Using multivariable Mendelian randomization to estimate the causal effect of bone mineral density on osteoarthritis risk, independently of body mass index

被引:38
作者
Hartley, April [1 ,2 ]
Sanderson, Eleanor [1 ]
Granell, Raquel [1 ]
Paternoster, Lavinia [1 ]
Zheng, Jie [1 ]
Smith, George Davey [1 ]
Southam, Lorraine [3 ]
Hatzikotoulas, Konstantinos [3 ]
Boer, Cindy G. [4 ]
van Meurs, Joyce [4 ]
Zeggini, Eleftheria [3 ]
Consortium, Genetics Of Osteoarthritis
Gregson, Celia L. [2 ]
Tobias, Jon H. [1 ,2 ]
机构
[1] Univ Bristol, Bristol Med Sch, MRC Integrat Epidemiol Unit, Populat Hlth Sci, Bristol, Avon, England
[2] Univ Bristol, Bristol Med Sch, Musculoskeletal Res Unit, Translat Hlth Sci, Bristol, Avon, England
[3] German Res Ctr Environm Hlth, Inst Translat Genom, Helmholtz Zentrum Munchen, D-85764 Neuherberg, Germany
[4] Erasmus MC, Dept Internal Med & Epidemiol, Rotterdam, Netherlands
基金
英国医学研究理事会; 英国惠康基金;
关键词
Osteoarthritis; bone mineral density; Mendelian randomization; body mass index; UK Biobank; KNEE OSTEOARTHRITIS; HIP OSTEOARTHRITIS; AFRICAN-AMERICANS; UNITED-STATES; PREVALENCE; INDIVIDUALS; INSTRUMENTS; PROGRESSION; CAUCASIANS; SYMPTOMS;
D O I
10.1093/ije/dyab251
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
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 x 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 (beta(hip) = 1.10 [95% CI = 0.36, 1.84], p = 0.003, beta(knee) = 4.16 [95% CI = 2.74, 5.57], p = 8 x 10(-9), beta = 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.
引用
收藏
页码:1254 / 1267
页数:14
相关论文
共 51 条
[1]   UK Biobank Data: Come and Get It [J].
Allen, Naomi E. ;
Sudlow, Cathie ;
Peakman, Tim ;
Collins, Rory .
SCIENCE TRANSLATIONAL MEDICINE, 2014, 6 (224)
[2]   Deciphering osteoarthritis genetics across 826,690 individuals from 9 populations [J].
Boer, Cindy G. ;
Hatzikotoulas, Konstantinos ;
Southam, Lorraine ;
Stefansdottir, Lilja ;
Zhang, Yanfei ;
de Almeida, Rodrigo Coutinho ;
Wu, Tian T. ;
Zheng, Jie ;
Hartley, April ;
Teder-Laving, Maris ;
Skogholt, Anne Heidi ;
Terao, Chikashi ;
Zengini, Eleni ;
Alexiadis, George ;
Barysenka, Andrei ;
Bjornsdottir, Gyda ;
Gabrielsen, Maiken E. ;
Gilly, Arthur ;
Ingvarsson, Thorvaldur ;
Johnsen, Marianne B. ;
Jonsson, Helgi ;
Kloppenburg, Margreet ;
Luetge, Almut ;
Lund, Sigrun H. ;
Magi, Reedik ;
Mangino, Massimo ;
Nelissen, Rob R. G. H. H. ;
Shivakumar, Manu ;
Steinberg, Julia ;
Takuwa, Hiroshi ;
Thomas, Laurent F. ;
Tuerlings, Margo ;
Babis, George C. ;
Cheung, Jason Pui Yin ;
Kang, Jae Hee ;
Kraft, Peter ;
Lietman, Steven A. ;
Samartzis, Dino ;
Slagboom, P. Eline ;
Stefansson, Kari ;
Thorsteinsdottir, Unnur ;
Tobias, Jonathan H. ;
Uitterlinden, Andre G. ;
Winsvold, Bendik ;
Zwart, John-Anker ;
Smith, George Davey ;
Sham, Pak Chung ;
Thorleifsson, Gudmar ;
Gaunt, Tom R. ;
Morris, Andrew P. .
CELL, 2021, 184 (18) :4784-+
[3]   Consistent Estimation in Mendelian Randomization with Some Invalid Instruments Using a Weighted Median Estimator [J].
Bowden, Jack ;
Smith, George Davey ;
Haycock, Philip C. ;
Burgess, Stephen .
GENETIC EPIDEMIOLOGY, 2016, 40 (04) :304-314
[4]   Mendelian randomization with invalid instruments: effect estimation and bias detection through Egger regression [J].
Bowden, Jack ;
Smith, George Davey ;
Burgess, Stephen .
INTERNATIONAL JOURNAL OF EPIDEMIOLOGY, 2015, 44 (02) :512-525
[5]   A review of instrumental variable estimators for Mendelian randomization [J].
Burgess, Stephen ;
Small, Dylan S. ;
Thompson, Simon G. .
STATISTICAL METHODS IN MEDICAL RESEARCH, 2017, 26 (05) :2333-2355
[6]  
Burgess S, 2015, AM J EPIDEMIOL, V181, P251, DOI 10.1093/aje/kwu283
[7]   Bone remodelling in osteoarthritis [J].
Burr, David B. ;
Gallant, Maxime A. .
NATURE REVIEWS RHEUMATOLOGY, 2012, 8 (11) :665-673
[8]   A comparison of bone density and bone morphology between patients presenting with hip fractures, spinal fractures or a combination of the two [J].
Crilly, Richard G. ;
Cox, Lizebeth .
BMC MUSCULOSKELETAL DISORDERS, 2013, 14
[9]   Genome-wide meta-analysis identifies 56 bone mineral density loci and reveals 14 loci associated with risk of fracture [J].
Estrada, Karol ;
Styrkarsdottir, Unnur ;
Evangelou, Evangelos ;
Hsu, Yi-Hsiang ;
Duncan, Emma L. ;
Ntzani, Evangelia E. ;
Oei, Ling ;
Albagha, Omar M. E. ;
Amin, Najaf ;
Kemp, John P. ;
Koller, Daniel L. ;
Li, Guo ;
Liu, Ching-Ti ;
Minster, Ryan L. ;
Moayyeri, Alireza ;
Vandenput, Liesbeth ;
Willner, Dana ;
Xiao, Su-Mei ;
Yerges-Armstrong, Laura M. ;
Zheng, Hou-Feng ;
Alonso, Nerea ;
Eriksson, Joel ;
Kammerer, Candace M. ;
Kaptoge, Stephen K. ;
Leo, Paul J. ;
Thorleifsson, Gudmar ;
Wilson, Scott G. ;
Wilson, James F. ;
Aalto, Ville ;
Alen, Markku ;
Aragaki, Aaron K. ;
Aspelund, Thor ;
Center, Jacqueline R. ;
Dailiana, Zoe ;
Duggan, David J. ;
Garcia, Melissa ;
Garcia-Giralt, Natalia ;
Giroux, Sylvie ;
Hallmans, Goran ;
Hocking, Lynne J. ;
Husted, Lise Bjerre ;
Jameson, Karen A. ;
Khusainova, Rita ;
Kim, Ghi Su ;
Kooperberg, Charles ;
Koromila, Theodora ;
Kruk, Marcin ;
Laaksonen, Marika ;
Lacroix, Andrea Z. ;
Lee, Seung Hun .
NATURE GENETICS, 2012, 44 (05) :491-+
[10]   Causal Factors for Knee, Hip, and Hand Osteoarthritis: A Mendelian Randomization Study in the UK Biobank [J].
Funck-Brentano, Thomas ;
Nethander, Maria ;
Moverare-Skrtic, Sofia ;
Richette, Pascal ;
Ohlsson, Claes .
ARTHRITIS & RHEUMATOLOGY, 2019, 71 (10) :1634-1641