Transcriptomics and Mendelian randomization studies reveal the critical role of Stanniocalcin-2 in linking perfluorinated compound-exposure to colorectal cancer

Colorectal carcinoma (CRC) represents a major gastrointestinal malignancy with substantial global incidence, marked by elevated morbidity and mortality rates. Despite advancements in treatment, there is still considerable variation in prognosis, particularly with high recurrence rates, emphasizing the need for more precise prognostic tools. The present study is aimed at identifying central prognostic biomarkers linked to perfluorinated compound (PFCs) exposure and construct a prognostic risk model for CRC based on transcriptomic data. We analyzed transcriptome data from 638 CRC samples and 51 normal control samples from The Cancer Genome Atlas (TCGA) database, then identified a total of 3,230 PFC-associated genes. Candidate genes related to CRC prognosis were found by analyzing differences in gene expression, doing functional enrichment, and building a protein–protein interaction (PPI) network. We built a LASSO model with PRAME, CDKN2A, and STC2 and checked it using Kaplan–Meier analysis and ROC curves over time, while STC2 was further identified as the key mediator linking PFC exposure to CRC risk based on Mendelian randomization and experimental validation. This model could put patients into high-risk or low-risk groups, which gives doctors a new tool to plan personalized treatments. We also checked the immune setting, tumor mutation load, and likely response to immunotherapy, which further proved the model’s usefulness in the clinic. A Mendelian randomization (MR) analysis in two steps showed that higher levels of genetic risk for Perfluorooctanoic acid (PFOA) and Perfluorooctanesulfonic acid (PFOS) exposure raised CRC risk. STC2 was found to partly explain the mediator from PFOA to CRC, making up about 8.6% of the overall effect. We ran sensitivity checks, and the results still held, which means these cause-and-effect findings are strong. Finally, In vitro analyses verified that PFOA upregulates STC2 transcription in CRC cells. Our results suggest new ways to assess CRC prognosis and give scientific backing for treating cancers linked to the environment, based on how PFCs work in the body.

Authors

Institutions

Publication Details

Journal
Frontiers in Public Health
Published
2026-04-28
DOI
https://doi.org/10.3389/fpubh.2026.1768633
Primary Topic
Per- and polyfluoroalkyl substances research
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Transcriptomics and Mendelian randomization studies reveal the critical role of Stanniocalcin-2 in linking perfluorinated compound-exposure to colorectal cancer

Bingxin Li, Jiahui Zheng, Zhaoyu Gao, Shunjiang Xu et al.
Frontiers in Public Health
Per- and polyfluoroalkyl substances research
article

Transcriptomics and Mendelian randomization studies reveal the critical role of Stanniocalcin-2 in linking perfluorinated compound-exposure to colorectal cancer

Bingxin Li, Jiahui Zheng, Zhaoyu Gao, Shunjiang Xu, Qianqian Yang, Na Zhao, Rui Zhang, Jianghui Wu, Yang Luo
article en

Abstract

Colorectal carcinoma (CRC) represents a major gastrointestinal malignancy with substantial global incidence, marked by elevated morbidity and mortality rates. Despite advancements in treatment, there is still considerable variation in prognosis, particularly with high recurrence rates, emphasizing the need for more precise prognostic tools. The present study is aimed at identifying central prognostic biomarkers linked to perfluorinated compound (PFCs) exposure and construct a prognostic risk model for CRC based on transcriptomic data. We analyzed transcriptome data from 638 CRC samples and 51 normal control samples from The Cancer Genome Atlas (TCGA) database, then identified a total of 3,230 PFC-associated genes. Candidate genes related to CRC prognosis were found by analyzing differences in gene expression, doing functional enrichment, and building a protein–protein interaction (PPI) network. We built a LASSO model with PRAME, CDKN2A, and STC2 and checked it using Kaplan–Meier analysis and ROC curves over time, while STC2 was further identified as the key mediator linking PFC exposure to CRC risk based on Mendelian randomization and experimental validation. This model could put patients into high-risk or low-risk groups, which gives doctors a new tool to plan personalized treatments. We also checked the immune setting, tumor mutation load, and likely response to immunotherapy, which further proved the model’s usefulness in the clinic. A Mendelian randomization (MR) analysis in two steps showed that higher levels of genetic risk for Perfluorooctanoic acid (PFOA) and Perfluorooctanesulfonic acid (PFOS) exposure raised CRC risk. STC2 was found to partly explain the mediator from PFOA to CRC, making up about 8.6% of the overall effect. We ran sensitivity checks, and the results still held, which means these cause-and-effect findings are strong. Finally, In vitro analyses verified that PFOA upregulates STC2 transcription in CRC cells. Our results suggest new ways to assess CRC prognosis and give scientific backing for treating cancers linked to the environment, based on how PFCs work in the body.

Frontiers in Public HealthVol. 14
Hebei Medical University (CN), University of Jinan (CN), First Affiliated Hospital of Hebei Medical University (CN)
Good health and well-being
Openalex Percentile: Top 12%
Per- and polyfluoroalkyl substances research
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.