Evidence map›Paper›PMID 42765911›Full record

ArticleEndocrine connections2026

Exploring causal associations between the plasma proteome and bone mineral density: a Mendelian randomization study.

Kui Lv, Jialiu Fang, Shengyou Wang, Xing Xing, Rui Zhu

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Article in Endocrine connections, 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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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Kui LvDepartment of Emergency, Anhui No. 2 Provincial People's Hospital , Hefei, Anhui, China.ORCID 0009-0003-9724-2144
Jialiu FangDepartment of Orthopedics, The Second Affiliated Hospital of Anhui Medical University , Hefei, Anhui, China.ORCID 0000-0002-6208-3003
Shengyou WangDepartment of Anesthesiology, Anhui Women and Children's Medical Center/Hefei Maternal and Child Health Hospital , Hefei, Anhui, China.
Xing XingDepartment of Biostatistics, Johns Hopkins Bloomberg School of Public Health , Baltimore, Maryland, USA.ORCID 0000-0001-9394-8957
Rui ZhuDepartment of Anesthesiology, Anhui Women and Children's Medical Center/Hefei Maternal and Child Health Hospital , Hefei, Anhui, China.ORCID 0009-0000-8757-918X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

introductionOsteoporosis is characterized by reduced bone mineral density (BMD) and an increased risk of fractures, but the relationships between plasma proteins and site-specific BMD phenotypes remain unclear. We aimed to investigate the potential causal associations of plasma proteins with BMD using a Mendelian randomization (MR) analysis.

methodsWe conducted a two-sample MR analysis as the primary analysis, using cis-protein quantitative trait locus (pQTL) instruments from nine proteomic genome-wide association studies and summary statistics for total-body, forearm, femoral-neck, and lumbar-spine BMD. Prioritized associations were evaluated using colocalization, Steiger directionality testing, protein-altering variant (PAV) annotation, cis-expression quantitative trait locus (cis-eQTL) overlap, and targeted replication. Protein-protein interaction (PPI), pathway enrichment, and druggability analyses were exploratory.

resultsTwenty-three study-specific associations met the significance thresholds and involved 12 proteins: F2, TGFBI, PLEKHA1, HTRA1, PKDCC, CFHR4, LRP4, RSPO3, DKK1, TNFRSF11A, SPP1, and IBSP. Strong colocalization supported associations of F2 with total-body BMD, TGFBI with femoral-neck BMD, and PLEKHA1 with total-body and lumbar-spine BMD. Steiger testing supported directionality for 22 of 23 associations, except PKDCC-forearm BMD. Targeted replication provided no statistically significant, directionally concordant support. LRP4 relied on the only direct target-protein PAV, while eight cis-pQTLs for six proteins overlapped with cis-eQTLs. Exploratory analyses implicated skeletal and extracellular matrix processes and targets of prior pharmacological interest.

conclusionUsing cis-pQTL-based MR, we identified circulating proteins associated with BMD phenotypes. Strong colocalization was observed for F2, TGFBI, and PLEKHA1, whereas the remaining associations require additional validation. These findings provide genetic support for established bone-related pathways and highlight candidate proteins.

Indexed as

bone densitycausal relationshipcirculating proteomegeneticMendelian randomization

Identifiers

PMID42765911
PMCPMC13663631

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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.