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Global, regional, and national comparative risk assessment of 79 behavioural, environmental and occupational, and metabolic risks or clusters of risks, 1990–2015: a systematic analysis for the Global Burden of Disease Study 2015

  • M. H. Forouzanfar
  • , A. Afshin
  • , L. T. Alexander
  • , S. Biryukov
  • , M. Brauer
  • , K. Cercy
  • , F. J. Charlson
  • , A. J. Cohen
  • , L. Dandona
  • , K. Estep
  • , A. J. Ferrari
  • , J. J. Frostad
  • , N. Fullman
  • , W. W. Godwin
  • , M. Griswold
  • , S. I. Hay
  • , H. H. Kyu
  • , H. J. Larson
  • , S. S. Lim
  • , P. Y. Liu
  • A. D. Lopez, R. Lozano, L. Marczak, A. H. Mokdad, M. Moradi-Lakeh, M. Naghavi, M. B. Reitsma, G. A. Roth, P. J. Sur, T. Vos, J. A. Wagner, H. Wang, Y. Zhao, M. Zhou, R. M. Barber, B. Bell, J. D. Blore, D. C. Casey, M. M. Coates, K. Cooperrider, L. Cornaby, D. Dicker, H. E. Erskine, T. Fleming, K. Foreman, E. Gakidou, J. A. Haagsma, C. O. Johnson, L. Kemmer, T. Ku, J. Leung, F. Masiye, A. Millear, M. Mirarefin, A. Misganaw, E. Mullany, J. E. Mumford, M. Ng, H. Olsen, P. Rao, N. Reinig, Y. Roman, L. Sandar, D. F. Santomauro, E. L. Slepak, R. J.D. Sorensen, B. A. Thomas, S. E. Vollset, H. A. Whiteford, B. Zipkin, C. J.L. Murray, C. N. Mock, B. O. Anderson, N. D. Futran, H. R. Anderson, Z. A. Bhutta, M. I. Nisar, N. Akseer, H. Krueger, C. C. Gotay, N. Kissoon, J. A. Kopec, F. Pourmalek, R. Burnett, A. A. Abajobir, L. D. Knibbs, J. L. Veerman, R. Lalloo, J. G. Scott, N. K.M. Alam, H. N. Gouda, Y. Guo, J. J. McGrath, P. Jeemon, R. Dandona, S. Goenka, G. A. Kumar, P. W. Gething, D. Bisanzio, A. Deribew, S. C. Darby, R. Ali, D. A. Bennett, V. Jha, Y. Kinfu, M. McKee, G. V.S. Murthy, N. Pearce, H. Stöckl, L. Duan, Y. Jin, Y. Li, S. Liu, L. Wang, P. Ye, X. Liang, P. Azzopardi, G. C. Patton, A. Meretoja, K. Alam, R. Borschmann, S. M. Colquhoun, R. G. Weintraub, C. E.I. Szoeke, Z. Ademi, H. R. Taylor, T. Wijeratne, C. Batis, S. Barquera, I. R. Campos-Nonato, A. G. Contreras, L. Cuevas-Nasu, V. De, H. Gomez-Dantes, I. B. Heredia-Pi, C. Medina, F. Mejia-Rodriguez, J. C. Montañez Hernandez, C. A. Razo-García, J. A. Rivera, S. Rodríguez-Ramírez, T. G. Sánchez-Pimienta, E. E. Servan-Mori, T. Shamah, G. A. Mensah, H. J. Hoff, B. Neal, T. R. Driscoll, A. H. Kemp, J. Leigh, A. B. Mekonnen, S. Bhatt, T. Fürst, F. B. Piel, A. Rodriguez, S. J. Hutchings, A. Majeed, M. Soljak, J. A. Salomon, A. L. Thorne-Lyman, O. N. Ajala, T. Bärnighausen, L. E. Cahill, E. L. Ding, M. S. Farvid, S. Khatibzadeh, G. R. Wagner, M. G. Shrime, J. R.A. Fitchett, G. M. Aasvang, M. Savic, K. H. Abate, T. T. Gebrehiwot, A. T. Gebremedhin, C. Abbafati, K. M. Abbas, F. Abd-Allah, A. M. Abdulle, S. F. Abera, Y. A. Melaku, G. Y. Abyu, B. D. Betsu, G. B. Hailu, D. Y. Tekle, A. Z. Yalew, B. Abraham, L. J. Abu-Raddad, A. O. Adebiyi, I. A. Adedeji, A. K. Adou, J. C. Adsuar, E. E. Agardh, J. Rehm, A. Badawi, S. Popova, A. Agarwal, A. Ahmad, T. F. Akinyemiju, D. C. Schwebel, J. A. Singh, Z. Al-Aly, S. F. Aldhahri, K. A. Altirkawi, A. S. Terkawi, R. W. Aldridge, T. Tillmann, Z. A. Alemu, T. K. Tegegne, A. Alkerwi, F. Alla, F. Guillemin, P. Allebeck, R. H.S. Rabiee, S. M. Fereshtehnejad, M. Kivipelto, J. J. Carrero, E. Weiderpass, R. Havmoeller, S. Sindi, U. Alsharif, E. Alvarez, N. Alvis-Guzman, A. T. Amare, L. G. Ciobanu, B. W. Taye, A. Amberbir, A. K. Amegah, H. Amini, C. K. Karema, W. Ammar, H. L. Harb, S. M. Amrock, H. H. Andersen, C. A.T. Antonio, E. J.A. Faraon, P. Anwari, J. Ärnlöv, A. Larsson, A. Artaman, H. Asayesh, R. J. Asghar, R. Assadi, S. Atique, E. F.G.A. Avokpaho, A. Awasthi, B. P. Ayala, U. Bacha, M. C. Bahit, K. Balakrishnan, A. Barac, S. L. Barker-Collo, B. del Pozo-Cruz, S. Mohammed, L. Barregard, M. Petzold, L. H. Barrero, S. Basu, L. C. Del, S. Bazargan-Hejazi, J. Beardsley, N. Bedi, E. Beghi, K. N. Sheth, M. L. Bell, J. J. Huang, A. K. Bello, I. S. Santos, I. M. Bensenor, P. A. Lotufo, A. Berhane, C. D. Wolfe, E. Bernabé, H. S. Roba, A. S. Beyene, T. A. Hassen, Y. M. Mesfin, N. Bhala, A. Bhansali, S. Biadgilign, B. Bikbov, E. Bjertness, A. S. Htet, S. Boufous, L. Degenhardt, S. Resnikoff, B. Calabria, R. R.A. Bourne, M. Brainin, A. Brazinova, M. Majdan, J. Shen, N. J.K. Breitborde, H. Brenner, B. Schöttker, D. M. Broday, T. S. Brugha, B. Brunekreef, H. Kromhout, Z. A. Butt, A. van Donkelaar, R. V. Martin, R. Cárdenas, D. O. Carpenter, C. A. Castañeda-Orjuela, J. Castillo, R. E. Castro, F. Catalá-López, J. Chang, P. P. Chiang, M. Chibalabala, O. Chimed-Ochir, Y. Jiang, K. Takahashi, V. H. Chisumpa, C. C. Mapoma, A. A. Chitheer, J. J. Choi, H. Christensen, D. J. Christopher, L. T. Cooper, J. A. Crump, R. G. Poulton, A. Damasceno, P. I. Dargan, J. das Neves, A. C. Davis, J. N. Newton, N. Steel, K. Davletov, E. F. de Castro, D. De, R. P. Dellavalle, D. C. Des, S. D. Dharmaratne, P. K. Dhillon, D. K. Lal, S. Zodpey, C. Diaz-Torné, E. R. Dorsey, K. E. Doyle, M. Dubey, M. H.U. Rahman, U. Ram, A. Singh, A. K. Yadav, B. B. Duncan, C. Kieling, M. I. Schmidt, I. Elyazar, A. Y. Endries, S. P. Ermakov, B. Eshrati, F. Farzadfar, A. Kasaeian, M. Parsaeian, A. Esteghamati, N. Hafezi-Nejad, S. Sheikhbahaei, S. Fahimi, R. Malekzadeh, G. Roshandel, S. G. Sepanlou, M. S. Hassanvand, P. Heydarpour, V. Rahimi-Movaghar, M. Yaseri, T. A. Farid, A. R. Khan, C. S.E.S. Farinha, A. Faro, V. L. Feigin, J. G. Fernandes, F. Fischer, N. Foigt, I. Shiue, F. G.R. Fowkes, R. C. Franklin, A. L. Garcia-Basteiro, J. M. Geleijnse, T. Jibat, B. D. Gessner, W. Tefera, A. Z. Giref, D. Haile, W. A.A. Manamo, M. Giroud, M. D. Gishu, J. Martinez-Raga, M. C. Gomez-Cabrera, P. Gona, A. Goodridge, S. V. Gopalani, A. Goto, M. Inoue, H. C. Gugnani, R. Gupta, R. A. Gutiérrez, R. Orozco, Y. A. Halasa, E. A. Undurraga, R. R. Hamadeh, S. Hamidi, A. J. Handal, G. J. Hankey, Y. Hao, S. Harikrishnan, J. M. Haro, N. F. Hernández-Llanes, H. W. Hoek, A. K. Tura, M. Horino, N. Horita, H. D. Hosgood, D. G. Hoy, M. Hsairi, G. Hu, A. Husseini, I. Huybrechts, K. M. Iburg, B. T. Idrisov, G. F. Kwan, B. V. Ileanu, A. Pana, N. Kawakami, K. Shibuya, T. A. Jacobs, K. H. Jacobsen, N. Jahanmehr, M. B. Jakovljevic, H. A.F. Jansen, S. K. Jassal, M. B. Stein, M. Javanbakht, S. P. Jayaraman, A. U. Jayatilleke, S. H. Jee, J. B. Jonas, Z. Kabir, Y. Kalkonde, R. Kamal, J. She, H. Kan, A. Karch, C. Karimkhani, A. Kaul, D. S. Kazi, P. N. Keiyoro, C. D. Parry, A. P. Kengne, R. Matzopoulos, C. S. Wiysonge, D. J. Stein, B. M. Mayosi, A. Keren, Y. S. Khader, E. A. Khan, G. Khan, Y. H. Khang, S. Won, S. Khera, M. Tavakkoli, T. A.M. Khoja, J. Khubchandani, C. Kim, D. Kim, R. W. Kimokoti, Y. Kokubo, P. A. Koul, A. Koyanagi, M. Kravchenko, Y. Y. Varakin, B. Kuate, R. S. Kuchenbecker, B. Kucuk, E. J. Kuipers, T. Lallukka, R. Shiri, T. J. Meretoja, Q. Lan, A. A. Latif, A. E.B. Lawrynowicz, J. L. Leasher, M. Levi, X. Li, J. Liang, B. K. Lloyd, G. Logroscino, R. Lunevicius, D. Pope, M. Mahdavi, D. C. Malta, W. Marcenes, K. Matsushita, J. B. Nachega, B. X. Tran, P. A. Meaney, A. Mehari, B. A. Tedla, Z. A. Memish, W. Mendoza, G. B.M. Mensink, F. A. Mhimbira, T. R. Miller, E. J. Mills, A. Mohammadi, G. L.D. Mola, L. Monasta, L. Morawska, R. E. Norman, R. Mori, D. Mozaff, P. Shi, A. Werdecker, U. O. Mueller, A. J. Paternina, R. Westerman, S. Seedat, A. Naheed, V. Nangia, N. Nassiri, Q. L. Nguyen, P. M. Nkamedjie, O. F. Norheim, B. Norrving, L. Nyakarahuka, C. M. Obermeyer, F. A. Ogbo, I. Oh, O. Oladimeji, B. Sartorius, B. O. Olusanya, P. R. Olivares, J. O. Olusanya, J. N. Opio, E. Oren, A. Ortiz, E. Ota, P. A. Mahesh, E. Park, T. Patel, S. T. Patil, S. B. Patten, J. Wang, D. M. Pereira, M. Cortinovis, G. Giussani, N. Perico, G. Remuzzi, K. Pesudovs, M. R. Phillips, J. D. Pillay, D. Plass, M. Tobollik, S. Polinder, C. D. Pond, C. A. Pope, N. M. Prasad, M. Qorbani, A. Radfar, A. Rafay, S. M. Rana, M. Rahman, S. U. Rahman, S. Rajsic, R. K. Rai, M. Raju, K. Ranganathan, A. H. Refaat, C. D. Rehm, A. L. Ribeiro, D. Rojas-Rueda, A. Roy, M. Satpathy, N. Tandon, D. Rothenbacher, M. M. Saleh, J. R. Sanabria, L. Sanchez-Riera, M. D. Sanchez-Niño, R. Sarmiento-Suarez, M. Sawhney, J. Schmidhuber, I. J.C. Schneider, A. E. Schutte, D. A.S. Silva, S. Shahraz, M. Shin, A. Shaheen, M. A. Shaikh, R. Sharma, M. Shigematsu, S. Yoon, K. Shishani, I. D. Sigfusdottir, P. K. Singh, D. G.A. Silveira, J. I. Silverberg, Y. Yano, S. Soneji, L. A. Sposato, N. Steckling, C. T. Sreeramareddy, V. Stathopoulou, K. Stroumpoulis, B. F. Sunguya, S. Swaminathan, B. L. Sykes, R. Tabarés-Seisdedos, R. T. Talongwa, D. Tanne, E. M. Tuzcu, J. Thakur, G. Shaddick, M. L. Thomas, A. G. Thrift, G. D. Thurston, A. J. Thomson, R. Topor-Madry, F. Topouzis, J. A. Towbin, O. A. Uthman, R. Tobe-Gai, N. Tsilimparis, Z. Tsala, S. Tyrovolas, K. N. Ukwaja, J. van Os, T. Vasankari, N. Venketasubramanian, F. S. Violante, S. G. Waller, C. J. Uneke, Y. Wang, S. Weichenthal, A. D. Woolf, D. Xavier, G. Xu, B. Yakob, P. Yip, C. N. Kesavachandran, M. Montico, L. Ronfani, C. Yu, Z. Zaidi, N. Yonemoto, M. Z. Younis, M. Wubshet, L. J. Zuhlke, M. E. Zaki, J. Zhu
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  • King’s College London Dental Institute
  • Johns Hopkins University
  • Graduate School of Public Health
  • Hanoi Medical University
  • University of Pennsylvania
  • Children’s Hospital of Philadelphia
  • Howard University
  • Saudi Ministry of Health
  • Alfaisal University
  • United Nations Population Fund
  • Robert Koch-Institut
  • Ifakara Health Institute
  • Pacific Institute for Research and Evaluation
  • Curtin University
  • Baqiyatallah Medical Sciences University
  • University of Papua New Guinea
  • IRCCS Ospedale Infantile Burlo Garofolo - Trieste
  • Queensland University of Technology
  • National Center for Child Health and Development
  • Friedman School of Nutrition Science and Policy
  • Competence Center Mortality-Follow-Up of the German National Cohort
  • Federal Institute for Population Research
  • Public Health Dynamics Laboratory
  • German National Cohort Consortium
  • International Centre for Diarrhoeal Disease Research Bangladesh
  • Suraj Eye Institute
  • Wayne State University
  • Duy Tan University
  • Institute for Research
  • University of Bergen
  • Makerere University
  • American University of Beirut
  • Western Sydney University
  • Kyung Hee University
  • Human Sciences Research Council South Africa
  • University of KwaZulu-Natal
  • Centre for Healthy Start Initiative
  • Universidad Autónoma de Chile
  • Lira Municipal Council
  • University of Arizona
  • IISFundacion Jimenez Diaz-UAM
  • St. Luke's International University
  • JSS Medical College & Hospital, Mysuru
  • Kosin University
  • Mount Sinai Hospital Medical Center
  • Krishna Institute of Medical Sciences Deemed University
  • Department of Community Health Sciences
  • University of Calgary
  • University of Porto
  • Azienda Ospedaliera Papa Giovanni XXIII
  • University of Milan
  • Flinders University
  • Shanghai Jiao Tong University School of Medicine
  • Emory University
  • Durban University of Technology
  • Exposure Assessment and Environmental Health Indicators
  • German Environment Agency (UBA)
  • University of Newcastle
  • Brigham Young University
  • Fred Hollows Foundation
  • Centre for Eye Research Australia
  • Alborz University of Medical Sciences
  • A.T. Still University
  • Contech School of Public Health
  • Contech International Health Consultants
  • BRAC
  • Hamad Medical Corporation
  • Private University for Health Sciences, Medical Informatics and Technology
  • Society for Health and Demographic Surveillance
  • University of Missouri
  • University of Michigan, Ann Arbor
  • Walden University
  • Suez Canal University
  • Montefiore Health System
  • All India Institute of Medical Sciences, New Delhi
  • Ulm University
  • Development Research and Projects Center
  • Marshall University
  • Case Western Reserve University
  • Bellvitge Biomedical Research Institute
  • Universidad de Ciencias Aplicadas y Ambientales
  • Food and Agriculture Organization of the United Nations
  • Universidade Federal de Santa Catarina
  • North West University
  • Tufts Medical Center
  • Graduate School
  • An-Najah National University
  • Independent Consultant
  • Indian Institute of Technology Ropar
  • National Institute of Infectious Diseases
  • Sandia National Laboratories, New Mexico
  • Korea University
  • Washington State University Spokane
  • Reykjavík University
  • Northwestern University
  • Institute for Human Development
  • University of Brasilia
  • Department of Preventive Medicine
  • Dartmouth College
  • The University of Western Ontario
  • International Medical University
  • Attikon University Hospital
  • Alexandra General Hospital of Athens
  • Centre Hospitalier Public du Cotentin
  • Muhimbili University of Health and Allied Sciences
  • Indian Council of Medical Research
  • University of California, Irvine
  • MINSANTE
  • Sheba Medical Center at Tel Hashomer
  • Tel Aviv University
  • Cleveland Clinic Foundation
  • University of Bath
  • Southern Health Familial Cancer Centre
  • New York University
  • Adaptive Knowledge Management
  • Jagiellonian University Medical College
  • Wrocław Medical University
  • Aristotle University of Thessaloniki
  • Le Bonheur Children's Medical Center
  • University of Tennessee Health Science Center
  • St. Jude Children Research Hospital
  • University of Warwick
  • University Heart Center of Hamburg
  • Université de Kinshasa
  • African Population and Health Research Center
  • Federal Teaching Hospital
  • Maastricht University
  • UKK Institute
  • Raffles Hospital, Singapore
  • University of Bologna
  • Uniformed Services University of the Health Sciences
  • Ebonyi State University, Abakaliki
  • National Office for Maternal and Child Health Surveillance
  • McGill University
  • Royal Cornwall Hospital
  • St. John's National Academy of Health Sciences
  • Nanjing University
  • The University of Hong Kong
  • School of Public Health
  • Global Health Institute
  • Wuhan University
  • University Hospital
  • Kyoto University
  • Jackson State University
  • St. Paul‘s Hospital Millennium Medical College
  • Red Cross War Memorial Children’s Hospital
  • Mansoura University
  • National Office of MCH Surveillance of China

Research output: Contribution to journalArticlepeer-review

3874 Scopus citations

Abstract

Background The Global Burden of Diseases, Injuries, and Risk Factors Study 2015 provides an up-to-date synthesis of the evidence for risk factor exposure and the attributable burden of disease. By providing national and subnational assessments spanning the past 25 years, this study can inform debates on the importance of addressing risks in context. Methods We used the comparative risk assessment framework developed for previous iterations of the Global Burden of Disease Study to estimate attributable deaths, disability-adjusted life-years (DALYs), and trends in exposure by age group, sex, year, and geography for 79 behavioural, environmental and occupational, and metabolic risks or clusters of risks from 1990 to 2015. This study included 388 risk-outcome pairs that met World Cancer Research Fund-defined criteria for convincing or probable evidence. We extracted relative risk and exposure estimates from randomised controlled trials, cohorts, pooled cohorts, household surveys, census data, satellite data, and other sources. We used statistical models to pool data, adjust for bias, and incorporate covariates. We developed a metric that allows comparisons of exposure across risk factors—the summary exposure value. Using the counterfactual scenario of theoretical minimum risk level, we estimated the portion of deaths and DALYs that could be attributed to a given risk. We decomposed trends in attributable burden into contributions from population growth, population age structure, risk exposure, and risk-deleted cause-specific DALY rates. We characterised risk exposure in relation to a Socio-demographic Index (SDI). Findings Between 1990 and 2015, global exposure to unsafe sanitation, household air pollution, childhood underweight, childhood stunting, and smoking each decreased by more than 25%. Global exposure for several occupational risks, high body-mass index (BMI), and drug use increased by more than 25% over the same period. All risks jointly evaluated in 2015 accounted for 57·8% (95% CI 56·6–58·8) of global deaths and 41·2% (39·8–42·8) of DALYs. In 2015, the ten largest contributors to global DALYs among Level 3 risks were high systolic blood pressure (211·8 million [192·7 million to 231·1 million] global DALYs), smoking (148·6 million [134·2 million to 163·1 million]), high fasting plasma glucose (143·1 million [125·1 million to 163·5 million]), high BMI (120·1 million [83·8 million to 158·4 million]), childhood undernutrition (113·3 million [103·9 million to 123·4 million]), ambient particulate matter (103·1 million [90·8 million to 115·1 million]), high total cholesterol (88·7 million [74·6 million to 105·7 million]), household air pollution (85·6 million [66·7 million to 106·1 million]), alcohol use (85·0 million [77·2 million to 93·0 million]), and diets high in sodium (83·0 million [49·3 million to 127·5 million]). From 1990 to 2015, attributable DALYs declined for micronutrient deficiencies, childhood undernutrition, unsafe sanitation and water, and household air pollution; reductions in risk-deleted DALY rates rather than reductions in exposure drove these declines. Rising exposure contributed to notable increases in attributable DALYs from high BMI, high fasting plasma glucose, occupational carcinogens, and drug use. Environmental risks and childhood undernutrition declined steadily with SDI; low physical activity, high BMI, and high fasting plasma glucose increased with SDI. In 119 countries, metabolic risks, such as high BMI and fasting plasma glucose, contributed the most attributable DALYs in 2015. Regionally, smoking still ranked among the leading five risk factors for attributable DALYs in 109 countries; childhood underweight and unsafe sex remained primary drivers of early death and disability in much of sub-Saharan Africa. Interpretation Declines in some key environmental risks have contributed to declines in critical infectious diseases. Some risks appear to be invariant to SDI. Increasing risks, including high BMI, high fasting plasma glucose, drug use, and some occupational exposures, contribute to rising burden from some conditions, but also provide opportunities for intervention. Some highly preventable risks, such as smoking, remain major causes of attributable DALYs, even as exposure is declining. Public policy makers need to pay attention to the risks that are increasingly major contributors to global burden. Funding Bill & Melinda Gates Foundation.

Original languageEnglish
Pages (from-to)1659-1724
Number of pages66
JournalThe Lancet
Volume388
Issue number10053
DOIs
StatePublished - 08 Oct 2016

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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