<scp>NanoCMSer</scp> : a consensus molecular subtype stratification tool for fresh‐frozen and paraffin‐embedded colorectal cancer samples
Colorectal cancer (CRC) is a significant contributor to cancer-related mortality, emphasizing the need for advanced biomarkers to guide treatment. As part of an international consortium, we previously categorized CRCs into four consensus molecular subtypes (CMS1-CMS4), showing promise for outcome prediction. To facilitate clinical integration of CMS classification in settings where formalin-fixed paraffin-embedded (FFPE) samples are routinely used, we developed NanoCMSer, a NanoString-based CMS classifier using 55 genes. NanoCMSer achieved high accuracy rates, with 95% for fresh-frozen samples from the MATCH cohort and 92% for FFPE samples from the CODE cohort, marking the highest reported accuracy for FFPE tissues to date. Additionally, it demonstrated 96% accuracy across a comprehensive collection of 23 RNAseq-based datasets, compiled in this study, surpassing the performance of existing models. Classifying with only 55 genes, the CMS predictions were still biologically relevant, recognizing CMS-specific biology upon enrichment analysis. Additionally, we observed substantial differences in recurrence-free survival curves when comparing CMS2/3 patients in stage III versus II. Probability of recurrence after 5 years increased by 21% in CMS2 and 31% in CMS3 for patients in stage III, whereas this difference was less pronounced for CMS1 and CMS4, with 11% and 10%, respectively. We posit NanoCMSer as a robust tool for subtyping CRCs for both tumor biology and clinical practice, accessible via nanocmser r package (https://github.com/LEXORlab/NanoCMSer) and Shinyapp (https://atorang.shinyapps.io/NanoCMSer).
Authors
- Simone van de Weerd (ORCID: https://orcid.org/0000-0001-8145-8651)
- Jan Paul Medema (ORCID: https://orcid.org/0000-0003-3045-2924)
- Sander van Hooff
- I. van den Berg (ORCID: https://orcid.org/0000-0002-7529-4686)
- Miriam Koopman (ORCID: https://orcid.org/0000-0003-1550-1978)
- Jeanine M.L. Roodhart (ORCID: https://orcid.org/0000-0003-1398-8970)
- Arezo Torang (ORCID: https://orcid.org/0000-0002-7912-3964)
- Jan N.M. IJzermans (ORCID: https://orcid.org/0000-0003-3558-1039)
- Jan Köster (ORCID: https://orcid.org/0000-0002-0890-7585)
- Veerle Lammers (ORCID: https://orcid.org/0009-0000-0823-7238)
- Saskia van den Bergh
Institutions
- Radboud University Nijmegen (NL)
- Utrecht University (NL)
- Erasmus MC (NL)
- Radboud University Medical Center (NL)
- University Medical Center Utrecht (NL)
- Oncode Institute (NL)
- Amsterdam University Medical Centers (NL)
- University of Amsterdam (NL)
Publication Details
- Journal
- Molecular Oncology
- Published
- 2024-12-25
- DOI
- https://doi.org/10.1002/1878-0261.13781
- Citations
- 1
- Primary Topic
- Genetic factors in colorectal cancer
- Type
- article
- Field-Weighted Citation Impact
- 0.42
Funders
- KWF Kankerbestrijding
- Oncode Institute