TY - JOUR
T1 - Using multivariable Mendelian randomization to estimate the causal effect of bone mineral density on osteoarthritis risk, independently of body mass index
AU - Hartley, April
AU - Sanderson, Eleanor
AU - Granell, Raquel
AU - Paternoster, Lavinia
AU - Zheng, Jie
AU - Smith, George Davey
AU - Southam, Lorraine
AU - Hatzikotoulas, Konstantinos
AU - Boer, Cindy G.
AU - Van Meurs, Joyce
AU - Zeggini, Eleftheria
AU - Gregson, Celia L.
AU - Tobias, Jon H.
AU - Stefánsdóttir, Lilja
AU - Zhang, Yanfei
AU - De Almeida, Rodrigo Coutinho
AU - Wu, Tian T.
AU - Teder-Laving, Maris
AU - Skogholt, Anne Heidi
AU - Terao, Chikashi
AU - Zengini, Eleni
AU - Alexiadis, George
AU - Barysenka, Andrei
AU - Bjornsdottir, Gyda
AU - Gabrielsen, Maiken E.
AU - Gilly, Arthur
AU - Ingvarsson, Thorvaldur
AU - Johnsen, Marianne B.
AU - Jonsson, Helgi
AU - Kloppenburg, Margreet G.
AU - Luetge, Almut
AU - Mägi, Reedik
AU - Mangino, Massimo
AU - Nelissen, Rob R.G.H.H.
AU - Shivakumar, Manu
AU - Steinberg, Julia
AU - Takuwa, Hiroshi
AU - Thomas, Laurent
AU - Tuerlings, Margo
AU - Babis, George
AU - Cheung, Jason Pui Yin
AU - Samartzis, Dino
AU - Lietman, Steve A.
AU - Slagboom, P. Eline
AU - Stefansson, Kari
AU - Uitterlinden, André G.
AU - Winsvold, Bendik
AU - Zwart, John Anker
AU - Sham, Pak Chung
AU - Thorleifsson, Gudmar
AU - Gaunt, Tom R.
AU - Morris, Andrew P.
AU - Valdes, Ana M.
AU - Tsezou, Aspasia
AU - Cheah, Kathryn S.E.
AU - Ikegawa, Shiro
AU - Hveem, Kristian
AU - Esko, Tõnu
AU - Wilkinson, J. Mark
AU - Meulenbelt, Ingrid
AU - Michael Lee, Ming Ta
AU - Styrkársdóttir, Unnur
N1 - Publisher Copyright:
© 2021 The Author(s). Published by Oxford University Press on behalf of the International Epidemiological Association.
PY - 2022/8/1
Y1 - 2022/8/1
N2 - Objectives: Observational analyses suggest that high bone mineral density (BMD) is a risk factor for osteoarthritis (OA); it is unclear whether this represents a causal effect or shared aetiology and whether these relationships are body mass index (BMI)-independent. We performed bidirectional Mendelian randomization (MR) to uncover the causal pathways between BMD, BMI and OA. Methods: One-sample (1S)MR estimates were generated by two-stage least-squares regression. Unweighted allele scores instrumented each exposure. Two-sample (2S)MR estimates were generated using inverse-variance weighted random-effects meta-analysis. Multivariable MR (MVMR), including BMD and BMI instruments in the same model, determined the BMI-independent causal pathway from BMD to OA. Latent causal variable (LCV) analysis, using weight-adjusted femoral neck (FN)-BMD and hip/knee OA summary statistics, determined whether genetic correlation explained the causal effect of BMD on OA. Results: 1SMR provided strong evidence for a causal effect of BMD estimated from heel ultrasound (eBMD) on hip and knee OA {odds ratio [OR]hip = 1.28 [95% confidence interval (CI) = 1.05, 1.57], p = 0.02, ORknee = 1.40 [95% CI = 1.20, 1.63], p = 3 × 10-5, OR per standard deviation [SD] increase}. 2SMR effect sizes were consistent in direction. Results suggested that the causal pathways between eBMD and OA were bidirectional (βhip = 1.10 [95% CI = 0.36, 1.84], p = 0.003, βknee = 4.16 [95% CI = 2.74, 5.57], p = 8 × 10-9, β = SD increase per doubling in risk). MVMR identified a BMI-independent causal pathway between eBMD and hip/knee OA. LCV suggested that genetic correlation (i.e. shared genetic aetiology) did not fully explain the causal effects of BMD on hip/knee OA. Conclusions: These results provide evidence for a BMI-independent causal effect of eBMD on OA. Despite evidence of bidirectional effects, the effect of BMD on OA did not appear to be fully explained by shared genetic aetiology, suggesting a direct action of bone on joint deterioration.
AB - Objectives: Observational analyses suggest that high bone mineral density (BMD) is a risk factor for osteoarthritis (OA); it is unclear whether this represents a causal effect or shared aetiology and whether these relationships are body mass index (BMI)-independent. We performed bidirectional Mendelian randomization (MR) to uncover the causal pathways between BMD, BMI and OA. Methods: One-sample (1S)MR estimates were generated by two-stage least-squares regression. Unweighted allele scores instrumented each exposure. Two-sample (2S)MR estimates were generated using inverse-variance weighted random-effects meta-analysis. Multivariable MR (MVMR), including BMD and BMI instruments in the same model, determined the BMI-independent causal pathway from BMD to OA. Latent causal variable (LCV) analysis, using weight-adjusted femoral neck (FN)-BMD and hip/knee OA summary statistics, determined whether genetic correlation explained the causal effect of BMD on OA. Results: 1SMR provided strong evidence for a causal effect of BMD estimated from heel ultrasound (eBMD) on hip and knee OA {odds ratio [OR]hip = 1.28 [95% confidence interval (CI) = 1.05, 1.57], p = 0.02, ORknee = 1.40 [95% CI = 1.20, 1.63], p = 3 × 10-5, OR per standard deviation [SD] increase}. 2SMR effect sizes were consistent in direction. Results suggested that the causal pathways between eBMD and OA were bidirectional (βhip = 1.10 [95% CI = 0.36, 1.84], p = 0.003, βknee = 4.16 [95% CI = 2.74, 5.57], p = 8 × 10-9, β = SD increase per doubling in risk). MVMR identified a BMI-independent causal pathway between eBMD and hip/knee OA. LCV suggested that genetic correlation (i.e. shared genetic aetiology) did not fully explain the causal effects of BMD on hip/knee OA. Conclusions: These results provide evidence for a BMI-independent causal effect of eBMD on OA. Despite evidence of bidirectional effects, the effect of BMD on OA did not appear to be fully explained by shared genetic aetiology, suggesting a direct action of bone on joint deterioration.
KW - Mendelian randomization
KW - Osteoarthritis
KW - UK Biobank
KW - body mass index
KW - bone mineral density
UR - http://www.scopus.com/inward/record.url?scp=85135580972&partnerID=8YFLogxK
U2 - 10.1093/ije/dyab251
DO - 10.1093/ije/dyab251
M3 - Article
C2 - 34897459
AN - SCOPUS:85135580972
SN - 0300-5771
VL - 51
SP - 1254
EP - 1267
JO - International Journal of Epidemiology
JF - International Journal of Epidemiology
IS - 4
ER -