A consensus molecular subtypes classification strategy for clinical colorectal cancer tissues

被引:5
作者
Back, Tim R. de [1 ,2 ,3 ]
Wu, Tan [4 ,5 ]
Schafrat, Pascale J. M. [1 ,2 ,3 ,6 ]
ten Hoorn, Sanne [1 ,2 ,3 ]
Tan, Miaomiao [5 ,7 ]
He, Lingli [5 ]
Hooff, Sander R. van [1 ,2 ,3 ]
Koster, Jan [1 ,2 ]
Nijman, Lisanne E. [1 ,2 ,3 ]
Beumer, Ines [10 ]
Vink, Geraldine R. [8 ,9 ]
Elbers, Clara C. [1 ,2 ,3 ]
Lenos, Kristiaan J. [1 ,2 ,3 ]
Sommeijer, Dirkje W. [1 ,11 ]
Wang, Xin [1 ,12 ,13 ]
Vermeulen, Louis [1 ,2 ,3 ]
机构
[1] Canc Ctr Amsterdam, Ctr Expt & Mol Med, Lab Expt Oncol & Radiobiol, Amsterdam, Netherlands
[2] Amsterdam Gastroenterol Endocrinol Metab, Ctr Expt & Mol Med, Lab Expt Oncol & Radiobiol, Amsterdam, Netherlands
[3] Oncode Inst, Amsterdam, Netherlands
[4] Chinese Acad Sci, Beijing Inst Genom, China Natl Ctr Bioinformat, Key Lab Genom & Precis Med, Beijing, Peoples R China
[5] Chinese Univ Hong Kong, Dept Surg, Hong Kong, Peoples R China
[6] Amsterdam UMC Locat Vrije Univ Amsterdam, Dept Med Oncol, Amsterdam, Netherlands
[7] Zhejiang Shuren Univ, Inst Translat Med, Hangzhou, Peoples R China
[8] Univ Utrecht, Univ Med Ctr Utrecht, Dept Med Oncol, Utrecht, Netherlands
[9] Netherlands Comprehens Canc Org, Dept Res & Dev, Utrecht, Netherlands
[10] GenomeScan BV, Leiden, Netherlands
[11] Flevohosp, Dept Internal Med, Almere, Netherlands
[12] Chinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Hong Kong, Peoples R China
[13] Chinese Univ Hong Kong, Shenzhen Res Inst, Shenzhen, Peoples R China
关键词
HETEROGENEITY; COLON; PROGNOSIS; PATTERNS; THERAPY; CMS;
D O I
10.26508/lsa.202402730
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Consensus Molecular Subtype (CMS) classi fication of colorectal cancer (CRC) tissues is complicated by RNA degradation upon formalin- fixed paraf fin -embedded (FFPE) preservation. Here, we present an FFPE-curated CMS classi fier. The CMSFFPE classi fier was developed using genes with a high transcript integrity in FFPE-derived RNA. We evaluated the classi fication accuracy in two FFPE-RNA datasets with matched fresh -frozen (FF) RNA data, and an FF-derived RNA set. An FFPE-RNA application cohort of metastatic CRC patients was established, partly treated with antiEGFR therapy. Key characteristics per CMS were assessed. Crossreferenced with matched benchmark FF CMS calls, the CMSFFPE classi fier strongly improved classi fication accuracy in two FFPE datasets compared with the original CMSClassi fier (63.6% versus 40.9% and 83.3% versus 66.7%, respectively). We recovered CMSspeci fic recurrence -free survival patterns (CMS4 versus CMS2: hazard ratio 1.75, 95% CI 1.24 -2.46). Key molecular and clinical associations of the CMSs were con firmed. In particular, we demonstrated the predictive value of CMS2 and CMS3 for antiEGFR therapy response (CMS2&3: odds ratio 5.48, 95% CI 1.10 -27.27). The CMSFFPE classi fier is an optimized FFPE-curated research tool for CMS classi fication of clinical CRC samples.
引用
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页数:15
相关论文
共 59 条
[1]   Molecular Subtyping Resource: a user-friendly tool for rapid biological discovery from transcriptional data [J].
Ahmaderaghi, Baharak ;
Amirkhah, Raheleh ;
Jackson, James ;
Lannagan, Tamsin R. M. ;
Gilroy, Kathryn ;
Malla, Sudhir B. ;
Redmond, Keara L. ;
Quinn, Gerard ;
McDade, Simon S. ;
Maughan, Tim ;
Leedham, Simon ;
Campbell, Andrew S. D. ;
Sansom, Owen J. ;
Lawler, Mark ;
Dunne, Philip D. .
DISEASE MODELS & MECHANISMS, 2022, 15 (03)
[2]   Random forests [J].
Breiman, L .
MACHINE LEARNING, 2001, 45 (01) :5-32
[3]   Gene expression patterns unveil a new level of molecular heterogeneity in colorectal cancer [J].
Budinska, Eva ;
Popovici, Vlad ;
Tejpar, Sabine ;
D'Ario, Giovanni ;
Lapique, Nicolas ;
Sikora, Katarzyna Otylia ;
Di Narzo, Antonio Fabio ;
Yan, Pu ;
Hodgson, John Graeme ;
Weinrich, Scott ;
Bosman, Fred ;
Roth, Arnaud ;
Delorenzi, Mauro .
JOURNAL OF PATHOLOGY, 2013, 231 (01) :63-76
[4]   Prospective Dutch colorectal cancer cohort: an infrastructure for long-term observational, prognostic, predictive and (randomized) intervention research [J].
Burbach, J. P. M. ;
Kurk, S. A. ;
van den Braak, R. R. J. Coebergh ;
Dik, V. K. ;
May, A. M. ;
Meijer, G. A. ;
Punt, C. J. A. ;
Vink, G. R. ;
Los, M. ;
Hoogerbrugge, N. ;
Huijgens, P. C. ;
Ijzermans, J. N. M. ;
Kuipers, E. J. ;
de Noo, M. E. ;
Pennings, J. P. ;
van der Velden, A. M. T. ;
Verhoef, C. ;
Siersema, P. D. ;
van Oijen, M. G. H. ;
Verkooijen, H. M. ;
Koopman, M. .
ACTA ONCOLOGICA, 2016, 55 (11) :1273-1280
[5]   Consensus on Molecular Subtypes of High-Grade Serous Ovarian Carcinoma [J].
Chen, Gregory M. ;
Kannan, Lavanya ;
Geistlinger, Ludwig ;
Kofia, Victor ;
Safikhani, Zhaleh ;
Gendoo, Deena M. A. ;
Parmigiani, Giovanni ;
Birrer, Michael ;
Haibe-Kains, Benjamin ;
Waldron, Levi .
CLINICAL CANCER RESEARCH, 2018, 24 (20) :5037-5047
[6]   TCGAbiolinks: an R/Bioconductor package for integrative analysis of TCGA data [J].
Colaprico, Antonio ;
Silva, Tiago C. ;
Olsen, Catharina ;
Garofano, Luciano ;
Cava, Claudia ;
Garolini, Davide ;
Sabedot, Thais S. ;
Malta, Tathiane M. ;
Pagnotta, Stefano M. ;
Castiglioni, Isabella ;
Ceccarelli, Michele ;
Bontempi, Gianluca ;
Noushmehr, Houtan .
NUCLEIC ACIDS RESEARCH, 2016, 44 (08) :e71
[7]   Poor-prognosis colon cancer is defined by a molecularly distinct subtype and develops from serrated precursor lesions [J].
De Sousa E Melo, Felipe ;
Wang, Xin ;
Jansen, Marnix ;
Fessler, Evelyn ;
Trinh, Anne ;
de Rooij, Laura P. M. H. ;
de Jong, Joan H. ;
de Boer, Onno J. ;
van Leersum, Ronald ;
Bijlsma, Maarten F. ;
Rodermond, Hans ;
van der Heijden, Maartje ;
van Noesel, Carel J. M. ;
Tuynman, Jurriaan B. ;
Dekker, Evelien ;
Markowetz, Florian ;
Medema, Jan Paul ;
Vermeulen, Louis .
NATURE MEDICINE, 2013, 19 (05) :614-618
[8]  
Dobin Alexander, 2015, Curr Protoc Bioinformatics, V51, DOI 10.1002/0471250953.bi1114s51
[9]   STAR: ultrafast universal RNA-seq aligner [J].
Dobin, Alexander ;
Davis, Carrie A. ;
Schlesinger, Felix ;
Drenkow, Jorg ;
Zaleski, Chris ;
Jha, Sonali ;
Batut, Philippe ;
Chaisson, Mark ;
Gingeras, Thomas R. .
BIOINFORMATICS, 2013, 29 (01) :15-21
[10]   Challenging the Cancer Molecular Stratification Dogma: Intratumoral Heterogeneity Undermines Consensus Molecular Subtypes and Potential Diagnostic Value in Colorectal Cancer [J].
Dunne, Philip D. ;
McArt, Darragh G. ;
Bradley, Conor A. ;
O'Reilly, Paul G. ;
Barrett, Helen L. ;
Cummins, Robert ;
O'Grady, Tony ;
Arthur, Ken ;
Loughrey, Maurice B. ;
Allen, Wendy L. ;
McDade, Simon S. ;
Waugh, David J. ;
Hamilton, Peter W. ;
Longley, Daniel B. ;
Kay, Elaine W. ;
Johnston, Patrick G. ;
Lawler, Mark ;
Salto-Tellez, Manuel ;
Van Schaeybroeck, Sandra .
CLINICAL CANCER RESEARCH, 2016, 22 (16) :4095-4104