Multiomic Analysis Reveals Comprehensive Tumor Heterogeneity and Distinct Immune Subtypes in Multifocal Intrahepatic Cholangiocarcinoma

Targeted therapy and immunotherapy are transforming the treatment approach for intrahepatic cholangiocarcinoma (ICC). However, little is known about the intertumor heterogeneity (ITH) of multifocal ICC and its impacts on patient response to these treatments. We aimed to characterize the immunogenomi...

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Published inClinical cancer research Vol. 28; no. 9; pp. 1896 - 1910
Main Authors Chen, Shuling, Xie, Yubin, Cai, Yuhong, Hu, Huanjing, He, Minghui, Liu, Lijuan, Liao, Changyi, Wang, Yuanqi, Wang, Jianping, Ren, Xiaoxue, Zeng, Qianwen, Peng, Hong, Shen, Shunli, Li, Shaoqiang, Li, Dongming, Lai, Jiaming, Peng, Baogang, Ren, Jian, Kuang, Ming, Peng, Sui
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LanguageEnglish
Published United States 01.05.2022
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Abstract Targeted therapy and immunotherapy are transforming the treatment approach for intrahepatic cholangiocarcinoma (ICC). However, little is known about the intertumor heterogeneity (ITH) of multifocal ICC and its impacts on patient response to these treatments. We aimed to characterize the immunogenomic and epigenomic heterogeneity of multifocal ICC to guide treatment decision making. We obtained 66 tumor samples from 16 patients with multifocal ICC and characterized the tumor and immune heterogeneity using whole-exome sequencing, bulk and single-cell RNA sequencing, methylation microarray, and multiplex immunostaining. Patients were divided into high- or low-ITH groups according to the median ITH index. Two independent cohorts were used to validate findings. Responses to anti-PD-1 therapy were assessed. Multifocal ICC presented considerable intertumor genomic, transcriptional, and epigenomic heterogeneity within a patient in high ITH group. The immune profile among multiple tumors within a patient was relatively less heterogeneous in high- or low-ITH group, and consistent responses of multiple tumors to anti-PD-1 immunotherapy were observed. Unsupervised clustering of immune markers identified one low and one high immune subtype, with higher immune cell infiltration, closer tumor-immune cell interactions, and upregulated IFN-signature expression in high-immune subtype. Determining expression levels of CD8B and ICOS facilitated this immune classification and prediction of patient prognosis. Finally, promoter DNA methylation contributed to different immune profiles of two subtypes by regulating immune-gene expression. There is comprehensive heterogeneity in the genome, transcriptome, and epigenome of multifocal ICC. On the basis of the less heterogeneous immune profile of ICC, we suggest an immune classification that stratifies patients' prognosis and may support personalized immunotherapy.
AbstractList Targeted therapy and immunotherapy are transforming the treatment approach for intrahepatic cholangiocarcinoma (ICC). However, little is known about the intertumor heterogeneity (ITH) of multifocal ICC and its impacts on patient response to these treatments. We aimed to characterize the immunogenomic and epigenomic heterogeneity of multifocal ICC to guide treatment decision making. We obtained 66 tumor samples from 16 patients with multifocal ICC and characterized the tumor and immune heterogeneity using whole-exome sequencing, bulk and single-cell RNA sequencing, methylation microarray, and multiplex immunostaining. Patients were divided into high- or low-ITH groups according to the median ITH index. Two independent cohorts were used to validate findings. Responses to anti-PD-1 therapy were assessed. Multifocal ICC presented considerable intertumor genomic, transcriptional, and epigenomic heterogeneity within a patient in high ITH group. The immune profile among multiple tumors within a patient was relatively less heterogeneous in high- or low-ITH group, and consistent responses of multiple tumors to anti-PD-1 immunotherapy were observed. Unsupervised clustering of immune markers identified one low and one high immune subtype, with higher immune cell infiltration, closer tumor-immune cell interactions, and upregulated IFN-signature expression in high-immune subtype. Determining expression levels of CD8B and ICOS facilitated this immune classification and prediction of patient prognosis. Finally, promoter DNA methylation contributed to different immune profiles of two subtypes by regulating immune-gene expression. There is comprehensive heterogeneity in the genome, transcriptome, and epigenome of multifocal ICC. On the basis of the less heterogeneous immune profile of ICC, we suggest an immune classification that stratifies patients' prognosis and may support personalized immunotherapy.
Targeted therapy and immunotherapy are transforming the treatment approach for intrahepatic cholangiocarcinoma (ICC). However, little is known about the intertumor heterogeneity (ITH) of multifocal ICC and its impacts on patient response to these treatments. We aimed to characterize the immunogenomic and epigenomic heterogeneity of multifocal ICC to guide treatment decision making.PURPOSETargeted therapy and immunotherapy are transforming the treatment approach for intrahepatic cholangiocarcinoma (ICC). However, little is known about the intertumor heterogeneity (ITH) of multifocal ICC and its impacts on patient response to these treatments. We aimed to characterize the immunogenomic and epigenomic heterogeneity of multifocal ICC to guide treatment decision making.We obtained 66 tumor samples from 16 patients with multifocal ICC and characterized the tumor and immune heterogeneity using whole-exome sequencing, bulk and single-cell RNA sequencing, methylation microarray, and multiplex immunostaining. Patients were divided into high- or low-ITH groups according to the median ITH index. Two independent cohorts were used to validate findings. Responses to anti-PD-1 therapy were assessed.EXPERIMENTAL DESIGNWe obtained 66 tumor samples from 16 patients with multifocal ICC and characterized the tumor and immune heterogeneity using whole-exome sequencing, bulk and single-cell RNA sequencing, methylation microarray, and multiplex immunostaining. Patients were divided into high- or low-ITH groups according to the median ITH index. Two independent cohorts were used to validate findings. Responses to anti-PD-1 therapy were assessed.Multifocal ICC presented considerable intertumor genomic, transcriptional, and epigenomic heterogeneity within a patient in high ITH group. The immune profile among multiple tumors within a patient was relatively less heterogeneous in high- or low-ITH group, and consistent responses of multiple tumors to anti-PD-1 immunotherapy were observed. Unsupervised clustering of immune markers identified one low and one high immune subtype, with higher immune cell infiltration, closer tumor-immune cell interactions, and upregulated IFN-signature expression in high-immune subtype. Determining expression levels of CD8B and ICOS facilitated this immune classification and prediction of patient prognosis. Finally, promoter DNA methylation contributed to different immune profiles of two subtypes by regulating immune-gene expression.RESULTSMultifocal ICC presented considerable intertumor genomic, transcriptional, and epigenomic heterogeneity within a patient in high ITH group. The immune profile among multiple tumors within a patient was relatively less heterogeneous in high- or low-ITH group, and consistent responses of multiple tumors to anti-PD-1 immunotherapy were observed. Unsupervised clustering of immune markers identified one low and one high immune subtype, with higher immune cell infiltration, closer tumor-immune cell interactions, and upregulated IFN-signature expression in high-immune subtype. Determining expression levels of CD8B and ICOS facilitated this immune classification and prediction of patient prognosis. Finally, promoter DNA methylation contributed to different immune profiles of two subtypes by regulating immune-gene expression.There is comprehensive heterogeneity in the genome, transcriptome, and epigenome of multifocal ICC. On the basis of the less heterogeneous immune profile of ICC, we suggest an immune classification that stratifies patients' prognosis and may support personalized immunotherapy.CONCLUSIONSThere is comprehensive heterogeneity in the genome, transcriptome, and epigenome of multifocal ICC. On the basis of the less heterogeneous immune profile of ICC, we suggest an immune classification that stratifies patients' prognosis and may support personalized immunotherapy.
Author Peng, Sui
Li, Dongming
Kuang, Ming
Cai, Yuhong
He, Minghui
Liao, Changyi
Wang, Jianping
Shen, Shunli
Hu, Huanjing
Wang, Yuanqi
Ren, Xiaoxue
Ren, Jian
Liu, Lijuan
Peng, Baogang
Xie, Yubin
Peng, Hong
Zeng, Qianwen
Li, Shaoqiang
Chen, Shuling
Lai, Jiaming
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Cites_doi 10.1093/bioinformatics/19.2.185
10.1093/annonc/mdz103
10.1038/nrc1299
10.1016/j.gpb.2017.01.001
10.2147/CMAR.S157156
10.1093/bioinformatics/bty083
10.1002/hep.31092
10.1093/bioinformatics/btv003
10.1038/nbt.2514
10.1002/hep.31692
10.1016/j.cell.2017.10.022
10.1158/2159-8290.CD-17-0245
10.1038/s41416-018-0334-0
10.1111/hepr.13438
10.1016/j.jhep.2017.07.006
10.1038/s41586-019-1330-0
10.1053/j.gastro.2013.01.001
10.1038/ncomms14049
10.1016/j.cell.2017.10.001
10.1093/nar/gks1147
10.1016/j.annonc.2020.06.018
10.1038/ng.3375
10.1038/nature13954
10.1038/nmeth.3317
10.1016/j.jhep.2018.02.029
10.1016/j.jhep.2019.10.009
10.1158/1078-0432.CCR-18-1959
10.1111/liv.14086
10.1016/j.jhep.2019.11.020
10.1158/2159-8290.CD-19-0182
10.1172/JCI91190
10.1038/ncomms6696
10.1097/MD.0000000000017832
10.1038/nbt.3344
10.1172/JCI76452
10.1038/nrclinonc.2017.166
10.1093/bioinformatics/bts356
10.1002/hep.30493
10.1038/nm.3559
10.1038/nri.2017.49
10.1093/nar/gkq603
10.1053/j.gastro.2016.11.048
10.1126/science.aax0182
10.1093/bioinformatics/btx513
10.1158/2159-8290.CD-17-0368
10.1016/S1470-2045(20)30109-1
10.1186/1471-2164-15-732
10.4049/jimmunol.1700893
10.1016/j.cell.2014.12.033
10.1038/nmeth.4303
10.1016/S0140-6736(13)61903-0
10.1186/s12943-019-0939-9
10.1111/liv.14095
10.1016/j.cell.2019.05.031
10.1016/j.cell.2017.05.046
10.1200/JCO.2017.75.5009
10.1093/bioinformatics/btp324
10.1093/nar/gky900
10.1002/hep.29350
10.1038/nmeth.3337
10.1126/science.aan6733
10.1016/S1470-2045(20)30157-1
10.1038/sdata.2018.15
10.1056/NEJMoa0908721
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References Malikic (2022081614395021900_bib31) 2015; 31
McGranahan (2022081614395021900_bib41) 2017; 171
Dong (2022081614395021900_bib20) 2018; 69
Abou-Alfa (2022081614395021900_bib17) 2020; 21
Nakamura (2022081614395021900_bib28) 2015; 47
Topper (2022081614395021900_bib65) 2017; 171
Amarasinghe (2022081614395021900_bib26) 2014; 15
Rooney (2022081614395021900_bib43) 2015; 160
Kim (2022081614395021900_bib33) 2015; 12
Wang (2022081614395021900_bib34) 2012; 28
Chen (2022081614395021900_bib19) 2019; 98
Tumeh (2022081614395021900_bib52) 2014; 515
Ayers (2022081614395021900_bib53) 2017; 127
Ghidini (2022081614395021900_bib4) 2019; 11
Lawson (2022081614395021900_bib38) 2018; 34
Bhattacharya (2022081614395021900_bib55) 2018; 5
Nagarsheth (2022081614395021900_bib64) 2017; 17
Jurtz (2022081614395021900_bib42) 2017; 199
Goeppert (2022081614395021900_bib56) 2019; 69
Kelley (2022081614395021900_bib10) 2020; 72
Mascaux (2022081614395021900_bib62) 2019; 571
Zhang (2022081614395021900_bib46) 2019; 47
Futreal (2022081614395021900_bib27) 2004; 4
Zhang (2022081614395021900_bib39) 2019; 18
Sia (2022081614395021900_bib51) 2013; 144
Valle (2022081614395021900_bib9) 2010; 362
Javle (2022081614395021900_bib11) 2018; 36
Stuart (2022081614395021900_bib45) 2019; 177
Goyal (2022081614395021900_bib12) 2019; 9
Zheng (2022081614395021900_bib44) 2017; 8
Mazzaferro (2022081614395021900_bib8) 2020; 72
Valle (2022081614395021900_bib7) 2017; 7
Shukla (2022081614395021900_bib40) 2015; 33
Dagogo-Jack (2022081614395021900_bib21) 2018; 15
Topalian (2022081614395021900_bib63) 2020; 367
Abou-Alfa (2022081614395021900_bib16) 2020; 21
Zou (2022081614395021900_bib29) 2014; 5
National Genomics Data Center Members and Partners (2022081614395021900_bib49) 2020; 48
Bahleda (2022081614395021900_bib15) 2020; 31
Wang (2022081614395021900_bib48) 2017; 15
Razumilava (2022081614395021900_bib1) 2014; 383
Sia (2022081614395021900_bib2) 2017; 152
Bolstad (2022081614395021900_bib47) 2003; 19
Tian (2022081614395021900_bib37) 2017; 33
Cibulskis (2022081614395021900_bib24) 2013; 31
Li (2022081614395021900_bib23) 2009; 25
Forner (2022081614395021900_bib5) 2019; 39
Khan (2022081614395021900_bib3) 2019; 39
Le (2022081614395021900_bib18) 2017; 357
Cancer Genome Atlas Research Network (2022081614395021900_bib35) 2017; 169
Smith (2022081614395021900_bib32) 2017; 14
Xu (2022081614395021900_bib50) 2019; 30
Kudo (2022081614395021900_bib6) 2020; 50
Zhang (2022081614395021900_bib60) 2017; 67
Van Allen (2022081614395021900_bib30) 2014; 20
Job (2022081614395021900_bib61) 2020; 72
Newman (2022081614395021900_bib36) 2015; 12
Breuer (2022081614395021900_bib54) 2013; 41
Pellat (2022081614395021900_bib59) 2018; 67
Mazzaferro (2022081614395021900_bib13) 2019; 120
Boulter (2022081614395021900_bib57) 2015; 125
Voss (2022081614395021900_bib14) 2019; 25
Jusakul (2022081614395021900_bib22) 2017; 7
Wang (2022081614395021900_bib58) 2021; 74
Wang (2022081614395021900_bib25) 2010; 38
References_xml – volume: 19
  start-page: 185
  year: 2003
  ident: 2022081614395021900_bib47
  article-title: A comparison of normalization methods for high density oligonucleotide array data based on variance and bias
  publication-title: Bioinformatics
  doi: 10.1093/bioinformatics/19.2.185
– volume: 30
  start-page: 990
  year: 2019
  ident: 2022081614395021900_bib50
  article-title: Genomic and transcriptional heterogeneity of multifocal hepatocellular carcinoma
  publication-title: Ann Oncol
  doi: 10.1093/annonc/mdz103
– volume: 4
  start-page: 177
  year: 2004
  ident: 2022081614395021900_bib27
  article-title: A census of human cancer genes
  publication-title: Nat Rev Cancer
  doi: 10.1038/nrc1299
– volume: 15
  start-page: 14
  year: 2017
  ident: 2022081614395021900_bib48
  article-title: GSA: Genome Sequence Archive
  publication-title: Genom Proteom Bioinformat
  doi: 10.1016/j.gpb.2017.01.001
– volume: 11
  start-page: 379
  year: 2019
  ident: 2022081614395021900_bib4
  article-title: Biliary tract cancer: current challenges and future prospects
  publication-title: Cancer Manag Res
  doi: 10.2147/CMAR.S157156
– volume: 34
  start-page: 2649
  year: 2018
  ident: 2022081614395021900_bib38
  article-title: MIRA: an R package for DNA methylation-based inference of regulatory activity
  publication-title: Bioinformatics
  doi: 10.1093/bioinformatics/bty083
– volume: 72
  start-page: 965
  year: 2020
  ident: 2022081614395021900_bib61
  article-title: Identification of four immune subtypes characterized by distinct composition and functions of tumor microenvironment in intrahepatic cholangiocarcinoma
  publication-title: Hepatology
  doi: 10.1002/hep.31092
– volume: 31
  start-page: 1349
  year: 2015
  ident: 2022081614395021900_bib31
  article-title: Clonality inference in multiple tumor samples using phylogeny
  publication-title: Bioinformatics
  doi: 10.1093/bioinformatics/btv003
– volume: 31
  start-page: 213
  year: 2013
  ident: 2022081614395021900_bib24
  article-title: Sensitive detection of somatic point mutations in impure and heterogeneous cancer samples
  publication-title: Nat Biotechnol
  doi: 10.1038/nbt.2514
– volume: 74
  start-page: 248
  year: 2021
  ident: 2022081614395021900_bib58
  article-title: Overexpression of mothers against decapentaplegic homolog 7 activates the yes-associated protein/NOTCH cascade and promotes liver carcinogenesis in mice and humans
  publication-title: Hepatology
  doi: 10.1002/hep.31692
– volume: 171
  start-page: 1284
  year: 2017
  ident: 2022081614395021900_bib65
  article-title: Epigenetic therapy ties MYC depletion to reversing immune evasion and treating lung cancer
  publication-title: Cell
  doi: 10.1016/j.cell.2017.10.022
– volume: 7
  start-page: 943
  year: 2017
  ident: 2022081614395021900_bib7
  article-title: New horizons for precision medicine in biliary tract cancers
  publication-title: Cancer Discov
  doi: 10.1158/2159-8290.CD-17-0245
– volume: 120
  start-page: 165
  year: 2019
  ident: 2022081614395021900_bib13
  article-title: Derazantinib (ARQ 087) in advanced or inoperable FGFR2 gene fusion-positive intrahepatic cholangiocarcinoma
  publication-title: Br J Cancer
  doi: 10.1038/s41416-018-0334-0
– volume: 50
  start-page: 15
  year: 2020
  ident: 2022081614395021900_bib6
  article-title: Report of the 20th nationwide follow-up survey of primary liver cancer in Japan
  publication-title: Hepatol Res
  doi: 10.1111/hepr.13438
– volume: 67
  start-page: 1194
  year: 2017
  ident: 2022081614395021900_bib60
  article-title: Pan-mTOR inhibitor MLN0128 is effective against intrahepatic cholangiocarcinoma in mice
  publication-title: J Hepatol
  doi: 10.1016/j.jhep.2017.07.006
– volume: 571
  start-page: 570
  year: 2019
  ident: 2022081614395021900_bib62
  article-title: Immune evasion before tumour invasion in early lung squamous carcinogenesis
  publication-title: Nature
  doi: 10.1038/s41586-019-1330-0
– volume: 144
  start-page: 829
  year: 2013
  ident: 2022081614395021900_bib51
  article-title: Integrative molecular analysis of intrahepatic cholangiocarcinoma reveals 2 classes that have different outcomes
  publication-title: Gastroenterology
  doi: 10.1053/j.gastro.2013.01.001
– volume: 8
  start-page: 14049
  year: 2017
  ident: 2022081614395021900_bib44
  article-title: Massively parallel digital transcriptional profiling of single cells
  publication-title: Nat Commun
  doi: 10.1038/ncomms14049
– volume: 171
  start-page: 1259
  year: 2017
  ident: 2022081614395021900_bib41
  article-title: Allele-specific HLA loss and immune escape in lung cancer evolution
  publication-title: Cell
  doi: 10.1016/j.cell.2017.10.001
– volume: 41
  start-page: D1228
  year: 2013
  ident: 2022081614395021900_bib54
  article-title: InnateDB: systems biology of innate immunity and beyond–recent updates and continuing curation
  publication-title: Nucleic Acids Res
  doi: 10.1093/nar/gks1147
– volume: 31
  start-page: 1405
  year: 2020
  ident: 2022081614395021900_bib15
  article-title: Phase I, first-in-human study of futibatinib, a highly selective, irreversible FGFR1–4 inhibitor in patients with advanced solid tumors
  publication-title: Ann Oncol
  doi: 10.1016/j.annonc.2020.06.018
– volume: 48
  start-page: D24
  year: 2020
  ident: 2022081614395021900_bib49
  article-title: Database resources of the national genomics data center in 2020
  publication-title: Nucleic Acids Res
– volume: 47
  start-page: 1003
  year: 2015
  ident: 2022081614395021900_bib28
  article-title: Genomic spectra of biliary tract cancer
  publication-title: Nat Genet
  doi: 10.1038/ng.3375
– volume: 515
  start-page: 568
  year: 2014
  ident: 2022081614395021900_bib52
  article-title: PD-1 blockade induces responses by inhibiting adaptive immune resistance
  publication-title: Nature
  doi: 10.1038/nature13954
– volume: 12
  start-page: 357
  year: 2015
  ident: 2022081614395021900_bib33
  article-title: HISAT: a fast spliced aligner with low memory requirements
  publication-title: Nat Methods
  doi: 10.1038/nmeth.3317
– volume: 69
  start-page: 89
  year: 2018
  ident: 2022081614395021900_bib20
  article-title: Spatial and temporal clonal evolution of intrahepatic cholangiocarcinoma
  publication-title: J Hepatol
  doi: 10.1016/j.jhep.2018.02.029
– volume: 72
  start-page: 353
  year: 2020
  ident: 2022081614395021900_bib10
  article-title: Systemic therapies for intrahepatic cholangiocarcinoma
  publication-title: J Hepatol
  doi: 10.1016/j.jhep.2019.10.009
– volume: 25
  start-page: 2699
  year: 2019
  ident: 2022081614395021900_bib14
  article-title: A phase I, open-label, multicenter, dose-escalation study of the oral selective FGFR inhibitor debio 1347 in patients with advanced solid tumors harboring FGFR gene alterations
  publication-title: Clin Cancer Res
  doi: 10.1158/1078-0432.CCR-18-1959
– volume: 39
  start-page: 98
  year: 2019
  ident: 2022081614395021900_bib5
  article-title: Clinical presentation, diagnosis and staging of cholangiocarcinoma
  publication-title: Liver Int
  doi: 10.1111/liv.14086
– volume: 72
  start-page: 364
  year: 2020
  ident: 2022081614395021900_bib8
  article-title: Liver resection and transplantation for intrahepatic cholangiocarcinoma
  publication-title: J Hepatol
  doi: 10.1016/j.jhep.2019.11.020
– volume: 9
  start-page: 1064
  year: 2019
  ident: 2022081614395021900_bib12
  article-title: TAS-120 overcomes resistance to ATP-competitive FGFR inhibitors in patients with FGFR2 fusion-positive intrahepatic cholangiocarcinoma
  publication-title: Cancer Discov
  doi: 10.1158/2159-8290.CD-19-0182
– volume: 127
  start-page: 2930
  year: 2017
  ident: 2022081614395021900_bib53
  article-title: IFN-gamma-related mRNA profile predicts clinical response to PD-1 blockade
  publication-title: J Clin Invest
  doi: 10.1172/JCI91190
– volume: 5
  start-page: 5696
  year: 2014
  ident: 2022081614395021900_bib29
  article-title: Mutational landscape of intrahepatic cholangiocarcinoma
  publication-title: Nat Commun
  doi: 10.1038/ncomms6696
– volume: 98
  start-page: e17832
  year: 2019
  ident: 2022081614395021900_bib19
  article-title: Significant response to anti-PD-1 based immunotherapy plus lenvatinib for recurrent intrahepatic cholangiocarcinoma with bone metastasis: a case report and literature review
  publication-title: Medicine (Baltimore)
  doi: 10.1097/MD.0000000000017832
– volume: 33
  start-page: 1152
  year: 2015
  ident: 2022081614395021900_bib40
  article-title: Comprehensive analysis of cancer-associated somatic mutations in class I HLA genes
  publication-title: Nat Biotechnol
  doi: 10.1038/nbt.3344
– volume: 125
  start-page: 1269
  year: 2015
  ident: 2022081614395021900_bib57
  article-title: WNT signaling drives cholangiocarcinoma growth and can be pharmacologically inhibited
  publication-title: J Clin Invest
  doi: 10.1172/JCI76452
– volume: 15
  start-page: 81
  year: 2018
  ident: 2022081614395021900_bib21
  article-title: Tumour heterogeneity and resistance to cancer therapies
  publication-title: Nat Rev Clin Oncol
  doi: 10.1038/nrclinonc.2017.166
– volume: 28
  start-page: 2184
  year: 2012
  ident: 2022081614395021900_bib34
  article-title: RSeQC: quality control of RNA-seq experiments
  publication-title: Bioinformatics
  doi: 10.1093/bioinformatics/bts356
– volume: 69
  start-page: 2091
  year: 2019
  ident: 2022081614395021900_bib56
  article-title: Integrative analysis defines distinct prognostic subgroups of intrahepatic cholangiocarcinoma
  publication-title: Hepatology
  doi: 10.1002/hep.30493
– volume: 20
  start-page: 682
  year: 2014
  ident: 2022081614395021900_bib30
  article-title: Whole-exome sequencing and clinical interpretation of formalin-fixed, paraffin-embedded tumor samples to guide precision cancer medicine
  publication-title: Nat Med
  doi: 10.1038/nm.3559
– volume: 17
  start-page: 559
  year: 2017
  ident: 2022081614395021900_bib64
  article-title: Chemokines in the cancer microenvironment and their relevance in cancer immunotherapy
  publication-title: Nat Rev Immunol
  doi: 10.1038/nri.2017.49
– volume: 38
  start-page: e164
  year: 2010
  ident: 2022081614395021900_bib25
  article-title: ANNOVAR: functional annotation of genetic variants from high-throughput sequencing data
  publication-title: Nucleic Acids Res
  doi: 10.1093/nar/gkq603
– volume: 152
  start-page: 745
  year: 2017
  ident: 2022081614395021900_bib2
  article-title: Liver cancer cell of origin, molecular class, and effects on patient prognosis
  publication-title: Gastroenterology
  doi: 10.1053/j.gastro.2016.11.048
– volume: 367
  start-page: eaax0182
  year: 2020
  ident: 2022081614395021900_bib63
  article-title: Neoadjuvant checkpoint blockade for cancer immunotherapy
  publication-title: Science
  doi: 10.1126/science.aax0182
– volume: 33
  start-page: 3982
  year: 2017
  ident: 2022081614395021900_bib37
  article-title: ChAMP: updated methylation analysis pipeline for Illumina BeadChips
  publication-title: Bioinformatics
  doi: 10.1093/bioinformatics/btx513
– volume: 7
  start-page: 1116
  year: 2017
  ident: 2022081614395021900_bib22
  article-title: Whole-genome and epigenomic landscapes of etiologically distinct subtypes of cholangiocarcinoma
  publication-title: Cancer Discov
  doi: 10.1158/2159-8290.CD-17-0368
– volume: 21
  start-page: 671
  year: 2020
  ident: 2022081614395021900_bib16
  article-title: Pemigatinib for previously treated, locally advanced or metastatic cholangiocarcinoma: a multicentre, open-label, phase 2 study
  publication-title: Lancet Oncol
  doi: 10.1016/S1470-2045(20)30109-1
– volume: 15
  start-page: 732
  year: 2014
  ident: 2022081614395021900_bib26
  article-title: Inferring copy number and genotype in tumour exome data
  publication-title: BMC Genomics
  doi: 10.1186/1471-2164-15-732
– volume: 199
  start-page: 3360
  year: 2017
  ident: 2022081614395021900_bib42
  article-title: NetMHCpan-4.0: improved peptide-MHC Class I interaction predictions integrating eluted ligand and peptide binding affinity data
  publication-title: J Immunol
  doi: 10.4049/jimmunol.1700893
– volume: 160
  start-page: 48
  year: 2015
  ident: 2022081614395021900_bib43
  article-title: Molecular and genetic properties of tumors associated with local immune cytolytic activity
  publication-title: Cell
  doi: 10.1016/j.cell.2014.12.033
– volume: 14
  start-page: 549
  year: 2017
  ident: 2022081614395021900_bib32
  article-title: E-scape: interactive visualization of single-cell phylogenetics and cancer evolution
  publication-title: Nat Methods
  doi: 10.1038/nmeth.4303
– volume: 383
  start-page: 2168
  year: 2014
  ident: 2022081614395021900_bib1
  article-title: Cholangiocarcinoma
  publication-title: Lancet
  doi: 10.1016/S0140-6736(13)61903-0
– volume: 18
  start-page: 7
  year: 2019
  ident: 2022081614395021900_bib39
  article-title: Intratumor heterogeneity comparison among different subtypes of non-small-cell lung cancer through multi-region tissue and matched ctDNA sequencing
  publication-title: Mol Cancer
  doi: 10.1186/s12943-019-0939-9
– volume: 39
  start-page: 19
  year: 2019
  ident: 2022081614395021900_bib3
  article-title: Cholangiocarcinoma: Epidemiology and risk factors
  publication-title: Liver Int
  doi: 10.1111/liv.14095
– volume: 177
  start-page: 1888
  year: 2019
  ident: 2022081614395021900_bib45
  article-title: Comprehensive integration of single-cell data
  publication-title: Cell
  doi: 10.1016/j.cell.2019.05.031
– volume: 169
  start-page: 1327
  year: 2017
  ident: 2022081614395021900_bib35
  article-title: Comprehensive and integrative genomic characterization of hepatocellular carcinoma
  publication-title: Cell
  doi: 10.1016/j.cell.2017.05.046
– volume: 36
  start-page: 276
  year: 2018
  ident: 2022081614395021900_bib11
  article-title: Phase II study of BGJ398 in patients with FGFR-altered advanced cholangiocarcinoma
  publication-title: J Clin Oncol
  doi: 10.1200/JCO.2017.75.5009
– volume: 25
  start-page: 1754
  year: 2009
  ident: 2022081614395021900_bib23
  article-title: Fast and accurate short read alignment with Burrows-Wheeler transform
  publication-title: Bioinformatics
  doi: 10.1093/bioinformatics/btp324
– volume: 47
  start-page: D721
  year: 2019
  ident: 2022081614395021900_bib46
  article-title: CellMarker: a manually curated resource of cell markers in human and mouse
  publication-title: Nucleic Acids Res
  doi: 10.1093/nar/gky900
– volume: 67
  start-page: 762
  year: 2018
  ident: 2022081614395021900_bib59
  article-title: Role of ErbB/HER family of receptor tyrosine kinases in cholangiocyte biology
  publication-title: Hepatology
  doi: 10.1002/hep.29350
– volume: 12
  start-page: 453
  year: 2015
  ident: 2022081614395021900_bib36
  article-title: Robust enumeration of cell subsets from tissue expression profiles
  publication-title: Nat Methods
  doi: 10.1038/nmeth.3337
– volume: 357
  start-page: 409
  year: 2017
  ident: 2022081614395021900_bib18
  article-title: Mismatch repair deficiency predicts response of solid tumors to PD-1 blockade
  publication-title: Science
  doi: 10.1126/science.aan6733
– volume: 21
  start-page: 796
  year: 2020
  ident: 2022081614395021900_bib17
  article-title: Ivosidenib in IDH1-mutant, chemotherapy-refractory cholangiocarcinoma (ClarIDHy): a multicentre, randomised, double-blind, placebo-controlled, phase 3 study
  publication-title: Lancet Oncol
  doi: 10.1016/S1470-2045(20)30157-1
– volume: 5
  start-page: 180015
  year: 2018
  ident: 2022081614395021900_bib55
  article-title: toward repurposing of open access immunological assay data for translational and clinical research
  publication-title: Sci Data
  doi: 10.1038/sdata.2018.15
– volume: 362
  start-page: 1273
  year: 2010
  ident: 2022081614395021900_bib9
  article-title: Cisplatin plus gemcitabine versus gemcitabine for biliary tract cancer
  publication-title: N Engl J Med
  doi: 10.1056/NEJMoa0908721
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Snippet Targeted therapy and immunotherapy are transforming the treatment approach for intrahepatic cholangiocarcinoma (ICC). However, little is known about the...
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SubjectTerms Bile Duct Neoplasms - genetics
Bile Duct Neoplasms - pathology
Bile Ducts, Intrahepatic - pathology
Biomarkers, Tumor - genetics
Cholangiocarcinoma - genetics
Cholangiocarcinoma - pathology
Humans
Prognosis
Transcriptome
Whole Exome Sequencing
Title Multiomic Analysis Reveals Comprehensive Tumor Heterogeneity and Distinct Immune Subtypes in Multifocal Intrahepatic Cholangiocarcinoma
URI https://www.ncbi.nlm.nih.gov/pubmed/34526363
https://www.proquest.com/docview/2573437145
Volume 28
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