# Vitamin D Receptor (VDR) Polymorphisms and Cardiometabolic Profiles in Orthopedic Patients: A Cluster-Based Analysis

**Authors:** Dariusz Larysz, Remigiusz Recław, Aleksandra Suchanecka, Wojciech Dziurawiec, Rafał Tkacz, Aleksandra Strońska-Pluta, Krzysztof Chmielowiec, Anna Grzywacz, Jolanta Chmielowiec

PMC · DOI: 10.3390/ijms27041958 · International Journal of Molecular Sciences · 2026-02-18

## TL;DR

This study explores how vitamin D receptor gene variations relate to heart and metabolic health in orthopedic patients, using clustering to identify distinct patient groups.

## Contribution

The study introduces a cluster-based approach to integrate genetic and clinical data, revealing novel associations between VDR polymorphisms and cardiometabolic profiles.

## Key findings

- Three distinct patient clusters were identified based on cardiometabolic and quality-of-life features.
- VDR polymorphisms were linked to differences in BMI, hypertension, and inflammation across clusters.
- COMT and OPRM1 variants correlated with physical and mental quality-of-life dimensions.

## Abstract

Genetic polymorphisms contribute to inter-individual variability in cardiometabolic risk and quality-of-life outcomes, yet their clinical relevance often remains unclear due to population heterogeneity and reliance on single-variant analyses. Integrative approaches combining genetic and phenotypic data may improve the characterization of complex disease profiles, particularly in orthopedic populations burdened by cardiometabolic comorbidities. This study included 289 patients scheduled for orthopedic surgery. Polymorphisms in the vitamin D receptor (VDR; ApaI, FokI, BsmI), catechol-O-methyltransferase (COMT rs4680), and opioid receptor mu 1 (OPRM1 rs510769) genes were genotyped. Clinical, anthropometric, hematological, biochemical, and quality-of-life (SF-36) data were collected. Unsupervised k-means clustering was applied to standardized phenotypic variables to identify homogeneous patient subgroups. Inter-cluster differences were assessed using analysis of variance and chi-squared tests. Three distinct patient clusters were identified, characterized by specific combinations of cardiometabolic, inflammatory, and quality-of-life features. VDR polymorphisms were differentially distributed across clusters associated with differences in body mass index, hypertension prevalence, and inflammatory status. COMT and OPRM1 variants were primarily associated with variability in physical and mental quality-of-life dimensions. The cluster-based approach revealed multidimensional clinical heterogeneity not captured by conventional univariate analyses. Integrating genetic polymorphisms with clinical and quality-of-life data may support the identification and interpretation of distinct cardiometabolic profiles among orthopedic patients. Cluster-based stratification represents a valuable framework for capturing complex patient heterogeneity and supports future precision-oriented research in orthopedic and cardiometabolic populations.

## Linked entities

- **Genes:** VDR (vitamin D receptor) [NCBI Gene 7421], COMT (catechol-O-methyltransferase) [NCBI Gene 1312], OPRM1 (opioid receptor mu 1) [NCBI Gene 4988]

## Full-text entities

- **Genes:** CRP (C-reactive protein) [NCBI Gene 1401] {aka PTX1}, VDR (vitamin D receptor) [NCBI Gene 7421] {aka NR1I1, PPP1R163}, COMT (catechol-O-methyltransferase) [NCBI Gene 1312] {aka HEL-S-98n}, OPRM1 (opioid receptor mu 1) [NCBI Gene 4988] {aka LMOR, M-OR-1, MOP, MOR, MOR1, OPRM}
- **Diseases:** bodily pain (MESH:D010146), Hypertension (MESH:D006973), intellectual disability (MESH:D008607), Cardiometabolic (MESH:D024821), Inflammatory (MESH:D007249), degenerative disease (MESH:D019636), injury to (MESH:D014947), malignancy (MESH:D009369), Diabetes mellitus (MESH:D003920), cardiovascular conditions (MESH:D002318), dementia (MESH:D003704), overweight (MESH:D050177), obesity (MESH:D009765), autoimmune disease (MESH:D001327), Orthopedic (MESH:D009140), infectious (MESH:D003141)
- **Chemicals:** 25-hydroxyvitamin D (MESH:C104450), vitamin D (MESH:D014807), 25-hydroxyvitamin D3 (MESH:D002112), 25-OH-D (-), Vitamin D3 (MESH:D002762), catecholamine (MESH:D002395), creatinine (MESH:D003404), glucose (MESH:D005947)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Mutations:** C for the G, C for the C, rs4680, rs6296, rs2228570, rs1799971, rs510769, rs7975232, C for the T, C for the A, rs1544410

## Full text

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## Figures

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## References

45 references — full list in the complete paper: https://tomesphere.com/paper/PMC12941345/full.md

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Source: https://tomesphere.com/paper/PMC12941345