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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

Authors
Forouzanfar, Mohammad H.Alexander, LilyAnderson, H. RossBachman, Victoria F.Biryukov, StanBrauer, MichaelBurnett, RichardCasey, DanielCoates, Matthew M.Cohen, AaronDelwiche, KristenEstep, KaraFrostad, Joseph J.Astha, K. C.Kyu, Hmwe H.Moradi-Lakeh, MaziarNg, MarieSlepak, Erica LeighThomas, Bernadette A.Wagner, JosephAasvang, Gunn MaritAbbafati, CristianaOzgoren, Ayse AbbasogluAbd-Allah, FoadAbera, Semaw F.Aboyans, VictorAbraham, BijuAbraham, Jerry PuthenpurakalAbubakar, IbrahimAbu-Rmeileh, Niveen M. E.Aburto, Tania C.Achoki, TomAdelekan, AdemolaAdofo, KorantengAdou, Arsene K.Adsuar, Jose C.Afshin, AshkanAgardh, Emilie E.Al Khabouri, Mazin J.Al Lami, Faris H.Alam, Sayed SaidulAlasfoor, DeenaAlbittar, Mohammed I.Alegretti, Miguel A.Aleman, Alicia V.Alemu, Zewdie A.Alfonso-Cristancho, RafaelAlhabib, SamiaAli, RaghibAli, Mohammed K.Alla, FrancoisAllebeck, PeterAllen, Peter J.Alsharif, UbaiAlvarez, ElenaAlvis-Guzman, NelsonAmankwaa, Adansi A.Amare, Azmeraw T.Ameh, Emmanuel A.Ameli, OmidAmini, HereshAmmar, WalidAnderson, Benjamin O.Antonio, Carl Abelardo T.Anwari, PalwashaCunningham, Solveig ArgeseanuArnlov, JohanArsenijevic, Valentina S. ArsicArtaman, AlAsghar, Rana J.Assadi, RezaAtkins, Lydia S.Atkinson, CharlesAvila, Marco A.Awuah, BaffourBadawi, AlaaBahit, Maria C.Bakfalouni, TalalBalakrishnan, KalpanaBalalla, ShivanthiBalu, Ravi KumarBanerjee, AmitavaBarber, Ryan M.Barker-Collo, Suzanne L.Barquera, SimonBarregard, LarsBarrero, Lope H.Barrientos-Gutierrez, TonatiuhBasto-Abreu, Ana C.Basu, ArindamBasu, SanjayBasulaiman, Mohammed O.Ruvalcaba, Carolina BatisBeardsley, JustinBedi, NeerajBekele, TolesaBell, Michelle L.Benjet, CorinaBennett, Derrick A.Benzian, HabibBernabe, EduardoBeyene, Tariku J.Bhala, NeerajBhalla, AshishBhutta, Zulfi Qar A.Bikbov, BorisBin Abdulhak, Aref A.Blore, Jed D.Blyth, Fiona M.Bohensky, Megan A.Basara, Berrak BoraBorges, GuilhermeBornstein, Natan M.Bose, DipanBoufous, SoufianeBourne, Rupert R.Brainin, MichaelBrazinova, AlexandraBreitborde, Nicholas J.Brenner, HermannBriggs, Adam D. M.Broday, David M.Brooks, Peter M.Bruce, Nigel G.Brugha, Traolach S.Brunekreef, BertBuchbinder, RachelleBui, Linh N.Bukhman, GeneBulloch, Andrew G.Burch, MichaelBurney, Peter G. J.Campos-Nonato, Ismael R.Campuzano, Julio C.Cantoral, Alejandra J.Caravanos, JackCardenas, RosarioCardis, ElisabethCarpenter, David O.Caso, ValeriaCastaneda-Orjuela, Carlos A.Castro, Ruben E.Catala-Lopez, FerranCavalleri, FiorellaCavlin, AlanurChadha, Vineet K.Chang, Jung-chenCharlson, Fiona J.Chen, HongleiChen, WanqingChen, ZhengmingChiang, Peggy P.Chimed-Ochir, OdgerelChowdhury, RajivChristophi, Costas A.Chuang, Ting-WuChugh, Sumeet S.Cirillo, MassimoClassen, Thomas K. D.Colistro, ValentinaColomar, MercedesColquhoun, Samantha M.Contreras, Alejandra G.Cooper, CyrusCooperrider, KimberlyCooper, Leslie T.Coresh, JosefCourville, Karen J.Criqui, Michael H.Cuevas-Nasu, LuciaDamsere-Derry, JamesDanawi, HadiDandona, LalitDandona, RakhiDargan, Paul I.Davis, AdrianDavitoiu, Dragos V.Dayama, Anandde Castro, E. FilipaDe la Cruz-Gongora, VanessaDe Leo, Diegode Lima, GracaDegenhardt, Louisadel Pozo-Cruz, BorjaDellavalle, Robert P.Deribe, KebedeDerrett, SarahJarlais, Don C. DesDessalegn, MulukendeVeber, Gabrielle A.Devries, Karen M.Dharmaratne, Samath D.Dherani, Mukesh K.Dicker, DanielDing, Eric L.Dokova, KlaraDorsey, E. RayDriscoll, Tim R.Duan, LeileiDurrani, Adnan M.Ebel, Beth E.Ellenbogen, Richard G.Elshrek, Yousef M.Endres, MatthiasErmakov, Sergey P.Erskine, Holly E.Eshrati, BabakEsteghamati, AlirezaFahimi, SamanFaraon, Emerito Jose A.Farzadfar, FarshadFay, Derek F. J.Feigin, Valery L.Feigl, Andrea B.Fereshtehnejad, Seyed-MohammadFerrari, Alize J.Ferri, Cleusa P.Flaxman, Abraham D.Fleming, Thomas D.Foigt, NataliyaForeman, Kyle J.Paleo, Urbano FraFranklin, Richard C.Gabbe, BelindaGaffikin, LynneGakidou, EmmanuelaGamkrelidze, AmiranGankpe, Fortune G.Gansevoort, Ron T.Garcia-Guerra, Francisco A.Gasana, EvaristeGeleijnse, Johanna M.Gessner, Bradford D.Gething, PeteGibney, Katherine B.Gillum, Richard F.Ginawi, Ibrahim A. M.Giroud, MauriceGiussani, GiorgiaGoenka, ShifalikaGoginashvili, KetevanDantes, Hector GomezGona, Philimonde Cosio, Teresita GonzalezGonzalez-Castell, DinorahGotay, Carolyn C.Goto, AtsushiGouda, Hebe N.Guerrant, Richard L.Gugnani, Harish C.Guillemin, FrancisGunnell, DavidGupta, RahulGupta, RajeevGutierrez, Reyna A.Hafezi-Nejad, NimaHagan, HollyHagstromer, MariaHalasa, Yara A.Hamadeh, Randah R.Hammami, MouhanadHankey, Graeme J.Hao, YuantaoHarb, Hilda L.Haregu, Tilahun NigatuHaro, Josep MariaHavmoeller, RasmusHay, Simon I.Hedayati, Mohammad T.Heredia-Pi, Ileana B.Hernandez, LuciaHeuton, Kyle R.Heydarpour, PouriaHijar, MarthaHoek, Hans W.Man, Howard J. HoffHornberger, John C.Hosgood, H. DeanHoy, Damian G.Hsairi, MohamedHu, GuoqingHu, HowardHuang, ChengHuang, John J.Hubbell, Bryan J.Huiart, LaetitiaHusseini, AbdullatifIannarone, Marissa L.Iburg, Kim M.Idrisov, Bulat T.Ikeda, NayuInnos, KaireInoue, ManamiIslami, FarhadIsmayilova, SamayaJacobsen, Kathryn H.Jansen, Henrica A.Jarvis, Deborah L.Jassal, Simerjot K.Jauregui, AlejandraJayaraman, SudhaJeemon, PanniyammakalJensen, Paul N.Jha, VivekanandJiang, FanJiang, GuohongJiang, YingJonas, Jost B.Juel, KnudKan, HaidongRoseline, Sidibe S. KanyKaram, Nadim E.Karch, AndreKarema, Corine K.Karthikeyan, GanesanKaul, AnilKawakami, NoritoKazi, Dhruv S.Kemp, Andrew H.Kengne, Andre P.Keren, AndreKhader, Yousef S.Khalifa, Shams Eldin Ali HassanKhan, Ejaz A.Khang, Young-HoKhatibzadeh, ShahabKhonelidze, IrmaKieling, ChristianKim, DanielKim, SungroulKim, YunjinKimokoti, Ruth W.Kinfu, YohannesKinge, Jonas M.Kissela, Brett M.Kivipelto, MiiaKnibbs, Luke D.Knudsen, Ann KristinKokubo, YoshihiroKose, M. RifatKosen, SoewartaKraemer, AlexanderKravchenko, MichaelKrishnaswami, SanjayKromhout, HansKu, TiffanyDefo, Barthelemy KuateBicer, Burcu KucukKuipers, Ernst J.Kulkarni, ChandaKulkarni, Veena S.Kumar, G. AnilKwan, Gene F.Lai, TaaviBalaji, Arjun LakshmanaLalloo, RatilalLallukka, TeaLam, HiltonLan, QingLansingh, Van C.Larson, Heidi J.Larsson, AndersLaryea, Dennis O.Lavados, Pablo M.Lawrynowicz, Alicia E.Leasher, Janet L.Lee, Jong-TaeLeigh, JamesLeung, RickyLevi, MiriamLi, YichongLi, YongmeiLiang, JuanLiang, XiaofengLim, Stephen S.Lindsay, M. PatriceLipshultz, Steven E.Liu, ShiweiLiu, YangLloyd, Belinda K.Logroscino, GiancarloLondon, Stephanie J.Lopez, NancyLortet-Tieulent, JoannieLotufo, Paulo A.Lozano, RafaelLunevicius, RaimundasMa, JixiangMa, StefanMachado, Vasco M. P.MacIntyre, Michael F.Magis-Rodriguez, CarlosMahdi, Abbas A.Majdan, MarekMalekzadeh, RezaMangalam, SrikanthMapoma, Christopher C.Marape, MarapeMarcenes, WagnerMargolis, David J.Margono, ChristopherMarks, Guy B.Martin, Randall V.Marzan, Melvin B.Mashal, Mohammad T.Masiye, FelixMason-Jones, Amanda J.Matsushita, KunihiroMatzopoulos, RichardMayosi, Bongani M.Mazorodze, Tasara T.Mckay, Abigail C.Mckee, MartinMcLain, AbigailMeaney, Peter A.Medina, CatalinaMehndiratta, Man MohanMejia-Rodriguez, FabiolaMekonnen, WubegzierMelaku, Yohannes A.Meltzer, MicheleMemish, Ziad A.Mendoza, WalterMensah, George A.Meretoja, AtteMhimbira, Francis ApolinaryMicha, RenataMiller, Ted R.Mills, Edward J.Misganaw, AwokeMishra, SantoshIbrahim, Norlinah MohamedMohammad, Karzan A.Mokdad, Ali H.Mola, Glen L.Monasta, LorenzoHernandez, Julio C. MontaezMontico, MarcellaMoore, Ami R.Morawska, LidiaMori, RintaroMoschandreas, JoannaMoturi, Wilkister N.Arian, Dariush MozaffMueller, Ulrich O.Mukaigawara, MitsuruMullany, Erin C.Murthy, Kinnari S.Naghavi, MohsenNahas, ZiadNaheed, AliyaNaidoo, Kovin S.Naldi, LuigiNand, DevinaNangia, VinayNarayan, K. M. VenkatNash, DenisNeal, BruceNejjari, ChakibNeupane, Sudan P.Newton, Charles R.Ngalesoni, Frida N.Ngirabega, Jean de DieuNguyen, GrantNguyen, Nhung T.Nieuwenhuijsen, Mark J.Nisar, Muhammad I.Nogueira, Jose R.Nolla, Joan M.Nolte, SandraNorheim, Ole F.Norman, Rosana E.Norrving, BoNyakarahuka, LukeOh, In-HwanOhkubo, TakayoshiOlusanya, Bolajoko O.Omer, Saad B.Opio, John NelsonOrozco, RicardoPagcatipunan, Rodolfo S., Jr.Pain, Amanda W.Pandian, Jeyaraj D.Panelo, Carlo Irwin A.Papachristou, ChristinaPark, Eun-KeeParry, Charles D.Caicedo, Angel J. PaterninaPatten, Scott B.Paul, Vinod K.Pavlin, Boris I.Pearce, NeilPedraza, Lilia S.Pedroza, AndreaStokic, Ljiljana PejinPekericli, AyferPereira, David M.Perez-Padilla, RogelioPerez-Ruiz, FernandoPerico, NorbertoPerry, Samuel A. L.Pervaiz, AslamPesudovs, KonradPeterson, Carrie B.Petzold, MaxPhillips, Michael R.Phua, Hwee PinPlass, DietrichPoenaru, DanPolanczyk, Guilherme V.Polinder, SuzannePond, Constance D.Pope, C. ArdenPope, DanielPopova, SvetlanaPourmalek, FarshadPowles, JohnPrabhakaran, DorairajPrasad, Noela M.Qato, Dima M.Quezada, Amado D.Quistberg, D. Alex A.Racape, LionelRafay, AnwarRahimi, KazemRahimi-Movaghar, VafaRahman, Sajjad UrRaju, MurugesanRakovac, IvoRana, Saleem M.Rao, MayureeRazavi, HomieReddy, K. SrinathRefaat, Amany H.Rehm, JuergenRemuzzi, GiuseppeRibeiro, Antonio L.Riccio, Patricia M.Richardson, LeeRiederer, AnneRobinson, MargaretRoca, AnnaRodriguez, AlinaRojas-Rueda, DavidRomieu, IsabelleRonfani, LucaRoom, RobinRoy, NobhojitRuhago, George M.Rushton, LesleySabin, NsanzimanaSacco, Ralph L.Saha, SukantaSahathevan, RameshSahraian, Mohammad AliSalomon, Joshua A.Salvo, DeborahSampson, Uchechukwu K.Sanabria, Juan R.Sanchez, Luz MariaSanchez-Pimienta, Tania G.Sanchez-Riera, LidiaSandar, LoganSantos, Itamar S.Sapkota, AmirSatpathy, MaheswarSaunders, James E.Sawhney, MonikaSaylan, Mete I.Scarborough, PeterSchmidt, Juergen C.Schneider, Ione J. C.Schoettker, BenSchwebel, David C.Scott, James G.Seedat, SorayaSepanlou, Sadaf G.Serdar, BerrinServan-Mori, Edson E.Shaddick, GavinShahraz, SaeidLevy, Teresa ShamahShangguan, SiyiShe, JunSheikhbahaei, SaraShibuya, KenjiShin, Hwashin H.Shinohara, YukitoShiri, RahmanShishani, KawkabShiue, IvySigfusdottir, Inga D.Silberberg, Donald H.Simard, Edgar P.Sindi, ShireenSingh, AbhishekSingh, Gitanjali M.Singh, Jasvinder A.Skirbekk, VegardSliwa, KarenSoljak, MichaelSoneji, SamirSoreide, KjetilSoshnikov, SergeySposato, Luciano A.Sreeramareddy, Chandrashekhar T.Stapelberg, Nicolas J. C.Stathopoulou, VasilikiSteckling, NadineStein, Dan J.Stein, Murray B.Stephens, NatalieStoeckl, HeidiStraif, KurtStroumpoulis, KonstantinosSturua, LelaSunguya, Bruno F.Swaminathan, SoumyaSwaroop, MamtaSykes, Bryan L.Tabb, Karen M.Takahashi, KenTalongwa, Roberto T.Tandon, NikhilTanne, DavidTanner, MarcelTavakkoli, MohammadAo, Braden J. TeTeixeira, Carolina M.Rojo, Martha M. TellezTerkawi, Abdullah S.Texcalac-Sangrador, Jose LuisThackway, Sarah V.Thomson, BlakeThorne-Lyman, Andrew L.Thrift, Amanda G.Thurston, George D.Tillmann, TaaviTobollik, MyriamTonelli, MarcelloTopouzis, FotisTowbin, Jeff Rey A.Toyoshima, HideakiTraebert, Jeff ErsonTran, Bach X.Trasande, LeonardoTrillini, MatiasTrujillo, UlisesDimbuene, Zacharie TsalaTsilimbaris, MiltiadisTuzcu, Emin MuratUchendu, Uche S.Ukwaja, Kingsley N.Uzun, Selen B.van de Vijver, StevenVan Dingenen, RitaVan Gool, Coen H.Van Os, JimVarakin, Yuri Y.Vasankari, Tommi J.Vasconcelos, Ana Maria N.Vavilala, Monica S.Veerman, Lennert J.Velasquez-Melendez, GustavoVenketasubramanian, N.Vijayakumar, LakshmiVillalpando, SalvadorViolante, Francesco S.Vlassov, Vasiliy VictorovichVollset, Stein EmilWagner, Gregory R.Waller, Stephen G.Wallin, Mitchell T.Wan, XiaWang, HaidongWang, JianLiWang, LinhongWang, WenzhiWang, YanpingWarouw, Tati S.Watts, Charlotte H.Weichenthal, ScottWeiderpass, ElisabeteWeintraub, Robert G.Werdecker, AndreaWessells, K. RyanWesterman, RonnyWhiteford, Harvey A.Wilkinson, James D.Williams, Hywel C.Williams, Thomas N.Woldeyohannes, Solomon M.Wolfe, Charles D. A.Wong, John Q.Woolf, Anthony D.Wright, Jonathan L.Wurtz, BrittanyXu, GelinYan, Lijing L.Yang, GonghuanYano, YuichiroYe, PengpengYenesew, MulukenYentuer, Goekalp K.Yip, PaulYonemoto, NaohiroYoon, Seok-JunYounis, Mustafa Z.Younoussi, ZourkaleiniYu, ChuanhuaZaki, Maysaa El SayedZhao, YongZheng, YingfengZhou, MaigengZhu, JunZhu, ShankuanZou, XiaonongZunt, Joseph R.Lopez, Alan D.Vos, TheoMurray, Christopher J.
Issue Date
5-Dec-2015
Publisher
ELSEVIER SCIENCE INC
Citation
LANCET, v.386, no.10010, pp.2287 - 2323
Indexed
SCIE
SCOPUS
Journal Title
LANCET
Volume
386
Number
10010
Start Page
2287
End Page
2323
URI
https://scholar.korea.ac.kr/handle/2021.sw.korea/91604
DOI
10.1016/S0140-6736(15)00128-2
ISSN
0140-6736
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 meta-regression 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.
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