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Data · dataset · 2026

Ontology-led molecular classification of colorectal cancer uncovers distinct tumour subtypes with therapeutic and clinical relevance

Listed in ZivaHub and Deakin Research Online and DMU Figshare and UCL Research Data Repository — shown once because both records carry DOI 10.17034/32632662.v1

Colorectal cancer (CRC) is a multifaceted and heterogeneous disease.

Description

The molecular profiling of CRC has made it possible to detect tumours with unique biological features. Gene expression-based signatures have been at the forefront of cancer research in providing valuable prognostic and predictive information.

However, these published signatures rarely make any clinical impact.<br><br>This thesis utilises in silico methods to interrogate a pre-existing gene signature and evaluate the underlying CRC biology defined by the stratification based on the gene signatures. Additionally, accessing the published gene signatures, a new classification system was developed that defines pathway-driven tumours for patient stratification and tested its prognostic value.<br><br>A transcriptional breast cancer (BC) originated DNA Damage Immune Response (DDIR) assay, revealed overlapping proinflammatory-like tumour biology in CRC, but with no clinical benefit from oxaliplatin (Chapter 3).

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Utilising transcriptional gene signatures from the gene set database, pathway-level unsupervised class discovery and classifier development from KRAS mutant CRC revealed three groups, named KM1, KM2 and KM3 (Chapter 4). The biological and prognostic evaluation revealed that KM1 were MYC driven cell-cycle activated, tubular, LGR5+ stem-like tumours with good prognosis, KM2 were stromal/immune rich, of serrated origin and regenerative stem-like biology with diverse pathway activation, including TGF-β activation, EMT and immune responses, and an intermediate prognosis.

A novel finding of this classification was KM3, with large repression of pathways such as cell cycle, EMT, KRAS signalling activity, but elevation in neurotransmitter- and enteroendocrine-like biology, highly differentiated tumours, the potential inclusion of epigenetic dysregulation in maintaining stem plasticity, and a clinically worse prognosis (Chapter 5).<br><br>In summary, this thesis provides a new pathway-driven classifier for CRC that includes a novel, previously uncharacterised subset of CRC subtype as KM3 with clinically poor outcome, which provides a unique biological phenotype that needs further research to translate into the clinic.<br>

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Where it is published

Catalogue records · 1

Topics

Inferred from text
Disease 75%
Provenance · 4 source records, 29 field assertions
SourceKeyLast seenRaw
ZivaHuboai:figshare.com:article/326326626 d agoJSON v1
Deakin Research Onlineoai:figshare.com:article/326326626 d agoJSON v1
DMU Figshareoai:figshare.com:article/326326626 d agoJSON v1
UCL Research Data Repositoryoai:figshare.com:article/326326626 d agoJSON v1
FieldAssertionExtractorEvidence
concepts[disease].local:disease:cancermapping · zivahub uct ac zavocabulary-mapper@1.0.0keywords['cancer']
concepts[disease].local:disease:cancermapping · rdr ucl ac ukvocabulary-mapper@1.0.0keywords['cancer']
concepts[disease].local:disease:cancermapping · figshare dmu ac ukvocabulary-mapper@1.0.0keywords['cancer']
concepts[disease].local:disease:cancermapping · dro deakin edu auvocabulary-mapper@1.0.0keywords['cancer']
concepts[disease].local:disease:diseaseenrichment · zivahub uct ac zakeyword-concept-rules@1.0.0title+description (75%)
concepts[field].anzsrc:field:310504mapping · zivahub uct ac zavocabulary-mapper@1.0.0keywords['epigenetics']
concepts[field].anzsrc:field:310504mapping · figshare dmu ac ukvocabulary-mapper@1.0.0keywords['epigenetics']
concepts[field].anzsrc:field:310504mapping · dro deakin edu auvocabulary-mapper@1.0.0keywords['epigenetics']
concepts[field].anzsrc:field:310504mapping · rdr ucl ac ukvocabulary-mapper@1.0.0keywords['epigenetics']
concepts[field].anzsrc:group:3102mapping · rdr ucl ac ukvocabulary-mapper@1.0.0keywords['computational biology']
concepts[field].anzsrc:group:3102mapping · dro deakin edu auvocabulary-mapper@1.0.0keywords['computational biology']
concepts[field].anzsrc:group:3102mapping · zivahub uct ac zavocabulary-mapper@1.0.0keywords['computational biology']
concepts[field].anzsrc:group:3102mapping · figshare dmu ac ukvocabulary-mapper@1.0.0keywords['computational biology']
concepts[field].local:field:earth-environmentalmapping · rdr ucl ac ukconnector:rdr_ucl_ac_uk@1.0.0
concepts[field].local:field:earth-environmentalmapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:earth-environmentalmapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:earth-environmentalmapping · figshare dmu ac ukconnector:figshare_dmu_ac_uk@1.0.0
concepts[field].local:field:life-sciencesmapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:life-sciencesmapping · rdr ucl ac ukconnector:rdr_ucl_ac_uk@1.0.0
concepts[field].local:field:life-sciencesmapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:life-sciencesmapping · figshare dmu ac ukconnector:figshare_dmu_ac_uk@1.0.0
concepts[field].local:field:medicine-healthmapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:medicine-healthmapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:medicine-healthmapping · figshare dmu ac ukconnector:figshare_dmu_ac_uk@1.0.0
concepts[field].local:field:medicine-healthmapping · rdr ucl ac ukconnector:rdr_ucl_ac_uk@1.0.0
descriptionsource · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0/metadata/dc/description
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titlesource · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0/metadata/dc/title