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Global, regional, and national comparative risk assessment of 79 behavioural, environmental and occupational, and metabolic risks or clusters of risks in 188 countries, 1990-2013: A systematic analysis for the Global Burden of Disease Study 2013

  • M. H. Forouzanfar
  • , L. Alexander
  • , V. F. Bachman
  • , S. Biryukov
  • , M. Brauer
  • , D. Casey
  • , M. M. Coates
  • , K. Delwiche
  • , K. Estep
  • , J. J. Frostad
  • , K. C. Astha
  • , H. H. Kyu
  • , M. Moradi-Lakeh
  • , M. Ng
  • , E. Slepak
  • , B. A. Thomas
  • , J. Wagner
  • , T. Achoki
  • , C. Atkinson
  • , R. M. Barber
  • K. Cooperrider, L. Dandona, D. Dicker, A. D. Flaxman, T. D. Fleming, K. J. Foreman, E. Gakidou, S. I. Hay, K. R. Heuton, M. L. Iannarone, T. Ku, H. J. Larson, S. S. Lim, A. D. Lopez, R. Lozano, M. F. MacIntyre, C. Margono, A. McLain, A. H. Mokdad, E. C. Mullany, C. J.L. Murray, M. Naghavi, G. Nguyen, A. W. Pain, L. Richardson, M. Robinson, L. Sandar, N. Stephens, A. M. Temesgen, B. Thomson, T. Vos, X. Wan, H. Wang, B. Wurtz, B. E. Ebel, R. G. Ellenbogen, J. L. Wright, R. Alfonso-Cristancho, B. O. Anderson, P. N. Jensen, D. A. Quistberg, A. Riederer, M. S. Vavilala, J. R. Zunt, H. R. Anderson, F. Pourmalek, C. C. Gotay, R. Burnett, H. H. Shin, S. Weichenthal, A. Cohen, A. Knudsen, G. Aasvang, J. M. Kinge, V. Skirbekk, S. Vollset, C. Abbafati, A. Abbasoglu Ozgoren, A. Çavlin, B. Kucuk Bicer, F. Abd-Allah, S. F. Abera, Y. A. Melaku, V. Aboyans, B. Abraham, J. Puthenpurakal Abraham, J. Puthenpurakal Abraham, A. L. Thorne-Lyman, E. L. Ding, S. Fahimi, S. Khatibzadeh, G. R. Wagner, G. Bukhman, I. R. Campos-Nonato, A. B. Feigl, J. A. Salomon, H. Benzian, I. Abubakar, N. M.E. Abu-Rmeileh, T. C. Aburto, M. A. Avila, S. Barquera, T. Barrientos-Gutierrez, J. C. Campuzano, A. J. Cantoral, A. G. Contreras, L. Cuevas-Nasu, V. De, F. A. García-Guerra, H. Gomez Dantes, T. Gonzalez de Cosio, D. González-Castell, I. B. Heredia-Pi, L. Hernandez, A. Jauregui, C. Medina, F. Mejia-Rodriguez, J. C. Montañez Hernandez, L. S. Pedraza, A. Pedroza, A. D. Quezada, D. Salvo, L. M. Sanchez, T. G. Sánchez-Pimienta, E. E. Servan-Mori, T. Shamah Levy, M. M. Téllez Rojo, S. Villalpando, A. Adelekan, K. Adofo, A. K. Adou, J. C. Adsuar, U. Fra Paleo, A. Afshin, R. Micha, D. Mozaffarian, S. Shahraz, S. Shangguan, G. M. Singh, E. E. Agardh, M. J. Al Khabouri, F. H. Al Lami, S. Alam, A. Naheed, D. Alasfoor, M. I. Albittar, M. A. Alegretti, F. Cavalleri, A. V. Aleman, V. Colistro, Z. A. Alemu, S. Alhabib, Z. Chen, P. Gething, R. Ali, D. A. Bennett, A. D.M. Briggs, K. Rahimi, P. Scarborough, E. P. Simard, M. K. Ali, S. Argeseanu Cunningham, Y. Liu, K. M.V. Narayan, S. B. Omer, F. Alla, F. Guillemin, P. Allebeck, N. Roy, M. Kivipelto, E. Weiderpass, S. Fereshtehnejad, R. Havmoeller, S. Sindi, P. J. Allen, U. Alsharif, M. Endres, S. Nolte, C. Papachristou, E. Alvarez, N. Alvis-Guzman, A. J. Paternina Caicedo, A. A. Amankwaa, A. T. Amare, H. W. Hoek, R. T. Gansevoort, M. Yenesew, E. A. Ameh, O. Ameli, H. Amini, M. Tanner, W. Ammar, H. L. Harb, C. A.T. Antonio, E. A. Faraon, C. A. Panelo, P. Anwari, J. Arnlöv, A. Larsson, V. S. Arsic Arsenijevic, A. Artaman, R. J. Asghar, R. Assadi, L. S. Atkins, B. Awuah, D. O. Laryea, A. Badawi, M. C. Bahit, T. Bakfalouni, K. Balakrishnan, S. Balalla, V. L. Feigin, B. J. Te Ao, R. Balu, R. Dandona, S. Goenka, G. Kumar, K. S. Murthy, K. Reddy, A. Banerjee, S. L. Barker-Collo, B. del Pozo-Cruz, L. Barregard, L. H. Barrero, A. C. Basto-Abreu, C. Batis Ruvalcaba, E. F. de Castro, N. Lopez, J. L. Texcalac, A. Basu, L. Gaffikin, S. Basu, M. O. Basulaiman, Z. A. Memish, J. Beardsley, N. Bedi, T. Bekele, M. L. Bell, J. J. Huang, C. Benjet, G. Borges, R. A. Gutiérrez, R. Orozco, L. Trasande, H. Hagan, E. Bernabé, C. D.A. Wolfe, T. J. Beyene, N. Bhala, S. Derrett, A. Bhalla, V. Jha, Z. A. Bhutta, M. I. Nisar, B. Bikbov, A. A. Bin Abdulhak, L. Vijayakumar, P. P. Chiang, J. D. Blore, P. M. Brooks, A. Lakshmana Balaji, S. M. Colquhoun, R. G. Weintraub, F. M. Blyth, A. Meretoja, M. A. Bohensky, B. Bora Basara, G. K. Yentür, M. R. Kose, A. Pekericli, S. B. Uzun, N. M. Bornstein, D. Bose, S. Boufous, L. Degenhardt, R. R. Bourne, M. Brainin, A. Brazinova, M. Majdan, N. J. Breitborde, B. Schöttker, H. Brenner, D. M. Broday, R. Lunevicius, N. G. Bruce, M. K. Dherani, D. Pope, T. S. Brugha, B. Brunekreef, H. Kromhout, R. Buchbinder, B. Gabbe, K. B. Gibney, A. G. Thrift, L. N. Bui, N. T. Nguyen, A. G. Bulloch, S. B. Patten, M. Tonelli, J. Wang, M. Burch, P. G.J. Burney, D. L. Jarvis, A. Rodriguez, L. Rushton, M. Soljak, T. N. Williams, J. Caravanos, D. Nash, R. Cárdenas, E. Cardis, M. J. Nieuwenhuijsen, D. Rojas-Rueda, D. O. Carpenter, R. Leung, V. Caso, C. A. Castañeda-Orjuela, R. E. Castro, F. Catalá-López, V. K. Chadha, J. Chang, J. G. Scott, D. G. Hoy, L. D. Knibbs, F. J. Charlson, H. E. Erskine, A. J. Ferrari, H. N. Gouda, L. J. Veerman, H. A. Whiteford, W. Chen, X. Zou, H. Chen, S. J. London, Y. Jiang, K. Takahashi, O. Chimed-Ochir, R. Chowdhury, J. Powles, C. A. Christophi, T. Chuang, S. S. Chugh, M. Cirillo, T. K.D. Claßen, A. Kraemer, M. Tobollik, M. Colomar, C. Cooper, L. T. Cooper, J. Coresh, K. Matsushita, B. X. Tran, K. J. Courville, M. H. Criqui, M. B. Stein, J. Damsere-Derry, H. Danawi, A. H. Refaat, P. I. Dargan, A. Davis, D. F.J. Fay, J. C. Schmidt, D. V. Davitoiu, A. Dayama, D. DeLeo, G. de Lima, V. M.P. Machado, J. R. Nogueira, C. M. Teixeira, R. P. Dellavalle, K. Deribe, W. Mekonnen, D. C. Des Jarlais, M. Dessalegn, G. A. deVeber, M. P. Lindsay, H. Hu, K. M. Devries, M. McKee, N. Pearce, H. Stöckl, T. Tillmann, C. H. Watts, S. D. Dharmaratne, K. Dokova, E. R. Dorsey, T. R. Driscoll, G. B. Marks, J. Leigh, L. Duan, Y. Li, S. Liu, J. Ma, L. Wang, P. Ye, M. Zhou, X. Liang, A. M. Durrani, Y. M. Elshrek, S. P. Ermakov, S. Soshnikov, B. Eshrati, F. Farzadfar, A. Esteghamati, N. Hafezi-Nejad, S. Sheikhbahaei, S. G. Sepanlou, P. Heydarpour, M. Sahraian, V. Rahimi-Movaghar, C. P. Ferri, N. Foigt, R. C. Franklin, A. Gamkrelidze, I. Khonelidze, L. Sturua, F. G. Gankpé, E. Gasana, N. Sabin, J. M. Geleijnse, B. D. Gessner, R. F. Gillum, I. A.M. Ginawi, M. Giroud, G. Giussani, K. Goginashvili, P. Gona, A. Goto, R. L. Guerrant, A. S. Terkawi, H. C. Gugnani, D. Gunnell, R. Gupta, M. Hagstromer, Y. A. Halasa, B. T. Idrisov, R. R. Hamadeh, M. Hammami, G. J. Hankey, Y. Hao, Y. Zheng, T. Haregu, S. van de Vijver, J. Haro, M. T. Hedayati, M. Hijar, H. J. Hoffman, G. A. Mensah, U. K. Sampson, J. C. Hornberger, H. Hosgood, M. Hsairi, G. Hu, C. Huang, B. J. Hubbell, L. Huiart, L. Racapé, A. Husseini, K. M. Iburg, N. Ikeda, K. Innos, M. Inoue, N. Kawakami, K. Shibuya, F. Islami, S. Ismayilova, K. H. Jacobsen, H. A. Jansen, S. K. Jassal, Sudha Jayaraman, P. Jeemon, D. Prabhakaran, F. Jiang, G. Jiang, M. R. Phillips, J. B. Jonas, K. Juel, J. She, H. Kan, S. S. Kany Roseline, N. E. Karam, A. Karch, C. K. Karema, G. Karthikeyan, V. K. Paul, M. Satpathy, N. Tandon, A. Kaul, D. S. Kazi, A. H. Kemp, P. A. Lotufo, G. V. Polanczyk, I. S. Santos, A. P. Kengne, R. Matzopoulos, C. D. Parry, K. Sliwa, B. M. Mayosi, D. J. Stein, A. Keren, Y. S. Khader, S. E. Ali Hassan Khalifa, E. A. Khan, Y. Khang, C. Kieling, D. Kim, S. Kim, Y. Kim, R. W. Kimokoti, Y. Kinfu, B. M. Kissela, Y. Kokubo, S. Kosen, T. S. Warouw, M. Kravchenko, Y. Y. Varakin, S. Krishnaswami, B. Kuate Defo, E. J. Kuipers, S. Polinder, C. Kulkarni, V. S. Kulkarni, G. F. Kwan, T. Lai, R. Lalloo, T. Lallukka, R. Shiri, H. Lam, Q. Lan, V. C. Lansingh, P. M. Lavados, A. E. Lawrynowicz, J. L. Leasher, J. Lee, S. Yoon, M. Levi, J. Liang, Y. Wang, J. Zhu, S. E. Lipshultz, B. K. Lloyd, R. Room, G. Logroscino, J. Lortet-Tieulent, S. Ma, H. P. Phua, C. Magis-Rodriguez, A. A. Mahdi, R. Malekzadeh, S. Mangalam, C. C. Mapoma, F. Masiye, M. Marape, W. Marcenes, P. A. Meaney, D. J. Margolis, D. H. Silberberg, R. V. Martin, M. B. Marzan, M. T. Mashal, A. J. Mason-Jones, T. T. Mazorodze, A. C. McKay, M. Mehndiratta, M. Meltzer, W. Mendoza, F. Apolinary Mhimbira, T. R. Miller, E. J. Mills, S. Mishra, N. Mohamed Ibrahim, K. A. Mohammad, G. L. Mola, L. Monasta, M. Montico, L. Ronfani, A. R. Moore, L. Morawska, R. E. Norman, R. Mori, M. Tsilimbaris, J. Moschandreas, W. N. Moturi, A. Werdecker, U. O. Mueller, R. Westerman, M. Mukaigawara, Z. Nahas, K. S. Naidoo, L. Naldi, D. Nand, V. Nangia, B. Neal, C. Nejjari, S. P. Neupane, C. R. Newton, F. N. Ngalesoni, J. D. Ngirabega, J. M. Nolla, S. E. Vollset, O. F. Norheim, B. Norrving, L. Nyakarahuka, I. Oh, T. Ohkubo, B. O. Olusanya, J. N. Opio, R. S. Pagcatipunan, J. D. Pandian, E. Park, S. Seedat, B. I. Pavlin, L. Pejin Stokic, D. M. Pereira, R. Perez-Padilla, F. Perez-Ruiz, N. Perico, G. Remuzzi, M. Trillini, S. A.L. Perry, A. Pervaiz, K. Pesudovs, C. B. Peterson, M. Petzold, D. Plass, D. Poenaru, C. D. Pond, C. Pope, S. Popova, J. Rehm, N. M. Prasad, D. M. Qato, A. Rafay, S. M. Rana, S. Ur Rahman, M. Raju, I. Rakovac, M. Rao, H. Razavi, A. L. Ribeiro, G. Velasquez-Melendez, P. M. Riccio, L. A. Sposato, A. Roca, I. Romieu, K. Straif, G. M. Ruhago, B. F. Sunguya, R. L. Sacco, S. Saha, R. Sahathevan, J. R. Sanabria, L. Sanchez-Riera, A. Sapkota, J. E. Saunders, S. Soneji, M. Sawhney, M. I. Saylan, I. J.C. Schneider, D. C. Schwebel, J. A. Singh, B. Serdar, G. Shaddick, Y. Shinohara, K. Shishani, I. Shiue, I. D. Sigfusdottir, A. Singh, K. Søreide, C. T. Sreeramareddy, N. J.C. Stapelberg, V. Stathopoulou, N. Steckling, K. Stroumpoulis, S. Swaminathan, M. Swaroop, Y. Yano, B. L. Sykes, K. M. Tabb, R. T. Talongwa, D. Tanne, M. Tavakkoli, S. V. Thackway, G. D. Thurston, F. Topouzis, J. A. Towbin, H. Toyoshima, J. Traebert, U. Trujillo, Z. Tsala Dimbuene, E. Tuzcu, U. S. Uchendu, K. N. Ukwaja, R. Van Dingenen, C. H. van Gool, J. van Os, T. J. Vasankari, A. N. Vasconcelos, F. S. Violante, V. Victorovich Vlassov, S. G. Waller, M. T. Wallin, W. Wang, K. Wessells, J. D. Wilkinson, H. C. Williams, S. M. Woldeyohannes, J. Q. Wong, A. D. Woolf, G. Xu, L. L. Yan, G. Yang, P. Yip, N. Yonemoto, M. Z. Younis, Z. Younoussi, C. Yu, M. E. Zaki, Y. Zhao, S. Zhu
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  • King George's Medical University
  • Nemazee Hospital Shiraz University of Medical Sciences
  • Technical Standards and Safety Authority
  • University of Zambia
  • Baylor College of Medicine
  • Queen Mary University of London
  • University of Pennsylvania
  • Children’s Hospital of Philadelphia
  • Dalhousie University
  • University of East Ramon Magsaysay Memorial Medical Center
  • Ministry of Public Health
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  • AIDC EC
  • EmergentCorp
  • Janakpuri Superspecialty Hospital
  • Thomas Jefferson University
  • United Nations Population Fund
  • Ifakara Health Institute
  • Pacific Institute for Research and Evaluation
  • Curtin University
  • University of Ottawa
  • Shreemati Nathibai Damodar Thackersey Women's University
  • Universiti Kebangsaan Malaysia
  • University of Salahaddin
  • University of Papua New Guinea
  • IRCCS Ospedale Infantile Burlo Garofolo - Trieste
  • University of North Texas
  • Queensland University of Technology
  • National Center for Child Health and Development
  • Department of Medicine
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  • Competence Center Mortality-Follow-Up of the German National Cohort
  • Federal Institute for Population Research
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  • Okinawa Chubu Hospital
  • American University of Beirut
  • University of KwaZulu-Natal
  • Azienda Ospedaliera Papa Giovanni XXIII
  • Ministry of Health
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  • The George Institute for Global Health
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  • University of Oslo
  • Ministry of Health and Social Welfare Dar es Salaam
  • East African Community Health Research Commission
  • Hospital Universitari de Bellvitge
  • Department of Global Public Health and Primary Care
  • University of Bergen
  • Lund University
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  • Centre for Healthy Start Initiative
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  • United Laboratories Inc
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  • Independent Researcher
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  • University of Porto
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  • Hospital Universitario Cruces
  • BioCruces Bizkaia Health Research Institute
  • Washington State Department of Health
  • Postgraduate Medical Institute
  • Flinders University
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  • McGill University
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  • University of Illinois at Chicago
  • Contech International Health Consultants
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  • Universidade Federal de Minas Gerais
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  • University of Miami Leonard M. Miller School of Medicine
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  • University of Zurich
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  • National Institute for Research in Tuberculosis
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  • Ministry of Health Cameroon
  • Sheba Medical Center at Tel Hashomer
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Research output: Contribution to journalArticlepeer-review

2378 Scopus citations

Abstract

Background: The Global Burden of Disease, Injuries, and Risk Factor study 2013 (GBD 2013) is the first of a series of annual updates of the GBD. Risk factor quantification, particularly of modifiable risk factors, can help to identify emerging threats to population health and opportunities for prevention. The GBD 2013 provides a timely opportunity to update the comparative risk assessment with new data for exposure, relative risks, and evidence on the appropriate counterfactual risk distribution. Methods: Attributable deaths, years of life lost, years lived with disability, and disability-adjusted life-years (DALYs) have been estimated for 79 risks or clusters of risks using the GBD 2010 methods. Risk-outcome pairs meeting explicit evidence criteria were assessed for 188 countries for the period 1990-2013 by age and sex using three inputs: risk exposure, relative risks, and the theoretical minimum risk exposure level (TMREL). Risks are organised into a hierarchy with blocks of behavioural, environmental and occupational, and metabolic risks at the first level of the hierarchy. The next level in the hierarchy includes nine clusters of related risks and two individual risks, with more detail provided at levels 3 and 4 of the hierarchy. Compared with GBD 2010, six new risk factors have been added: handwashing practices, occupational exposure to trichloroethylene, childhood wasting, childhood stunting, unsafe sex, and low glomerular filtration rate. For most risks, data for exposure were synthesised with a Bayesian metaregression method, DisMod-MR 2.0, or spatial-temporal Gaussian process regression. Relative risks were based on meta-regressions of published cohort and intervention studies. Attributable burden for clusters of risks and all risks combined took into account evidence on the mediation of some risks such as high body-mass index (BMI) through other risks such as high systolic blood pressure and high cholesterol. Findings: All risks combined account for 57·2% (95% uncertainty interval [UI] 55·8-58·5) of deaths and 41·6% (40·1-43·0) of DALYs. Risks quantified account for 87·9% (86·5-89·3) of cardiovascular disease DALYs, ranging to a low of 0% for neonatal disorders and neglected tropical diseases and malaria. In terms of global DALYs in 2013, six risks or clusters of risks each caused more than 5% of DALYs: dietary risks accounting for 11·3 million deaths and 241·4 million DALYs, high systolic blood pressure for 10·4 million deaths and 208·1 million DALYs, child and maternal malnutrition for 1·7 million deaths and 176·9 million DALYs, tobacco smoke for 6·1 million deaths and 143·5 million DALYs, air pollution for 5·5 million deaths and 141·5 million DALYs, and high BMI for 4·4 million deaths and 134·0 million DALYs. Risk factor patterns vary across regions and countries and with time. In sub-Saharan Africa, the leading risk factors are child and maternal malnutrition, unsafe sex, and unsafe water, sanitation, and handwashing. In women, in nearly all countries in the Americas, north Africa, and the Middle East, and in many other high-income countries, high BMI is the leading risk factor, with high systolic blood pressure as the leading risk in most of Central and Eastern Europe and south and east Asia. For men, high systolic blood pressure or tobacco use are the leading risks in nearly all high-income countries, in north Africa and the Middle East, Europe, and Asia. For men and women, unsafe sex is the leading risk in a corridor from Kenya to South Africa. Interpretation: Behavioural, environmental and occupational, and metabolic risks can explain half of global mortality and more than one-third of global DALYs providing many opportunities for prevention. Of the larger risks, the attributable burden of high BMI has increased in the past 23 years. In view of the prominence of behavioural risk factors, behavioural and social science research on interventions for these risks should be strengthened. Many prevention and primary care policy options are available now to act on key risks.

Original languageEnglish
Pages (from-to)2287-2323
Number of pages37
JournalThe Lancet
Volume386
Issue number10010
DOIs
StatePublished - 05 Dec 2015

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 3 - Good Health and Well-being
    SDG 3 Good Health and Well-being

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