# Proteome-wide Mendelian randomisation identifies causal links between blood proteins and myopia

**Authors:** Fanye Wu, Yuehong Zhou, Xinyu Ma, Zhiyuan Zhao, Shaoyu Wang, Kedi Ma, Siyu Yang, Mingzhe Cao, Guoguo Yi, Min Fu

PMC · DOI: 10.7189/jogh.16.04003 · Journal of Global Health · 2026-02-20

## TL;DR

This study identifies blood proteins linked to myopia using genetic data, offering new potential drug targets for treatment.

## Contribution

The study uses proteome-wide Mendelian randomisation to discover 164 plasma proteins potentially causally linked to myopia.

## Key findings

- 26 genetic risk loci for myopia were identified, including nine novel loci.
- 164 plasma proteins were found to be potentially causally linked to myopia.
- 20 proteins were validated across both datasets as potential therapeutic targets.

## Abstract

Myopia is one of the most prevalent eye diseases worldwide, and its incidence is increasing. However, effective pharmaceutical treatments remain limited. We aimed to identify blood proteins causally associated with myopia as potential drug targets.

We performed a genome-wide association study (GWAS) meta-analysis involving 43 862 myopia cases and 84 820 controls. Then, we conducted a Mendelian randomisation (MR) analysis of blood proteins by utilising the deCODE and UK Biobank Pharma Proteomics Project datasets, and validated the correlations between these characteristics through a cross-sectional study of 50 586 individuals, including 3108 with myopia. Subsequently, through protein-protein interaction (PPI) analyses, we explored potential connections between proteins and existing myopia treatments.

The GWAS meta-analysis found 26 genetic risk loci for myopia, including nine novel loci. The cross-sectional study showed correlations between height, smoking, and myopia. Proteome-wide MR analysis identified 164 plasma proteins potentially causally linked to myopia, with 20 proteins validated in both datasets. Genetic colocalisation analysis, PPI, and drug target analyses identified promising therapeutic targets for myopia.

We identified genetic loci associated with myopia and proteins with potential causal roles in its development. These results indicate new genetic architectures underlying myopia, offering potential treatment targets and a foundation for personalised therapeutic strategies.

## Linked entities

- **Diseases:** myopia (MONDO:0001384)

## Full-text entities

- **Genes:** OPRD1 (opioid receptor delta 1) [NCBI Gene 4985] {aka DOP, DOR, DOR1, OPRD}, PTGS1 (prostaglandin-endoperoxide synthase 1) [NCBI Gene 5742] {aka COX1, COX3, PCOX1, PES-1, PGG/HS, PGHS-1}, COL18A1 (collagen type XVIII alpha 1 chain) [NCBI Gene 80781] {aka GLCC, KNO, KNO1, KS}, INSR (insulin receptor) [NCBI Gene 3643] {aka CD220, HHF5}, VEGFC (vascular endothelial growth factor C) [NCBI Gene 7424] {aka Flt4-L, LMPH1D, LMPHM4, VRP}, BMP2 (bone morphogenetic protein 2) [NCBI Gene 650] {aka BDA2, BMP2A, SSFSC, SSFSC1}, LRRC46 (leucine rich repeat containing 46) [NCBI Gene 90506], KCNK3 (potassium two pore domain channel subfamily K member 3) [NCBI Gene 3777] {aka DDSA, K2p3.1, OAT1, PPH4, TASK, TASK-1}, NCOA2 (nuclear receptor coactivator 2) [NCBI Gene 10499] {aka GRIP1, KAT13C, NCoA-2, SRC-2, SRC2, TIF2}, PGF (placental growth factor) [NCBI Gene 5228] {aka D12S1900, PGFL, PIGF, PLGF, PlGF-2, SHGC-10760}, NT5DC1 (5'-nucleotidase domain containing 1) [NCBI Gene 221294] {aka C6orf200, LP2642, NT5C2L1}, VEGFB (vascular endothelial growth factor B) [NCBI Gene 7423] {aka VEGFL, VRF}, APOA1 (apolipoprotein A1) [NCBI Gene 335] {aka AMYLD3, HPALP2, apo(a)}, PTGS2 (prostaglandin-endoperoxide synthase 2) [NCBI Gene 5743] {aka COX-2, COX2, GRIPGHS, PGG/HS, PGHS-2, PHS-2}, ORMDL2 (ORMDL sphingolipid biosynthesis regulator 2) [NCBI Gene 29095] {aka HSPC160, MST095, MSTP095, adoplin-2}, COX1 (cytochrome c oxidase subunit I) [NCBI Gene 4512] {aka COI, MTCO1}, EFEMP1 (EGF-like fibulin extracellular matrix protein 1) [NCBI Gene 2202] {aka ARCL1D, DHRD, DRAD, FBLN3, FBNL, FIBL-3}, WNT7B (Wnt family member 7B) [NCBI Gene 7477], CDKN3 (cyclin dependent kinase inhibitor 3) [NCBI Gene 1033] {aka CDI1, CIP2, KAP, KAP1}, DBN1 (drebrin 1) [NCBI Gene 1627] {aka D0S117E}, SPAG4 (sperm associated antigen 4) [NCBI Gene 6676] {aka CT127, SUN4}, TRPV1 (transient receptor potential cation channel subfamily V member 1) [NCBI Gene 7442] {aka VR1}, XPNPEP1 (X-prolyl aminopeptidase 1) [NCBI Gene 7511] {aka APP1, SAMP, XPNPEP, XPNPEPL, XPNPEPL1}, CHRM2 (cholinergic receptor muscarinic 2) [NCBI Gene 1129] {aka HM2}, CDK5 (cyclin dependent kinase 5) [NCBI Gene 1020] {aka LIS7, PSSALRE}, MMP13 (matrix metallopeptidase 13) [NCBI Gene 4322] {aka CLG3, MANDP1, MDST, MMP-13}, FAAH (fatty acid amide hydrolase) [NCBI Gene 2166] {aka FAAH-1, FAAH1, PSAB}, OPRM1 (opioid receptor mu 1) [NCBI Gene 4988] {aka LMOR, M-OR-1, MOP, MOR, MOR1, OPRM}, IGF1 (insulin like growth factor 1) [NCBI Gene 3479] {aka IGF, IGF-I, IGFI, MGF}, ANGPT1 (angiopoietin 1) [NCBI Gene 284] {aka AGP1, AGPT, AGPT-1, ANG1, HAE5}, PCCA (propionyl-CoA carboxylase subunit alpha) [NCBI Gene 5095], ANKFN1 (ankyrin repeat and fibronectin type III domain containing 1) [NCBI Gene 162282] {aka WAKE}, TANK (TRAF family member associated NFKB activator) [NCBI Gene 10010] {aka I-TRAF, ITRAF, TRAF2}, ACHE (acetylcholinesterase (Yt blood group)) [NCBI Gene 43] {aka ACEE, ARACHE, N-ACHE, YT}, COX2 (cytochrome c oxidase subunit II) [NCBI Gene 4513] {aka COII, MTCO2}, IL12RB1 (interleukin 12 receptor subunit beta 1) [NCBI Gene 3594] {aka CD212, IL-12R-BETA1, IL12RB, IMD30}, COPS7A (COP9 signalosome subunit 7A) [NCBI Gene 50813] {aka CSN7, CSN7A, SGN7a}, IHH (Indian hedgehog signaling molecule) [NCBI Gene 3549] {aka BDA1, HHG2}, ACP1 (acid phosphatase 1) [NCBI Gene 52] {aka HAAP, LMW-PTP, LMWPTP}, CHRM1 (cholinergic receptor muscarinic 1) [NCBI Gene 1128] {aka HM1, M1, M1R}, CHRM3 (cholinergic receptor muscarinic 3) [NCBI Gene 1131] {aka EGBRS, HM3, PBS, m3AChR}, GHR (growth hormone receptor) [NCBI Gene 2690] {aka GHBP, GHIP}, TEK (TEK receptor tyrosine kinase) [NCBI Gene 7010] {aka CD202B, GLC3E, TIE-2, TIE2, VMCM, VMCM1}, INS (insulin) [NCBI Gene 3630] {aka IDDM, IDDM1, IDDM2, ILPR, IRDN, MODY10}
- **Diseases:** strabismus (MESH:D013285), bipolar disorder (MESH:D001714), glaucoma (MESH:D005901), astigmatism (MESH:D001251), hypermetropia (MESH:D006956), cataracts (MESH:D002386), type 2 diabetes (MESH:D003924), Myopia (MESH:D009216), insulin resistance (MESH:D007333), myopic macular degeneration (MESH:D008268), ADHD (MESH:D001289), diabetes (MESH:D003920), retinal detachment (MESH:D012163), Alzheimer's disease (MESH:D000544), eye diseases (MESH:D005128), type 2 diabetic kidney disease (MESH:D003928), elevated corneal curvature (MESH:D013121), psychiatric disorders (MESH:D001523)
- **Chemicals:** echothiophate iodide (MESH:D004456), acetaminophen (MESH:D000082), ketorolac tromethamine (MESH:D020911), ketorolac (MESH:D020910), PW (-), glucose (MESH:D005947), nepafenac (MESH:C414203), echothiophate (MESH:C061212), adenine (MESH:D000225)
- **Species:** Cavia porcellus (domestic guinea pig, species) [taxon 10141], Homo sapiens (human, species) [taxon 9606], Sus scrofa (pig, species) [taxon 9823], Mus musculus (house mouse, species) [taxon 10090], Gallus gallus (bantam, species) [taxon 9031]
- **Mutations:** rs10204657, rs11678766

## Full text

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## Figures

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## References

69 references — full list in the complete paper: https://tomesphere.com/paper/PMC12922467/full.md

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Source: https://tomesphere.com/paper/PMC12922467