Evidence map›Paper›PMID 42650071›Full record

ArticleGenes2026

Shared Genetic Architecture Between Epigenetic Aging and Musculoskeletal Diseases.

Wei Xu, Xuanyu Zhang, Biyi Zhao, Xiaoyun Li, Ronghua Zhang

Abstract read
In one paragraph

Article in Genes, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Wei XuCollege of Traditional Chinese Medicine, Jinan University, Guangzhou 510632, China.
Xuanyu ZhangShenzhen Key Laboratory of Systems Medicine in Inflammatory Diseases, Zhongshan School of Medicine, Sun Yat-sen University, Shenzhen Campus, Shenzhen 518107, China.ORCID 0009-0002-1902-5921
Biyi ZhaoCollege of Traditional Chinese Medicine, Jinan University, Guangzhou 510632, China.
Xiaoyun LiCollege of Pharmacy, Jinan University, Guangzhou 510632, China.ORCID 0000-0003-4732-8073
Ronghua ZhangCollege of Traditional Chinese Medicine, Jinan University, Guangzhou 510632, China.

Funding

Basic and Applied Basic Research Fund of Guangdong Province 2022B1515120022Basic and Applied Basic Research Fund of Guangdong Province 2025A1515012368Basic and Applied Basic Research Fund of Guangdong Province 2026A1515012784Department of Science and Technology of Guangdong Province 2021B1212040007National Natural Science Foundation of China 82074287National Natural Science Foundation of China 82274232National Natural Science Foundation of China 82274376National Natural Science Foundation of China 82405121National Natural Science Foundation of China U24A6013Postdoctoral Fellowship Program of CPSF 2025M783886
6 · The paper itself

Abstract

backgroundThe directional relationship between epigenetic age acceleration (EAA) and musculoskeletal disease remains unresolved. This study integrated bidirectional Mendelian randomization (MR) with multi-layer genomic evidence to evaluate directionality, shared genetic architecture, and robustness to instrument definition.

methodsFour EAA clocks (IEAA, PhenoAA, HannumAA, and GrimAA) and ten musculoskeletal phenotypes were analyzed in a 10 × 4 bidirectional two-sample MR design. EAA instruments underwent GRCh37 functional annotation, genome-wide-significant external-association screening for the index variants and European linkage-disequilibrium proxies, pair-specific Steiger filtering, and conservative Set A/B/C sensitivity analyses. The juvenile-arthritis reverse models underwent instrument-flow reconstruction, strength assessment, liability-scale directionality testing, and minimum-detectable-effect analysis. Additional analyses comprised LD score regression (LDSC), PLACO+ cross-trait locus mapping, Bayesian colocalization, multivariable MR (MVMR) with exact-SNP matched univariable comparators, and integrated evidence synthesis.

resultsForward MR yielded two nominal HannumAA associations. The inverse HannumAA-spondyloarthritis estimate remained directionally consistent across the original, Steiger-filtered, and conservative external-association-filtered sets, whereas the HannumAA-pain-in-thoracic-spine estimate lost nominal significance in the conservative set; no forward result survived correction across 40 tests. GrimAA forward estimates were sensitive to use of the fallback instrument threshold. Reverse MR identified ten nominal associations. For juvenile arthritis, three harmonized instruments had

conclusionsThe results support a prioritized genomic map with substantial instrument- and model-specific uncertainty. Disease-to-clock signals were richer than clock-to-disease signals, GrimAA shared polygenic architecture with osteoarthritis, and selected loci showed strong shared-variant evidence, while the MR and MVMR findings remained unsuitable for definitive causal or mediation claims.

Indexed as

AgingEpigenesis, GeneticMusculoskeletal DiseasesGenome-Wide Association StudyHumansLinkage DisequilibriumMendelian Randomization AnalysisPhenotypePolymorphism, Single Nucleotidecolocalizationcross-trait pleiotropic locus mappingDNA methylation clocksepigenetic age accelerationLD score regressionmultivariable Mendelian randomizationmusculoskeletal diseases

Identifiers

PMID42650071
PMCPMC13512585

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.