# Personal, social, and natural co-exposure pattern and plasma proteins in cardiometabolic diseases

**Authors:** Xuewei Tang, Huan Xu, Gonghua Wu, Shaokun Yang, Yonghua Ye, Yan An, Yilin Jiang, Zilong Wang, Sujun Chen, Juying Zhang, Xiong Xiao, Bing Guo, Xing Zhao

PMC · DOI: 10.1038/s41467-025-65516-2 · 2025-11-25

## TL;DR

This study explores how combined personal, social, and environmental factors affect heart and metabolic diseases, finding that social deprivation has the highest risk and involves immune proteins.

## Contribution

The study identifies novel co-exposure patterns and their associated plasma proteins that mediate cardiometabolic disease risk.

## Key findings

- Social Deprivation pattern showed the highest cardiometabolic disease risk with hazard ratios from 1.15 to 1.40.
- Inflammatory and immune proteins were linked to all co-exposure patterns.
- Specific proteins like CDCP1, CXCL17, and FGF21 mediated the Air and Noise Pollution and Social Deprivation patterns.

## Abstract

Multiple environmental exposures elevate the risk of cardiometabolic diseases (CMDs), yet the impact of combined co-exposures, and their protein-mediated mechanisms remain underexplored. Among 366,261 UK Biobank participants, this study identified five distinct exposure patterns through clustering analysis: Air and Noise Pollution, Social Deprivation, Blue and Green Space, Health Behaviors and Reference. Notably, the Social Deprivation pattern showed the highest CMDs risk, with hazard ratios ranging from 1.15 to 1.40. Inflammatory and immune proteins were associated with all co-exposure patterns. The Air and Noise Pollution and Social Deprivation patterns demonstrated that the common mediating proteins included CDCP1, CXCL17, FGF21, GDF15 and IGFBP4. CXCL13, CA6, SDC1, and PTN mediated Healthy Behaviors, while MMP12 mediated Blue and Green Space pattern. This study offers etiological insight into the comprehensive human environment, draws attention to the population experiencing health disadvantages as a result of co-exposure to social stressors, and elucidates protein-mediated mechanisms linking environmental exposures to disease.

The mixed effects of personal, social, and environmental exposures on cardiometabolic health are still poorly understood. Here, the authors show that social deprivation within specific co-exposure patterns poses the greatest risk, with immune and inflammatory responses as key mediators.

## Linked entities

- **Proteins:** CDCP1 (CUB domain containing protein 1), CXCL17 (C-X-C motif chemokine ligand 17), FGF21 (fibroblast growth factor 21), GDF15 (growth differentiation factor 15), IGFBP4 (insulin like growth factor binding protein 4), CXCL13 (C-X-C motif chemokine ligand 13), CA6 (carbonic anhydrase 6), SDC1 (syndecan 1), PTN (pleiotrophin), MMP12 (matrix metallopeptidase 12)

## Full-text entities

- **Genes:** CXCL17 (C-X-C motif chemokine ligand 17) [NCBI Gene 284340] {aka DMC, Dcip1, UNQ473, VCC-1, VCC1}, SDC1 (syndecan 1) [NCBI Gene 6382] {aka CD138, SDC, SYND1, syndecan}, CXCL13 (C-X-C motif chemokine ligand 13) [NCBI Gene 10563] {aka ANGIE, ANGIE2, BCA-1, BCA1, BLC, BLR1L}, PTN (pleiotrophin) [NCBI Gene 5764] {aka HARP, HB-GAM, HBBM, HBGF-8, HBGF8, HBNF}, GDF15 (growth differentiation factor 15) [NCBI Gene 9518] {aka GDF-15, HG, MIC-1, MIC1, NAG-1, PDF}, FGF21 (fibroblast growth factor 21) [NCBI Gene 26291], CA6 (carbonic anhydrase 6) [NCBI Gene 765] {aka CA-VI, GUSTIN}, MMP12 (matrix metallopeptidase 12) [NCBI Gene 4321] {aka HME, ME, MME, MMP-12}, IGFBP4 (insulin like growth factor binding protein 4) [NCBI Gene 3487] {aka BP-4, HT29-IGFBP, IBP4, IGFBP-4}, CDCP1 (CUB domain containing protein 1) [NCBI Gene 64866] {aka CD318, SIMA135, TRASK}
- **Diseases:** Inflammatory (MESH:D007249), CMDs (MESH:D024821)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

5 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12647215/full.md

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Source: https://tomesphere.com/paper/PMC12647215