# Deciphering gene–smoking interactions in age-related macular degeneration through cross-biobank genomic integration

**Authors:** Ju Guo, Yuhan Jiang, Xinran Xu, Jianhua Wang, Xueming Yao, Xiaohong Wang, Hongxi Yang, Mulin J. Li, Hua Yan

PMC · DOI: 10.18332/tid/205419 · Tobacco Induced Diseases · 2025-07-29

## TL;DR

This study finds new genetic links to age-related macular degeneration and shows how smoking interacts with genetic risk to worsen the disease.

## Contribution

The study identifies two novel genetic loci and demonstrates significant gene-smoking interactions in AMD risk.

## Key findings

- Two novel risk loci, OCA2 and NOA1, were identified for age-related macular degeneration.
- Smoking and high polygenic risk score synergistically increase AMD risk, with significant additive and multiplicative interactions.
- Smokers with high genetic risk show dysregulated complement pathways in plasma proteins.

## Abstract

This study aims to identify genetic loci associated with age-related macular degeneration (AMD) and assess the interaction between genetic susceptibility and smoking history.

A meta-analysis of discovery genome-wide association studies (GWASs), involving a total of 42542 AMD patients and 920322 controls from four large-scale European cohorts, was conducted using METAL, a software tool commonly used for meta-analysis of GWAS. A polygenic risk score (PRS) was derived from the meta-analysis results for 331281 UK Biobank participants. Cox proportional hazards models evaluated interactions between genetic predisposition and smoking history at both PRS and variant levels. Logistic regression models examined plasma complement protein profiles across AMD PRS and smoking status groups.

We identified two novel risk loci, OCA2 melanosomal transmembrane protein (OCA2) and nitric oxide associated 1 (NOA1). Incorporating the PRS significantly enhanced AMD risk prediction in 331281 UK Biobank participants, with the area under the curve (AUC) increasing from 0.74 to 0.76 (p=2×10-16). During a mean follow-up of 13.6 years, Cox models revealed significant additive (relative excess risk due to interaction, RERI=0.13; 95% CI: 0.06–0.19; attributable proportion, AP=0.08; 95% CI: 0.04–0.13; synergy index, SI=1.33; 95% CI: 1.13–1.56) and multiplicative interactions (hazard ratio, HR=1.08; 95% CI: 1.03–1.14, p=2.65×10-3) between PRS and smoking history. Variant-level interactions were prominent at complement factor H (CFH) and complement factor I (CFI) loci. Individuals who have ever smoked and high PRS exhibited dysregulated plasma proteins in the alternative, classical and lectin complement pathways.

This study revealed the genetic architecture of AMD and highlighted the synergistic effects of smoking and genetic risk, emphasizing the potential need to integrate genetic assessments into prevention strategies.

## Linked entities

- **Genes:** OCA2 (OCA2 melanosomal transmembrane protein) [NCBI Gene 4948], NOA1 (nitric oxide associated 1) [NCBI Gene 84273], CFH (complement factor H) [NCBI Gene 3075], CFI (complement factor I) [NCBI Gene 3426]
- **Diseases:** age-related macular degeneration (MONDO:0005150), AMD (MONDO:0005150)

## Full-text entities

- **Genes:** CD55 (CD55 molecule (Cromer blood group)) [NCBI Gene 1604] {aka CHAPLE, CR, CROM, DAF, TC}, NOA1 (nitric oxide associated 1) [NCBI Gene 84273] {aka C4orf14, MTG3, hAtNOS1, hNOA1, mAtNOS1}, CFI (complement factor I) [NCBI Gene 3426] {aka AHUS3, ARMD13, C3BINA, C3b-INA, FI, IF}, CFHR4 (complement factor H related 4) [NCBI Gene 10877] {aka CFHL4, FHR-4, FHR4}, FCN2 (ficolin 2) [NCBI Gene 2220] {aka EBP-37, FCNL, P35, ficolin-2}, CFHR5 (complement factor H related 5) [NCBI Gene 81494] {aka CFHL5, CFHR5D, FHR-5, FHR5}, CLU (clusterin) [NCBI Gene 1191] {aka AAG4, APO-J, APOJ, CLI, CLU1, CLU2}, CFB (complement factor B) [NCBI Gene 629] {aka AHUS4, ARMD14, BF, BFD, CFAB, CFBD}, CFP (complement factor properdin) [NCBI Gene 5199] {aka BFD, PFC, PFD, PROPERDIN}, SERPING1 (serpin family G member 1) [NCBI Gene 710] {aka C1IN, C1INH, C1NH, HAE1, HAE2}, OCA2 (OCA2 melanosomal transmembrane protein) [NCBI Gene 4948] {aka BEY, BEY1, BEY2, BOCA, D15S12, EYCL}, MBL2 (mannose binding lectin 2) [NCBI Gene 4153] {aka COLEC1, HSMBPC, MBL, MBL2D, MBP, MBP-C}, MASP1 (MBL associated serine protease 1) [NCBI Gene 5648] {aka 3MC1, CRARF, CRARF1, MAP-1, MAP1, MASP}, FCN1 (ficolin 1) [NCBI Gene 2219] {aka FCNM}, ARMS2 (age-related maculopathy susceptibility 2) [NCBI Gene 387715] {aka ARMD8}, CFH (complement factor H) [NCBI Gene 3075] {aka AHUS1, AMBP1, ARMD4, ARMS1, CFHL3, FH}, PRS [NCBI Gene 5640], CD46 (CD46 molecule) [NCBI Gene 4179] {aka AHUS2, MCP, MIC10, TLX, TRA2.10}, VEGFA (vascular endothelial growth factor A) [NCBI Gene 7422] {aka L-VEGF, MVCD1, VEGF, VPF}, CR1 (complement C3b/C4b receptor 1 (Knops blood group)) [NCBI Gene 1378] {aka C3BR, C4BR, CD35, KN}, C1S (complement C1s) [NCBI Gene 716] {aka EDSPD2}, APOE (apolipoprotein E) [NCBI Gene 348] {aka AD2, APO-E, ApoE4, LDLCQ5, LPG}, C4BPB (complement component 4 binding protein beta) [NCBI Gene 725] {aka C4BP}, CFHR2 (complement factor H related 2) [NCBI Gene 3080] {aka CFHL2, FHR2, HFL3}, C1RL (complement C1r subcomponent like) [NCBI Gene 51279] {aka C1RL1, C1RLP, C1r-LP, CLSPa}, CFD (complement factor D) [NCBI Gene 1675] {aka ADIPSIN, ADN, DF, PFD}
- **Diseases:** COPD (MESH:D029424), inflammation (MESH:D007249), Age-Related Macular Degeneration (MESH:D008268), pigmentation (MESH:D010859), respiratory and allergic conditions (MESH:D012130), CS (MESH:D006223), tension (MESH:D018781), depression (MESH:D003866), GA (MESH:D057092), cardiovascular disease (MESH:D002318), CNV (MESH:D020256), anxiety (MESH:D001007), legal blindness (MESH:D001766), bronchitis (MESH:D001991), allergic diseases (MESH:D004342), emphysema (MESH:D004646), eczema (MESH:D004485), lung cancer (MESH:D008175), vision impairment (MESH:D014786), blood clot (MESH:D013927), Age (MESH:D019588), diabetes (MESH:D003920), endothelial dysfunction (MESH:D014652), sex chromosome aneuploidy (MESH:D025064), asthma (MESH:D001249), blood pressure (MESH:D006973), retinal tissue damage (MESH:D012164), rhinitis (MESH:D012220), DVT (MESH:D020246)
- **Chemicals:** alcohol (MESH:D000438), pegcetacoplan (MESH:C000716074), avacincaptad pegol (-), cholesterol (MESH:D002784), oxygen (MESH:D010100)
- **Species:** Nicotiana tabacum (American tobacco, species) [taxon 4097], Homo sapiens (human, species) [taxon 9606]
- **Mutations:** rs10922273, AUC in 331281, AUC of 0, rs17562659, Y402H, rs12913832, rs1713998, rs4388642, rs10033900

## Full text

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## Figures

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## References

36 references — full list in the complete paper: https://tomesphere.com/paper/PMC12306451/full.md

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Source: https://tomesphere.com/paper/PMC12306451