A Multiomic Approach Integrating Genomic and Metabolomic Data Highlights Colorectal Cancer Pathways
Numerous genetic variants have been identified by genome-wide association studies as being associated with colorectal cancer (CRC) risk. Metabolome-wide association analysis was performed for 187 CRC-associated genetic variants using genomic data and untargeted <sup>1</sup>H nuclear magnetic resonance urine metabolomics from 1951 Airwave Health Monitoring Study participants. We identified statistically significant associations between seven CRC single-nucleotide polymorphisms (SNPs) and urinary metabolites. This included SNPs within or close to <i>RHPN2</i> with sucrose (<i>P</i> = 1.2 × 10<sup>-7</sup>), <i>SLC6A18</i> with amino acids (<i>P</i> = 6.9 × 10<sup>-5</sup> with tyrosine, <i>P</i> = 9.9 × 10<sup>-5</sup> with leucine), and <i>MAP2K5</i> and <i>BMP2</i> with gut microbial metabolites (<i>P</i> = 1.6 × 10<sup>-4</sup> and <i>P</i> = 4.4 × 10<sup>-4</sup>). The most significant correlation was followed by functional experiments in Caco-2 colon cancer cells. CRISPR-mediated knockout of a 48-nt <i>RHPN2</i> intronic region containing rs10411210 in colon cancer cells compromised cell growth. RNA sequencing was performed in the two sets of clones (3 edited and 3 unedited) followed by pathway enrichment, and gene ontology analysis depicted extensive deregulation of genes (448 up- and 195 downregulated) involved in cell division and several metabolic processes. Overall, these findings demonstrate that integrating genetic and metabolomic data highlights the importance of the <i>RHPN2</i> intronic locus in CRC potentially through metabolic processes affecting excretion of dietary and other metabolites.
Authors
- Rui Pinto (ORCID: https://orcid.org/0000-0002-8527-4873)
- Marios Agelopoulos (ORCID: https://orcid.org/0000-0001-8502-5909)
- Aikaterini Iliou (ORCID: https://orcid.org/0000-0002-4644-7284)
- Emmanuel Mikros (ORCID: https://orcid.org/0000-0002-5984-5169)
- Marialena Pouliou
- Elena Chekmeneva (ORCID: https://orcid.org/0000-0003-1807-2398)
- Yiannis Ntounias
- J.L. Griffin
- Fotini E. Koukouzeli
- Abbas Dehghan
- Apostolos Klinakis
- Konstantina Georgakopoulou
- Paul Elliott
- Konstantinos K. Tsilidis
Institutions
- University of Ioannina (GR)
- University of Aberdeen (GB)
- National and Kapodistrian University of Athens (GR)
- The Centre for Health (New Zealand) (NZ)
- Biomedical Research Foundation of the Academy of Athens (GR)
- Bioanalytica (Switzerland) (CH)
- Faculty of Public Health (GB)
- Athena Research and Innovation Center In Information Communication & Knowledge Technologies (GR)
- Pharmaceutical Biotechnology (Czechia) (CZ)
- MRC Centre for Environment and Health
- Imperial College London (GB)
Publication Details
- Journal
- Journal of Proteome Research
- Published
- 2026-01-28
- DOI
- https://doi.org/10.1021/acs.jproteome.5c00459
- Primary Topic
- Metabolomics and Mass Spectrometry Studies
- Type
- article
- Field-Weighted Citation Impact
- 0.00