# Obesity-associated gene mutations across cancer types: a pan-cancer analysis of TCGA data

**Authors:** Gaetana Porcelli, Rosario Nicola Brancaccio, Sebastiano Di Bella, Caterina D’Accardo, Francesco Orilio, Vincenzo Davide Pantina, Chiara Modica, Francesco Verona, Paola Bianca, Cesare Morgante, Simone Di Franco, Miriam Gaggianesi, Veronica Veschi, Giorgio Stassi, Alice Turdo, Matilde Todaro

PMC · DOI: 10.1038/s44276-026-00214-0 · 2026-03-23

## TL;DR

This study explores how obesity affects cancer mutations by analyzing data from 14 cancer types, finding that higher BMI is linked to specific gene mutations in bladder cancer.

## Contribution

The study identifies obesity-associated gene mutations in bladder cancer and suggests that BMI influences tumor genomic profiles.

## Key findings

- Bladder urothelial cancer (BLCA) showed the strongest association with higher BMI-related mutations.
- Ten genes in BLCA were prioritized as significantly associated with BMI, including BRCA2 and SF3B1.
- Obese patients exhibited distinct mutational patterns and loss-of-function mechanisms in key genes.

## Abstract

Obesity is a recognized risk factor for numerous cancers. Although several biological mechanisms have been proposed to explain obesity-associated carcinogenesis, the extent to which excess adiposity influences tumor genomic profiles remains incompletely understood. In particular, whether obesity-related selective pressures shape cancer-specific mutational landscapes is still underexplored.

A pan-cancer analysis of non-synonymous somatic mutations across 14 tumor types using data from The Cancer Genome Atlas (TCGA) has been conducted. Body mass index (BMI) at diagnosis was analyzed as a continuous variable. Associations between gene mutations and BMI were assessed using logistic regression models adjusted for age, sex, and tumor mutational burden, with false discovery rate correction. Genes were prioritized using a two-step ranking strategy based on mutation frequency and regression strength. Functional inactivation, exon-level mutation distribution, and Gene Ontology enrichment analyses were performed for significantly BMI-associated genes.

In particular, bladder urothelial cancer (BLCA) resulted as the most frequently mutated neoplasia in association with higher body mass index. Among Eighty-six genes significantly associated with BMI in BLCA, a prioritized set of ten genes (BRCA2, DNAH9, GRIA4, PLXNA4, UNC13C, FCGBP, SF3B1, ELP1, NES, TRERF1) has been selected for further analyses. Overweight and obese patients exhibited distinct BMI-specific exon-level mutational patterns and concurrent deleterious mutations across multiple candidate genes. Functional inactivation analysis suggested loss-of-function mechanisms in most top-ranked genes, while Gene Ontology (GO) analysis highlighted deregulation of extracellular matrix–related pathways.

These findings support a role for obesity in shaping the genomic landscape of tumors, highlighting the importance of integrating clinical parameters such as BMI into genomic studies to determine the potential impact of obesity on tumor evolution, heterogeneity, and treatment response.

## Linked entities

- **Genes:** BRCA2 (BRCA2 DNA repair associated) [NCBI Gene 675], DNAH9 (dynein axonemal heavy chain 9) [NCBI Gene 1770], GRIA4 (glutamate ionotropic receptor AMPA type subunit 4) [NCBI Gene 2893], PLXNA4 (plexin A4) [NCBI Gene 91584], UNC13C (unc-13 homolog C) [NCBI Gene 440279], FCGBP (Fc gamma binding protein) [NCBI Gene 8857], SF3B1 (splicing factor 3b subunit 1) [NCBI Gene 23451], ELP1 (elongator acetyltransferase complex subunit 1) [NCBI Gene 8518], NES (nestin) [NCBI Gene 10763], TRERF1 (transcriptional regulating factor 1) [NCBI Gene 55809]
- **Diseases:** bladder urothelial cancer (MONDO:0005611), BLCA (MONDO:0005611)

## Full-text entities

- **Genes:** TRERF1 (transcriptional regulating factor 1) [NCBI Gene 55809] {aka BCAR2, HSA277276, RAPA, TREP132, TReP-132, dJ139D8.5}, PLXNA4 (plexin A4) [NCBI Gene 91584] {aka FAYV2820, PLEXA4, PLXNA4A, PLXNA4B, PRO34003}, DNAH9 (dynein axonemal heavy chain 9) [NCBI Gene 1770] {aka CILD40, DNAH17L, DNEL1, DYH9, Dnahc9, HL-20}, NES (nestin) [NCBI Gene 10763] {aka Nbla00170}, GRIA4 (glutamate ionotropic receptor AMPA type subunit 4) [NCBI Gene 2893] {aka GLUR4, GLUR4C, GLURD, GluA4, GluA4-ATD, NEDSGA}, UNC13C (unc-13 homolog C) [NCBI Gene 440279], BRCA2 (BRCA2 DNA repair associated) [NCBI Gene 675] {aka BRCC2, BROVCA2, FACD, FAD, FAD1, FANCD}, ELP1 (elongator acetyltransferase complex subunit 1) [NCBI Gene 8518] {aka DYS, FD, IKAP, IKBKAP, IKI3, TOT1}, SF3B1 (splicing factor 3b subunit 1) [NCBI Gene 23451] {aka Hsh155, MDS, PRP10, PRPF10, SAP155, SF3b155}, FCGBP (Fc gamma binding protein) [NCBI Gene 8857] {aka FC(GAMMA)BP}
- **Diseases:** cervical squamous cell carcinoma (MESH:D002294), UVM (MESH:C536494), inflammation (MESH:D007249), adiposity (MESH:D018205), COAD (MESH:D003110), READ (MESH:D012004), lymphoid neoplasm (MESH:D008223), uterine carcinosarcoma (MESH:D002296), kidney renal papillary cell carcinoma (MESH:D002292), Overweight (MESH:D050177), Cancer (MESH:D009369), SKCM (MESH:C562393), BMI (MESH:C536030), THYM (MESH:D013945), diabetes (MESH:D003920), endometrial, breast, ovarian, prostate, liver, bladder, kidney, colorectal, and oesophageal cancer (MESH:D011472), DLBC (MESH:D016403), cardiovascular diseases (MESH:D002318), LIHC (MESH:D006528), BLCA (MESH:D001749), associated (MESH:D018886), ESCA (MESH:D004938), MODERATE EVIDENCE (MESH:C565640), Obesity (MESH:D009765), impaired immunity (MESH:D020274), death (MESH:D003643), carcinogenesis (MESH:D063646), endocervical adenocarcinoma (MESH:D000230), CHOL (MESH:D018281), uterine corpus endometrial carcinoma (MESH:D016889)
- **Chemicals:** reactive oxygen species (MESH:D017382), Polyphen (-)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

3 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13009199/full.md

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Source: https://tomesphere.com/paper/PMC13009199