– volume: 48
  start-page: e55
  year: 2021
  ident: bib16
  article-title: SingleCellSignalR: inference of intercellular networks from single-cell transcriptomics
  publication-title: Nucleic Acids Res.
– volume: 3
  year: 2023
  ident: bib100
  article-title: Novel hemizygous CORO1A variant leads to combined immunodeficiency with defective platelet calcium signaling and cell mobility
  publication-title: J. Allergy Clin. Immunol.: Global
– volume: 20
  start-page: 523
  year: 2015
  end-page: 534
  ident: bib172
  article-title: Tissue inhibitor of metalloproteinase-3 (TIMP3) promotes endothelial apoptosis via a caspase-independent mechanism
  publication-title: Apoptosis
– volume: 13
  start-page: 6451
  year: 2022
  end-page: 6463
  ident: bib95
  article-title: SNAI2 promotes the development of ovarian cancer through regulating ferroptosis
  publication-title: Bioengineered
– volume: 13
  year: 2023
  ident: bib243
  article-title: The identification of genes associated T-cell exhaustion and construction of prognostic signature to predict immunotherapy response in lung adenocarcinoma
  publication-title: Sci. Rep.
– volume: 15
  start-page: 3427
  year: 2024
  end-page: 3440
  ident: bib60
  article-title: Single-cell and spatial transcriptome sequencing uncover a platinum-resistant cluster overexpressed TACSTD2 in high-grade serous ovarian cancer
  publication-title: J. Cancer
– volume: 14
  start-page: 4405
  year: 2022
  ident: bib158
  article-title: Characterization of RARRES1 expression on circulating tumor cells as unfavorable prognostic marker in resected pancreatic ductal adenocarcinoma patients
  publication-title: Cancers
– volume: 15
  start-page: 123
  year: 2022
  ident: bib276
  article-title: Establishment of an ovarian cancer omentum metastasis-related prognostic model by integrated analysis of scRNA-seq and bulk RNA-seq
  publication-title: J. Ovarian Res.
– volume: 13
  start-page: 7355
  year: 2021
  end-page: 7363
  ident: bib254
  article-title: Obesity promotes tumor immune evasion in ovarian cancer through increased production of myeloid-derived suppressor cells via IL-6
  publication-title: Cancer Manag. Res.
– volume: 73
  start-page: 193
  year: 2009
  end-page: 198
  ident: bib110
  article-title: Biology and clinical relevance of granulysin
  publication-title: Tissue Antigens
– volume: 593
  year: 2024
  ident: bib250
  article-title: Single-cell transcriptomics reveals the aggressive landscape of high-grade serous carcinoma and therapeutic targets in tumor microenvironment
  publication-title: Cancer Lett.
– volume: 5
  start-page: 629
  year: 2015
  end-page: 638
  ident: bib236
  article-title: Midkine as a potential diagnostic marker in epithelial ovarian cancer for cisplatin/paclitaxel combination clinical therapy
  publication-title: Am. J. Cancer Res.
– volume: 39
  start-page: 982
  year: 2019
  end-page: 997
  ident: bib150
  article-title: Mucinous neoplasms of the ovary: radiologic-pathologic correlation
  publication-title: Radiographics
– volume: 20
  start-page: 1583
  year: 2018
  end-page: 1589
  ident: bib261
  article-title: Evaluation of tools for highly variable gene discovery from single-cell RNA-seq data
  publication-title: Brief Bioinform
– volume: 13
  start-page: 1302
  year: 2021
  ident: bib35
  article-title: Agonistic CD40 antibodies in cancer treatment
  publication-title: Cancers
– volume: 43
  start-page: 10
  year: 2019
  end-page: 28
  ident: bib68
  article-title: YY1 regulates cancer cell immune resistance by modulating PD-L1 expression
  publication-title: Drug Resist. Updates
– year: 2021
  ident: bib292
  article-title: Microfluidics applications for high-throughput single cell sequencing
  publication-title: J Nanobiotechnology
– volume: 7
  start-page: eabb0737
  year: 2021
  ident: bib255
  article-title: Plasma cells shape the mesenchymal identity of ovarian cancers through transfer of exosome-derived microRNAs
  publication-title: Sci. Adv.
– volume: 36
  start-page: 1983
  year: 2020
  end-page: 1985
  ident: bib72
  article-title: DigestiFlow: from BCL to FASTQ with ease
  publication-title: Bioinformatics
– volume: 118
  year: 2021
  ident: bib86
  article-title: Single-cell quantification of a broad RNA spectrum reveals unique noncoding patterns associated with cell types and states
  publication-title: Proc. Natl. Acad. Sci. USA
– volume: 3
  start-page: 108
  year: 2022
  end-page: 121
  ident: bib141
  article-title: Temporal single-cell tracing reveals clonal revival and expansion of precursor exhausted T cells during anti-PD-1 therapy in lung cancer
  publication-title: Nat Cancer
– volume: 6
  start-page: 377
  year: 2009
  end-page: 382
  ident: bib216
  article-title: mRNA-Seq whole-transcriptome analysis of a single cell
  publication-title: Nat. Methods
– volume: 35
  start-page: i398
  year: 2019
  end-page: i407
  ident: bib203
  article-title: Inference of clonal selection in cancer populations using single-cell sequencing data
  publication-title: Bioinformatics
– volume: 13
  start-page: 62
  year: 2023
  ident: bib211
  article-title: Single-cell transcriptomic analysis of normal and pathological tissues from the same patient uncovers colon cancer progression
  publication-title: Cell Biosci.
– volume: 14
  year: 2022
  ident: bib273
  article-title: Aetiology, epidemiology, histopathology, classification, detailed evaluation, and treatment of ovarian cancer
  publication-title: Cureus
– volume: 9
  start-page: 1608
  year: 2011
  end-page: 1620
  ident: bib259
  article-title: Mechanism of the mesenchymal-epithelial transition and its relationship with metastatic tumor formation
  publication-title: Mol. Cancer Res.
– volume: 17
  start-page: 2166
  year: 2021
  end-page: 2183
  ident: bib77
  article-title: PDPK1 regulates autophagosome biogenesis by binding to PIK3C3
  publication-title: Autophagy
– volume: 6
  start-page: 8687
  year: 2015
  ident: bib103
  article-title: Characterizing noise structure in single-cell RNA-seq distinguishes genuine from technical stochastic allelic expression
  publication-title: Nat. Commun.
– volume: 8
  year: 2017
  ident: bib286
  article-title: Massively parallel digital transcriptional profiling of single cells
  publication-title: Nat. Commun.
– volume: 14
  start-page: R36
  year: 2013
  ident: bib102
  article-title: TopHat2: accurate alignment of transcriptomes in the presence of insertions, deletions and gene fusions
  publication-title: Genome Biol.
– volume: 578
  start-page: 129
  year: 2020
  end-page: 136
  ident: bib18
  article-title: Genomic basis for RNA alterations in cancer
  publication-title: Nature
– volume: 22
  start-page: 213
  year: 2022
  ident: bib135
  article-title: Thrombospondin-2 acts as a bridge between tumor extracellular matrix and immune infiltration in pancreatic and stomach adenocarcinomas: an integrative pan-cancer analysis
  publication-title: Cancer Cell Int.
– year: 2011
  ident: bib62
  article-title: Hallmarks of cancer: the next generation
  publication-title: Cell
– volume: 16
  start-page: 1857
  year: 2022
  end-page: 1875
  ident: bib167
  article-title: Autophagy inhibits cancer stemness in triple-negative breast cancer via miR-181a-mediated regulation of ATG5 and/or ATG2B
  publication-title: Mol. Oncol.
– volume: 46
  start-page: 883
  year: 2023
  end-page: 892
  ident: bib269
  article-title: ELK3 targeting AEG1 promotes migration and invasion of ovarian cancer cells under hypoxia
  publication-title: Biol. Pharm. Bull.
– volume: 60
  start-page: 297
  year: 2021
  end-page: 312
  ident: bib104
  article-title: Computational modeling of malignant ascites reveals CCL5–SDC4 interaction in the immune microenvironment of ovarian cancer
  publication-title: Mol. Carcinog.
– volume: 39
  start-page: 928
  year: 2021
  end-page: 944.e6
  ident: bib74
  article-title: Single-cell dissection of cellular components and interactions shaping the tumor immune phenotypes in ovarian cancer
  publication-title: Cancer Cell
– volume: 15
  start-page: 91
  year: 2023
  ident: bib176
  article-title: Annotation of cell types (ACT): a convenient web server for cell type annotation
  publication-title: Genome Med.
– volume: 161
  start-page: 1187
  year: 2015
  end-page: 1201
  ident: bib106
  article-title: Droplet barcoding for single-cell transcriptomics applied to embryonic stem cells
  publication-title: Cell
– volume: 130
  start-page: 2003
  year: 2024
  end-page: 2015
  ident: bib107
  article-title: Blockade of TGF-β and PD-L1 by bintrafusp alfa promotes survival in preclinical ovarian cancer models by promoting T effector and NK cell responses
  publication-title: Br. J. Cancer
– volume: 12
  start-page: 3730
  year: 2006
  end-page: 3739
  ident: bib30
  article-title: Roles of KLF6 and KLF6-SV1 in ovarian cancer progression and intraperitoneal dissemination
  publication-title: Clin. Cancer Res.
– volume: 8
  start-page: 552
  year: 2020
  ident: bib234
  article-title: Analyzing the prognostic value of DKK1 expression in human cancers based on bioinformatics
  publication-title: Ann. Transl. Med.
– volume: 13
  start-page: 291
  year: 2022
  end-page: 307
  ident: bib277
  article-title: Pregnancy-associated plasma protein-A (PAPPA) promotes breast cancer progression
  publication-title: Bioengineered
– volume: 119
  year: 2019
  ident: bib226
  article-title: CD47 promotes cell growth and motility in epithelial ovarian cancer
  publication-title: Biomed. Pharmacother.
– volume: 11
  year: 2021
  ident: bib144
  article-title: A topology-preserving dimensionality reduction method for single-cell RNA-seq data using graph autoencoder
  publication-title: Sci. Rep.
– volume: 30
  start-page: 731
  year: 2009
  end-page: 743
  ident: bib177
  article-title: Omental milky spots develop in the absence of lymphoid tissue-inducer cells and support B and T cell responses to peritoneal antigens
  publication-title: Immunity
– year: 2020
  ident: bib253
  article-title: Tumor microenvironment in ovarian cancer: function and therapeutic strategy
  publication-title: Front. Cell Dev. Biol.
– volume: 147
  start-page: 181
  year: 2017
  end-page: 187
  ident: bib270
  article-title: Prognostic significance of tumor-associated macrophages in ovarian cancer: a meta-analysis
  publication-title: Gynecol. Oncol.
– volume: 14
  start-page: 2230
  year: 2022
  ident: bib84
  article-title: Worldwide burden, risk factors, and temporal trends of ovarian cancer: a global study
  publication-title: Cancers
– volume: 12
  start-page: 47
  year: 2020
  ident: bib117
  article-title: Single-cell RNA sequencing reveals the tumor microenvironment and facilitates strategic choices to circumvent treatment failure in a chemorefractory bladder cancer patient
  publication-title: Genome Med.
– volume: 13
  year: 2022
  ident: bib126
  article-title: Integrative pan-cancer analysis confirmed that FCGR3A is a candidate biomarker associated with tumor immunity
  publication-title: Front. Pharmacol.
– volume: 12
  start-page: 3039
  year: 2021
  ident: bib156
  article-title: Evolution of core archetypal phenotypes in progressive high grade serous ovarian cancer
  publication-title: Nat. Commun.
– volume: 48
  start-page: W275
  year: 2020
  end-page: W286
  ident: bib148
  article-title: IRIS3: integrated cell-type-specific regulon inference server from single-cell RNA-Seq
  publication-title: Nucleic Acids Res.
– volume: 6
  year: 2016
  ident: bib159
  article-title: Effects of endothelial cell proliferation and migration rates in a computational model of sprouting angiogenesis
  publication-title: Sci. Rep.
– volume: 219
  start-page: 113
  year: 2014
  end-page: 117
  ident: bib165
  article-title: IGKC and FcγR genotypes and humoral immunity to HER2 in breast cancer
  publication-title: Immunobiology
– volume: 47
  start-page: 848
  year: 2017
  end-page: 861.e5
  ident: bib2
  article-title: CD4+ T cell help confers a cytotoxic T cell effector program including coinhibitory receptor downregulation and increased tissue invasiveness
  publication-title: Immunity
– volume: 7
  year: 2016
  ident: bib6
  article-title: Cancer-associated fibroblast-secreted CXCL16 attracts monocytes to promote stroma activation in triple-negative breast cancers
  publication-title: Nat. Commun.
– volume: 10
  year: 2021
  ident: bib23
  article-title: Knockdown of Kremen2 inhibits tumor growth and migration in gastric cancer
  publication-title: Front. Oncol.
– volume: 5
  start-page: 351
  year: 2017
  ident: bib274
  article-title: Principal components analysis in clinical studies
  publication-title: Ann. Transl. Med.
– volume: 1512
  start-page: 154
  year: 2022
  end-page: 173
  ident: bib140
  article-title: Ovarian cancer-specific dysregulated genes with prognostic significance: scRNA-Seq with bulk RNA-Seq data and experimental validation
  publication-title: Ann. N. Y. Acad. Sci.
– volume: 29
  start-page: 15
  year: 2013
  end-page: 21
  ident: bib36
  article-title: STAR: ultrafast universal RNA-seq aligner
  publication-title: Bioinformatics
– volume: 13
  year: 2023
  ident: bib282
  article-title: Comparative analysis between high-grade serous ovarian cancer and healthy ovarian tissues using single-cell RNA sequencing
  publication-title: Front. Oncol.
– volume: 13
  start-page: 277
  year: 2018
  end-page: 286
  ident: bib46
  article-title: Metastatic tumor cells – genotypes and phenotypes
  publication-title: Front. Biol.
– volume: 68
  start-page: 1303
  year: 2019
  end-page: 1315
  ident: bib123
  article-title: Mouse CD8+NKT-like cells exert dual cytotoxicity against mouse tumor cells and myeloid-derived suppressor cells
  publication-title: Cancer Immunol. Immunother.
– volume: 113
  start-page: 3293
  year: 2016
  end-page: 3298
  ident: bib247
  article-title: Use of the Fluidigm C1 platform for RNA sequencing of single mouse pancreatic islet cells
  publication-title: Proc Natl Acad Sci U S A
– volume: 12
  start-page: 1082
  year: 2021
  ident: bib283
  article-title: Single-cell RNA-seq highlights a specific carcinoembryonic cluster in ovarian cancer
  publication-title: Cell Death Dis.
– volume: 3
  year: 2022
  ident: bib256
  article-title: Spatial heterogeneity of infiltrating T cells in high-grade serous ovarian cancer revealed by multi-omics analysis
  publication-title: Cell Rep Med
– volume: 55
  start-page: 1322
  year: 2023
  end-page: 1332
  ident: bib257
  article-title: Cancer-associated fibroblasts: from basic science to anticancer therapy
  publication-title: Exp. Mol. Med.
– volume: 1876
  year: 2021
  ident: bib213
  article-title: The implication of IL-6 in the invasiveness and chemoresistance of ovarian cancer cells. Systematic review of its potential role as a biomarker in ovarian cancer patients
  publication-title: Biochim. Biophys. Acta Rev. Canc
– volume: 8
  start-page: 74479
  year: 2017
  end-page: 74493
  ident: bib82
  article-title: FAM83D, a microtubule-associated protein, promotes tumor growth and progression of human gastric cancer
  publication-title: Oncotarget
– volume: 2023
  year: 2023
  ident: bib69
  article-title: Identification and validation of NK marker genes in ovarian cancer by scRNA-seq combined with WGCNA algorithm
  publication-title: Mediators Inflamm
– volume: 1
  start-page: e38
  year: 2021
  ident: bib157
  article-title: Single-cell RNA sequencing analysis of the Drosophila larval ventral cord
  publication-title: Curr Protoc
– volume: 14
  start-page: 1083
  year: 2017
  end-page: 1086
  ident: bib3
  article-title: SCENIC: single-cell regulatory network inference and clustering
  publication-title: Nat. Methods
– volume: 9
  start-page: 1224
  year: 2020
  ident: bib8
  article-title: M2 macrophages infiltrating epithelial ovarian cancer express MDR1: a feature that may account for the poor prognosis
  publication-title: Cells
– volume: 14
  start-page: 2033
  year: 2023
  ident: bib188
  article-title: Identification of niche-specific gene signatures between malignant tumor microenvironments by integrating single cell and spatial transcriptomics data
  publication-title: Genes
– volume: 14
  start-page: 2637
  year: 2022
  ident: bib279
  article-title: The role of cancer-associated fibroblasts in ovarian cancer
  publication-title: Cancers
– volume: 214
  start-page: 2715
  year: 2017
  end-page: 2732
  ident: bib191
  article-title: CD55 regulates self-renewal and cisplatin resistance in endometrioid tumors
  publication-title: J. Exp. Med.
– volume: 17
  start-page: 1215
  year: 2020
  end-page: 1223
  ident: bib174
  article-title: Notch1 affects chemo-resistance through regulating epithelial-mesenchymal transition (EMT) in epithelial ovarian cancer cells
  publication-title: Int. J. Med. Sci.
– volume: 15
  start-page: 1506
  year: 2019
  end-page: 1522
  ident: bib238
  article-title: TRAF6 inhibits colorectal cancer metastasis through regulating selective autophagic CTNNB1/β-catenin degradation and is targeted for GSK3B/GSK3β-mediated phosphorylation and degradation
  publication-title: Autophagy
– volume: 41
  start-page: 895
  year: 2022
  end-page: 906
  ident: bib97
  article-title: Single-cell RNA-seq recognized the initiator of epithelial ovarian cancer recurrence
  publication-title: Oncogene
– volume: 31
  start-page: 501
  year: 2017
  end-page: 515.e8
  ident: bib192
  article-title: Eradication of tumors through simultaneous ablation of CD276/B7-H3-positive tumor cells and tumor vasculature
  publication-title: Cancer Cell
– volume: 31
  start-page: 309
  year: 2009
  end-page: 320
  ident: bib201
  article-title: A role for the transcriptional repressor Blimp-1 in CD8+ T cell exhaustion during chronic viral infection
  publication-title: Immunity
– volume: 53
  start-page: 1334
  year: 2021
  end-page: 1347
  ident: bib239
  article-title: A single-cell and spatially resolved atlas of human breast cancers
  publication-title: Nat. Genet.
– volume: 104
  start-page: 29
  year: 2011
  end-page: 36
  ident: bib260
  article-title: Over-expression of LAPTM4B is associated with poor prognosis and chemotherapy resistance in stages III and IV epithelial ovarian cancer
  publication-title: J. Surg. Oncol.
– volume: 105
  start-page: 887
  year: 2013
  end-page: 898
  ident: bib208
  article-title: A SUMOylation-dependent pathway regulates SIRT1 transcription and lung cancer metastasis
  publication-title: J Natl Cancer Inst
– volume: 5
  start-page: 5092
  year: 2014
  ident: bib120
  article-title: Calcium dependent FAK/CREB/TNNC1 signaling mediates the effect of stromal MFAP5 on ovarian cancer metastatic potential
  publication-title: Nat. Commun.
– volume: 9
  start-page: eade6958
  year: 2023
  ident: bib262
  article-title: Identifying high-grade serous ovarian carcinoma-specific extracellular vesicles by polyketone-coated nanowires
  publication-title: Sci. Adv.
– volume: 206
  start-page: 36
  year: 2021
  end-page: 46
  ident: bib240
  article-title: Prognostic implications of tumour-infiltrating lymphocytes for recurrence in epithelial ovarian cancer
  publication-title: Clin. Exp. Immunol.
– volume: 18
  start-page: 18
  year: 2018
  ident: bib88
  article-title: miR-29b enhances prostate cancer cell invasion independently of MMP-2 expression
  publication-title: Cancer Cell Int.
– volume: 2023
  year: 2023
  ident: bib288
  article-title: Oxidative stress response biomarkers of ovarian cancer based on single-cell and bulk RNA sequencing
  publication-title: Oxid. Med. Cell. Longev.
– volume: 19
  start-page: 2258
  year: 2020
  end-page: 2264
  ident: bib98
  article-title: Involvement of ribosomal protein L11 expression in sensitivity of gastric cancer against 5–FU
  publication-title: Oncol. Lett.
– volume: 58
  start-page: 1106
  year: 2023
  end-page: 1121.e7
  ident: bib193
  article-title: A platform for efficient establishment and drug-response profiling of high-grade serous ovarian cancer organoids
  publication-title: Dev. Cell
– volume: 20
  start-page: 6403
  year: 2022
  end-page: 6411
  ident: bib284
  article-title: Integrative analysis deciphers the heterogeneity of cancer-associated fibroblast and implications on clinical outcomes in ovarian cancers
  publication-title: Comput. Struct. Biotechnol. J.
– volume: 68
  start-page: 379
  year: 2023
  end-page: 385
  ident: bib235
  article-title: The TGFBI gene and protein expression in topotecan resistant ovarian cancer cell lines
  publication-title: Adv. Med. Sci.
– volume: 14
  start-page: 297
  year: 2016
  ident: bib122
  article-title: Identification of COL1A1 and COL1A2 as candidate prognostic factors in gastric cancer
  publication-title: World J. Surg. Oncol.
– volume: 11
  start-page: 774
  year: 2020
  ident: bib275
  article-title: Determining sequencing depth in a single-cell RNA-seq experiment
  publication-title: Nat. Commun.
– volume: 6
  start-page: 6670
  year: 2015
  end-page: 6683
  ident: bib225
  article-title: Fibrillin-1, induced by Aurora-A but inhibited by BRCA2, promotes ovarian cancer metastasis
  publication-title: Oncotarget
– volume: 23
  start-page: 220
  year: 2023
  ident: bib11
  article-title: Spatial characterization and quantification of CD40 expression across cancer types
  publication-title: BMC Cancer
– volume: 97
  year: 2022
  ident: bib162
  article-title: IFNγ-induced PD-L1 expression in ovarian cancer cells is regulated by JAK1, STAT1 and IRF1 signaling
  publication-title: Cell. Signal.
– volume: 6
  start-page: gix024
  year: 2017
  ident: bib81
  article-title: A reference human genome dataset of the BGISEQ-500 sequencer
  publication-title: GigaScience
– volume: 191
  start-page: 60
  year: 2018
  end-page: 73
  ident: bib264
  article-title: Ovarian cancer stem cells promote tumour immune privilege and invasion via CCL5 and regulatory T cells
  publication-title: Clin. Exp. Immunol.
– volume: 9
  start-page: 1489
  year: 2021
  end-page: 1499
  ident: bib63
  article-title: Donor-derived M2 macrophages attenuate GVHD after allogeneic hematopoietic stem cell transplantation
  publication-title: Immun Inflamm Dis
– volume: 20
  start-page: 176
  year: 2022
  ident: bib20
  article-title: Single-cell and bulk RNA sequencing reveal ligands and receptors associated with worse overall survival in serous ovarian cancer
  publication-title: Cell Commun. Signal.
– volume: 23
  start-page: 5793
  year: 2022
  ident: bib71
  article-title: The cell surface heparan sulfate proteoglycan syndecan-3 promotes ovarian cancer pathogenesis
  publication-title: Int. J. Mol. Sci.
– volume: 21
  start-page: 665
  year: 2023
  end-page: 676
  ident: bib281
  article-title: Single-cell analysis of multiple cancer types reveals differences in endothelial cells between tumors and normal tissues
  publication-title: Comput. Struct. Biotechnol. J.
– year: 2022
  ident: bib125
  article-title: Oncological prognosis and fertility outcomes of different surgical extents for malignant ovarian sex-cord stromal tumors: a narrative review
  publication-title: Cancer Manag. Res.
– volume: 42
  start-page: 140
  year: 2023
  ident: bib212
  article-title: Kremen2 drives the progression of non-small cell lung cancer by preventing SOCS3-mediated degradation of EGFR
  publication-title: J. Exp. Clin. Cancer Res.
– volume: 14
  year: 2022
  ident: bib221
  article-title: Advancing beyond the twists and turns of T cell exhaustion in cancer
  publication-title: Sci. Transl. Med.
– volume: 28
  start-page: 800
  year: 2023
  end-page: 810
  ident: bib112
  article-title: Isolation of planarian viable cells using fluorescence-activated cell sorting for advancing single-cell transcriptome analysis
  publication-title: Gene Cell.
– volume: 14
  start-page: 267
  year: 2017
  end-page: 270
  ident: bib197
  article-title: Effective detection of variation in single-cell transcriptomes using MATQ-seq
  publication-title: Nat. Methods
– volume: 23
  start-page: 321
  year: 2023
  ident: bib132
  article-title: Whole-exome mutational landscape and molecular marker study in mucinous and clear cell ovarian cancer cell lines 3AO and ES2
  publication-title: BMC Cancer
– volume: 11
  year: 2021
  ident: bib134
  article-title: Integration of scRNA-seq and bulk RNA-seq to analyse the heterogeneity of ovarian cancer immune cells and establish a molecular risk model
  publication-title: Front. Oncol.
– volume: 7
  start-page: 45876
  year: 2016
  end-page: 45888
  ident: bib85
  article-title: Downregulation of vimentin expression increased drug resistance in ovarian cancer cells
  publication-title: Oncotarget
– volume: 23
  start-page: 248
  year: 2023
  ident: bib164
  article-title: The MYBL2–CCL2 axis promotes tumor progression and resistance to anti-PD-1 therapy in ovarian cancer by inducing immunosuppressive macrophages
  publication-title: Cancer Cell Int.
– volume: 22
  start-page: 247
  year: 2015
  end-page: 258
  ident: bib56
  article-title: CXCL12-CXCR4 axis promotes proliferation, migration, invasion, and metastasis of ovarian cancer
  publication-title: Oncol. Res.
– year: 2017
  ident: bib163
  article-title: Ovarian cancer: novel molecular aspects for clinical assessment
  publication-title: Crit. Rev. Oncol. Hematol.
– volume: 23
  year: 2022
  ident: bib202
  article-title: A novel antibody-drug conjugate targeting Nectin-2 suppresses ovarian cancer progression in mouse xenograft models
  publication-title: Int. J. Mol. Sci.
– volume: 7
  year: 2020
  ident: bib207
  article-title: RGS5 plays a significant role in renal cell carcinoma
  publication-title: R. Soc. Open Sci.
– year: 2020
  ident: bib252
  article-title: Guidelines and definitions for research on epithelial–mesenchymal transition
  publication-title: Nat. Rev. Mol. Cell Biol.
– volume: 8
  start-page: 1831
  year: 2022
  ident: bib278
  article-title: Longitudinal single-cell RNA-seq analysis reveals stress-promoted chemoresistance in metastatic ovarian cancer
  publication-title: Sci. Adv.
– volume: 112
  start-page: 346
  year: 2020
  end-page: 355
  ident: bib9
  article-title: Screen technical noise in single cell RNA sequencing data
  publication-title: Genomics
– volume: 35
  start-page: 12293
  year: 2014
  end-page: 12298
  ident: bib25
  article-title: The essential roles of CCR7 in epithelial-to-mesenchymal transition induced by hypoxia in epithelial ovarian carcinomas
  publication-title: Tumor Biol.
– volume: 7
  start-page: 289
  year: 2022
  ident: bib229
  article-title: The heterogeneous immune landscape between lung adenocarcinoma and squamous carcinoma revealed by single-cell RNA sequencing
  publication-title: Signal Transduct Target Ther
– volume: 21
  start-page: 5497
  year: 2020
  ident: bib204
  article-title: Targeting of CD163+ macrophages in inflammatory and malignant diseases
  publication-title: Int. J. Mol. Sci.
– volume: 44
  start-page: 941
  year: 2008
  end-page: 948
  ident: bib43
  article-title: CPA6, FMO2, LGI1, SIAT1 and TNC are differentially expressed in early- and late-stage oral squamous cell carcinoma - a pilot study
  publication-title: Oral Oncol.
– volume: 9
  year: 2019
  ident: bib265
  article-title: Myeloid maturation potentiates STAT3-mediated atypical IFN-γ signaling and upregulation of PD-1 ligands in AML and MDS
  publication-title: Sci. Rep.
– volume: 11
  start-page: 447
  year: 2011
  ident: bib55
  article-title: TNFRSF1B +676 T>G polymorphism predicts survival of non-Small cell lung cancer patients treated with chemoradiotherapy
  publication-title: BMC Cancer
– volume: 126
  start-page: 1684
  year: 2022
  end-page: 1694
  ident: bib130
  article-title: CCT5 induces epithelial-mesenchymal transition to promote gastric cancer lymph node metastasis by activating the Wnt/β-catenin signalling pathway
  publication-title: Br. J. Cancer
– volume: 12
  start-page: 7639
  year: 2023
  end-page: 7650
  ident: bib168
  article-title: Transcriptional upregulation of CXCL13 is correlated with a favorable response to immune checkpoint inhibitors in lung adenocarcinoma
  publication-title: Cancer Med.
– volume: 12
  start-page: 161
  year: 2010
  end-page: 172
  ident: bib26
  article-title: Overexpression of elafin in ovarian carcinoma is driven by genomic gains and activation of the nuclear factor κB pathway and is associated with poor overall survival
  publication-title: Neoplasia
– volume: 10
  year: 2024
  ident: bib33
  article-title: Comprehensive single-cell analysis reveals heterogeneity of fibroblast subpopulations in ovarian cancer tissue microenvironment
  publication-title: Heliyon
– volume: 17
  year: 2022
  ident: bib206
  article-title: Single-cell analysis of a high-grade serous ovarian cancer cell line reveals transcriptomic changes and cell subpopulations sensitive to epigenetic combination treatment
  publication-title: PLoS One
– volume: 264
  year: 2021
  ident: bib248
  article-title: LncRNA HOXB-AS3 promotes growth, invasion and migration of epithelial ovarian cancer by altering glycolysis
  publication-title: Life Sci.
– volume: 24
  start-page: 238
  year: 2023
  ident: bib287
  article-title: Measuring cell-to-cell expression variability in single-cell RNA-sequencing data: a comparative analysis and applications to B cell aging
  publication-title: Genome Biol.
– volume: 35
  year: 2021
  ident: bib34
  article-title: Single-cell transcriptomics identifies gene expression networks driving differentiation and tumorigenesis in the human fallopian tube
  publication-title: Cell Rep.
– volume: 21
  start-page: 1207
  year: 2019
  end-page: 1219
  ident: bib92
  article-title: Elevated expression of GNAS promotes breast cancer cell proliferation and migration via the PI3K/AKT/Snail1/E-cadherin axis
  publication-title: Clin. Transl. Oncol.
– volume: 104
  start-page: 2840
  year: 2004
  end-page: 2848
  ident: bib53
  article-title: Differential expression of granzymes A and B in human cytotoxic lymphocyte subsets and T regulatory cells
  publication-title: Blood
– volume: 37
  start-page: 1
  year: 2009
  end-page: 13
  ident: bib80
  article-title: Bioinformatics enrichment tools: paths toward the comprehensive functional analysis of large gene lists
  publication-title: Nucleic Acids Res.
– volume: 6
  year: 2021
  ident: bib10
  article-title: PD-1 blockade restores helper activity of tumor-infiltrating, exhausted PD-1hiCD39+ CD4 T cells
  publication-title: JCI Insight
– volume: 81
  start-page: 1390
  year: 2021
  end-page: 1401
  ident: bib233
  article-title: PSMA-positive membranes secreted from prostate cancer cells have potency to transform vascular endothelial cells into an angiogenic state
  publication-title: Prostate
– volume: 24
  start-page: 5267
  year: 2020
  end-page: 5280
  ident: bib266
  article-title: ERBB2 gene expression silencing involved in ovarian cancer cell migration and invasion through mediating MAPK1/MAPK3 signaling pathway
  publication-title: Eur. Rev. Med. Pharmacol. Sci.
– volume: 15
  year: 2024
  ident: bib195
  article-title: Single-cell RNA sequencing reveals that MYBL2 in malignant epithelial cells is involved in the development and progression of ovarian cancer
  publication-title: Front. Immunol.
– volume: 12
  start-page: 520
  year: 2021
  ident: bib87
  article-title: IL-26 mediates epidermal growth factor receptor-tyrosine kinase inhibitor resistance through endoplasmic reticulum stress signaling pathway in triple-negative breast cancer cells
  publication-title: Cell Death Dis.
– volume: 19
  start-page: 3154
  year: 2020
  end-page: 3166
  ident: bib111
  article-title: Single-cell analysis of copy-number alterations in serous ovarian cancer reveals substantial heterogeneity in both low- and high-grade tumors
  publication-title: Cell Cycle
– volume: 129
  start-page: 869
  year: 2023
  end-page: 883
  ident: bib12
  article-title: Chronic oxidative stress adaptation in head and neck cancer cells generates slow-cyclers with decreased tumour growth in vivo
  publication-title: Br. J. Cancer
– volume: 627
  start-page: 636
  year: 2024
  end-page: 645
  ident: bib52
  article-title: SOX17 enables immune evasion of early colorectal adenomas and cancers
  publication-title: Nature
– volume: 11
  start-page: 41
  year: 2020
  ident: bib146
  article-title: Normalization methods on single-cell RNA-seq data: an empirical survey
  publication-title: Front. Genet.
– year: 2019
  ident: bib227
  article-title: iTALK: an R Package to characterize and illustrate intercellular communication
  publication-title: BioRxiv Preprint
– volume: 12
  start-page: e694
  year: 2022
  ident: bib96
  article-title: Single‐cell RNA sequencing technologies and applications: a brief overview
  publication-title: Clin. Transl. Med.
– volume: 98
  start-page: S72
  year: 2012
  ident: bib151
  article-title: Transforming growth factor beta upregulates collagen via the suppression of microrna-29 expression in leiomyoma
  publication-title: Fertil. Steril.
– year: 2023
  ident: bib183
  article-title: Clinical challenges in the management of malignant ovarian germ cell tumours
  publication-title: Int J Environ Res Public Health
– volume: 32
  start-page: 463
  year: 2012
  end-page: 488
  ident: bib152
  article-title: M1 and M2 macrophages: oracles of health and disease
  publication-title: Crit. Rev. Immunol.
– volume: 191
  start-page: 651
  year: 2000
  end-page: 660
  ident: bib13
  article-title: CD40 ligand (CD154) triggers a short-term CD4 T cell activation response that results in secretion of immunomodulatory cytokines and apoptosis
  publication-title: J. Exp. Med.
– volume: 10
  year: 2024
  ident: bib113
  article-title: Integrated analysis of scRNA-seq and bulk RNA-seq identifies FBXO2 as a candidate biomarker associated with chemoresistance in HGSOC
  publication-title: Heliyon
– volume: 11
  year: 2016
  ident: bib178
  article-title: Evaluation of matrix metalloproteinases, cytokines and their potential role in the development of ovarian cancer
  publication-title: PLoS One
– volume: 11
  start-page: 369
  year: 2020
  ident: bib295
  article-title: CD38 predicts favorable prognosis by enhancing immune infiltration and antitumor immunity in the epithelial ovarian cancer microenvironment
  publication-title: Front. Genet.
– volume: 81
  start-page: 4924
  year: 2021
  end-page: 4941
  ident: bib179
  article-title: A multi-omic single-cell landscape of human gynecologic malignancies
  publication-title: Mol Cell
– volume: 14
  start-page: 317
  year: 2014
  ident: bib1
  article-title: Inhibition of the JAK2/STAT3 pathway in ovarian cancer results in the loss of cancer stem cell-like characteristics and a reduced tumor burden
  publication-title: BMC Cancer
– year: 2024
  ident: bib215
  article-title: Integrated proteomics and scRNA-seq analyses of ovarian cancer reveal molecular subtype-associated cell landscapes and immunotherapy targets
  publication-title: Br J Cancer Article in Press
– volume: 108
  start-page: 9026
  year: 2011
  end-page: 9031
  ident: bib44
  article-title: Counting individual DNA molecules by the stochastic attachment of diverse labels
  publication-title: Proceedings of the National Academic of Science of the United States of America
– volume: 8
  start-page: 31
  year: 2020
  ident: bib27
  article-title: The lysosomal membrane protein Lamp2 alleviates lysosomal cell death by promoting autophagic flux in ischemic cardiomyocytes
  publication-title: Front. Cell Dev. Biol.
– volume: 2022
  year: 2022
  ident: bib129
  article-title: Overexpression of TP53INP2 promotes apoptosis in clear cell renal cell cancer via caspase-8/TRAF6 signaling pathway
  publication-title: J Immunol Res
– volume: 13
  start-page: 36
  year: 2021
  ident: bib121
  article-title: From bulk, single-cell to spatial RNA sequencing
  publication-title: Int. J. Oral Sci.
– volume: 13
  start-page: 111
  year: 2021
  ident: bib161
  article-title: High-grade serous tubo-ovarian cancer refined with single-cell RNA sequencing: specific cell subtypes influence survival and determine molecular subtype classification
  publication-title: Genome Med.
– volume: 31
  start-page: 591
  year: 2023
  end-page: 604
  ident: bib198
  article-title: System analysis based on the T cell exhaustion-related genes identifies CD38 as a novel therapy target for ovarian cancer
  publication-title: Oncol. Res.
– volume: 285
  start-page: 35462
  year: 2010
  end-page: 35470
  ident: bib194
  article-title: Stress effects on FosB- and interleukin-8 (IL8)-driven ovarian cancer growth and metastasis
  publication-title: J. Biol. Chem.
– volume: 217
  year: 2020
  ident: bib147
  article-title: Tissue-resident macrophages in omentum promote metastatic spread of ovarian cancer
  publication-title: J. Exp. Med.
– volume: 19
  start-page: 267
  year: 2021
  end-page: 281
  ident: bib83
  article-title: Evaluation of cell type annotation R packages on single-cell RNA-seq data
  publication-title: Dev. Reprod. Biol.
– volume: 12
  start-page: 6657
  year: 2022
  ident: bib109
  article-title: Interferon-γ increases sensitivity to chemotherapy and provides immunotherapy targets in models of metastatic castration-resistant prostate cancer
  publication-title: Sci. Rep.
– volume: 15
  start-page: 1484
  year: 2020
  end-page: 1506
  ident: bib39
  article-title: CellPhoneDB: inferring cell–cell communication from combined expression of multi-subunit ligand–receptor complexes
  publication-title: Nat. Protoc.
– volume: 184
  start-page: 3573
  year: 2021
  end-page: 3587.e29
  ident: bib64
  article-title: Integrated analysis of multimodal single-cell data
  publication-title: Cell
– volume: 13
  start-page: 442
  year: 2022
  ident: bib91
  article-title: FBXO2 targets glycosylated SUN2 for ubiquitination and degradation to promote ovarian cancer development
  publication-title: Cell Death Dis.
– volume: 11
  start-page: 1587
  year: 2016
  end-page: 1594
  ident: bib246
  article-title: Human lymphatic endothelial cells contribute to epithelial ovarian carcinoma metastasis by promoting lymphangiogenesis and tumour cell invasion
  publication-title: Exp. Ther. Med.
– volume: 9
  year: 2019
  ident: bib65
  article-title: CD206+ tumor-associated macrophages promote proliferation and invasion in oral squamous cell carcinoma via EGF production
  publication-title: Sci. Rep.
– volume: 2
  start-page: 666
  year: 2012
  end-page: 673
  ident: bib66
  article-title: CEL-seq: single-cell RNA-seq by multiplexed linear amplification
  publication-title: Cell Rep.
– volume: 54
  start-page: 1107
  year: 2021
  end-page: 1109
  ident: bib14
  article-title: Ovarian tumors orchestrate distinct cellular compositions
  publication-title: Immunity
– volume: 23
  start-page: 19
  year: 2022
  ident: bib118
  article-title: Analysis of lung cancer-related genetic changes in long-term and low-dose polyhexamethylene guanidine phosphate (PHMG-p) treated human pulmonary alveolar epithelial cells
  publication-title: BMC Pharmacol Toxicol
– volume: 16
  start-page: 10636
  year: 2024
  end-page: 10656
  ident: bib61
  article-title: Comprehensive single-cell and bulk RNA-seq analyses reveal a novel CD8+ T cell-associated prognostic signature in ovarian cancer
  publication-title: Aging
– year: 2019
  ident: bib137
  article-title: A portable and cost-effective microfluidic system for massively parallel single-1 cell transcriptome profiling
  publication-title: BioRxiv Preprint
– volume: 126
  year: 2020
  ident: bib173
  article-title: Transcriptional factor Yin Yang 1 facilitates the stemness of ovarian cancer via suppressing miR-99a activity through enhancing its deacetylation level
  publication-title: Biomed. Pharmacother.
– volume: 13
  start-page: 339
  year: 2023
  ident: bib32
  article-title: Identification of an autophagy-related signature for prognosis and immunotherapy response prediction in ovarian cancer
  publication-title: Biomolecules
– volume: 14
  start-page: 2903
  year: 2022
  ident: bib119
  article-title: Expression profiles of ID and E2A in ovarian cancer and suppression of ovarian cancer by the E2A isoform E47
  publication-title: Cancers
– year: 2017
  ident: bib181
  article-title: Modeling tumor cell adaptations to hypoxia in multicellular tumor spheroids
  publication-title: J. Exp. Clin. Cancer Res.
– volume: 46
  start-page: 2102
  year: 2020
  end-page: 2114
  ident: bib139
  article-title: p53 and ANXA4/NF-κB p50 complexes regulate cell proliferation, apoptosis and tumor progression in ovarian clear cell carcinoma
  publication-title: Int. J. Mol. Med.
– volume: 16
  start-page: 367
  year: 2023
  end-page: 391
  ident: bib31
  article-title: Comprehensive analysis reveals distinct immunological and prognostic characteristics of CD276/B7-H3 in pan-cancer
  publication-title: Int. J. Gen. Med.
– volume: 30
  start-page: 763
  year: 2012
  end-page: 765
  ident: bib50
  article-title: Transcriptome sequencing of single cells with Smart-Seq
  publication-title: Nat. Biotechnol.
– volume: 13
  start-page: 1688
  year: 2022
  ident: bib73
  article-title: Comprehensive generation, visualization, and reporting of quality control metrics for single-cell RNA sequencing data
  publication-title: Nat. Commun.
– volume: 15
  start-page: 73
  year: 2015
  end-page: 86
  ident: bib105
  article-title: Immune cell promotion of metastasis
  publication-title: Nat. Rev. Immunol.
– volume: 558
  year: 2023
  ident: bib186
  article-title: Counting unique molecular identifiers in sequencing using a multi-type branching process with immigration
  publication-title: J. Theor. Biol.
– volume: 12
  start-page: 3255
  year: 2022
  end-page: 3262
  ident: bib128
  article-title: CXCR6-based immunotherapy in autoimmune, cancer and inflammatory infliction
  publication-title: Acta Pharm. Sin. B
– volume: 13
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib126
  article-title: Integrative pan-cancer analysis confirmed that FCGR3A is a candidate biomarker associated with tumor immunity
  publication-title: Front. Pharmacol.
– year: 2019
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib227
  article-title: iTALK: an R Package to characterize and illustrate intercellular communication
  publication-title: BioRxiv Preprint
– volume: 8
  start-page: 1831
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib278
  article-title: Longitudinal single-cell RNA-seq analysis reveals stress-promoted chemoresistance in metastatic ovarian cancer
  publication-title: Sci. Adv.
  doi: 10.1126/sciadv.abm1831
– volume: 12
  start-page: 1082
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib283
  article-title: Single-cell RNA-seq highlights a specific carcinoembryonic cluster in ovarian cancer
  publication-title: Cell Death Dis.
  doi: 10.1038/s41419-021-04358-4
– volume: 129
  start-page: 869
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib12
  article-title: Chronic oxidative stress adaptation in head and neck cancer cells generates slow-cyclers with decreased tumour growth in vivo
  publication-title: Br. J. Cancer
  doi: 10.1038/s41416-023-02343-6
– volume: 14
  start-page: 1083
  year: 2017
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib3
  article-title: SCENIC: single-cell regulatory network inference and clustering
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.4463
– volume: 13
  start-page: 291
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib277
  article-title: Pregnancy-associated plasma protein-A (PAPPA) promotes breast cancer progression
  publication-title: Bioengineered
  doi: 10.1080/21655979.2021.2000724
– volume: 5
  start-page: 5092
  year: 2014
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib120
  article-title: Calcium dependent FAK/CREB/TNNC1 signaling mediates the effect of stromal MFAP5 on ovarian cancer metastatic potential
  publication-title: Nat. Commun.
  doi: 10.1038/ncomms6092
– volume: 37
  start-page: 547
  year: 2019
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib185
  article-title: A comparison of single-cell trajectory inference methods
  publication-title: Nat. Biotechnol.
  doi: 10.1038/s41587-019-0071-9
– volume: 11
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib144
  article-title: A topology-preserving dimensionality reduction method for single-cell RNA-seq data using graph autoencoder
  publication-title: Sci. Rep.
  doi: 10.1038/s41598-021-99003-7
– volume: 42
  start-page: 140
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib212
  article-title: Kremen2 drives the progression of non-small cell lung cancer by preventing SOCS3-mediated degradation of EGFR
  publication-title: J. Exp. Clin. Cancer Res.
  doi: 10.1186/s13046-023-02692-3
– volume: 17
  start-page: 82
  year: 2024
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib196
  article-title: Integration of single-cell RNA-seq and bulk RNA-seq data to construct and validate a cancer-associated fibroblast-related prognostic signature for patients with ovarian cancer
  publication-title: J. Ovarian Res.
  doi: 10.1186/s13048-024-01399-z
– volume: 6
  start-page: 6670
  year: 2015
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib225
  article-title: Fibrillin-1, induced by Aurora-A but inhibited by BRCA2, promotes ovarian cancer metastasis
  publication-title: Oncotarget
  doi: 10.18632/oncotarget.3118
– volume: 6
  start-page: 377
  year: 2009
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib216
  article-title: mRNA-Seq whole-transcriptome analysis of a single cell
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.1315
– volume: 4
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib133
  article-title: Differentiation and single-cell RNA-seq analyses of human pluripotent-stem-cell-derived renal organoids
  publication-title: STAR Protoc
  doi: 10.1016/j.xpro.2023.102314
– volume: 264
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib248
  article-title: LncRNA HOXB-AS3 promotes growth, invasion and migration of epithelial ovarian cancer by altering glycolysis
  publication-title: Life Sci.
  doi: 10.1016/j.lfs.2020.118636
– year: 2015
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib108
  article-title: The technology and biology of single-cell RNA sequencing
  publication-title: Mol Cell
  doi: 10.1016/j.molcel.2015.04.005
– volume: 48
  start-page: W275
  year: 2020
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib148
  article-title: IRIS3: integrated cell-type-specific regulon inference server from single-cell RNA-Seq
  publication-title: Nucleic Acids Res.
  doi: 10.1093/nar/gkaa394
– volume: 113
  start-page: 3293
  year: 2016
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib247
  article-title: Use of the Fluidigm C1 platform for RNA sequencing of single mouse pancreatic islet cells
  publication-title: Proc Natl Acad Sci U S A
  doi: 10.1073/pnas.1602306113
– volume: 14
  start-page: 2637
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib279
  article-title: The role of cancer-associated fibroblasts in ovarian cancer
  publication-title: Cancers
  doi: 10.3390/cancers14112637
– volume: 35
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib34
  article-title: Single-cell transcriptomics identifies gene expression networks driving differentiation and tumorigenesis in the human fallopian tube
  publication-title: Cell Rep.
  doi: 10.1016/j.celrep.2021.108978
– volume: 36
  start-page: 41
  year: 2017
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib245
  article-title: Notch signaling plays a crucial role in cancer stem-like cells maintaining stemness and mediating chemotaxis in renal cell carcinoma
  publication-title: J. Exp. Clin. Cancer Res.
  doi: 10.1186/s13046-017-0507-3
– volume: 98
  start-page: S72
  year: 2012
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib151
  article-title: Transforming growth factor beta upregulates collagen via the suppression of microrna-29 expression in leiomyoma
  publication-title: Fertil. Steril.
  doi: 10.1016/j.fertnstert.2012.07.258
– year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib292
  article-title: Microfluidics applications for high-throughput single cell sequencing
  publication-title: J Nanobiotechnology
  doi: 10.1186/s12951-021-01045-6
– year: 2020
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib252
  article-title: Guidelines and definitions for research on epithelial–mesenchymal transition
  publication-title: Nat. Rev. Mol. Cell Biol.
  doi: 10.1038/s41580-020-0237-9
– volume: 126
  start-page: 3939
  year: 2013
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib209
  article-title: PIASy mediates hypoxia-induced SIRT1 transcriptional repression and epithelial-to-mesenchymal transition in ovarian cancer cells
  publication-title: J. Cell Sci.
– volume: 12
  start-page: 3039
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib156
  article-title: Evolution of core archetypal phenotypes in progressive high grade serous ovarian cancer
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-021-23171-3
– volume: 14
  start-page: 2033
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib188
  article-title: Identification of niche-specific gene signatures between malignant tumor microenvironments by integrating single cell and spatial transcriptomics data
  publication-title: Genes
  doi: 10.3390/genes14112033
– volume: 39
  start-page: 928
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib74
  article-title: Single-cell dissection of cellular components and interactions shaping the tumor immune phenotypes in ovarian cancer
  publication-title: Cancer Cell
  doi: 10.1016/j.ccell.2021.04.004
– volume: 12
  start-page: 1088
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib94
  article-title: Inference and analysis of cell-cell communication using CellChat
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-021-21246-9
– volume: 7
  start-page: 1141
  year: 2018
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib38
  article-title: A systematic performance evaluation of clustering methods for single-cell RNA-seq data
  publication-title: F1000Res
  doi: 10.12688/f1000research.15666.2
– volume: 15
  start-page: 73
  year: 2015
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib105
  article-title: Immune cell promotion of metastasis
  publication-title: Nat. Rev. Immunol.
  doi: 10.1038/nri3789
– volume: 9
  start-page: 1224
  year: 2020
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib8
  article-title: M2 macrophages infiltrating epithelial ovarian cancer express MDR1: a feature that may account for the poor prognosis
  publication-title: Cells
  doi: 10.3390/cells9051224
– volume: 97
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib162
  article-title: IFNγ-induced PD-L1 expression in ovarian cancer cells is regulated by JAK1, STAT1 and IRF1 signaling
  publication-title: Cell. Signal.
  doi: 10.1016/j.cellsig.2022.110400
– volume: 48
  start-page: e55
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib16
  article-title: SingleCellSignalR: inference of intercellular networks from single-cell transcriptomics
  publication-title: Nucleic Acids Res.
  doi: 10.1093/nar/gkaa183
– volume: 81
  start-page: 1390
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib233
  article-title: PSMA-positive membranes secreted from prostate cancer cells have potency to transform vascular endothelial cells into an angiogenic state
  publication-title: Prostate
  doi: 10.1002/pros.24237
– volume: 104
  year: 2024
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib76
  article-title: N6-methyladenosine–modified KREMEN2 promotes tumorigenesis and malignant progression of high-grade serous ovarian cancer
  publication-title: Lab. Invest.
  doi: 10.1016/j.labinv.2024.102059
– volume: 47
  start-page: 848
  year: 2017
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib2
  article-title: CD4+ T cell help confers a cytotoxic T cell effector program including coinhibitory receptor downregulation and increased tissue invasiveness
  publication-title: Immunity
  doi: 10.1016/j.immuni.2017.10.009
– volume: 39
  start-page: 982
  year: 2019
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib150
  article-title: Mucinous neoplasms of the ovary: radiologic-pathologic correlation
  publication-title: Radiographics
  doi: 10.1148/rg.2019180221
– volume: 9
  start-page: eade6958
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib262
  article-title: Identifying high-grade serous ovarian carcinoma-specific extracellular vesicles by polyketone-coated nanowires
  publication-title: Sci. Adv.
  doi: 10.1126/sciadv.ade6958
– volume: 14
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib221
  article-title: Advancing beyond the twists and turns of T cell exhaustion in cancer
  publication-title: Sci. Transl. Med.
  doi: 10.1126/scitranslmed.abo4997
– volume: 139
  start-page: 2156
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib263
  article-title: Genetic ablation of PRDM1 in antitumor T cells enhances therapeutic efficacy of adoptive immunotherapy
  publication-title: Blood
  doi: 10.1182/blood.2021012714
– year: 2020
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib253
  article-title: Tumor microenvironment in ovarian cancer: function and therapeutic strategy
  publication-title: Front. Cell Dev. Biol.
  doi: 10.3389/fcell.2020.00758
– volume: 49
  start-page: e83
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib155
  article-title: noisyR: enhancing biological signal in sequencing datasets by characterizing random technical noise
  publication-title: Nucleic Acids Res.
  doi: 10.1093/nar/gkab433
– volume: 219
  start-page: 113
  year: 2014
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib165
  article-title: IGKC and FcγR genotypes and humoral immunity to HER2 in breast cancer
  publication-title: Immunobiology
  doi: 10.1016/j.imbio.2013.08.005
– volume: 10
  year: 2019
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib41
  article-title: Single-cell reconstruction of follicular remodeling in the human adult ovary
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-019-11036-9
– volume: 54
  start-page: 1107
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib14
  article-title: Ovarian tumors orchestrate distinct cellular compositions
  publication-title: Immunity
  doi: 10.1016/j.immuni.2021.05.014
– volume: 58
  start-page: 1106
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib193
  article-title: A platform for efficient establishment and drug-response profiling of high-grade serous ovarian cancer organoids
  publication-title: Dev. Cell
  doi: 10.1016/j.devcel.2023.04.012
– volume: 16
  start-page: 367
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib31
  article-title: Comprehensive analysis reveals distinct immunological and prognostic characteristics of CD276/B7-H3 in pan-cancer
  publication-title: Int. J. Gen. Med.
  doi: 10.2147/IJGM.S395553
– volume: 75
  start-page: 588
  year: 1992
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib171
  article-title: A monocyte/macrophage antigen recognized by the four antibodies GHI/61, Ber-MAC3, Ki-M8 and SM4
  publication-title: Immunology
– volume: 11
  start-page: 369
  year: 2020
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib295
  article-title: CD38 predicts favorable prognosis by enhancing immune infiltration and antitumor immunity in the epithelial ovarian cancer microenvironment
  publication-title: Front. Genet.
  doi: 10.3389/fgene.2020.00369
– volume: 7
  start-page: 289
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib229
  article-title: The heterogeneous immune landscape between lung adenocarcinoma and squamous carcinoma revealed by single-cell RNA sequencing
  publication-title: Signal Transduct Target Ther
  doi: 10.1038/s41392-022-01130-8
– volume: 13
  start-page: 442
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib91
  article-title: FBXO2 targets glycosylated SUN2 for ubiquitination and degradation to promote ovarian cancer development
  publication-title: Cell Death Dis.
  doi: 10.1038/s41419-022-04892-9
– volume: 12
  start-page: 3730
  year: 2006
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib30
  article-title: Roles of KLF6 and KLF6-SV1 in ovarian cancer progression and intraperitoneal dissemination
  publication-title: Clin. Cancer Res.
  doi: 10.1158/1078-0432.CCR-06-0054
– volume: 109
  start-page: 3129
  year: 2018
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib210
  article-title: Ambra1 modulates the sensitivity of breast cancer cells to epirubicin by regulating autophagy via ATG12
  publication-title: Cancer Sci.
  doi: 10.1111/cas.13743
– volume: 112
  start-page: 346
  year: 2020
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib9
  article-title: Screen technical noise in single cell RNA sequencing data
  publication-title: Genomics
  doi: 10.1016/j.ygeno.2019.02.014
– volume: 26
  start-page: 792
  year: 2020
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib205
  article-title: A single-cell and single-nucleus RNA-Seq toolbox for fresh and frozen human tumors
  publication-title: Nat Med
  doi: 10.1038/s41591-020-0844-1
– volume: 5
  start-page: 351
  year: 2017
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib274
  article-title: Principal components analysis in clinical studies
  publication-title: Ann. Transl. Med.
  doi: 10.21037/atm.2017.07.12
– year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib19
  article-title: From multitude to singularity: an up-to-date overview of scRNA-seq data generation and analysis
  publication-title: Front. Genet.
  doi: 10.3389/fgene.2022.994069
– volume: 1876
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib213
  article-title: The implication of IL-6 in the invasiveness and chemoresistance of ovarian cancer cells. Systematic review of its potential role as a biomarker in ovarian cancer patients
  publication-title: Biochim. Biophys. Acta Rev. Canc
– volume: 167
  start-page: 342
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib268
  article-title: Cancer-associated fibroblasts-derived FMO2 as a biomarker of macrophage infiltration and prognosis in epithelial ovarian cancer
  publication-title: Gynecology Oncology
  doi: 10.1016/j.ygyno.2022.09.003
– volume: 27
  year: 2024
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib42
  article-title: T proliferating cells derived autophagy signature associated with prognosis and immunotherapy resistance in a pan-cancer analysis
  publication-title: iScience
  doi: 10.1016/j.isci.2023.108701
– volume: 13
  start-page: 7355
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib254
  article-title: Obesity promotes tumor immune evasion in ovarian cancer through increased production of myeloid-derived suppressor cells via IL-6
  publication-title: Cancer Manag. Res.
  doi: 10.2147/CMAR.S303707
– volume: 206
  start-page: 36
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib240
  article-title: Prognostic implications of tumour-infiltrating lymphocytes for recurrence in epithelial ovarian cancer
  publication-title: Clin. Exp. Immunol.
  doi: 10.1111/cei.13639
– volume: 119
  year: 2019
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib226
  article-title: CD47 promotes cell growth and motility in epithelial ovarian cancer
  publication-title: Biomed. Pharmacother.
  doi: 10.1016/j.biopha.2019.109105
– volume: 31
  start-page: 591
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib198
  article-title: System analysis based on the T cell exhaustion-related genes identifies CD38 as a novel therapy target for ovarian cancer
  publication-title: Oncol. Res.
  doi: 10.32604/or.2023.029282
– volume: 161
  start-page: 1202
  year: 2015
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib149
  article-title: Highly parallel genome-wide expression profiling of individual cells using nanoliter droplets
  publication-title: Cell
  doi: 10.1016/j.cell.2015.05.002
– volume: 22
  start-page: 635
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib230
  article-title: Impact of AADAC gene expression on prognosis in patients with Borrmann type III advanced gastric cancer
  publication-title: BMC Cancer
  doi: 10.1186/s12885-022-09594-1
– volume: 13
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib47
  article-title: Single‐cell transcriptomics identify TNFRSF1B as a novel T‐cell exhaustion marker for ovarian cancer
  publication-title: Clin. Transl. Med.
  doi: 10.1002/ctm2.1416
– volume: 30
  start-page: 763
  year: 2012
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib50
  article-title: Transcriptome sequencing of single cells with Smart-Seq
  publication-title: Nat. Biotechnol.
  doi: 10.1038/nbt.2325
– volume: 20
  start-page: 1583
  year: 2018
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib261
  article-title: Evaluation of tools for highly variable gene discovery from single-cell RNA-seq data
  publication-title: Brief Bioinform
  doi: 10.1093/bib/bby011
– volume: 558
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib186
  article-title: Counting unique molecular identifiers in sequencing using a multi-type branching process with immigration
  publication-title: J. Theor. Biol.
  doi: 10.1016/j.jtbi.2022.111365
– volume: 29
  start-page: 15
  year: 2013
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib36
  article-title: STAR: ultrafast universal RNA-seq aligner
  publication-title: Bioinformatics
  doi: 10.1093/bioinformatics/bts635
– volume: 4
  start-page: e105
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib54
  article-title: CD276 as a novel CAR NK‐92 therapeutic target for neuroblastoma
  publication-title: Adv Cell Gene Ther
  doi: 10.1002/acg2.105
– volume: 131
  start-page: 465
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib190
  article-title: SOX17 is a highly sensitive and specific marker for metastatic ovarian and endometrial carcinomas in cytology cell block specimens
  publication-title: Cancer Cytopathol
  doi: 10.1002/cncy.22708
– volume: 9
  year: 2019
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib65
  article-title: CD206+ tumor-associated macrophages promote proliferation and invasion in oral squamous cell carcinoma via EGF production
  publication-title: Sci. Rep.
  doi: 10.1038/s41598-019-51149-1
– year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib153
  article-title: Ovarian cancer-associated mesothelial cells: transdifferentiation to minions of cancer and orchestrate developing peritoneal dissemination
  publication-title: Cancers
  doi: 10.3390/cancers13061352
– volume: 23
  start-page: 220
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib11
  article-title: Spatial characterization and quantification of CD40 expression across cancer types
  publication-title: BMC Cancer
  doi: 10.1186/s12885-023-10650-7
– volume: 8
  start-page: 33159
  year: 2017
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib187
  article-title: Preferential accumulation of regulatory T cells with highly immunosuppressive characteristics in breast tumor microenvironment
  publication-title: Oncotarget
  doi: 10.18632/oncotarget.16565
– volume: 126
  year: 2020
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib173
  article-title: Transcriptional factor Yin Yang 1 facilitates the stemness of ovarian cancer via suppressing miR-99a activity through enhancing its deacetylation level
  publication-title: Biomed. Pharmacother.
  doi: 10.1016/j.biopha.2020.110085
– volume: 14
  start-page: 63
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib291
  article-title: Ovarian endometrioid carcinoma and clear cell carcinoma: a 21-year retrospective study
  publication-title: J. Ovarian Res.
  doi: 10.1186/s13048-021-00804-1
– volume: 2
  start-page: e30
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib242
  article-title: Overexpression of DAPK1 and Beclin1 under oxygen and glucose deprivation conditions promotes excessive autophagy and apoptosis in A549 cells
  publication-title: MedComm – Oncology
  doi: 10.1002/mog2.30
– volume: 14
  start-page: 297
  year: 2016
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib122
  article-title: Identification of COL1A1 and COL1A2 as candidate prognostic factors in gastric cancer
  publication-title: World J. Surg. Oncol.
  doi: 10.1186/s12957-016-1056-5
– volume: 10
  year: 2024
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib33
  article-title: Comprehensive single-cell analysis reveals heterogeneity of fibroblast subpopulations in ovarian cancer tissue microenvironment
  publication-title: Heliyon
– volume: 15
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib166
  article-title: Changes in nucleolin expression during malignant transformation Leading to ovarian high-grade serous carcinoma
  publication-title: Cancers
  doi: 10.3390/cancers15030661
– volume: 36
  start-page: 421
  year: 2018
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib58
  article-title: Batch effects in single-cell RNA-sequencing data are corrected by matching mutual nearest neighbors
  publication-title: Nat. Biotechnol.
  doi: 10.1038/nbt.4091
– volume: 11
  start-page: 41
  year: 2020
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib146
  article-title: Normalization methods on single-cell RNA-seq data: an empirical survey
  publication-title: Front. Genet.
  doi: 10.3389/fgene.2020.00041
– volume: 13
  start-page: 7294
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib131
  article-title: NK cell marker gene-based model shows good predictive ability in prognosis and response to immunotherapies in hepatocellular carcinoma
  publication-title: Sci. Rep.
  doi: 10.1038/s41598-023-34602-0
– volume: 68
  start-page: 700
  year: 2008
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib28
  article-title: Mitochondrial Cytochrome B gene mutation promotes tumor growth in bladder cancer
  publication-title: Cancer Res.
  doi: 10.1158/0008-5472.CAN-07-5532
– volume: 10
  year: 2024
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib113
  article-title: Integrated analysis of scRNA-seq and bulk RNA-seq identifies FBXO2 as a candidate biomarker associated with chemoresistance in HGSOC
  publication-title: Heliyon
  doi: 10.1016/j.heliyon.2024.e28490
– volume: 12
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib267
  article-title: Significance of CD47 and its association with tumor immune microenvironment heterogeneity in ovarian cancer
  publication-title: Front. Immunol.
  doi: 10.3389/fimmu.2021.768115
– volume: 184
  start-page: 3573
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib64
  article-title: Integrated analysis of multimodal single-cell data
  publication-title: Cell
  doi: 10.1016/j.cell.2021.04.048
– year: 2017
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib181
  article-title: Modeling tumor cell adaptations to hypoxia in multicellular tumor spheroids
  publication-title: J. Exp. Clin. Cancer Res.
  doi: 10.1186/s13046-017-0570-9
– volume: 14
  start-page: 2230
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib84
  article-title: Worldwide burden, risk factors, and temporal trends of ovarian cancer: a global study
  publication-title: Cancers
  doi: 10.3390/cancers14092230
– volume: 12
  start-page: 2286
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib200
  article-title: Investigation of tumor heterogeneity using integrated single-cell RNA sequence analysis to focus on genes related to breast cancer-, EMT-, CSC-, and metastasis-related markers in patients with HER2-positive breast cancer
  publication-title: Cells
  doi: 10.3390/cells12182286
– volume: 12
  start-page: 6657
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib109
  article-title: Interferon-γ increases sensitivity to chemotherapy and provides immunotherapy targets in models of metastatic castration-resistant prostate cancer
  publication-title: Sci. Rep.
  doi: 10.1038/s41598-022-10724-9
– volume: 104
  start-page: 2840
  year: 2004
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib53
  article-title: Differential expression of granzymes A and B in human cytotoxic lymphocyte subsets and T regulatory cells
  publication-title: Blood
  doi: 10.1182/blood-2004-03-0859
– volume: 15
  start-page: 3427
  year: 2024
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib60
  article-title: Single-cell and spatial transcriptome sequencing uncover a platinum-resistant cluster overexpressed TACSTD2 in high-grade serous ovarian cancer
  publication-title: J. Cancer
  doi: 10.7150/jca.95269
– volume: 42
  start-page: 385
  year: 2009
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib115
  article-title: In vitro three-dimensional modelling of human ovarian surface epithelial cells
  publication-title: Cell Prolif.
  doi: 10.1111/j.1365-2184.2009.00604.x
– volume: 28
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib169
  article-title: PD-1/PD-L1 immune checkpoint blockade in ovarian cancer: dilemmas and opportunities
  publication-title: Drug Discov. Today
  doi: 10.1016/j.drudis.2023.103666
– volume: 20
  start-page: 523
  year: 2015
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib172
  article-title: Tissue inhibitor of metalloproteinase-3 (TIMP3) promotes endothelial apoptosis via a caspase-independent mechanism
  publication-title: Apoptosis
  doi: 10.1007/s10495-014-1076-y
– volume: 2023
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib69
  article-title: Identification and validation of NK marker genes in ovarian cancer by scRNA-seq combined with WGCNA algorithm
  publication-title: Mediators Inflamm
  doi: 10.1155/2023/6845701
– volume: 16
  start-page: 1857
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib167
  article-title: Autophagy inhibits cancer stemness in triple-negative breast cancer via miR-181a-mediated regulation of ATG5 and/or ATG2B
  publication-title: Mol. Oncol.
  doi: 10.1002/1878-0261.13180
– volume: 28
  start-page: 800
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib112
  article-title: Isolation of planarian viable cells using fluorescence-activated cell sorting for advancing single-cell transcriptome analysis
  publication-title: Gene Cell.
  doi: 10.1111/gtc.13068
– volume: 13
  start-page: 62
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib211
  article-title: Single-cell transcriptomic analysis of normal and pathological tissues from the same patient uncovers colon cancer progression
  publication-title: Cell Biosci.
  doi: 10.1186/s13578-023-01002-w
– volume: 13
  start-page: 236
  year: 2014
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib75
  article-title: Cyr61 promotes epithelial-mesenchymal transition and tumor metastasis of osteosarcoma by Raf-1/MEK/ERK/Elk-1/TWIST-1 signaling pathway
  publication-title: Mol. Cancer
  doi: 10.1186/1476-4598-13-236
– volume: 19
  start-page: 2258
  year: 2020
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib98
  article-title: Involvement of ribosomal protein L11 expression in sensitivity of gastric cancer against 5–FU
  publication-title: Oncol. Lett.
– volume: 191
  start-page: 651
  year: 2000
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib13
  article-title: CD40 ligand (CD154) triggers a short-term CD4 T cell activation response that results in secretion of immunomodulatory cytokines and apoptosis
  publication-title: J. Exp. Med.
  doi: 10.1084/jem.191.4.651
– volume: 23
  start-page: 248
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib164
  article-title: The MYBL2–CCL2 axis promotes tumor progression and resistance to anti-PD-1 therapy in ovarian cancer by inducing immunosuppressive macrophages
  publication-title: Cancer Cell Int.
  doi: 10.1186/s12935-023-03079-2
– year: 2013
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib116
  article-title: Recruitment of monocytes/macrophages in different tumor microenvironments
  publication-title: Biochim. Biophys. Acta Rev. Canc
  doi: 10.1016/j.bbcan.2012.12.007
– volume: 58
  start-page: 269
  year: 2015
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib67
  article-title: Claudin-4 in ovarian cancer and its relation to platinum compounds resistance
  publication-title: Progresos Obstet. Ginecol.
  doi: 10.1016/j.pog.2015.03.001
– year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib125
  article-title: Oncological prognosis and fertility outcomes of different surgical extents for malignant ovarian sex-cord stromal tumors: a narrative review
  publication-title: Cancer Manag. Res.
– volume: 147
  start-page: 181
  year: 2017
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib270
  article-title: Prognostic significance of tumor-associated macrophages in ovarian cancer: a meta-analysis
  publication-title: Gynecol. Oncol.
  doi: 10.1016/j.ygyno.2017.07.007
– volume: 19
  start-page: 1947
  year: 2020
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib138
  article-title: Prognosis of ovarian clear cell cancer compared with other epithelial cancer types: a population–based analysis
  publication-title: Oncol. Lett.
– volume: 15
  start-page: 1484
  year: 2020
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib39
  article-title: CellPhoneDB: inferring cell–cell communication from combined expression of multi-subunit ligand–receptor complexes
  publication-title: Nat. Protoc.
  doi: 10.1038/s41596-020-0292-x
– year: 2019
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib137
  article-title: A portable and cost-effective microfluidic system for massively parallel single-1 cell transcriptome profiling
  publication-title: BioRxiv Preprint
– volume: 8
  year: 2017
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib286
  article-title: Massively parallel digital transcriptional profiling of single cells
  publication-title: Nat. Commun.
  doi: 10.1038/ncomms14049
– volume: 35
  start-page: 12293
  year: 2014
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib25
  article-title: The essential roles of CCR7 in epithelial-to-mesenchymal transition induced by hypoxia in epithelial ovarian carcinomas
  publication-title: Tumor Biol.
  doi: 10.1007/s13277-014-2540-6
– volume: 22
  start-page: 247
  year: 2015
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib56
  article-title: CXCL12-CXCR4 axis promotes proliferation, migration, invasion, and metastasis of ovarian cancer
  publication-title: Oncol. Res.
  doi: 10.3727/096504015X14343704124430
– volume: 35
  start-page: i398
  year: 2019
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib203
  article-title: Inference of clonal selection in cancer populations using single-cell sequencing data
  publication-title: Bioinformatics
  doi: 10.1093/bioinformatics/btz392
– volume: 9
  start-page: 802
  year: 2019
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib290
  article-title: CD44 expression predicts prognosis of ovarian cancer patients through promoting epithelial-mesenchymal transition (EMT) by regulating snail, ZEB1, and caveolin-1
  publication-title: Front. Oncol.
  doi: 10.3389/fonc.2019.00802
– volume: 11
  start-page: 1587
  year: 2016
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib246
  article-title: Human lymphatic endothelial cells contribute to epithelial ovarian carcinoma metastasis by promoting lymphangiogenesis and tumour cell invasion
  publication-title: Exp. Ther. Med.
  doi: 10.3892/etm.2016.3134
– volume: 8
  start-page: 552
  year: 2020
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib234
  article-title: Analyzing the prognostic value of DKK1 expression in human cancers based on bioinformatics
  publication-title: Ann. Transl. Med.
  doi: 10.21037/atm-20-3263
– volume: 55
  start-page: 1322
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib257
  article-title: Cancer-associated fibroblasts: from basic science to anticancer therapy
  publication-title: Exp. Mol. Med.
  doi: 10.1038/s12276-023-01013-0
– volume: 108
  start-page: 9026
  year: 2011
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib44
  article-title: Counting individual DNA molecules by the stochastic attachment of diverse labels
  publication-title: Proceedings of the National Academic of Science of the United States of America
  doi: 10.1073/pnas.1017621108
– volume: 21
  start-page: 5497
  year: 2020
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib204
  article-title: Targeting of CD163+ macrophages in inflammatory and malignant diseases
  publication-title: Int. J. Mol. Sci.
  doi: 10.3390/ijms21155497
– volume: 18
  start-page: 18
  year: 2018
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib88
  article-title: miR-29b enhances prostate cancer cell invasion independently of MMP-2 expression
  publication-title: Cancer Cell Int.
  doi: 10.1186/s12935-018-0516-0
– volume: 8
  start-page: 49757
  year: 2017
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib289
  article-title: Increased expression of IRF8 in tumor cells inhibits the generation of Th17 cells and predicts unfavorable survival of diffuse large B cell lymphoma patients
  publication-title: Oncotarget
  doi: 10.18632/oncotarget.17693
– volume: 14
  start-page: 267
  year: 2017
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib197
  article-title: Effective detection of variation in single-cell transcriptomes using MATQ-seq
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.4145
– volume: 13
  start-page: 277
  year: 2018
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib46
  article-title: Metastatic tumor cells – genotypes and phenotypes
  publication-title: Front. Biol.
  doi: 10.1007/s11515-018-1513-3
– volume: 8
  start-page: 63646
  year: 2017
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib4
  article-title: Identification of LEFTY as a molecular marker for ovarian clear cell carcinoma
  publication-title: Oncotarget
  doi: 10.18632/oncotarget.18882
– year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib183
  article-title: Clinical challenges in the management of malignant ovarian germ cell tumours
  publication-title: Int J Environ Res Public Health
  doi: 10.3390/ijerph20126089
– volume: 24
  start-page: 1277
  year: 2018
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib114
  article-title: Phenotype molding of stromal cells in the lung tumor microenvironment
  publication-title: Nat Med
  doi: 10.1038/s41591-018-0096-5
– year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib189
  article-title: Tumor-infiltrating T-regulatory cells adapt to altered metabolism to promote tumor-immune escape
  publication-title: Current Research in Immunology
  doi: 10.1016/j.crimmu.2021.08.002
– volume: 9
  start-page: 2951
  year: 2020
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib93
  article-title: Identification of an individualized autophagy prognostic index in clear cell renal cell carcinoma patients
  publication-title: Transl. Cancer Res.
  doi: 10.21037/tcr.2020.03.06
– volume: 15
  start-page: 123
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib276
  article-title: Establishment of an ovarian cancer omentum metastasis-related prognostic model by integrated analysis of scRNA-seq and bulk RNA-seq
  publication-title: J. Ovarian Res.
  doi: 10.1186/s13048-022-01059-0
– volume: 13
  start-page: 339
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib32
  article-title: Identification of an autophagy-related signature for prognosis and immunotherapy response prediction in ovarian cancer
  publication-title: Biomolecules
  doi: 10.3390/biom13020339
– volume: 10
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib280
  article-title: Robust acquisition of spatial transcriptional programs in tissues with immunofluorescence-guided laser capture microdissection
  publication-title: Front. Cell Dev. Biol.
– volume: 578
  start-page: 129
  year: 2020
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib18
  article-title: Genomic basis for RNA alterations in cancer
  publication-title: Nature
  doi: 10.1038/s41586-020-1970-0
– volume: 13
  start-page: 1688
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib73
  article-title: Comprehensive generation, visualization, and reporting of quality control metrics for single-cell RNA sequencing data
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-022-29212-9
– volume: 43
  start-page: 10
  year: 2019
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib68
  article-title: YY1 regulates cancer cell immune resistance by modulating PD-L1 expression
  publication-title: Drug Resist. Updates
  doi: 10.1016/j.drup.2019.04.001
– volume: 31
  start-page: 501
  year: 2017
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib192
  article-title: Eradication of tumors through simultaneous ablation of CD276/B7-H3-positive tumor cells and tumor vasculature
  publication-title: Cancer Cell
  doi: 10.1016/j.ccell.2017.03.005
– volume: 13
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib243
  article-title: The identification of genes associated T-cell exhaustion and construction of prognostic signature to predict immunotherapy response in lung adenocarcinoma
  publication-title: Sci. Rep.
– volume: 7
  year: 2016
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib6
  article-title: Cancer-associated fibroblast-secreted CXCL16 attracts monocytes to promote stroma activation in triple-negative breast cancers
  publication-title: Nat. Commun.
  doi: 10.1038/ncomms13050
– volume: 12
  start-page: 3255
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib128
  article-title: CXCR6-based immunotherapy in autoimmune, cancer and inflammatory infliction
  publication-title: Acta Pharm. Sin. B
  doi: 10.1016/j.apsb.2022.03.012
– volume: 22
  start-page: 213
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib135
  article-title: Thrombospondin-2 acts as a bridge between tumor extracellular matrix and immune infiltration in pancreatic and stomach adenocarcinomas: an integrative pan-cancer analysis
  publication-title: Cancer Cell Int.
  doi: 10.1186/s12935-022-02622-x
– volume: 14
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib271
  article-title: A novel T-cell exhaustion-related feature can accurately predict the prognosis of OC patients
  publication-title: Front. Pharmacol.
  doi: 10.3389/fphar.2023.1192777
– volume: 13
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib231
  article-title: Identification of prognosis biomarkers for high-grade serous ovarian cancer based on stemness
  publication-title: Front. Genet.
– volume: 7
  start-page: 45876
  year: 2016
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib85
  article-title: Downregulation of vimentin expression increased drug resistance in ovarian cancer cells
  publication-title: Oncotarget
  doi: 10.18632/oncotarget.9970
– volume: 21
  start-page: 284
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib241
  article-title: LncRNA WDFY3-AS2 promotes cisplatin resistance and the cancer stem cell in ovarian cancer by regulating hsa-miR-139-5p/SDC4 axis
  publication-title: Cancer Cell Int.
  doi: 10.1186/s12935-021-01993-x
– volume: 9
  start-page: 1608
  year: 2011
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib259
  article-title: Mechanism of the mesenchymal-epithelial transition and its relationship with metastatic tumor formation
  publication-title: Mol. Cancer Res.
  doi: 10.1158/1541-7786.MCR-10-0568
– volume: 10
  start-page: 81
  year: 2018
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib251
  article-title: Landscape of genomic alterations in high-grade serous ovarian cancer from exceptional long- and short-term survivors
  publication-title: Genome Med.
  doi: 10.1186/s13073-018-0590-x
– volume: 20
  start-page: 6403
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib284
  article-title: Integrative analysis deciphers the heterogeneity of cancer-associated fibroblast and implications on clinical outcomes in ovarian cancers
  publication-title: Comput. Struct. Biotechnol. J.
  doi: 10.1016/j.csbj.2022.11.025
– volume: 571
  start-page: 211
  year: 2019
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib99
  article-title: TOX transcriptionally and epigenetically programs CD8+ T cell exhaustion
  publication-title: Nature
  doi: 10.1038/s41586-019-1325-x
– volume: 17
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib206
  article-title: Single-cell analysis of a high-grade serous ovarian cancer cell line reveals transcriptomic changes and cell subpopulations sensitive to epigenetic combination treatment
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0271584
– volume: 12
  start-page: 161
  year: 2010
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib26
  article-title: Overexpression of elafin in ovarian carcinoma is driven by genomic gains and activation of the nuclear factor κB pathway and is associated with poor overall survival
  publication-title: Neoplasia
  doi: 10.1593/neo.91542
– year: 2019
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib237
  article-title: Comparison between UMAP and t-SNE for multiplex-immunofluorescence derived single-cell data from tissue sections
  publication-title: BioRvix Preprint
– volume: 22
  start-page: 1216
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib127
  article-title: Higher thymocyte selection-associated high mobility group box (TOX) expression predicts poor prognosis in patients with ovarian cancer
  publication-title: BMC Cancer
  doi: 10.1186/s12885-022-10336-6
– volume: 178
  start-page: 77
  year: 2007
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib79
  article-title: Granulysin-mediated tumor rejection in transgenic mice 1
  publication-title: J. Immunol.
  doi: 10.4049/jimmunol.178.1.77
– volume: 17
  start-page: 159
  year: 2020
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib15
  article-title: NicheNet: modeling intercellular communication by linking ligands to target genes
  publication-title: Nat. Methods
  doi: 10.1038/s41592-019-0667-5
– volume: 53
  start-page: 1334
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib239
  article-title: A single-cell and spatially resolved atlas of human breast cancers
  publication-title: Nat. Genet.
  doi: 10.1038/s41588-021-00911-1
– volume: 13
  start-page: 111
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib161
  article-title: High-grade serous tubo-ovarian cancer refined with single-cell RNA sequencing: specific cell subtypes influence survival and determine molecular subtype classification
  publication-title: Genome Med.
  doi: 10.1186/s13073-021-00922-x
– volume: 18
  start-page: 732
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib48
  article-title: Preparation of single-cell suspensions from the human placenta
  publication-title: Nat. Protoc.
  doi: 10.1038/s41596-022-00772-w
– volume: 8
  start-page: 31
  year: 2020
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib27
  article-title: The lysosomal membrane protein Lamp2 alleviates lysosomal cell death by promoting autophagic flux in ischemic cardiomyocytes
  publication-title: Front. Cell Dev. Biol.
  doi: 10.3389/fcell.2020.00031
– volume: 37
  start-page: 685
  year: 2019
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib70
  article-title: Efficient integration of heterogeneous single-cell transcriptomes using Scanorama
  publication-title: Nat. Biotechnol.
  doi: 10.1038/s41587-019-0113-3
– volume: 41
  start-page: 895
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib97
  article-title: Single-cell RNA-seq recognized the initiator of epithelial ovarian cancer recurrence
  publication-title: Oncogene
  doi: 10.1038/s41388-021-02139-z
– volume: 25
  start-page: e3504
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib232
  article-title: Single-cell RNA-sequencing analysis reveals divergent transcriptome events between platinum-sensitive and platinum-resistant high-grade serous ovarian carcinoma
  publication-title: J. Gene Med.
  doi: 10.1002/jgm.3504
– volume: 14
  start-page: R36
  year: 2013
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib102
  article-title: TopHat2: accurate alignment of transcriptomes in the presence of insertions, deletions and gene fusions
  publication-title: Genome Biol.
  doi: 10.1186/gb-2013-14-4-r36
– volume: 4
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib59
  article-title: Isolation of human cutaneous immune cells for single-cell RNA sequencing
  publication-title: STAR Protoc
  doi: 10.1016/j.xpro.2023.102239
– volume: 343
  start-page: 776
  year: 2014
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib90
  article-title: Massively parallel single-cell RNA-seq for marker-free decomposition of tissues into cell types
  publication-title: Science
  doi: 10.1126/science.1247651
– volume: 7
  start-page: eabb0737
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib255
  article-title: Plasma cells shape the mesenchymal identity of ovarian cancers through transfer of exosome-derived microRNAs
  publication-title: Sci. Adv.
  doi: 10.1126/sciadv.abb0737
– volume: 23
  start-page: 5793
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib71
  article-title: The cell surface heparan sulfate proteoglycan syndecan-3 promotes ovarian cancer pathogenesis
  publication-title: Int. J. Mol. Sci.
  doi: 10.3390/ijms23105793
– volume: 1512
  start-page: 154
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib140
  article-title: Ovarian cancer-specific dysregulated genes with prognostic significance: scRNA-Seq with bulk RNA-Seq data and experimental validation
  publication-title: Ann. N. Y. Acad. Sci.
  doi: 10.1111/nyas.14748
– volume: 13
  year: 2018
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib199
  article-title: Identification of grade and origin specific cell populations in serous epithelial ovarian cancer by single cell RNA-seq
  publication-title: PLoS One
– year: 2011
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib62
  article-title: Hallmarks of cancer: the next generation
  publication-title: Cell
  doi: 10.1016/j.cell.2011.02.013
– volume: 3
  start-page: 13
  year: 2010
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib182
  article-title: Anti-proliferative effect of LXR agonist T0901317 in ovarian carcinoma cells
  publication-title: J. Ovarian Res.
  doi: 10.1186/1757-2215-3-13
– volume: 46
  start-page: 883
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib269
  article-title: ELK3 targeting AEG1 promotes migration and invasion of ovarian cancer cells under hypoxia
  publication-title: Biol. Pharm. Bull.
  doi: 10.1248/bpb.b22-00780
– volume: 14
  start-page: 1028
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib180
  article-title: Spatial transcriptomics reveals niche-specific enrichment and vulnerabilities of radial glial stem-like cells in malignant gliomas
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-023-36707-6
– volume: 5
  year: 2015
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib224
  article-title: CD8+NKT-like cells regulate the immune response by killing antigen-bearing DCs
  publication-title: Sci. Rep.
– year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib228
  article-title: Cell heterogeneity analysis in single-cell RNA-seq data using mixture exponential graph and Markov random field model
  publication-title: BioMed Res. Int.
– volume: 15
  year: 2024
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib145
  article-title: Integrating single-cell and spatial transcriptomic analysis to unveil heterogeneity in high-grade serous ovarian cancer
  publication-title: Front. Immunol.
  doi: 10.3389/fimmu.2024.1420847
– volume: 13
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib29
  article-title: Single-cell RNA-sequencing atlas reveals the tumor microenvironment of metastatic high-grade serous ovarian carcinoma
  publication-title: Front. Immunol.
  doi: 10.3389/fimmu.2022.923194
– volume: 627
  start-page: 636
  year: 2024
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib52
  article-title: SOX17 enables immune evasion of early colorectal adenomas and cancers
  publication-title: Nature
  doi: 10.1038/s41586-024-07135-3
– volume: 10
  start-page: 1096
  year: 2013
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib170
  article-title: Smart-seq2 for sensitive full-length transcriptome profiling in single cells
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.2639
– volume: 6
  start-page: gix024
  year: 2017
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib81
  article-title: A reference human genome dataset of the BGISEQ-500 sequencer
  publication-title: GigaScience
  doi: 10.1093/gigascience/gix024
– volume: 44
  start-page: 941
  year: 2008
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib43
  article-title: CPA6, FMO2, LGI1, SIAT1 and TNC are differentially expressed in early- and late-stage oral squamous cell carcinoma - a pilot study
  publication-title: Oral Oncol.
  doi: 10.1016/j.oraloncology.2007.10.011
– volume: 36
  start-page: 1983
  year: 2020
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib72
  article-title: DigestiFlow: from BCL to FASTQ with ease
  publication-title: Bioinformatics
  doi: 10.1093/bioinformatics/btz850
– volume: 26
  start-page: 1271
  year: 2020
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib89
  article-title: A single-cell landscape of high-grade serous ovarian cancer
  publication-title: Nat Med
  doi: 10.1038/s41591-020-0926-0
– volume: 23
  start-page: 19
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib118
  article-title: Analysis of lung cancer-related genetic changes in long-term and low-dose polyhexamethylene guanidine phosphate (PHMG-p) treated human pulmonary alveolar epithelial cells
  publication-title: BMC Pharmacol Toxicol
  doi: 10.1186/s40360-022-00559-5
– volume: 14
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib184
  article-title: Incidence and survival rates for female malignant germ cell tumors: an institutional review
  publication-title: Cureus
– volume: 285
  start-page: 35462
  year: 2010
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib194
  article-title: Stress effects on FosB- and interleukin-8 (IL8)-driven ovarian cancer growth and metastasis
  publication-title: J. Biol. Chem.
  doi: 10.1074/jbc.M110.109579
– volume: 36
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib51
  article-title: High-grade serous ovarian tumor cells modulate NK cell function to create an immune-tolerant microenvironment
  publication-title: Cell Rep.
  doi: 10.1016/j.celrep.2021.109632
– volume: 16
  start-page: 10636
  year: 2024
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib61
  article-title: Comprehensive single-cell and bulk RNA-seq analyses reveal a novel CD8+ T cell-associated prognostic signature in ovarian cancer
  publication-title: Aging
  doi: 10.18632/aging.205966
– volume: 217
  year: 2020
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib147
  article-title: Tissue-resident macrophages in omentum promote metastatic spread of ovarian cancer
  publication-title: J. Exp. Med.
– volume: 5
  start-page: 629
  year: 2015
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib236
  article-title: Midkine as a potential diagnostic marker in epithelial ovarian cancer for cisplatin/paclitaxel combination clinical therapy
  publication-title: Am. J. Cancer Res.
– volume: 11
  start-page: 447
  year: 2011
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib55
  article-title: TNFRSF1B +676 T>G polymorphism predicts survival of non-Small cell lung cancer patients treated with chemoradiotherapy
  publication-title: BMC Cancer
  doi: 10.1186/1471-2407-11-447
– volume: 105
  start-page: 887
  year: 2013
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib208
  article-title: A SUMOylation-dependent pathway regulates SIRT1 transcription and lung cancer metastasis
  publication-title: J Natl Cancer Inst
  doi: 10.1093/jnci/djt118
– volume: 104
  start-page: 29
  year: 2011
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib260
  article-title: Over-expression of LAPTM4B is associated with poor prognosis and chemotherapy resistance in stages III and IV epithelial ovarian cancer
  publication-title: J. Surg. Oncol.
  doi: 10.1002/jso.21912
– volume: 35
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib160
  article-title: Characterizing the tumor microenvironment of metastatic ovarian cancer by single-cell transcriptomics
  publication-title: Cell Rep.
  doi: 10.1016/j.celrep.2021.109165
– volume: 3
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib256
  article-title: Spatial heterogeneity of infiltrating T cells in high-grade serous ovarian cancer revealed by multi-omics analysis
  publication-title: Cell Rep Med
– volume: 9
  year: 2019
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib265
  article-title: Myeloid maturation potentiates STAT3-mediated atypical IFN-γ signaling and upregulation of PD-1 ligands in AML and MDS
  publication-title: Sci. Rep.
  doi: 10.1038/s41598-019-48256-4
– volume: 31
  start-page: 309
  year: 2009
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib201
  article-title: A role for the transcriptional repressor Blimp-1 in CD8+ T cell exhaustion during chronic viral infection
  publication-title: Immunity
  doi: 10.1016/j.immuni.2009.06.019
– volume: 60
  start-page: 297
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib104
  article-title: Computational modeling of malignant ascites reveals CCL5–SDC4 interaction in the immune microenvironment of ovarian cancer
  publication-title: Mol. Carcinog.
  doi: 10.1002/mc.23289
– volume: 130
  start-page: 2003
  year: 2024
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib107
  article-title: Blockade of TGF-β and PD-L1 by bintrafusp alfa promotes survival in preclinical ovarian cancer models by promoting T effector and NK cell responses
  publication-title: Br. J. Cancer
  doi: 10.1038/s41416-024-02677-9
– volume: 14
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib273
  article-title: Aetiology, epidemiology, histopathology, classification, detailed evaluation, and treatment of ovarian cancer
  publication-title: Cureus
– volume: 8
  start-page: 74479
  year: 2017
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib82
  article-title: FAM83D, a microtubule-associated protein, promotes tumor growth and progression of human gastric cancer
  publication-title: Oncotarget
  doi: 10.18632/oncotarget.20157
– volume: 11
  start-page: 9164
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib223
  article-title: A novel prognostic biomarker LCP2 correlates with metastatic melanoma-infiltrating CD8+ T cells
  publication-title: Sci. Rep.
  doi: 10.1038/s41598-021-88676-9
– volume: 10
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib23
  article-title: Knockdown of Kremen2 inhibits tumor growth and migration in gastric cancer
  publication-title: Front. Oncol.
  doi: 10.3389/fonc.2020.534095
– volume: 11
  start-page: 774
  year: 2020
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib275
  article-title: Determining sequencing depth in a single-cell RNA-seq experiment
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-020-14482-y
– volume: 21
  start-page: 1207
  year: 2019
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib92
  article-title: Elevated expression of GNAS promotes breast cancer cell proliferation and migration via the PI3K/AKT/Snail1/E-cadherin axis
  publication-title: Clin. Transl. Oncol.
  doi: 10.1007/s12094-019-02042-w
– volume: 68
  start-page: 379
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib235
  article-title: The TGFBI gene and protein expression in topotecan resistant ovarian cancer cell lines
  publication-title: Adv. Med. Sci.
  doi: 10.1016/j.advms.2023.09.013
– year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib272
  article-title: Extracellular matrix remodeling in tumor progression and immune escape: from mechanisms to treatments
  publication-title: Mol. Cancer
  doi: 10.1186/s12943-023-01744-8
– volume: 19
  start-page: 3154
  year: 2020
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib111
  article-title: Single-cell analysis of copy-number alterations in serous ovarian cancer reveals substantial heterogeneity in both low- and high-grade tumors
  publication-title: Cell Cycle
  doi: 10.1080/15384101.2020.1836439
– volume: 19
  start-page: 267
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib83
  article-title: Evaluation of cell type annotation R packages on single-cell RNA-seq data
  publication-title: Dev. Reprod. Biol.
– volume: 24
  start-page: 433
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib7
  article-title: Strong prognostic value of SLAMF7 protein expression in patients with lymph node-positive breast cancer
  publication-title: Oncol. Lett.
  doi: 10.3892/ol.2022.13553
– volume: 6
  start-page: 8687
  year: 2015
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib103
  article-title: Characterizing noise structure in single-cell RNA-seq distinguishes genuine from technical stochastic allelic expression
  publication-title: Nat. Commun.
  doi: 10.1038/ncomms9687
– volume: 29
  start-page: 358
  year: 2024
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib78
  article-title: Establishment of an ovarian cancer exhausted CD8+T cells-related genes model by integrated analysis of scRNA-seq and bulk RNA-seq
  publication-title: Eur. J. Med. Res.
  doi: 10.1186/s40001-024-01948-8
– volume: 214
  start-page: 2715
  year: 2017
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib191
  article-title: CD55 regulates self-renewal and cisplatin resistance in endometrioid tumors
  publication-title: J. Exp. Med.
  doi: 10.1084/jem.20170438
– volume: 81
  start-page: 4924
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib179
  article-title: A multi-omic single-cell landscape of human gynecologic malignancies
  publication-title: Mol Cell
  doi: 10.1016/j.molcel.2021.10.013
– volume: 593
  year: 2024
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib250
  article-title: Single-cell transcriptomics reveals the aggressive landscape of high-grade serous carcinoma and therapeutic targets in tumor microenvironment
  publication-title: Cancer Lett.
  doi: 10.1016/j.canlet.2024.216928
– volume: 73
  start-page: 193
  year: 2009
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib110
  article-title: Biology and clinical relevance of granulysin
  publication-title: Tissue Antigens
  doi: 10.1111/j.1399-0039.2008.01218.x
– volume: 23
  start-page: 321
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib132
  article-title: Whole-exome mutational landscape and molecular marker study in mucinous and clear cell ovarian cancer cell lines 3AO and ES2
  publication-title: BMC Cancer
  doi: 10.1186/s12885-023-10791-9
– volume: 15
  start-page: 91
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib176
  article-title: Annotation of cell types (ACT): a convenient web server for cell type annotation
  publication-title: Genome Med.
  doi: 10.1186/s13073-023-01249-5
– volume: 240
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib219
  article-title: UCHL1 promotes cancer stemness in triple-negative breast cancer
  publication-title: Pathol. Res. Pract.
  doi: 10.1016/j.prp.2022.154235
– volume: 17
  start-page: 2166
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib77
  article-title: PDPK1 regulates autophagosome biogenesis by binding to PIK3C3
  publication-title: Autophagy
  doi: 10.1080/15548627.2020.1817279
– year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib143
  article-title: scRNA-seq data analysis method to improve analysis performance
  publication-title: IET Nanobiotechnol.
– volume: 21
  start-page: 665
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib281
  article-title: Single-cell analysis of multiple cancer types reveals differences in endothelial cells between tumors and normal tissues
  publication-title: Comput. Struct. Biotechnol. J.
  doi: 10.1016/j.csbj.2022.12.049
– volume: 7
  start-page: 131
  year: 2024
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib21
  article-title: Single-cell transcriptome analysis of epithelial, immune, and stromal signatures and interactions in human ovarian cancer
  publication-title: Commun. Biol.
  doi: 10.1038/s42003-024-05826-1
– volume: 23
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib202
  article-title: A novel antibody-drug conjugate targeting Nectin-2 suppresses ovarian cancer progression in mouse xenograft models
  publication-title: Int. J. Mol. Sci.
  doi: 10.3390/ijms232012358
– volume: 23
  start-page: 203
  year: 2024
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib220
  article-title: Altered metabolism in cancer: insights into energy pathways and therapeutic targets
  publication-title: Mol. Cancer
  doi: 10.1186/s12943-024-02119-3
– volume: 545
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib24
  article-title: Single cell RNA-seq reveals the CCL5/SDC1 receptor-ligand interaction between T cells and tumor cells in pancreatic cancer
  publication-title: Cancer Lett.
  doi: 10.1016/j.canlet.2022.215834
– volume: 14
  start-page: 2903
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib119
  article-title: Expression profiles of ID and E2A in ovarian cancer and suppression of ovarian cancer by the E2A isoform E47
  publication-title: Cancers
  doi: 10.3390/cancers14122903
– volume: 9
  start-page: 1489
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib63
  article-title: Donor-derived M2 macrophages attenuate GVHD after allogeneic hematopoietic stem cell transplantation
  publication-title: Immun Inflamm Dis
  doi: 10.1002/iid3.503
– volume: 15
  year: 2024
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib195
  article-title: Single-cell RNA sequencing reveals that MYBL2 in malignant epithelial cells is involved in the development and progression of ovarian cancer
  publication-title: Front. Immunol.
  doi: 10.3389/fimmu.2024.1438198
– volume: 140
  year: 2024
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib293
  article-title: Single-cell RNA sequencing reveals heterogeneity in ovarian cancer and constructs a prognostic signature for prognostic prediction and immunotherapy
  publication-title: Int Immunopharmacol
  doi: 10.1016/j.intimp.2024.112855
– year: 2017
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib163
  article-title: Ovarian cancer: novel molecular aspects for clinical assessment
  publication-title: Crit. Rev. Oncol. Hematol.
  doi: 10.1016/j.critrevonc.2017.06.007
– volume: 126
  start-page: 1684
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib130
  article-title: CCT5 induces epithelial-mesenchymal transition to promote gastric cancer lymph node metastasis by activating the Wnt/β-catenin signalling pathway
  publication-title: Br. J. Cancer
  doi: 10.1038/s41416-022-01747-0
– volume: 23
  year: 2024
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib214
  article-title: Comprehensive analysis of CCAAT/enhancer binding protein family in ovarian cancer
  publication-title: Cancer Inform
  doi: 10.1177/11769351241275877
– volume: 51
  start-page: 791
  year: 2015
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib222
  article-title: Comparative analysis of primary tumour and matched metastases in colorectal cancer patients: evaluation of concordance between genomic and transcriptional profiles
  publication-title: Eur. J. Cancer
  doi: 10.1016/j.ejca.2015.02.012
– volume: 14
  start-page: 395
  year: 2017
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib49
  article-title: Seq-Well: portable, low-cost rna sequencing of single cells at high throughput
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.4179
– volume: 3
  start-page: 108
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib141
  article-title: Temporal single-cell tracing reveals clonal revival and expansion of precursor exhausted T cells during anti-PD-1 therapy in lung cancer
  publication-title: Nat Cancer
  doi: 10.1038/s43018-021-00292-8
– volume: 24
  start-page: 5267
  year: 2020
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib266
  article-title: ERBB2 gene expression silencing involved in ovarian cancer cell migration and invasion through mediating MAPK1/MAPK3 signaling pathway
  publication-title: Eur. Rev. Med. Pharmacol. Sci.
– volume: 11
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib134
  article-title: Integration of scRNA-seq and bulk RNA-seq to analyse the heterogeneity of ovarian cancer immune cells and establish a molecular risk model
  publication-title: Front. Oncol.
  doi: 10.3389/fonc.2021.711020
– year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib5
  article-title: Epidemiology and risk factors for ovarian cancer
  publication-title: Przeglad Menopauzalny
– volume: 15
  start-page: 62
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib285
  article-title: The effect of oxidative phosphorylation on cancer drug resistance
  publication-title: Cancers
  doi: 10.3390/cancers15010062
– volume: 13
  start-page: 1302
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib35
  article-title: Agonistic CD40 antibodies in cancer treatment
  publication-title: Cancers
  doi: 10.3390/cancers13061302
– volume: 15
  start-page: 1506
  year: 2019
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib238
  article-title: TRAF6 inhibits colorectal cancer metastasis through regulating selective autophagic CTNNB1/β-catenin degradation and is targeted for GSK3B/GSK3β-mediated phosphorylation and degradation
  publication-title: Autophagy
  doi: 10.1080/15548627.2019.1586250
– volume: 30
  start-page: 892
  year: 2001
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib294
  article-title: Reverse transcriptase template switching: a SMART approach for full-length cDNA library construction
  publication-title: Biotechniques
  doi: 10.2144/01304pf02
– volume: 12
  start-page: 47
  year: 2020
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib117
  article-title: Single-cell RNA sequencing reveals the tumor microenvironment and facilitates strategic choices to circumvent treatment failure in a chemorefractory bladder cancer patient
  publication-title: Genome Med.
  doi: 10.1186/s13073-020-00741-6
– volume: 46
  start-page: 2102
  year: 2020
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib139
  article-title: p53 and ANXA4/NF-κB p50 complexes regulate cell proliferation, apoptosis and tumor progression in ovarian clear cell carcinoma
  publication-title: Int. J. Mol. Med.
  doi: 10.3892/ijmm.2020.4757
– volume: 14
  start-page: 317
  year: 2014
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib1
  article-title: Inhibition of the JAK2/STAT3 pathway in ovarian cancer results in the loss of cancer stem cell-like characteristics and a reduced tumor burden
  publication-title: BMC Cancer
  doi: 10.1186/1471-2407-14-317
– volume: 14
  start-page: 7780
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib37
  article-title: Detection of isoforms and genomic alterations by high-throughput full-length single-cell RNA sequencing in ovarian cancer
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-023-43387-9
– volume: 11
  start-page: 3835
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib101
  article-title: cAMP-dependent signaling and ovarian cancer
  publication-title: Cells
  doi: 10.3390/cells11233835
– volume: 14
  start-page: 4405
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib158
  article-title: Characterization of RARRES1 expression on circulating tumor cells as unfavorable prognostic marker in resected pancreatic ductal adenocarcinoma patients
  publication-title: Cancers
  doi: 10.3390/cancers14184405
– year: 2019
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib22
  article-title: Single-cell RNA-seq technologies and related computational data analysis
  publication-title: Front. Genet.
– volume: 14
  start-page: 979
  year: 2017
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib175
  article-title: Reversed graph embedding resolves complex single-cell trajectories
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.4402
– volume: 17
  start-page: 1215
  year: 2020
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib174
  article-title: Notch1 affects chemo-resistance through regulating epithelial-mesenchymal transition (EMT) in epithelial ovarian cancer cells
  publication-title: Int. J. Med. Sci.
  doi: 10.7150/ijms.44683
– volume: 161
  start-page: 1187
  year: 2015
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib106
  article-title: Droplet barcoding for single-cell transcriptomics applied to embryonic stem cells
  publication-title: Cell
  doi: 10.1016/j.cell.2015.04.044
– volume: 54
  start-page: 82
  year: 2016
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib57
  article-title: TNF-α expression, risk factors, and inflammatory exposures in ovarian cancer: evidence for an inflammatory pathway of ovarian carcinogenesis?
  publication-title: Hum. Pathol.
  doi: 10.1016/j.humpath.2016.03.006
– volume: 7
  year: 2020
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib207
  article-title: RGS5 plays a significant role in renal cell carcinoma
  publication-title: R. Soc. Open Sci.
  doi: 10.1098/rsos.191422
– volume: 20
  start-page: 176
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib20
  article-title: Single-cell and bulk RNA sequencing reveal ligands and receptors associated with worse overall survival in serous ovarian cancer
  publication-title: Cell Commun. Signal.
  doi: 10.1186/s12964-022-00991-4
– volume: 3
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib100
  article-title: Novel hemizygous CORO1A variant leads to combined immunodeficiency with defective platelet calcium signaling and cell mobility
  publication-title: J. Allergy Clin. Immunol.: Global
– volume: 37
  start-page: 1
  year: 2009
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib80
  article-title: Bioinformatics enrichment tools: paths toward the comprehensive functional analysis of large gene lists
  publication-title: Nucleic Acids Res.
  doi: 10.1093/nar/gkn923
– volume: 13
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib282
  article-title: Comparative analysis between high-grade serous ovarian cancer and healthy ovarian tissues using single-cell RNA sequencing
  publication-title: Front. Oncol.
– volume: 14
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib142
  article-title: p53 mutation and deletion contribute to tumor immune evasion
  publication-title: Front. Genet.
– volume: 24
  start-page: 238
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib287
  article-title: Measuring cell-to-cell expression variability in single-cell RNA-sequencing data: a comparative analysis and applications to B cell aging
  publication-title: Genome Biol.
  doi: 10.1186/s13059-023-03036-2
– volume: 1
  start-page: e38
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib157
  article-title: Single-cell RNA sequencing analysis of the Drosophila larval ventral cord
  publication-title: Curr Protoc
  doi: 10.1002/cpz1.38
– volume: 28
  start-page: 3590
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib249
  article-title: Single-cell RNA sequencing reveals the tissue architecture in human high-grade serous ovarian cancer
  publication-title: Clin. Cancer Res.
  doi: 10.1158/1078-0432.CCR-22-0296
– volume: 12
  start-page: 7639
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib168
  article-title: Transcriptional upregulation of CXCL13 is correlated with a favorable response to immune checkpoint inhibitors in lung adenocarcinoma
  publication-title: Cancer Med.
  doi: 10.1002/cam4.5460
– volume: 2
  start-page: 666
  year: 2012
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib66
  article-title: CEL-seq: single-cell RNA-seq by multiplexed linear amplification
  publication-title: Cell Rep.
  doi: 10.1016/j.celrep.2012.08.003
– volume: 2022
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib129
  article-title: Overexpression of TP53INP2 promotes apoptosis in clear cell renal cell cancer via caspase-8/TRAF6 signaling pathway
  publication-title: J Immunol Res
– volume: 22
  start-page: 339
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib296
  article-title: NAP1L1 promotes tumor proliferation through HDGF/C-JUN signaling in ovarian cancer
  publication-title: BMC Cancer
  doi: 10.1186/s12885-022-09356-z
– volume: 13
  start-page: 400
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib17
  article-title: LRG1 in pancreatic cancer cells promotes inflammatory factor synthesis and the angiogenesis of HUVECs by activating VEGFR signaling
  publication-title: J. Gastrointest. Oncol.
  doi: 10.21037/jgo-21-910
– volume: 14
  start-page: 464
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib154
  article-title: Positional influence on cellular transcriptional identity revealed through spatially segmented single-cell transcriptomics
  publication-title: Cell Syst
  doi: 10.1016/j.cels.2023.05.003
– volume: 2023
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib288
  article-title: Oxidative stress response biomarkers of ovarian cancer based on single-cell and bulk RNA sequencing
  publication-title: Oxid. Med. Cell. Longev.
  doi: 10.1155/2023/1261039
– volume: 12
  start-page: e694
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib96
  article-title: Single‐cell RNA sequencing technologies and applications: a brief overview
  publication-title: Clin. Transl. Med.
  doi: 10.1002/ctm2.694
– volume: 6
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib10
  article-title: PD-1 blockade restores helper activity of tumor-infiltrating, exhausted PD-1hiCD39+ CD4 T cells
  publication-title: JCI Insight
  doi: 10.1172/jci.insight.142513
– volume: 13
  start-page: 6451
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib95
  article-title: SNAI2 promotes the development of ovarian cancer through regulating ferroptosis
  publication-title: Bioengineered
  doi: 10.1080/21655979.2021.2024319
– volume: 32
  start-page: 463
  year: 2012
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib152
  article-title: M1 and M2 macrophages: oracles of health and disease
  publication-title: Crit. Rev. Immunol.
  doi: 10.1615/CritRevImmunol.v32.i6.10
– volume: 30
  start-page: 731
  year: 2009
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib177
  article-title: Omental milky spots develop in the absence of lymphoid tissue-inducer cells and support B and T cell responses to peritoneal antigens
  publication-title: Immunity
  doi: 10.1016/j.immuni.2009.03.014
– volume: 12
  start-page: 520
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib87
  article-title: IL-26 mediates epidermal growth factor receptor-tyrosine kinase inhibitor resistance through endoplasmic reticulum stress signaling pathway in triple-negative breast cancer cells
  publication-title: Cell Death Dis.
  doi: 10.1038/s41419-021-03787-5
– volume: 12
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib244
  article-title: A comparison for dimensionality reduction methods of single-cell RNA-seq data
  publication-title: Front. Genet.
  doi: 10.3389/fgene.2021.646936
– volume: 13
  start-page: 36
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib121
  article-title: From bulk, single-cell to spatial RNA sequencing
  publication-title: Int. J. Oral Sci.
  doi: 10.1038/s41368-021-00146-0
– volume: 12
  year: 2022
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib124
  article-title: Integrating single-cell RNA sequencing and prognostic model revealed the carcinogenicity and clinical significance of FAM83D in ovarian cancer
  publication-title: Front. Oncol.
– volume: 28
  start-page: 2837
  year: 2019
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib217
  article-title: Tracing tumor evolution in sarcoma reveals clonal origin of advanced metastasis
  publication-title: Cell Rep.
  doi: 10.1016/j.celrep.2019.08.029
– volume: 118
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib86
  article-title: Single-cell quantification of a broad RNA spectrum reveals unique noncoding patterns associated with cell types and states
  publication-title: Proc. Natl. Acad. Sci. USA
  doi: 10.1073/pnas.2113568118
– volume: 68
  start-page: 1303
  year: 2019
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib123
  article-title: Mouse CD8+NKT-like cells exert dual cytotoxicity against mouse tumor cells and myeloid-derived suppressor cells
  publication-title: Cancer Immunol. Immunother.
  doi: 10.1007/s00262-019-02363-3
– volume: 138
  start-page: 627
  year: 2015
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib40
  article-title: TOP2A gene copy gain predicts response of epithelial ovarian cancers to pegylated liposomal doxorubicin: TOP2A as marker of response to PLD in ovarian cancer
  publication-title: Gynecol. Oncol.
  doi: 10.1016/j.ygyno.2015.06.025
– volume: 12
  start-page: 1219
  year: 2021
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib218
  article-title: Curcumin induces ferroptosis in non-small-cell lung cancer via activating autophagy
  publication-title: Thorac Cancer
  doi: 10.1111/1759-7714.13904
– volume: 191
  start-page: 60
  year: 2018
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib264
  article-title: Ovarian cancer stem cells promote tumour immune privilege and invasion via CCL5 and regulatory T cells
  publication-title: Clin. Exp. Immunol.
  doi: 10.1111/cei.13044
– volume: 6
  year: 2016
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib159
  article-title: Effects of endothelial cell proliferation and migration rates in a computational model of sprouting angiogenesis
  publication-title: Sci. Rep.
  doi: 10.1038/srep36992
– volume: 25
  start-page: 100
  year: 2023
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib258
  article-title: Single-cell RNA reveals a tumorigenic microenvironment in the interface zone of human breast tumors
  publication-title: Breast Cancer Researc
  doi: 10.1186/s13058-023-01703-7
– year: 2024
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib215
  article-title: Integrated proteomics and scRNA-seq analyses of ovarian cancer reveal molecular subtype-associated cell landscapes and immunotherapy targets
  publication-title: Br J Cancer Article in Press
– volume: 11
  year: 2016
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib178
  article-title: Evaluation of matrix metalloproteinases, cytokines and their potential role in the development of ovarian cancer
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0167149
– volume: 6
  year: 2011
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib136
  article-title: Expression and function of androgen receptor coactivator p44/MEP50/WDR77 in ovarian cancer
  publication-title: PLoS One
  doi: 10.1371/annotation/fe4fca93-8211-430e-bfe0-8a371b9cc20d
– volume: 27
  start-page: 150
  year: 2016
  ident: 10.1016/j.pbiomolbio.2025.01.002_bib45
  article-title: Clear-cell carcinoma of the ovary
  publication-title: Ann. Oncol.
  doi: 10.1093/annonc/mdw086
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Snippet Ovarian cancer is one of the most prevalent gynaecological malignancies. The rapid development of single-cell RNA sequencing (scRNA-seq) has allowed scientists...
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SubjectTerms Animals
Female
Heterogeneity
Humans
ovarian cancer
Ovarian Neoplasms - genetics
Ovarian Neoplasms - pathology
ScRNA-seq
Sequence Analysis, RNA - methods
Single-Cell Analysis - methods
Treatment resistance
Tumor Microenvironment - genetics
tumour microenvironment
Title Single-cell RNA sequencing in ovarian cancer: Current progress and future prospects
URI https://dx.doi.org/10.1016/j.pbiomolbio.2025.01.002
https://www.ncbi.nlm.nih.gov/pubmed/39778630
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