Research progress of colorectal cancer in genomic and transcriptomic at multi-level

Colorectal cancer is a common malignant tumor in the gastrointestinal tract, and the mechanisms of its occurrence, development, and metastasis have always been the focus of the medical community’s attention. The study of CRC genetic mechanisms began with the identification of oncogenes or tumor supp...

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Published inFrontiers in genetics Vol. 16; p. 1533817
Main Authors Wen, Qinglian, Han, Shuangyan, Cui, Yongxia
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LanguageEnglish
Published Switzerland Frontiers Media S.A 2025
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Abstract Colorectal cancer is a common malignant tumor in the gastrointestinal tract, and the mechanisms of its occurrence, development, and metastasis have always been the focus of the medical community’s attention. The study of CRC genetic mechanisms began with the identification of oncogenes or tumor suppressor genes and their key pathways. With further research, researchers gradually realized that single genes or pathways alone could not explain the occurrence, development, and metastasis of CRC. The development of bulk sequencing technology has helped us to analyze the occurrence, development, and metastasis mechanisms of CRC from a multi-gene, multi-pathway, and multi-dimensional perspective, but it has not brought significant benefits to the clinical treatment of tumors. The main reason for this is that bulk sequencing technology relies on homogeneous cell grouping and cannot capture the heterogeneity between cells within the tumor and the interactions within the tumor microenvironment. The development of single-cell technology has made it possible to study the mechanisms of heterogeneity between cells within CRC and the interaction within the tumor microenvironment. This review discusses the mechanisms of CRC occurrence and development in three stages: traditional molecular biology level of single gene, bulk sequencing, and single-cell sequencing. These results show that the occurrence of CRC is the result of complex interactions between genetic and non-genetic factors in somatic cell evolution, where the heterogeneity between cells within the tumor and the tumor microenvironment are crucial for CRC progression.
AbstractList Colorectal cancer is a common malignant tumor in the gastrointestinal tract, and the mechanisms of its occurrence, development, and metastasis have always been the focus of the medical community’s attention. The study of CRC genetic mechanisms began with the identification of oncogenes or tumor suppressor genes and their key pathways. With further research, researchers gradually realized that single genes or pathways alone could not explain the occurrence, development, and metastasis of CRC. The development of bulk sequencing technology has helped us to analyze the occurrence, development, and metastasis mechanisms of CRC from a multi-gene, multi-pathway, and multi-dimensional perspective, but it has not brought significant benefits to the clinical treatment of tumors. The main reason for this is that bulk sequencing technology relies on homogeneous cell grouping and cannot capture the heterogeneity between cells within the tumor and the interactions within the tumor microenvironment. The development of single-cell technology has made it possible to study the mechanisms of heterogeneity between cells within CRC and the interaction within the tumor microenvironment. This review discusses the mechanisms of CRC occurrence and development in three stages: traditional molecular biology level of single gene, bulk sequencing, and single-cell sequencing. These results show that the occurrence of CRC is the result of complex interactions between genetic and non-genetic factors in somatic cell evolution, where the heterogeneity between cells within the tumor and the tumor microenvironment are crucial for CRC progression.
Colorectal cancer is a common malignant tumor in the gastrointestinal tract, and the mechanisms of its occurrence, development, and metastasis have always been the focus of the medical community's attention. The study of CRC genetic mechanisms began with the identification of oncogenes or tumor suppressor genes and their key pathways. With further research, researchers gradually realized that single genes or pathways alone could not explain the occurrence, development, and metastasis of CRC. The development of bulk sequencing technology has helped us to analyze the occurrence, development, and metastasis mechanisms of CRC from a multi-gene, multi-pathway, and multi-dimensional perspective, but it has not brought significant benefits to the clinical treatment of tumors. The main reason for this is that bulk sequencing technology relies on homogeneous cell grouping and cannot capture the heterogeneity between cells within the tumor and the interactions within the tumor microenvironment. The development of single-cell technology has made it possible to study the mechanisms of heterogeneity between cells within CRC and the interaction within the tumor microenvironment. This review discusses the mechanisms of CRC occurrence and development in three stages: traditional molecular biology level of single gene, bulk sequencing, and single-cell sequencing. These results show that the occurrence of CRC is the result of complex interactions between genetic and non-genetic factors in somatic cell evolution, where the heterogeneity between cells within the tumor and the tumor microenvironment are crucial for CRC progression.Colorectal cancer is a common malignant tumor in the gastrointestinal tract, and the mechanisms of its occurrence, development, and metastasis have always been the focus of the medical community's attention. The study of CRC genetic mechanisms began with the identification of oncogenes or tumor suppressor genes and their key pathways. With further research, researchers gradually realized that single genes or pathways alone could not explain the occurrence, development, and metastasis of CRC. The development of bulk sequencing technology has helped us to analyze the occurrence, development, and metastasis mechanisms of CRC from a multi-gene, multi-pathway, and multi-dimensional perspective, but it has not brought significant benefits to the clinical treatment of tumors. The main reason for this is that bulk sequencing technology relies on homogeneous cell grouping and cannot capture the heterogeneity between cells within the tumor and the interactions within the tumor microenvironment. The development of single-cell technology has made it possible to study the mechanisms of heterogeneity between cells within CRC and the interaction within the tumor microenvironment. This review discusses the mechanisms of CRC occurrence and development in three stages: traditional molecular biology level of single gene, bulk sequencing, and single-cell sequencing. These results show that the occurrence of CRC is the result of complex interactions between genetic and non-genetic factors in somatic cell evolution, where the heterogeneity between cells within the tumor and the tumor microenvironment are crucial for CRC progression.
Author Cui, Yongxia
Han, Shuangyan
Wen, Qinglian
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Cites_doi 10.1016/j.devcel.2024.12.018
10.1200/JCO.2005.07.740
10.1038/nm.4239
10.1038/s41467-021-24386-0
10.1186/s13045-022-01351-y
10.1158/2159-8290.CD-21-0316
10.1016/j.cell.2012.02.028
10.1056/NEJMoa1506597
10.1186/s13059-021-02406-y
10.1016/j.isci.2021.102718
10.1038/s41422-020-0355-0
10.1038/s41586-019-1907-7
10.1038/s41467-022-29366-6
10.1186/s13073-022-01093-z
10.1126/science.abc1944
10.1158/2159-8290.CD-24-1561/3547883/cd-24-1561.pdf
10.1038/ng.2007.18
10.1200/JCO.2005.00.695
10.1002/cncr.31994
10.1038/ng.133
10.1111/jcmm.70102
10.1016/j.ccell.2021.06.005
10.1016/j.cell.2022.04.015
10.1038/s43018-024-00807-z
10.1016/j.molmed.2010.07.001
10.1038/nrc1097
10.1016/j.xcrm.2023.100974
10.1007/s11427-023-2561-0
10.1002/advs.202406962
10.1038/s41419-024-07259-4
10.1186/s12967-024-05251-2
10.3390/ijms25084548
10.1016/j.canlet.2020.12.025
10.1038/nature09807
10.1038/s41467-019-10122-2
10.1073/pnas.1320659110
10.1126/science.959840
10.1073/pnas.1900251116
10.3390/ijms21155353
10.1038/nm.3967
10.1016/j.ymthe.2021.08.011
10.1038/s41576-020-0265-5
10.1038/s41467-023-43991-9
10.1002/ctm2.253
10.1038/s41598-024-84998-6
10.1093/narcan/zcab051
10.1186/s13073-021-00962-3
10.4321/s1130-01082004000100007
10.1016/j.canlet.2016.01.043
10.1038/s12276-021-00583-1
10.1038/nm.3870
10.1038/s41467-019-10987-3
10.1186/s12943-022-01556-2
10.1126/science.1145720
10.1038/nm.3174
10.1016/j.ajhg.2019.05.004
10.1038/s41698-021-00206-y
10.1126/science.aao3791
10.1038/s43018-025-00910-9
10.1126/science.abf1970
10.1016/j.ebiom.2022.104125
10.1136/gutjnl-2020-323703
10.1038/nature11252
10.1016/j.ccell.2023.04.011
10.1016/j.annonc.2024.02.008
10.1186/s12943-020-1147-3
10.3389/fonc.2020.568911
10.1016/j.xcrm.2024.101589
10.1136/gutjnl-2021-324321
10.1038/ng.3224
10.1200/JCO.2004.08.186
10.1038/s41592-022-01408-3
10.1093/jnci/djae143JNCI
10.1038/s41588-022-01088-x
10.1016/j.pharmthera.2022.108239
10.3389/fphar.2020.00135
10.14309/ajg.0000000000002171
10.1016/j.ccell.2024.11.009
10.1007/s00262-021-03056-6
10.1101/gad.348226.120
10.1038/nm.3175
10.1038/s41586-018-0024-3
10.1038/s41467-022-30062-8
10.1200/JCO.2010.30.1077
10.1016/j.ccell.2020.08.002
10.1136/gutjnl-2019-319438
10.1016/j.ccell.2022.11.001
10.15252/emmm.201707550
10.1371/journal.pmed.1001453
10.1016/j.ccell.2020.09.015
10.7717/peerj.15410
10.4049/immunohorizons.2000092
10.1136/gutjnl-2022-327913
10.1038/s41586-024-07747-9
10.1053/j.gastro.2022.06.089
10.1053/j.gastro.2020.12.080
10.1038/onc.2016.438
10.1200/JCO.2005.01.086
10.1038/s41420-021-00607-9
10.1016/j.cell.2020.03.048
10.1038/s41467-022-32198-z
10.1042/CS20190715
10.1053/j.gastro.2023.04.029
10.3390/ijms22010130
10.1038/s41588-024-01900-w
10.1186/s13046-024-03204-7
10.1038/s41588-022-01222-9
10.1038/s41419-024-06958-2
10.1186/s12920-021-00905-2
10.1093/procel/pwad038
10.1073/pnas.0712345105
10.1016/j.cell.2021.11.031
10.1038/nature10762
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evolutionary genomics
tumor microenvironment
CRC (colorectal cancer)
tumor heterogeneity
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References Li (B86) 2021; 7
Jones (B23) 2008; 105
Sun (B116) 2021; 12
Gerstung (B64) 2020; 578
Cheng (B74) 2019; 10
Gharib (B65) 2024; 22
(B32) 1976; 194
Zhou (B115); 21
Tang (B43) 2021; 13
Banerjee (B2) 2021; 24
Lenos (B82) 2022; 13
Eschrich (B12) 2005; 23
Cornish (B77) 2024; 633
Salazar (B169) 2011; 29
Sun (B42) 2019; 10
Wu (B108) 2020; 19
Malumbres (B28) 2003; 3
Zhao (B57) 2022; 13
Zhou (B59) 2022; 71
Broderick (B4) 2007; 39
Nam (B31) 2021; 22
Ya-Yu Tsai (B110) 2024
Huang (B130) 2021; 501
Jiexi (B22) 2021; 35
Yang (B54) 2022; 185
Du (B85) 2023; 4
Wang (B46) 2022; 14
Wang (B120) 2024; 28
Liang (B92) 2024; 43
Zhang (B55) 2020; 181
Li (B25) 2020; 38
William (B49) 2011
Goto (B16) 2019; 116
Nikanjam (B104) 2022; 15
Tenesa (B44) 2008; 40
Navin (B102) 2011; 472
Shaoping (B39) 2013
Siravegna (B41) 2015; 21
Westphalen (B99) 2021; 5
Sadanandam (B37) 2013; 19
Gong (B15) 2015
Li (B87); 41
Ni (B38) 2013; 110
Clarens (B168) 2004; 96
Marisa (B30) 2013; 10
Whiting (B100) 2025; 60
Hoye (B72) 2022; 4
Popat (B33) 2005; 23
Ma (B95) 2021; 14
Park (B172) 2024; 15
Pantel (B171) 2010; 16
Wang (B48) 2004; 22
Jeffrey (B21) 2021; 371
Chen (B6) 2022; 71
Becker (B3) 2022; 54
De Sousa (B11) 2013; 19
Wu (B51) 2017; 36
Zhang (B112) 2025; 12
Isella (B73) 2015; 47
Xu (B109) 2020; 10
Zhou (B60) 2020; 38
Li (B26) 2020; 69
Chen (B69) 2021; 184
Fan (B13) 2021; 22
Can Chen (B67) 2025
Malki (B27) 2020; 21
Perez (B173) 2022; 376
Ugai (B118) 2023; 118
Dalerba (B10) 2016; 374
Gardner (B63) 2021; 5
Roerink (B36) 2018; 556
Willauer (B101) 2019; 125
Martelli (B97) 2022; 236
Kim (B78) 2021; 53
Park (B106) 2024; 15
Yin (B411) 2025; 15
Alix-Panabieres (B62) 2024
Fernandez-Rozadilla (B96) 2023; 55
Nikanjam (B170) 2022; 15
Wang (B47) 2021; 11
Li (B90); 72
Campos Segura (B66) 2023; 11
He (B70) 2022; 19
Ugai (B119) 2022; 71
Perez (B107) 2022; 376
Chu (B76) 2024; 5
Cortina (B9) 2017; 9
Lee (B81) 2024; 25
Hou (B71) 2012; 148
Qian (B34) 2020; 30
Carter (B68) 2017; 23
Ni (B103) 2013; 110
Guinney (B18) 2015; 21
Cancer Genome Atlas (B5) 2012; 487
Zhong (B114) 2024; 15
Li (B89) 2022; 40
Mao (B29) 2024; 15
Frank (B14) 2021; 160
Wu (B52) 2017; 387
Zhenyu (B58) 2024; 14
Alberts (B1) 2005; 23
Greaves (B17) 2012; 481
Wood (B50) 2007; 318
Wu (B53) 2022; 12
Zhu (B61) 2023; 14
Sun (B113) 2025; 68
Nakamura (B98) 2022; 163
Wang (B121) 2020; 21
Guo (B19) 2023; 165
Liu (B94) 2024; 5
Qi (B35) 2022; 13
Li (B88) 2025
Zhang (B56) 2022; 82
Lee (B24) 2021; 39
Laskar (B79) 2024; 35
Law (B80) 2024; 56
Li (B91) 2019; 133
Tieng (B117) 2020; 11
Tian (B45) 2019; 105
Lin (B93) 2022; 30
Shuhui Bian (B40) 2019; 362
References_xml – volume: 60
  start-page: 171
  year: 2025
  ident: B100
  article-title: Plasticity in metastatic colorectal cancer
  publication-title: Dev Cell
  doi: 10.1016/j.devcel.2024.12.018
– volume: 23
  start-page: 9243
  year: 2005
  ident: B1
  article-title: Oxaliplatin, fluorouracil, and leucovorin for patients with unresectable liver-only metastases from colorectal cancer: a North Central Cancer Treatment Group phase II study
  publication-title: J. Clin. Oncol.
  doi: 10.1200/JCO.2005.07.740
– volume: 23
  start-page: 114
  year: 2017
  ident: B68
  article-title: Molecular analysis of circulating tumor cells identifies distinct copy-number profiles in patients with chemosensitive and chemorefractory small-cell lung cancer
  publication-title: Nat Med
  doi: 10.1038/nm.4239
– volume: 12
  start-page: 4091
  year: 2021
  ident: B116
  article-title: Dissecting spatial heterogeneity and the immune-evasion mechanism of CTCs by single-cell RNA-seq in hepatocellular carcinoma
  publication-title: Nat Commun
  doi: 10.1038/s41467-021-24386-0
– volume: 15
  start-page: 131
  year: 2022
  ident: B170
  article-title: Liquid biopsy: current technology and clinical applications
  publication-title: J Hematol Oncol
  doi: 10.1186/s13045-022-01351-y
– volume: 12
  start-page: 134
  year: 2022
  ident: B53
  article-title: Spatiotemporal immune landscape of colorectal cancer liver metastasis at single-cell level
  publication-title: Cancer Discov.
  doi: 10.1158/2159-8290.CD-21-0316
– volume: 148
  start-page: 873
  year: 2012
  ident: B71
  article-title: Single-cell exome sequencing and monoclonal evolution of a JAK2-negative myeloproliferative neoplasm
  publication-title: Cell
  doi: 10.1016/j.cell.2012.02.028
– volume: 374
  start-page: 211
  year: 2016
  ident: B10
  article-title: CDX2 as a prognostic biomarker in stage II and stage III colon cancer
  publication-title: N. Engl. J. Med.
  doi: 10.1056/NEJMoa1506597
– volume: 22
  start-page: 195
  year: 2021
  ident: B13
  article-title: SMOOTH-seq: single-cell genome sequencing of human cells on a third-generation sequencing platform
  publication-title: Genome Biol.
  doi: 10.1186/s13059-021-02406-y
– volume: 24
  start-page: 102718
  year: 2021
  ident: B2
  article-title: Comparative analysis of clonal evolution among patients with right- and left-sided colon and rectal cancer
  publication-title: iScience
  doi: 10.1016/j.isci.2021.102718
– volume: 30
  start-page: 745
  year: 2020
  ident: B34
  article-title: A pan-cancer blueprint of the heterogeneous tumor microenvironment revealed by single-cell profiling
  publication-title: Cell. Res.
  doi: 10.1038/s41422-020-0355-0
– volume: 578
  start-page: 122
  year: 2020
  ident: B64
  article-title: The evolutionary history of 2,658 cancers
  publication-title: Nature
  doi: 10.1038/s41586-019-1907-7
– volume: 13
  start-page: 1742
  year: 2022
  ident: B35
  article-title: Single-cell and spatial analysis reveal interaction of FAP(+) fibroblasts and SPP1(+) macrophages in colorectal cancer
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-022-29366-6
– volume: 14
  start-page: 93
  year: 2022
  ident: B46
  article-title: Single-cell genomic and transcriptomic landscapes of primary and metastatic colorectal cancer tumors
  publication-title: Genome Med.
  doi: 10.1186/s13073-022-01093-z
– volume: 371
  start-page: eabc1944
  year: 2021
  ident: B21
  article-title: Single-cell lineages reveal the rates, routes, and drivers of metastasis in cancer xenografts
  publication-title: Science
  doi: 10.1126/science.abc1944
– start-page: 1
  year: 2025
  ident: B67
  article-title: Single-cell eQTL mapping reveals cell subtype-specific genetic control and mechanism in malignant transformation of colorectal
  publication-title: Cancer Discovery
  doi: 10.1158/2159-8290.CD-24-1561/3547883/cd-24-1561.pdf
– volume: 39
  start-page: 1315
  year: 2007
  ident: B4
  article-title: A genome-wide association study shows that common alleles of SMAD7 influence colorectal cancer risk
  publication-title: Nat. Genet.
  doi: 10.1038/ng.2007.18
– volume: 23
  start-page: 3526
  year: 2005
  ident: B12
  article-title: Molecular staging for survival prediction of colorectal cancer patients
  publication-title: J. Clin. Oncol.
  doi: 10.1200/JCO.2005.00.695
– volume: 125
  start-page: 2002
  year: 2019
  ident: B101
  article-title: Clinical and molecular characterization of early-onset colorectal cancer
  publication-title: Cancer
  doi: 10.1002/cncr.31994
– volume: 40
  start-page: 631
  year: 2008
  ident: B44
  article-title: Genome-wide association scan identifies a colorectal cancer susceptibility locus on 11q23 and replicates risk loci at 8q24 and 18q21
  publication-title: Nat. Genet.
  doi: 10.1038/ng.133
– volume: 28
  start-page: e70102
  year: 2024
  ident: B120
  article-title: Single-cell RNA sequencing reveals the heterogeneity of MYH11+ tumour-associated fibroblasts between left-sided and right-sided colorectal cancer
  publication-title: J Cell Mol Med
  doi: 10.1111/jcmm.70102
– volume: 39
  start-page: 1050
  year: 2021
  ident: B24
  article-title: Lineage tracing reveals metastatic dynamics
  publication-title: Cancer Cell.
  doi: 10.1016/j.ccell.2021.06.005
– volume: 185
  start-page: 1905
  year: 2022
  ident: B54
  article-title: Lineage tracing reveals the phylodynamics, plasticity, and paths of tumor evolution
  publication-title: Cell.
  doi: 10.1016/j.cell.2022.04.015
– volume: 5
  start-page: 1409
  year: 2024
  ident: B76
  article-title: Integrative single-cell analysis of human colorectal cancer reveals patient stratification with distinct immune evasion mechanisms
  publication-title: Nat Cancer
  doi: 10.1038/s43018-024-00807-z
– volume: 16
  start-page: 398
  year: 2010
  ident: B171
  article-title: Circulating tumour cells in cancer patients: challenges and perspectives
  publication-title: Trends Mol Med
  doi: 10.1016/j.molmed.2010.07.001
– volume: 3
  start-page: 459
  year: 2003
  ident: B28
  article-title: RAS oncogenes: the first 30 years
  publication-title: Nat. Rev. Cancer
  doi: 10.1038/nrc1097
– volume: 4
  start-page: 100974
  year: 2023
  ident: B85
  article-title: Integrated multi-omics approach to distinct molecular characterization and classification of early-onset colorectal cancer
  publication-title: Cell Rep Med
  doi: 10.1016/j.xcrm.2023.100974
– volume: 68
  start-page: 5
  year: 2025
  ident: B113
  article-title: Single-cell omics: experimental workflow, data analyses and applications
  publication-title: Sci China Life Sci
  doi: 10.1007/s11427-023-2561-0
– volume: 12
  start-page: e2406962
  year: 2025
  ident: B112
  article-title: CircSATB1 Promotes Colorectal Cancer Liver Metastasis through Facilitating FKBP8 Degradation via RNF25-Mediated Ubiquitination
  publication-title: Adv Sci (Weinh)
  doi: 10.1002/advs.202406962
– volume: 15
  start-page: 895
  year: 2024
  ident: B172
  article-title: LINC02257 regulates malignant phenotypes of colorectal cancer via interacting with miR-1273g-3p and YB1
  publication-title: Cell Death Dis
  doi: 10.1038/s41419-024-07259-4
– volume: 22
  start-page: 439
  year: 2024
  ident: B65
  article-title: IL-2RG as a possible immunotherapeutic target in CRC predicting poor prognosis and regulated by miR-7-5p and miR-26b-5p
  publication-title: J Transl Med
  doi: 10.1186/s12967-024-05251-2
– volume: 25
  start-page: 4548
  year: 2024
  ident: B81
  article-title: Exploring the Key Signaling Pathways and ncRNAs in Colorectal Cancer
  publication-title: Int J Mol Sci
  doi: 10.3390/ijms25084548
– volume: 501
  start-page: 66
  year: 2021
  ident: B130
  article-title: Dissecting miRNA signature in colorectal cancer progression and metastasis
  publication-title: Cancer Lett
  doi: 10.1016/j.canlet.2020.12.025
– volume: 472
  start-page: 90
  year: 2011
  ident: B102
  article-title: Tumour evolution inferred by single-cell sequencing
  publication-title: Nature
  doi: 10.1038/nature09807
– start-page: 571
  volume-title: International symposium of the international society for strategic studies in radiology
  year: 2011
  ident: B49
  article-title: Globalization of P4 medicine: predictive, personalized, preemptive, and participatory-summary of the proceedings of the eighth
– volume: 10
  start-page: 2163
  year: 2019
  ident: B74
  article-title: Hydro-Seq enables contamination-free high-throughput single-cell RNA-sequencing for circulating tumor cells
  publication-title: Nat Commun
  doi: 10.1038/s41467-019-10122-2
– volume: 110
  start-page: 21083
  year: 2013
  ident: B103
  article-title: Reproducible copy number variation patterns among single circulating tumor cells of lung cancer patients
  publication-title: Proc Natl Acad Sci U S A
  doi: 10.1073/pnas.1320659110
– volume: 194
  start-page: 23
  year: 1976
  ident: B32
  article-title: TheClonalEvolutionof tumor CellPopulations
  publication-title: Science
  doi: 10.1126/science.959840
– volume: 116
  start-page: 12996
  year: 2019
  ident: B16
  article-title: Lineage tracing and targeting of IL17RB(+) tuft cell-like human colorectal cancer stem cells
  publication-title: Proc. Natl. Acad. Sci. U. S. A.
  doi: 10.1073/pnas.1900251116
– volume: 21
  start-page: 5353
  year: 2020
  ident: B121
  article-title: MicroRNAs and Apoptosis in Colorectal Cancer
  publication-title: Int J Mol Sci
  doi: 10.3390/ijms21155353
– volume: 21
  start-page: 1350
  year: 2015
  ident: B18
  article-title: The consensus molecular subtypes of colorectal cancer
  publication-title: Nat. Med.
  doi: 10.1038/nm.3967
– volume: 15
  start-page: 895
  year: 2024
  ident: B106
  article-title: LINC02257 regulates malignant phenotypes of colorectal cancer via interacting with miR-1273g-3p and YB1
  publication-title: Cell Death Dis
  doi: 10.1038/s41419-024-07259-4
– volume: 30
  start-page: 688
  year: 2022
  ident: B93
  article-title: lncRNA ITGB8-AS1 functions as a ceRNA to promote colorectal cancer growth and migration through integrin-mediated focal adhesion signaling
  publication-title: Mol Ther
  doi: 10.1016/j.ymthe.2021.08.011
– volume: 22
  start-page: 3
  year: 2021
  ident: B31
  article-title: Integrating genetic and non-genetic determinants of cancer evolution by single-cell multi-omics
  publication-title: Nat. Rev. Genet.
  doi: 10.1038/s41576-020-0265-5
– volume: 14
  start-page: 8170
  year: 2023
  ident: B61
  article-title: Single cell multi-omics reveal intra-cell-line heterogeneity across human cancer cell lines
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-023-43991-9
– volume: 11
  start-page: e253
  year: 2021
  ident: B47
  article-title: Multiregion single-cell sequencing reveals the transcriptional landscape of the immune microenvironment of colorectal cancer
  publication-title: Clin. Transl. Med.
  doi: 10.1002/ctm2.253
– volume: 15
  start-page: 874
  year: 2025
  ident: B411
  article-title: Integrated singlecell and bulk RNA-seq analysis identifies a prognostic signature related to inflammation in colorectal cancer
  publication-title: Sci Rep
  doi: 10.1038/s41598-024-84998-6
– volume: 4
  start-page: zcab051
  year: 2022
  ident: B72
  article-title: A comprehensive framework for analysis of microRNA sequencing data in metastatic colorectal cancer
  publication-title: NAR Cancer
  doi: 10.1093/narcan/zcab051
– volume: 14
  year: 2024
  ident: B58
  article-title: scATAC-single-cell chromatin accessibility analysis reveals the epigenetic basis and signature transcription factors for the molecular
  publication-title: Cancer Discov.
– volume: 13
  start-page: 148
  year: 2021
  ident: B43
  article-title: Single-cell exome sequencing reveals multiple subclones in metastatic colorectal carcinoma
  publication-title: Genome Med.
  doi: 10.1186/s13073-021-00962-3
– volume: 96
  start-page: 48
  year: 2004
  ident: B168
  article-title: Molecular genetics of colorectal cancer
  publication-title: Rev. Esp. Enferm. Dig.
  doi: 10.4321/s1130-01082004000100007
– volume: 387
  start-page: 61
  year: 2017
  ident: B52
  article-title: Tumor microenvironment and therapeutic response
  publication-title: Cancer Lett.
  doi: 10.1016/j.canlet.2016.01.043
– start-page: 34
  volume-title: Study on the dynamic evolution of tumor clones based on somatic cell mutations [D]
  year: 2013
  ident: B39
– volume: 53
  start-page: 446
  year: 2021
  ident: B78
  article-title: High prevalence of TP53 loss and whole-genome doubling in early-onset colorectal cancer
  publication-title: Exp Mol Med
  doi: 10.1038/s12276-021-00583-1
– volume: 21
  start-page: 795
  year: 2015
  ident: B41
  article-title: Clonal evolution and resistance to EGFR blockade in the blood of colorectal cancer patients
  publication-title: Nat. Med.
  doi: 10.1038/nm.3870
– volume: 10
  start-page: 3190
  year: 2019
  ident: B42
  article-title: Genomic signatures reveal DNA damage response deficiency in colorectal cancer brain metastases
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-019-10987-3
– volume: 21
  start-page: 86
  ident: B115
  article-title: Liquid biopsy at the frontier of detection, prognosis and progression monitoring in colorectal cancer
  publication-title: Mol Cancer
  doi: 10.1186/s12943-022-01556-2
– volume: 318
  start-page: 1108
  year: 2007
  ident: B50
  article-title: The genomic landscapes of human breast and colorectal cancers
  publication-title: Science
  doi: 10.1126/science.1145720
– volume: 19
  start-page: 614
  year: 2013
  ident: B11
  article-title: Poor-prognosis colon cancer is defined by a molecularly distinct subtype and develops from serrated precursor lesions
  publication-title: Nat. Med.
  doi: 10.1038/nm.3174
– volume: 105
  start-page: 29
  year: 2019
  ident: B45
  article-title: Systematic functional interrogation of genes in GWAS loci identified ATF1 as a key driver in colorectal cancer modulated by a promoter-enhancer interaction
  publication-title: Am. J. Hum. Genet.
  doi: 10.1016/j.ajhg.2019.05.004
– volume: 5
  start-page: 69
  year: 2021
  ident: B99
  article-title: Genomic context of NTRK1/2/3 fusion-positive tumours from a large real-world population
  publication-title: NPJ Precis Oncol
  doi: 10.1038/s41698-021-00206-y
– volume: 362
  start-page: 1060
  year: 2019
  ident: B40
  article-title: Single-cell multiomics sequencing and analyses of human colorectal cancer
  publication-title: Science
  doi: 10.1126/science.aao3791
– start-page: 1
  year: 2025
  ident: B88
  article-title: Microbiome dysbiosis, neutrophil recruitment and mesenchymal transition of mesothelial cells promotes peritoneal metastasis of colorectal cancer
  publication-title: Nat Cancer
  doi: 10.1038/s43018-025-00910-9
– volume: 376
  start-page: eabf1970
  year: 2022
  ident: B107
  article-title: Single-cell RNA-seq reveals cell type-specific molecular and genetic associations to lupus
  publication-title: Science
  doi: 10.1126/science.abf1970
– volume: 82
  start-page: 104125
  year: 2022
  ident: B56
  article-title: Single-cell sequencing reveals CD133(+)CD44(-)-originating evolution and novel stemness related variants in human colorectal cancer
  publication-title: EBioMedicine
  doi: 10.1016/j.ebiom.2022.104125
– volume: 71
  start-page: 322
  year: 2022
  ident: B6
  article-title: Genomic evolution and diverse models of systemic metastases in colorectal cancer
  publication-title: Gut
  doi: 10.1136/gutjnl-2020-323703
– volume: 487
  start-page: 330
  year: 2012
  ident: B5
  article-title: Comprehensive molecular characterization of human colon and rectal cancer
  publication-title: Nature
  doi: 10.1038/nature11252
– volume: 41
  start-page: 1152
  ident: B87
  article-title: Remodeling of the immune and stromal cell compartment by PD-1 blockade in mismatch repair-deficient colorectal cancer
  publication-title: Cancer Cell
  doi: 10.1016/j.ccell.2023.04.011
– volume: 35
  start-page: 523
  year: 2024
  ident: B79
  article-title: Genome-wide association studies and Mendelian randomization analyses provide insights into the causes of early-onset colorectal cancer
  publication-title: Ann Oncol
  doi: 10.1016/j.annonc.2024.02.008
– volume: 19
  start-page: 1
  year: 2020
  ident: B108
  article-title: Emerging role of tumor-related functional peptides encoded by lncRNA and circRNA
  publication-title: Mol Cancer
  doi: 10.1186/s12943-020-1147-3
– volume: 10
  start-page: 568911
  year: 2020
  ident: B109
  article-title: Germline Profiling and Molecular Characterization of Early Onset Metastatic Colorectal Cancer
  publication-title: Front Oncol
  doi: 10.3389/fonc.2020.568911
– volume: 5
  start-page: 101589
  year: 2024
  ident: B94
  article-title: Distinctive multicellular immunosuppressive hubs confer different intervention strategies for left- and right-sided colon cancers
  publication-title: Cell Rep Med
  doi: 10.1016/j.xcrm.2024.101589
– volume: 71
  start-page: 1656
  year: 2022
  ident: B59
  article-title: Lineage tracing and single-cell analysis reveal proliferative Prom1+ tumour-propagating cells and their dynamic cellular transition during liver cancer progression
  publication-title: Gut
  doi: 10.1136/gutjnl-2021-324321
– volume: 47
  start-page: 312
  year: 2015
  ident: B73
  article-title: Stromal contribution to the colorectal cancer transcriptome
  publication-title: Nat. Genet.
  doi: 10.1038/ng.3224
– volume: 22
  start-page: 1564
  year: 2004
  ident: B48
  article-title: Gene expression profiles and molecular markers to predict recurrence of Dukes' B colon cancer
  publication-title: J. Clin. Oncol.
  doi: 10.1200/JCO.2004.08.186
– volume: 19
  start-page: 316
  year: 2022
  ident: B70
  article-title: Alevin-fry unlocks rapid, accurate and memory-frugal quantification of single-cell RNA-seq data
  publication-title: Nat Methods
  doi: 10.1038/s41592-022-01408-3
– start-page: 1
  year: 2024
  ident: B110
  article-title: Differences in tumor-associated T-cell receptor repertoires between early-onset and average-onset colorectal cancer
  publication-title: Journal of the National Cancer Institute
  doi: 10.1093/jnci/djae143JNCI
– volume: 54
  start-page: 985
  year: 2022
  ident: B3
  article-title: Single-cell analyses define a continuum of cell state and composition changes in the malignant transformation of polyps to colorectal cancer
  publication-title: Nat. Genet.
  doi: 10.1038/s41588-022-01088-x
– volume: 236
  start-page: 108239
  year: 2022
  ident: B97
  article-title: Prognostic and predictive molecular biomarkers in advanced colorectal cancer
  publication-title: Pharmacol Ther
  doi: 10.1016/j.pharmthera.2022.108239
– volume: 110
  start-page: 21083
  year: 2013
  ident: B38
  article-title: Reproducible copy number variation patterns among single circulating tumor cells of lung cancer patients
  publication-title: Proc Natl Acad Sci U S A
  doi: 10.1073/pnas.1320659110
– volume: 11
  start-page: 135
  year: 2020
  ident: B117
  article-title: Single Cell Transcriptome in Colorectal Cancer-Current Updates on Its Application in Metastasis, Chemoresistance and the Roles of Circulating Tumor Cells
  publication-title: Front Pharmacol
  doi: 10.3389/fphar.2020.00135
– volume: 118
  start-page: 712
  year: 2023
  ident: B118
  article-title: Molecular Characteristics of Early-Onset Colorectal Cancer According to Detailed Anatomical Locations: Comparison With Later-Onset Cases
  publication-title: Am J Gastroenterol
  doi: 10.14309/ajg.0000000000002171
– start-page: 1
  year: 2024
  ident: B62
  article-title: Advances in liquid biopsy: From exploration to practical application
  publication-title: Cancer Cell
  doi: 10.1016/j.ccell.2024.11.009
– volume: 71
  start-page: 933
  year: 2022
  ident: B119
  article-title: Immune cell profiles in the tumor microenvironment of early-onset, intermediate-onset, and later-onset colorectal cancer
  publication-title: Cancer Immunol Immunother
  doi: 10.1007/s00262-021-03056-6
– volume: 35
  start-page: 787
  year: 2021
  ident: B22
  article-title: Genetic and biological hallmarks of colorectal cancer
  publication-title: Genes. and Dev.
  doi: 10.1101/gad.348226.120
– volume: 19
  start-page: 619
  year: 2013
  ident: B37
  article-title: A colorectal cancer classification system that associates cellular phenotype and responses to therapy
  publication-title: Nat. Med.
  doi: 10.1038/nm.3175
– volume: 556
  start-page: 457
  year: 2018
  ident: B36
  article-title: Intra-tumour diversification in colorectal cancer at the single-cell level
  publication-title: Nature
  doi: 10.1038/s41586-018-0024-3
– volume: 13
  start-page: 2342
  year: 2022
  ident: B57
  article-title: Comprehensive profiling of 1015 patients' exomes reveals genomic-clinical associations in colorectal cancer
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-022-30062-8
– volume: 29
  start-page: 17
  year: 2011
  ident: B169
  article-title: Gene expression signature to improve prognosis prediction of stage II and III colorectal cancer
  publication-title: J. Clin. Oncol.
  doi: 10.1200/JCO.2010.30.1077
– volume: 38
  start-page: 734
  year: 2020
  ident: B25
  article-title: Integrated omics of metastatic colorectal cancer
  publication-title: Cancer Cell.
  doi: 10.1016/j.ccell.2020.08.002
– volume: 69
  start-page: 1283
  year: 2020
  ident: B26
  article-title: Genomic and transcriptomic profiling of carcinogenesis in patients with familial adenomatous polyposis
  publication-title: Gut
  doi: 10.1136/gutjnl-2019-319438
– volume: 40
  start-page: 1583
  year: 2022
  ident: B89
  article-title: Mapping single-cell transcriptomes in the intra-tumoral and associated territories of kidney cancer
  publication-title: Cancer Cell
  doi: 10.1016/j.ccell.2022.11.001
– volume: 9
  start-page: 869
  year: 2017
  ident: B9
  article-title: A genome editing approach to study cancer stem cells in human tumors
  publication-title: EMBO Mol. Med.
  doi: 10.15252/emmm.201707550
– volume: 10
  start-page: e1001453
  year: 2013
  ident: B30
  article-title: Gene expression classification of colon cancer into molecular subtypes: characterization, validation, and prognostic value
  publication-title: PLoS Med.
  doi: 10.1371/journal.pmed.1001453
– volume: 38
  start-page: 818
  year: 2020
  ident: B60
  article-title: Single-cell multiomics sequencing reveals prevalent genomic alterations in tumor stromal cells of human colorectal cancer
  publication-title: Cancer Cell.
  doi: 10.1016/j.ccell.2020.09.015
– volume: 11
  start-page: e15410
  year: 2023
  ident: B66
  article-title: Impact of mini-driver genes in the prognosis and tumor features of colorectal cancer samples: a novel perspective to support current biomarkers
  publication-title: PeerJ
  doi: 10.7717/peerj.15410
– volume: 5
  start-page: 489
  year: 2021
  ident: B63
  article-title: A distinct innate immune signature of early onset colorectal cancer
  publication-title: Immunohorizons
  doi: 10.4049/immunohorizons.2000092
– volume: 72
  start-page: 710
  ident: B90
  article-title: Novel TCF21(high) pericyte subpopulation promotes colorectal cancer metastasis by remodelling perivascular matrix
  publication-title: Gut
  doi: 10.1136/gutjnl-2022-327913
– volume: 633
  start-page: 127
  year: 2024
  ident: B77
  article-title: The genomic landscape of 2,023 colorectal cancers
  publication-title: Nature
  doi: 10.1038/s41586-024-07747-9
– volume: 163
  start-page: 1242
  year: 2022
  ident: B98
  article-title: A Liquid Biopsy Signature for the Detection of Patients With Early-Onset Colorectal Cancer
  publication-title: Gastroenterology
  doi: 10.1053/j.gastro.2022.06.089
– volume: 160
  start-page: 1947
  year: 2021
  ident: B14
  article-title: Clinical implications of colorectal cancer stem cells in the age of single-cell omics and targeted therapies
  publication-title: Gastroenterology
  doi: 10.1053/j.gastro.2020.12.080
– volume: 376
  start-page: eabf1970
  year: 2022
  ident: B173
  article-title: Single-cell RNA-seq reveals cell type-specific molecular and genetic associations to lupus
  publication-title: Science
  doi: 10.1126/science.abf1970
– volume: 36
  start-page: 2857
  year: 2017
  ident: B51
  article-title: Evolution and heterogeneity of non-hereditary colorectal cancer revealed by single-cell exome sequencing
  publication-title: Oncogene
  doi: 10.1038/onc.2016.438
– volume: 23
  start-page: 609
  year: 2005
  ident: B33
  article-title: Systematic review of microsatellite instability and colorectal cancer prognosis
  publication-title: J. Clin. Oncol.
  doi: 10.1200/JCO.2005.01.086
– volume: 7
  start-page: 222
  year: 2021
  ident: B86
  article-title: Whole exome and transcriptome sequencing reveal clonal evolution and exhibit immune-related features in metastatic colorectal tumors
  publication-title: Cell Death Discov
  doi: 10.1038/s41420-021-00607-9
– volume: 181
  start-page: 442
  year: 2020
  ident: B55
  article-title: Single-cell analyses inform mechanisms of myeloid-targeted therapies in colon cancer
  publication-title: Cell.
  doi: 10.1016/j.cell.2020.03.048
– volume: 13
  start-page: 4443
  year: 2022
  ident: B82
  article-title: Molecular characterization of colorectal cancer related peritoneal metastatic disease
  publication-title: Nat Commun
  doi: 10.1038/s41467-022-32198-z
– volume: 133
  start-page: 2463
  year: 2019
  ident: B91
  article-title: A novel circFMN2 promotes tumor proliferation in CRC by regulating the miR-1182/hTERT signaling pathways
  publication-title: Clin Sci (Lond)
  doi: 10.1042/CS20190715
– volume: 165
  start-page: 414
  year: 2023
  ident: B19
  article-title: Molecular profiling provides clinical insights into targeted and immunotherapies as well as colorectal cancer prognosis
  publication-title: Gastroenterology
  doi: 10.1053/j.gastro.2023.04.029
– volume: 21
  start-page: 130
  year: 2020
  ident: B27
  article-title: Molecular mechanisms of colon cancer progression and metastasis: recent insights and advancements
  publication-title: Int. J. Mol. Sci.
  doi: 10.3390/ijms22010130
– volume: 56
  start-page: 2104
  year: 2024
  ident: B80
  article-title: Systematic prioritization of functional variants and effector genes underlying colorectal cancer risk
  publication-title: Nat Genet
  doi: 10.1038/s41588-024-01900-w
– volume: 43
  start-page: 281
  year: 2024
  ident: B92
  article-title: Exosomal miR-106a-5p from highly metastatic colorectal cancer cells drives liver metastasis by inducing macrophage M2 polarization in the tumor microenvironment
  publication-title: J Exp Clin Cancer Res
  doi: 10.1186/s13046-024-03204-7
– volume: 15
  start-page: 131
  year: 2022
  ident: B104
  article-title: Liquid biopsy: current technology and clinical applications
  publication-title: J Hematol Oncol
  doi: 10.1186/s13045-022-01351-y
– volume: 55
  start-page: 89
  year: 2023
  ident: B96
  article-title: Deciphering colorectal cancer genetics through multi-omic analysis of 100,204 cases and 154,587 controls of European and east Asian ancestries
  publication-title: Nat Genet
  doi: 10.1038/s41588-022-01222-9
– volume: 15
  start-page: 645
  year: 2024
  ident: B114
  article-title: HIF1A-AS2 promotes the metabolic reprogramming and progression of colorectal cancer via miR-141-3p/FOXC1 axis
  publication-title: Cell Death Dis
  doi: 10.1038/s41419-024-06958-2
– volume: 14
  start-page: 60
  year: 2021
  ident: B95
  article-title: Bioinformatic analysis reveals an exosomal miRNA-mRNA network in colorectal cancer
  publication-title: BMC Med Genomics
  doi: 10.1186/s12920-021-00905-2
– volume: 15
  start-page: 285
  year: 2024
  ident: B29
  article-title: Drug repurposing screening and mechanism analysis based on human colorectal cancer organoids
  publication-title: Protein Cell.
  doi: 10.1093/procel/pwad038
– volume: 105
  start-page: 4283
  year: 2008
  ident: B23
  article-title: Comparative lesion sequencing provides insights into tumor evolution
  publication-title: Proc. Natl. Acad. Sci. U. S. A.
  doi: 10.1073/pnas.0712345105
– start-page: 88
  volume-title: Research on early-onset colorectal cancer liver metastasis using exome sequencing technology [D]
  year: 2015
  ident: B15
– volume: 184
  start-page: 6262
  year: 2021
  ident: B69
  article-title: Differential pre-malignant programs and microenvironment chart distinct paths to malignancy in human colorectal polyps
  publication-title: Cell
  doi: 10.1016/j.cell.2021.11.031
– volume: 481
  start-page: 306
  year: 2012
  ident: B17
  article-title: Clonal evolution in cancer
  publication-title: Nature
  doi: 10.1038/nature10762
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Snippet Colorectal cancer is a common malignant tumor in the gastrointestinal tract, and the mechanisms of its occurrence, development, and metastasis have always been...
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SubjectTerms CRC (colorectal cancer)
evolutionary genomics
single-cell genomics
tumor heterogeneity
tumor microenvironment
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Title Research progress of colorectal cancer in genomic and transcriptomic at multi-level
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