Effects of adiposity on the human plasma proteome: observational and Mendelian randomisation estimates

被引:30
作者
Goudswaard, Lucy J.
Bell, Joshua A.
Hughes, David A.
Corbin, Laura J.
Walter, Klaudia
Davey Smith, George
Soranzo, Nicole
Danesh, John
Di Angelantonio, Emanuele
Ouwehand, Willem H.
Watkins, Nicholas A.
Roberts, David J.
Butterworth, Adam S.
Hers, Ingeborg
Timpson, Nicholas J.
机构
[1] Medical Research Council (MRC) Integrative Epidemiology Unit at the University of Bristol, Bristol
[2] Population Health Sciences, Bristol Medical School, University of Bristol, Bristol
[3] School of Physiology, Pharmacology and Neuroscience, University of Bristol, Bristol
[4] Bristol Heart Institute, Bristol
[5] Wellcome Sanger Institute, Hinxton
[6] Department of Haematology, School of Clinical Medicine, University of Cambridge, Cambridge
[7] NIHR Blood and Transplant Research Unit in Donor Health and Genomics, Department of Public Health and Primary Care, University of Cambridge, Cambridge
[8] MRC/BHF Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge
[9] British Heart Foundation Centre of Research Excellence, University of Cambridge, Cambridge
[10] NIHR Cambridge Biomedical Research Centre, University of Cambridge and Cambridge University Hospitals, Cambridge
[11] Health Data Research UK Cambridge, Wellcome Genome Campus and University of Cambridge, Cambridge
[12] NHS Blood and Transplant, Cambridge Biomedical Campus, Cambridge
[13] NHS Blood and Transplant-Oxford Centre, Level 2, John Radcliffe Hospital, Oxford
[14] Radcliffe Department of Medicine, University of Oxford, John Radcliffe Hospital, Oxford
基金
英国医学研究理事会; 英国惠康基金; 英国工程与自然科学研究理事会;
关键词
HORMONE-BINDING GLOBULIN; BODY-MASS INDEX; OBESITY; LEPTIN; RISK; ASSOCIATION; BIOMARKER; INSIGHTS; DISEASE; WEIGHT;
D O I
10.1038/s41366-021-00896-1
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background Variation in adiposity is associated with cardiometabolic disease outcomes, but mechanisms leading from this exposure to disease are unclear. This study aimed to estimate effects of body mass index (BMI) on an extensive set of circulating proteins. Methods We used SomaLogic proteomic data from up to 2737 healthy participants from the INTERVAL study. Associations between self-reported BMI and 3622 unique plasma proteins were explored using linear regression. These were complemented by Mendelian randomisation (MR) analyses using a genetic risk score (GRS) comprised of 654 BMI-associated polymorphisms from a recent genome-wide association study (GWAS) of adult BMI. A disease enrichment analysis was performed using DAVID Bioinformatics 6.8 for proteins which were altered by BMI. Results Observationally, BMI was associated with 1576 proteins (P < 1.4 x 10(-5)), with particularly strong evidence for a positive association with leptin and fatty acid-binding protein-4 (FABP4), and a negative association with sex hormone-binding globulin (SHBG). Observational estimates were likely confounded, but the GRS for BMI did not associate with measured confounders. MR analyses provided evidence for a causal relationship between BMI and eight proteins including leptin (0.63 standard deviation (SD) per SD BMI, 95% CI 0.48-0.79, P = 1.6 x 10(-15)), FABP4 (0.64 SD per SD BMI, 95% CI 0.46-0.83, P = 6.7 x 10(-12)) and SHBG (-0.45 SD per SD BMI, 95% CI -0.65 to -0.25, P = 1.4 x 10(-5)). There was agreement in the magnitude of observational and MR estimates (R-2 = 0.33) and evidence that proteins most strongly altered by BMI were enriched for genes involved in cardiovascular disease. Conclusions This study provides evidence for a broad impact of adiposity on the human proteome. Proteins strongly altered by BMI include those involved in regulating appetite, sex hormones and inflammation; such proteins are also enriched for cardiovascular disease-related genes. Altogether, results help focus attention onto new proteomic signatures of obesity-related disease.
引用
收藏
页码:2221 / 2229
页数:9
相关论文
共 55 条
  • [1] The Allelic Landscape of Human Blood Cell Trait Variation and Links to Common Complex Disease
    Astle, William J.
    Elding, Heather
    Jiang, Tao
    Allen, Dave
    Ruklisa, Dace
    Mann, Alice L.
    Mead, Daniel
    Bouman, Heleen
    Riveros-Mckay, Fernando
    Kostadima, Myrto A.
    Lambourne, John J.
    Sivapalaratnam, Suthesh
    Downes, Kate
    Kundu, Kousik
    Bomba, Lorenzo
    Berentsen, Kim
    Bradley, John R.
    Daugherty, Louise C.
    Delaneau, Olivier
    Freson, Kathleen
    Garner, Stephen F.
    Grassi, Luigi
    Guerrero, Jose
    Haimel, Matthias
    Janssen-Megens, Eva M.
    Kaan, Anita
    Kamat, Mihir
    Kim, Bowon
    Mandoli, Amit
    Marchini, Jonathan
    Martens, Joost H. A.
    Meacham, Stuart
    Megy, Karyn
    O'Connell, Jared
    Petersen, Romina
    Sharifi, Nilofar
    Sheard, Simon M.
    Staley, James R.
    Tuna, Salih
    van der Ent, Martijn
    Walter, Klaudia
    Wang, Shuang-Yin
    Wheeler, Eleanor
    Wilder, Steven P.
    Iotchkova, Valentina
    Moore, Carmel
    Sambrook, Jennifer
    Stunnenberg, Hendrik G.
    Di Angelantonio, Emanuele
    Kaptoge, Stephen
    [J]. CELL, 2016, 167 (05) : 1415 - +
  • [2] Circulating steroid hormone concentrations in postmenopausal women in relation to body size and composition
    Baglietto, Laura
    English, Dallas R.
    Hopper, John L.
    MacInnis, Robert J.
    Morris, Howard A.
    Tilley, Wayne D.
    Krishnan, Kavitha
    Giles, Graham G.
    [J]. BREAST CANCER RESEARCH AND TREATMENT, 2009, 115 (01) : 171 - 179
  • [3] Becker KG, 2004, NAT GENET, V36, P431, DOI 10.1038/ng0504-431
  • [4] Associations of Body Mass and Fat Indexes With Cardiometabolic Traits
    Bell, Joshua A.
    Carslake, David
    O'Keeffe, Linda M.
    Frysz, Monika
    Howe, Laura D.
    Hamer, Mark
    Wade, Kaitlin H.
    Timpson, Nicholas J.
    Smith, George Davey
    [J]. JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2018, 72 (24) : 3142 - 3154
  • [5] Body-mass index and risk of 22 specific cancers: a population-based cohort study of 5.24 million UK adults
    Bhaskaran, Krishnan
    Douglas, Ian
    Forbes, Harriet
    dos-Santos-Silva, Isabel
    Leon, David A.
    Smeeth, Liam
    [J]. LANCET, 2014, 384 (9945) : 755 - 765
  • [6] Obesity: global epidemiology and pathogenesis
    Blueher, Matthias
    [J]. NATURE REVIEWS ENDOCRINOLOGY, 2019, 15 (05) : 288 - 298
  • [7] Calculating statistical power in Mendelian randomization studies
    Brion, Marie-Jo A.
    Shakhbazov, Konstantin
    Visscher, Peter M.
    [J]. INTERNATIONAL JOURNAL OF EPIDEMIOLOGY, 2013, 42 (05) : 1497 - 1501
  • [8] Bias due to participant overlap in two-sample Mendelian randomization
    Burgess, Stephen
    Davies, Neil M.
    Thompson, Simon G.
    [J]. GENETIC EPIDEMIOLOGY, 2016, 40 (07) : 597 - 608
  • [9] The Role of Obesity, Type 2 Diabetes, and Metabolic Factors in Pancreatic Cancer: A Mendelian Randomization Study
    Carreras-Torres, Robert
    Johansson, Mattias
    Gaborieau, Valerie
    Haycock, Philip C.
    Wade, Kaitlin H.
    Relton, Caroline L.
    Martin, Richard M.
    Smith, George Davey
    Brennan, Paul
    [J]. JNCI-JOURNAL OF THE NATIONAL CANCER INSTITUTE, 2017, 109 (09):
  • [10] COMINETTI O, 2018, SCI REP-UK, V8