Pathway level subtyping identifies a slow-cycling and transcriptionally lethargic biological phenotype associated with poor clinical outcomes in colon cancer independent of genetics
Author:
Malla Sudhir B1, Byrne Ryan M1, Lafarge Maxime2, Corry Shania M1, Fisher Natalie C1, Tsantoulis Petros3, Campbell Andrew4, Lannagan Tamsin4, Najumudeen Arafath K4, Gilroy Kathryn4, Amirkhah Raheleh1, Maguire Sarah1, Mulholland Eoghan5, Belnoue-Davis Hayley L5, Grassi Elena6, Viviani Marco6, Rogan Emily1, Redmond Keara1, Sakhnevych Svetlana1, McCooey Aoife1, Bull Courtney1, Hoey Emily1, Sinevici Nicoleta1, Hall Holly4, Ahmaderaghi Baharak1, Domingo Enric5, Blake Andrew5, Richman Susan7, Isella Claudio6, Miller Crispin4, Bertotti Andrea6, Trusolino Livio6, Loughrey Maurice1, Kerr Emma1, Tejpar Sabine8, Maughan Tim5, Lawler Mark1, Leedham Simon J5, Koelzer Viktor H9, Sansom Owen J4, Dunne Philip D10
Affiliation:
1. Queen’s University Belfast 2. Department of Pathology and Molecular Pathology, University and University Hospital of Zürich, Switzerland 3. Faculty of Medicine, Université de Genève 4. Cancer Research UK Beatson Institute, Glasgow 5. University of Oxford 6. University of Torino 7. University of Leeds 8. Katholieke Universiteit Leuven 9. Department of Pathology and Molecular Pathology, University and University Hospital of Zürich 10. The Patrick G Johnston Centre for Cancer Research, Queen’s University Belfast
Abstract
Abstract
Molecular stratification, across many tumour types, has used gene-level transcriptional data to identify subtypes associated with distinct genotypes and biological traits, as exemplified by the consensus molecular subtypes (CMS), and more recently the intrinsic CMS (iCMS), in colorectal cancer. In an attempt to develop molecular subtypes that more closely align to cancer-relevant phenotypic traits in KRAS mutant tumours, here we present an approach that uses gene ontology and biological activation state information, rather than gene-level data, for the initial stages of class discovery. In doing so, we define three unique pathway-derived subtypes (PDS); where PDS1 tumours are highly proliferative and display good prognosis, PDS2 tumours are stroma/immune-rich with intermediate prognosis. The final subtype, PDS3, represent a previously overlooked subset of tumours within CMS2, which display a ‘lethargic’ biological phenotype with neural-like traits and the worst prognosis. Remarkably, these biological and clinical features remain consistent across tumour samples independent of KRAS mutational status, supporting the use of PDS for defining cancer-relevant phenotypes regardless of genetics.
Publisher
Research Square Platform LLC
Cited by
1 articles.
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