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Arjan P Bergink, Katerina Trajanoska, André G Uitterlinden, Joyce B J van Meurs, Mendelian randomization study on vitamin D levels and osteoarthritis risk: a concise report, Rheumatology, Volume 60, Issue 7, July 2021, Pages 3409–3412, https://doi.org/10.1093/rheumatology/keaa697
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Abstract
The role of vitamin D in OA is unclear and previous epidemiological studies have provided inconsistent results. We conducted a two-sample Mendelian randomization (MR) study to investigate the causal relationship between genetically determined serum vitamin D levels and hip/knee OA.
Six single-nucleotide polymorphisms (SNPs) associated with vitamin D levels in the Study of Underlying Genetic Determinants of Vitamin D and Highly Related Traits Consortium were selected as instrumental variables. Summary statistics of the SNPs effects on OA were derived from the Iceland and UK Biobank, comprising 23 877 knee OA cases, 17 151 hip OA cases and >562 000 controls. The control samples match the OA cases in age, sex and county of origin.
The MR analyses showed no causal association between genetically determined vitamin D levels and knee OA [odds ratio (OR) 1.03 (95% CI 0.84, 1.26)] or hip OA [OR 1.06 (95% CI 0.83, 1.35)].
Genetic variations associated with low vitamin D serum levels are not associated with increased risk of hip or knee OA in community-dwelling older adults, suggesting that vitamin D levels are not causally linked to OA. It is therefore unlikely that vitamin D supplementation protects against hip or knee OA.
Genetically determined vitamin D levels are not associated with hip or knee osteoarthritis risk.
It is therefore unlikely that vitamin D supplementation protects against hip or knee OA.
Introduction
Vitamin D status influences bone metabolism; while severe deficiency causes rickets in children and osteomalacia in adults, more mild deficiencies lead to a decrease in bone mineral density (BMD) and increased fracture risk [1]. Since OA is associated with bone characteristics like increased BMD [2] and fracture risk [3], it is hypothesized that vitamin D status influences the development of OA. However, studies on the association between vitamin D levels and OA show inconsistent results [4] .
One possible explanation for these conflicting results is that the vitamin D status of the subjects measured in the circulation at one time point does not reflect the actual vitamin D status over a longer period of time. The vitamin D levels at the time of blood draw may be influenced by factors such as sun exposure, dietary intake and vitamin D supplementation, which cannot be completely corrected for by adjustment or matching cases and controls. Another problem in studies on the association between vitamin D levels and OA is the possible confounding effect of physical activity level: lower activity could lead to less sun exposure, resulting in lower vitamin D levels.
A way to obtain more reliable estimates of the vitamin D status over a longer period of time without confounding is to consider genetic variants that determine vitamin D levels. A meta-analyses of a genome-wide association study (GWAS) in the Study of Underlying Genetic Determinants of Vitamin D and Highly Related Traits (SUNLIGHT) Consortium found common variants near genes involved in cholesterol synthesis (DHCR7), hydroxylation (CYP2R1, CYP24A1) and vitamin D transport (GC) influencing vitamin D status [5]. In an expansion of this study, two additional loci in SEC23A and AMDHD1 were found [6]. Individuals with risk alleles at these loci had substantially elevated risk for vitamin D insufficiency.
We conducted a two-sample Mendelian randomization (MR) study to examine whether there is a causal relationship between genetically increased vitamin D levels and hip/knee OA. MR is a study design in which genetic variants are used as a proxy for modifiable exposure to test the unconfounded effect of the exposure on a specific outcome.
Methods
Six single-nucleotide polymorphisms (SNPs) associated with the 25-hydroxyvitamin D [25(OH)D] level were identified from the expanded SUNLIGHT GWAS meta-analysis [6] (79 366 discovery sample and a 40 562 replication sample): rs3755967 (in GC), rs12785878 (in NADSYN1/DHCR7), rs10741657 (in CYP2R1), rs17216707 (in CYP24A1), rs10745742 (in AMDHD1) and rs8018720 (in SEC23A). Next we conducted an MR study to describe the effect of genetically lowered 25(OH)D on the odds of hip and knee OA in the Iceland and UK Biobank meta-analysis [7]. The Icelandic study included 5714 individuals with hip OA and 4672 individuals with knee OA, as well as >172 000 controls. The UK Biobank study contained 11 437 individuals with hip OA, 19 205 with knee OA and >389 000 controls, all of white British ancestry, selected from the UK Biobank resource of 500 000 British volunteers [7].
In our MR analysis, we assessed the effects of the SNPs on the risk of hip and knee OA, weighting the effect of each SNP by its effect on vitamin D. The individual estimates of the effect were then pooled using statistically efficient estimators formally analogous to those of inverse-variance weighted (IVW) meta-analysis [8]. In addition, we used weighted median (WM), an MR method that generates consistent effect estimates as long as >50% of the SNPs are valid instrumental variables [9]. The R package MendelianRandomization [10] was used to generate the IVW and WM MR effect estimates (R Foundation for Statistical Computing, Vienna, Austria).
Results
In Table 1, the association between the six SNPs associated with vitamin D levels and hip and knee OA are shown. In the Iceland population, two SNPs reached nominal significance for one of the studied OA phenotypes (rs12785878 for hip OA and rs10745742 for knee OA). In the UK Biobank population, rs17216707 was significantly associated with knee OA. The combined analysis showed only a nominal significant association for rs17216707, where the C allele (associated with a lower vitamin D level) was associated with a decreased risk for knee OA.
Phenotype . | SNP . | Chromo some . | Effect allele . | Other allele . | Iceland . | UK Biobank . | Iceland and UK Biobank combined . | ||||
---|---|---|---|---|---|---|---|---|---|---|---|
OR . | P-value . | OR . | P-value . | OR . | 95% CI . | P-value . | |||||
Hip OA | rs3755967 | 4 | T | C | 1.027 | 0.316 | 1.016 | 0.283 | 1.019 | 0.993, 1.045 | 0.154 |
rs12785878 | 11 | G | T | 1.055 | 0.035 | 0.984 | 0.345 | 1.005 | 0.978, 1.033 | 0.703 | |
rs10741657 | 11 | A | G | 1.009 | 0.721 | 0.982 | 0.201 | 0.989 | 1.013, 0.966 | 0.352 | |
rs17216707 | 20 | C | T | 0.970 | 0.334 | 1.028 | 0.120 | 1.014 | 0.984, 1.045 | 0.372 | |
rs10745742 | 12 | T | C | 1.002 | 0.935 | 0.984 | 0.249 | 0.988 | 1.012, 0.965 | 0.335 | |
rs8018720 | 14 | G | C | 0.982 | 0.605 | 1.012 | 0.492 | 1.006 | 0.975, 1.038 | 0.708 | |
Knee OA | rs3755967 | 4 | T | C | 1.025 | 0.384 | 1.015 | 0.190 | 1.017 | 0.995, 1.038 | 0.124 |
rs12785878 | 11 | G | T | 1.053 | 0.052 | 1.008 | 0.534 | 1.017 | 0.994, 1.040 | 0.159 | |
rs10741657 | 11 | A | G | 1.022 | 0.401 | 0.995 | 0.639 | 1.000 | 1.019, 0.979 | 0.915 | |
rs17216707 | 20 | C | T | 0.994 | 0.850 | 0.953 | 0.001 | 0.959 | 0.983, 0.935 | 0.001 | |
rs10745742 | 12 | T | C | 0.937 | 0.015 | 0.988 | 0.281 | 0.981 | 1.000, 0.962 | 0.055 | |
rs8018720 | 14 | G | C | 1.004 | 0.918 | 1.002 | 0.910 | 1.002 | 0.976, 1.028 | 0.887 |
Phenotype . | SNP . | Chromo some . | Effect allele . | Other allele . | Iceland . | UK Biobank . | Iceland and UK Biobank combined . | ||||
---|---|---|---|---|---|---|---|---|---|---|---|
OR . | P-value . | OR . | P-value . | OR . | 95% CI . | P-value . | |||||
Hip OA | rs3755967 | 4 | T | C | 1.027 | 0.316 | 1.016 | 0.283 | 1.019 | 0.993, 1.045 | 0.154 |
rs12785878 | 11 | G | T | 1.055 | 0.035 | 0.984 | 0.345 | 1.005 | 0.978, 1.033 | 0.703 | |
rs10741657 | 11 | A | G | 1.009 | 0.721 | 0.982 | 0.201 | 0.989 | 1.013, 0.966 | 0.352 | |
rs17216707 | 20 | C | T | 0.970 | 0.334 | 1.028 | 0.120 | 1.014 | 0.984, 1.045 | 0.372 | |
rs10745742 | 12 | T | C | 1.002 | 0.935 | 0.984 | 0.249 | 0.988 | 1.012, 0.965 | 0.335 | |
rs8018720 | 14 | G | C | 0.982 | 0.605 | 1.012 | 0.492 | 1.006 | 0.975, 1.038 | 0.708 | |
Knee OA | rs3755967 | 4 | T | C | 1.025 | 0.384 | 1.015 | 0.190 | 1.017 | 0.995, 1.038 | 0.124 |
rs12785878 | 11 | G | T | 1.053 | 0.052 | 1.008 | 0.534 | 1.017 | 0.994, 1.040 | 0.159 | |
rs10741657 | 11 | A | G | 1.022 | 0.401 | 0.995 | 0.639 | 1.000 | 1.019, 0.979 | 0.915 | |
rs17216707 | 20 | C | T | 0.994 | 0.850 | 0.953 | 0.001 | 0.959 | 0.983, 0.935 | 0.001 | |
rs10745742 | 12 | T | C | 0.937 | 0.015 | 0.988 | 0.281 | 0.981 | 1.000, 0.962 | 0.055 | |
rs8018720 | 14 | G | C | 1.004 | 0.918 | 1.002 | 0.910 | 1.002 | 0.976, 1.028 | 0.887 |
SNP: single nucleotide polymorphism, OR: odds ratio, OA: osteoarthritis
Phenotype . | SNP . | Chromo some . | Effect allele . | Other allele . | Iceland . | UK Biobank . | Iceland and UK Biobank combined . | ||||
---|---|---|---|---|---|---|---|---|---|---|---|
OR . | P-value . | OR . | P-value . | OR . | 95% CI . | P-value . | |||||
Hip OA | rs3755967 | 4 | T | C | 1.027 | 0.316 | 1.016 | 0.283 | 1.019 | 0.993, 1.045 | 0.154 |
rs12785878 | 11 | G | T | 1.055 | 0.035 | 0.984 | 0.345 | 1.005 | 0.978, 1.033 | 0.703 | |
rs10741657 | 11 | A | G | 1.009 | 0.721 | 0.982 | 0.201 | 0.989 | 1.013, 0.966 | 0.352 | |
rs17216707 | 20 | C | T | 0.970 | 0.334 | 1.028 | 0.120 | 1.014 | 0.984, 1.045 | 0.372 | |
rs10745742 | 12 | T | C | 1.002 | 0.935 | 0.984 | 0.249 | 0.988 | 1.012, 0.965 | 0.335 | |
rs8018720 | 14 | G | C | 0.982 | 0.605 | 1.012 | 0.492 | 1.006 | 0.975, 1.038 | 0.708 | |
Knee OA | rs3755967 | 4 | T | C | 1.025 | 0.384 | 1.015 | 0.190 | 1.017 | 0.995, 1.038 | 0.124 |
rs12785878 | 11 | G | T | 1.053 | 0.052 | 1.008 | 0.534 | 1.017 | 0.994, 1.040 | 0.159 | |
rs10741657 | 11 | A | G | 1.022 | 0.401 | 0.995 | 0.639 | 1.000 | 1.019, 0.979 | 0.915 | |
rs17216707 | 20 | C | T | 0.994 | 0.850 | 0.953 | 0.001 | 0.959 | 0.983, 0.935 | 0.001 | |
rs10745742 | 12 | T | C | 0.937 | 0.015 | 0.988 | 0.281 | 0.981 | 1.000, 0.962 | 0.055 | |
rs8018720 | 14 | G | C | 1.004 | 0.918 | 1.002 | 0.910 | 1.002 | 0.976, 1.028 | 0.887 |
Phenotype . | SNP . | Chromo some . | Effect allele . | Other allele . | Iceland . | UK Biobank . | Iceland and UK Biobank combined . | ||||
---|---|---|---|---|---|---|---|---|---|---|---|
OR . | P-value . | OR . | P-value . | OR . | 95% CI . | P-value . | |||||
Hip OA | rs3755967 | 4 | T | C | 1.027 | 0.316 | 1.016 | 0.283 | 1.019 | 0.993, 1.045 | 0.154 |
rs12785878 | 11 | G | T | 1.055 | 0.035 | 0.984 | 0.345 | 1.005 | 0.978, 1.033 | 0.703 | |
rs10741657 | 11 | A | G | 1.009 | 0.721 | 0.982 | 0.201 | 0.989 | 1.013, 0.966 | 0.352 | |
rs17216707 | 20 | C | T | 0.970 | 0.334 | 1.028 | 0.120 | 1.014 | 0.984, 1.045 | 0.372 | |
rs10745742 | 12 | T | C | 1.002 | 0.935 | 0.984 | 0.249 | 0.988 | 1.012, 0.965 | 0.335 | |
rs8018720 | 14 | G | C | 0.982 | 0.605 | 1.012 | 0.492 | 1.006 | 0.975, 1.038 | 0.708 | |
Knee OA | rs3755967 | 4 | T | C | 1.025 | 0.384 | 1.015 | 0.190 | 1.017 | 0.995, 1.038 | 0.124 |
rs12785878 | 11 | G | T | 1.053 | 0.052 | 1.008 | 0.534 | 1.017 | 0.994, 1.040 | 0.159 | |
rs10741657 | 11 | A | G | 1.022 | 0.401 | 0.995 | 0.639 | 1.000 | 1.019, 0.979 | 0.915 | |
rs17216707 | 20 | C | T | 0.994 | 0.850 | 0.953 | 0.001 | 0.959 | 0.983, 0.935 | 0.001 | |
rs10745742 | 12 | T | C | 0.937 | 0.015 | 0.988 | 0.281 | 0.981 | 1.000, 0.962 | 0.055 | |
rs8018720 | 14 | G | C | 1.004 | 0.918 | 1.002 | 0.910 | 1.002 | 0.976, 1.028 | 0.887 |
SNP: single nucleotide polymorphism, OR: odds ratio, OA: osteoarthritis
Table 2 shows the results of the MR analysis between vitamin D levels and knee and hip OA. No causal effect of the genetic risk variants on knee or hip OA were found: for knee OA the odds ratio (OR) was 1.03 (95% CI 0.84, 1.26; IVW method) and for hip OA the OR was 1.06 (95% CI 0.83, 1.35). With the weight median method, similar results were found.
Trait . | Method . | Fixed model . | ||||
---|---|---|---|---|---|---|
β . | s.e. . | ORa (95% CI) . | P-value . | P-heterogeneity . | ||
Knee OA | IVW | 0.032 | 0.103 | 1.03 (0.84, 1.26) | 0.76 | 0.63 |
Weighted median | 0.077 | 0.112 | 1.08 (0.87, 1.34) | 0.49 | ||
Hip OA | IVW | 0.059 | 0.124 | 1.06 (0.83, 1.35) | 0.63 | 0.98 |
Weighted median | 0.085 | 0.136 | 1.09 (0.83, 1.42) | 0.53 |
Trait . | Method . | Fixed model . | ||||
---|---|---|---|---|---|---|
β . | s.e. . | ORa (95% CI) . | P-value . | P-heterogeneity . | ||
Knee OA | IVW | 0.032 | 0.103 | 1.03 (0.84, 1.26) | 0.76 | 0.63 |
Weighted median | 0.077 | 0.112 | 1.08 (0.87, 1.34) | 0.49 | ||
Hip OA | IVW | 0.059 | 0.124 | 1.06 (0.83, 1.35) | 0.63 | 0.98 |
Weighted median | 0.085 | 0.136 | 1.09 (0.83, 1.42) | 0.53 |
Per 1 unit increase in vitamin D (nmol/l).
Trait . | Method . | Fixed model . | ||||
---|---|---|---|---|---|---|
β . | s.e. . | ORa (95% CI) . | P-value . | P-heterogeneity . | ||
Knee OA | IVW | 0.032 | 0.103 | 1.03 (0.84, 1.26) | 0.76 | 0.63 |
Weighted median | 0.077 | 0.112 | 1.08 (0.87, 1.34) | 0.49 | ||
Hip OA | IVW | 0.059 | 0.124 | 1.06 (0.83, 1.35) | 0.63 | 0.98 |
Weighted median | 0.085 | 0.136 | 1.09 (0.83, 1.42) | 0.53 |
Trait . | Method . | Fixed model . | ||||
---|---|---|---|---|---|---|
β . | s.e. . | ORa (95% CI) . | P-value . | P-heterogeneity . | ||
Knee OA | IVW | 0.032 | 0.103 | 1.03 (0.84, 1.26) | 0.76 | 0.63 |
Weighted median | 0.077 | 0.112 | 1.08 (0.87, 1.34) | 0.49 | ||
Hip OA | IVW | 0.059 | 0.124 | 1.06 (0.83, 1.35) | 0.63 | 0.98 |
Weighted median | 0.085 | 0.136 | 1.09 (0.83, 1.42) | 0.53 |
Per 1 unit increase in vitamin D (nmol/l).
Discussion
Past observational studies on the association between vitamin D serum levels and OA led to conflicting results. These inconsistencies may be explained by confounding factors associated with low vitamin D levels. Especially in cross-sectional studies, a possible association can be influenced by the fact that subjects with OA of the lower limbs are less mobile and are thus less exposed to sunlight and so will have lower vitamin D serum levels. In longitudinal studies, low vitamin D levels at baseline could also indicate low activity levels, which could be related to worsening of OA. Zhang et al. [11] demonstrated that exercise may decrease cytokine and cytokine-related protein levels in the synovial fluid and inhibit inflammatory factor–mediated cartilage degradation in knee OA patients. To eliminate the influence of lifestyle factors associated with low vitamin D levels, we conducted an MR study on vitamin D levels in relation to OA.
Our MR analyses, with six SNPs associated with vitamin D levels as instrumental variables and comprising 23 877 knee OA cases, 17 151 hip OA cases and >562 000 controls, showed no causal association between genetically determined vitamin D levels and knee or hip OA. This is in line with most randomized controlled trials conducted to study the effect of vitamin D on the development of OA, finding no evidence for benefits of supplementation [12].
There are some limitations to our study. The OA case definition originated from electronic health records and clinical evaluations and was not defined by both symptoms and radiographs, using the Kellgren and Lawrence grade to define radiographic OA, as recommended for population cohort studies [13]. We can therefore not rule out that specific radiologic features of OA, like prevalent joint space narrowing of the knee or progressive knee OA, are associated with low vitamin D levels, as shown in past studies [4]. Furthermore, the combined effect on the vitamin D levels of the six SNPs we used could be too little to detect an association with knee or hip OA. Another limitation is that our MR study was based on only six SNPs as identified in an earlier GWAS and with 7.5% explained variance [6], while the latest GWAS on 25(OH)D levels identified 143 independent SNPs explaining 13% of the variance [14]. Currently we cannot exclude that associations might have been missed because of the low explained variance but do not expect this to change when using the MR instrument based on 143 SNPs. Finally, in our MR analyses we assume that there is a linear exposure risk association, thus non-linear relations, like the threshold effect, or U-shaped relations, will not be detected.
The strength of this study is that by studying genetically predicted vitamin D levels instead of a one-time measurement of circulating vitamin D levels, a possible association with OA is not confounded by lifestyle factors such as activity level, vitamin D intake or supplementation. We conclude that the common genetic variants associated with low serum vitamin D levels are not associated with increased risk of hip or knee OA, thus the supplementation of vitamin D does not protect against hip or knee OA.
Acknowledgements
The authors are grateful to Unnur Styrkarsdottir of DeCODE genetics/Amgen, Reykjavik, Iceland, for supplying the data necessary for our analyses. A.P.B. was responsible for conception and design, analysis and interpretation of the data and drafting of the manuscript and provided statistical expertise. K.T. was responsible for analysis and interpretation of the data and provided statistical expertise. A.G.U. was responsible for conception and design; analysis and interpretation of the data; critical revision of the manuscript for important intellectual content; provision of study materials or patients; administrative, technical or logistic support and collection and assembly of data; obtained funding and provided statistical expertise. J.B.J.v.M. was responsible for conception and design; analysis and interpretation of the data; drafting of the manuscript; critical revision of the manuscript for important intellectual content; administrative, technical or logistic support and collection and assembly of data. All authors approved the final article.
Funding: None of the authors received any funding related to the writing of this article.
Disclosure statement: The authors have no conflicts of interest to disclose.
Data availability statement
The data underlying this article will be shared upon reasonable request to the corresponding author.
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