Browsing by Author "Hon, Julia (57215304252)"
Now showing 1 - 3 of 3
- Results Per Page
- Sort Options
- Some of the metrics are blocked by yourconsent settings
Publication Global burden and strength of evidence for 88 risk factors in 204 countries and 811 subnational locations, 1990–2021: a systematic analysis for the Global Burden of Disease Study 2021(2024) ;Brauer, Michael (57218330976) ;Roth, Gregory A. (58876328900) ;Aravkin, Aleksandr Y. (35386103000) ;Zheng, Peng (57213707656) ;Abate, Kalkidan Hassen (57207943858) ;Abate, Yohannes Habtegiorgis (58492166600) ;Abbafati, Cristiana (54917122400) ;Abbasgholizadeh, Rouzbeh (59152412000) ;Abbasi, Madineh Akram (57193923353) ;Abbasian, Mohammadreza (9846109700) ;Abbasifard, Mitra (37053407900) ;Abbasi-Kangevari, Mohsen (57193543882) ;Abd ElHafeez, Samar (55551273300) ;Abd-Elsalam, Sherief (57189845325) ;Abdi, Parsa (58143779200) ;Abdollahi, Mohammad (57940559800) ;Abdoun, Meriem (20336514800) ;Abdulah, Deldar Morad (57200190808) ;Abdullahi, Auwal (56102934500) ;Abebe, Mesfin (57223854886) ;Abedi, Aidin (56673854800) ;Abedi, Armita (57204607249) ;Abegaz, Tadesse M. (57188746374) ;Zuñiga, Roberto Ariel Abeldaño (57737618600) ;Abiodun, Olumide (7003859089) ;Abiso, Temesgen Lera (57211232363) ;Aboagye, Richard Gyan (57221438826) ;Abolhassani, Hassan (58597704600) ;Abouzid, Mohamed (57204445082) ;Aboye, Girma Beressa (58714462800) ;Abreu, Lucas Guimarães (55937631400) ;Abualruz, Hasan (57216547615) ;Abubakar, Bilyaminu (56389502700) ;Abu-Gharbieh, Eman (24586714800) ;Abukhadijah, Hana Jihad Jihad (57865346000) ;Aburuz, Salahdein (55886382800) ;Abu-Zaid, Ahmed (45861125100) ;Adane, Mesafint Molla (57217891132) ;Addo, Isaac Yeboah (56305995900) ;Addolorato, Giovanni (7006562766) ;Adedoyin, Rufus Adesoji (55947572800) ;Adekanmbi, Victor (53463192900) ;Aden, Bashir (55785191600) ;Adetunji, Juliana Bunmi (57192177427) ;Adeyeoluwa, Temitayo Esther (57218094241) ;Adha, Rishan (57216878096) ;Adibi, Amin (57150418000) ;Adnani, Qorinah Estiningtyas Sakilah (57211604149) ;Adzigbli, Leticia Akua (57899326600) ;Afolabi, Aanuoluwapo Adeyimika (57219351723) ;Afolabi, Rotimi Felix (57190673952) ;Afshin, Ashkan (57217465455) ;Afyouni, Shadi (58197325500) ;Afzal, Muhammad Sohail (56009310800) ;Afzal, Saira (7004381116) ;Agampodi, Suneth Buddhika (23017863100) ;Agbozo, Faith (57190337078) ;Aghamiri, Shahin (57208014122) ;Agodi, Antonella (36774232400) ;Agrawal, Anurag (59030333500) ;Agyemang-Duah, Williams (57190228903) ;Ahinkorah, Bright Opoku (57194684030) ;Ahmad, Aqeel (57210400531) ;Ahmad, Danish (57202805842) ;Ahmad, Firdos (55545862620) ;Ahmad, Noah (57924201200) ;Ahmad, Shahzaib (57221790990) ;Ahmad, Tauseef (57214283386) ;Ahmed, Ali (57201189007) ;Ahmed, Anisuddin (25623145700) ;Ahmed, Ayman (57199492030) ;Ahmed, Luai A. (12792329700) ;Ahmed, Muktar Beshir (57207802317) ;Ahmed, Safoora (59126707900) ;Ahmed, Syed Anees (56943018400) ;Ajami, Marjan (26038910500) ;Akalu, Gizachew Taddesse (56905441600) ;Akara, Essona Matatom (58957004100) ;Akbarialiabad, Hossein (57216353984) ;Akhlaghi, Shiva (57210979092) ;Akinosoglou, Karolina (16318655800) ;Akinyemiju, Tomi (57202561503) ;Akkaif, Mohammed Ahmed (57222709271) ;Akkala, Sreelatha (57219056348) ;Akombi-Inyang, Blessing (57192946271) ;Al Awaidy, Salah (6508132710) ;Al Hasan, Syed Mahfuz (57201069050) ;Alahdab, Fares (55135922900) ;AL-Ahdal, Tareq Mohammed Ali (57216279130) ;Alalalmeh, Samer O. (57997924800) ;Alalwan, Tariq A. (57196458366) ;Al-Aly, Ziyad (9738161500) ;Alam, Khurshid (57203681299) ;Alam, Nazmul (55391946800) ;Alanezi, Fahad Mashhour (57213607595) ;Alanzi, Turki M. (55978240000) ;Albakri, Almaza (59276206200) ;AlBataineh, Mohammad T. (57217172834) ;Aldhaleei, Wafa A. (57201732596) ;Aldridge, Robert W. (57209842885) ;Alemayohu, Mulubirhan Assefa (57203080528) ;Alemu, Yihun Mulugeta (57188818777) ;Al-Fatly, Bassam (57200601867) ;Al-Gheethi, Adel Ali Saeed (57195533166) ;Al-Habbal, Khairat (56733007500) ;Alhabib, Khalid F. (6504139629) ;Alhassan, Robert Kaba (55829647800) ;Ali, Abid (57822712300) ;Ali, Amjad (57694808600) ;Ali, Beriwan Abdulqadir (57208356112) ;Ali, Iman (57215117745) ;Ali, Liaqat (55646005400) ;Ali, Mohammed Usman (57726370200) ;Ali, Rafat (57211501723) ;Ali, Syed Shujait Shujait (57188688612) ;Ali, Waad (57216492465) ;Alicandro, Gianfranco (36766719200) ;Alif, Sheikh Mohammad (57190228064) ;Aljunid, Syed Mohamed (57215378130) ;Alla, François (6701580827) ;Al-Marwani, Sabah (58665514600) ;Al-Mekhlafi, Hesham M. (8625547100) ;Almustanyir, Sami (57217589155) ;Alomari, Mahmoud A. (57219982609) ;Alonso, Jordi (58158404400) ;Alqahtani, Jaber S. (57202039470) ;Alqutaibi, Ahmed Yaseen (57144551500) ;Al-Raddadi, Rajaa M. (57219673720) ;Alrawashdeh, Ahmad (57209326108) ;Al-Rifai, Rami Hani (57196124575) ;Alrousan, Sahel Majed (57190412987) ;Al-Sabah, Salman Khalifah (23566537100) ;Alshahrani, Najim Z. (57222248550) ;Altaany, Zaid (35386241800) ;Altaf, Awais (57201900507) ;Al-Tawfiq, Jaffar A. (9436438200) ;Altirkawi, Khalid A. (57202762923) ;Aluh, Deborah Oyine (57194111987) ;Alvis-Guzman, Nelson (57210741239) ;Alvis-Zakzuk, Nelson J. (57193279948) ;Alwafi, Hassan (57211478307) ;Al-Wardat, Mohammad Sami (57221463260) ;Al-Worafi, Yaser Mohammed (58143034700) ;Aly, Hany (35571391500) ;Aly, Safwat (59871594100) ;Alzoubi, Karem H. (8579544200) ;Al-Zyoud, Walid (57202970794) ;Amaechi, Uchenna Anderson (57220738469) ;Mohammadi, Masous Aman (57205265256) ;Amani, Reza (58822675000) ;Amiri, Sohrab (57195335343) ;Amirzade-Iranaq, Mohammad Hosein (57194381354) ;Ammirati, Enrico (25923325700) ;Amu, Hubert (57190183918) ;Amugsi, Dickson A. (24461463800) ;Amusa, Ganiyu Adeniyi (36934039400) ;Ancuceanu, Robert (35728302200) ;Anderlini, Deanna (57202506549) ;Anderson, Jason A. (57204563525) ;Andrade, Pedro Prata (58155276500) ;Andrei, Catalina Liliana (36543507200) ;Andrei, Tudorel (24179349400) ;Anenberg, Susan C. (34167566500) ;Angappan, Dhanalakshmi (57196067525) ;Angus, Colin (55601225500) ;Anil, Abhishek (58164007300) ;Anil, Sneha (58960766900) ;Anjum, Afifa (57212707890) ;Anoushiravani, Amir (16038674600) ;Antonazzo, Ippazio Cosimo (57219860691) ;Antony, Catherine M. (57218881089) ;Antriyandarti, Ernoiz (57201775415) ;Anuoluwa, Boluwatife Stephen (59126777100) ;Anvari, Davood (57201259536) ;Anvari, Saeid (55967502900) ;Anwar, Saleha (57209506490) ;Anwar, Sumadi Lukman (55251130100) ;Anwer, Razique (54416938700) ;Anyabolo, Ekenedilichukwu Emmanuel (58136511900) ;Anyasodor, Anayochukwu Edward (57192947419) ;Apostol, Geminn Louis Carace (57224161827) ;Arabloo, Jalal (57208760927) ;Bahri, Razman Arabzadeh (58125509100) ;Arafat, Mosab (56380109600) ;Areda, Demelash (57193619525) ;Aregawi, Brhane Berhe (57221588539) ;Aremu, Abdulfatai (57209343383) ;Armocida, Benedetta (57216280659) ;Arndt, Michael Benjamin (55993869000) ;Ärnlöv, Johan (6602512227) ;Arooj, Mahwish (55599732000) ;Artamonov, Anton A. (57089921800) ;Artanti, Kurnia Dwi (57208226137) ;Aruleba, Idowu Thomas (57262629200) ;Arumugam, Ashokan (38760929800) ;Asbeutah, Akram M. (8516049500) ;Asgary, Saeed (6701842116) ;Asgedom, Akeza Awealom (57208511484) ;Ashbaugh, Charlie (57218878439) ;Ashemo, Mubarek Yesse (57219968423) ;Ashraf, Tahira (56366752600) ;Askarinejad, Amir (57813118600) ;Assmus, Michael (57219860819) ;Astell-Burt, Thomas (36924540400) ;Athar, Mohammad (58948211800) ;Athari, Seyyed Shamsadin (26653399600) ;Atorkey, Prince (57218950488) ;Atreya, Alok (55856196800) ;Aujayeb, Avinash (6504403791) ;Ausloos, Marcel (7101798907) ;Avila-Burgos, Leticia (8530790100) ;Awoke, Andargie Abate (57200375273) ;Quintanilla, Beatriz Paulina Ayala (57216533798) ;Ayatollahi, Haleh (55991128900) ;Portugal, Carlos Ayestas (59242894500) ;Ayuso-Mateos, Jose L. (7003927709) ;Azadnajafabad, Sina (57219389837) ;Azevedo, Rui M.S. (56210356600) ;Azhar, Gulrez Shah (37107242500) ;Azizi, Hosein (56641053500) ;Azzam, Ahmed Y. (57208274797) ;Backhaus, Insa Linnea (57191502158) ;Badar, Muhammad (59429105700) ;Badiye, Ashish D. (56340201200) ;Bagga, Arvind (7004449088) ;Baghdadi, Soroush (35290614300) ;Bagheri, Nasser (14629872900) ;Bagherieh, Sara (57225879659) ;Taghanaki, Pegah Bahrami (57205443451) ;Bai, Ruhai (57194506536) ;Baig, Atif Amin (49460999600) ;Baker, Jennifer L. (8705509600) ;Bakkannavar, Shankar M. (34970692400) ;Balasubramanian, Madhan (35742808700) ;Baltatu, Ovidiu Constantin (6603841869) ;Bam, Kiran (55846063800) ;Bandyopadhyay, Soham (57205736837) ;Banik, Biswajit (57216204052) ;Banik, Palash Chandra (57193523050) ;Banke-Thomas, Aduragbemi (56028633500) ;Bansal, Hansi (59111487400) ;Barchitta, Martina (6505833697) ;Bardhan, Mainak (57819452400) ;Bardideh, Erfan (57202979464) ;Barker-Collo, Suzanne Lyn (57193065514) ;Bärnighausen, Till Winfried (23011726900) ;Barone-Adesi, Francesco (8722189200) ;Barqawi, Hiba Jawdat (57194494747) ;Barrero, Lope H. (57208560675) ;Barrow, Amadou (57217061576) ;Barteit, Sandra (56518335300) ;Basharat, Zarrin (56641793600) ;Basiru, Afisu (57211397816) ;Basso, João Diogo (58956732500) ;Bastan, Mohammad-Mahdi (58798063200) ;Basu, Sanjay (9335409500) ;Batchu, Sai (57217686651) ;Batra, Kavita (57219649874) ;Batra, Ravi (59571452400) ;Baune, Bernhard T. (6603807336) ;Bayati, Mohsen (56906776500) ;Bayileyegn, Nebiyou Simegnew (57305415100) ;Beaney, Thomas (55614780900) ;Behnoush, Amir Hossein (57221442364) ;Beiranvand, Maryam (58665006600) ;Béjot, Yannick (14038743100) ;Bekele, Alehegn (57211266848) ;Belgaumi, Uzma Iqbal (55639511900) ;Bell, Arielle Wilder (57362817700) ;Bell, Michelle L. (7401466450) ;Bello, Muhammad Bashir (57192187640) ;Bello, Olorunjuwon Omolaja (57219902458) ;Belo, Luis (6602879850) ;Beloukas, Apostolos (26654732600) ;Bendak, Salaheddine (55929383400) ;Bennett, Derrick A. (57650836400) ;Bennitt, Fiona B. (57216889553) ;Bensenor, Isabela M. (7004830338) ;Benzian, Habib (57195256480) ;Beran, Azizullah (57209215350) ;Berezvai, Zombor (56957219700) ;Bernabe, Eduardo (57194696150) ;Bernstein, Robert S. (56971681200) ;Bettencourt, Paulo J.G. (56871313800) ;Bhagavathula, Akshaya Srikanth (56398498300) ;Bhala, Neeraj (15759186000) ;Bhandari, Dinesh (57218875051) ;Bhardwaj, Nikha (57221591832) ;Bhardwaj, Pankaj (57226841442) ;Bhaskar, Sonu (57192268582) ;Bhat, Ajay Nagesh (57819974900) ;Bhat, Vivek (57222269450) ;Bhatti, Gurjit Kaur (6602421376) ;Bhatti, Jasvinder Singh (14043178800) ;Bhatti, Manpreet S. (58956732700) ;Bhatti, Rajbir (26022895800) ;Bhuiyan, Mohiuddin Ahmed (15053110900) ;Bhutta, Zulfiqar A. (57415572700) ;Bikbov, Boris (57219957158) ;Bishai, Jessica Devin (58515480300) ;Bisignano, Catherine (57211140934) ;Biswas, Atanu (56818430000) ;Biswas, Bijit (57200084942) ;Biswas, Raaj Kishore (57194226969) ;Bjørge, Tone (7004208100) ;Boachie, Micheal Kofi (57191598132) ;Boakye, Hosea (57223271787) ;Bockarie, Moses John (7004523740) ;Bodolica, Virginia (22978699000) ;Bodunrin, Aadam Olalekan (58955490500) ;Bogale, Eyob Ketema (57808432900) ;Bolla, Srinivasa Rao (23048516100) ;Boloor, Archith (36192710300) ;Hashemi, Milad Bonakdar (57219272118) ;Boppana, Sri Harsha (59832244200) ;Basara, Berrak Bora (23089934500) ;Borhany, Hamed (57221404843) ;Carvajal, Alejandro Botero (57212408202) ;Bouaoud, Souad (57196422454) ;Boufous, Soufiane (6507794444) ;Bourne, Rupert (7103377631) ;Boxe, Christopher (59265945500) ;Braithwaite, Dejana (7006987079) ;Brant, Luisa C. (40160889400) ;Brar, Amanpreet (57675605800) ;Breitborde, Nicholas J.K. (6603260895) ;Breitner, Susanne (24075260300) ;Brenner, Hermann (57216427807) ;Briko, Andrey Nikolaevich (57202792237) ;Britton, Gabrielle (7004997832) ;Brown, Colin Stewart (12809768100) ;Browne, Annie J. (57193607016) ;Brunoni, Andre R. (24073048100) ;Bryazka, Dana (57200015057) ;Bulamu, Norma B. (56957231700) ;Bulto, Lemma N. (57196074547) ;Buonsenso, Danilo (36607486700) ;Burkart, Katrin (29067507300) ;Burns, Richard A. (55682654356) ;Busse, Reinhard (35589070800) ;Bustanji, Yasser (8847282600) ;Butt, Nadeem Shafique (7003613681) ;Butt, Zahid A. (57202522739) ;dos Santos, Florentino Luciano Caetano (56373058500) ;Cagney, Jack (58756217500) ;Cahuana-Hurtado, Lucero (57207890731) ;Calina, Daniela (36451890700) ;Cámera, Luis Alberto (7003354253) ;Campos, Luciana Aparecida (35945445300) ;Campos-Nonato, Ismael R. (57203424784) ;Cao, Chao (57205476718) ;Cao, Fan (57209282294) ;Cao, Yubin (57203556958) ;Capodici, Angelo (57226112836) ;Cárdenas, Rosario (57216482927) ;Carr, Sinclair (57213266191) ;Carreras, Giulia (57221176357) ;Carrero, Juan J. (16834646800) ;Carugno, Andrea (52363223500) ;Carvalho, Felix (7103070417) ;Carvalho, Márcia (7201413997) ;Castaldelli-Maia, Joao Mauricio (12774601300) ;Castañeda-Orjuela, Carlos A. (35769124700) ;Castelpietra, Giulio (25227417100) ;Catalá-López, Ferrán (57202553733) ;Catapano, Alberico L. (7006246941) ;Cattaruzza, Maria Sofia (7004022843) ;Caye, Arthur (55361400800) ;Cederroth, Christopher R. (9242388300) ;Cegolon, Luca (24449343400) ;Cenderadewi, Muthia (57206668799) ;Cercy, Kelly M. (57208777587) ;Cerin, Ester (14522064200) ;Chadwick, Joshua (58054784600) ;Chakraborty, Chiranjib (57983357900) ;Chakraborty, Promit Ananyo (57218384775) ;Chakraborty, Sandip (59126608900) ;Chan, Jeffrey Shi Kai (57203968284) ;Chan, Raymond N.C. (57843198900) ;Chandan, Joht Singh (57221106138) ;Chandika, Rama Mohan (57979890000) ;Chaturvedi, Pankaj (35547314900) ;Chen, An-Tian (57219562045) ;Chen, Catherine S. (57207921169) ;Chen, Haowei (58148584000) ;Chen, Meng Xuan (57216954444) ;Chen, Mingling (59884271600) ;Chen, Simiao (57203514169) ;Cheng, Ching-Yu (55539712500) ;Cheng, Esther T.W. (57659201000) ;Cherbuin, Nicolas (10139477400) ;Chi, Gerald (56248142900) ;Chichagi, Fatemeh (57326524500) ;Chimed-Ochir, Odgerel (57217262222) ;Chimoriya, Ritesh (57218336276) ;Ching, Patrick R. (57226415941) ;Chirinos-Caceres, Jesus Lorenzo (58188773000) ;Chitheer, Abdulaal (57209314488) ;Cho, William C.S. (58556411300) ;Chong, Bryan (57395645100) ;Chopra, Hitesh (57217071283) ;Chowdhury, Rajiv (58598205500) ;Christopher, Devasahayam J. (57209863533) ;Chu, Dinh-Toi (56239816300) ;Chukwu, Isaac Sunday (57217204488) ;Chung, Eric (22952996300) ;Chung, Sheng-Chia (56008137900) ;Chutiyami, Muhammad (57202967671) ;Cioffi, Iolanda (56274662300) ;Cogen, Rebecca M. (57215876285) ;Cohen, Aaron J. (7404780942) ;Columbus, Alyssa (57222467769) ;Conde, Joao (56992468300) ;Corlateanu, Alexandru (56289644400) ;Cortese, Samuele (8651678100) ;Cortesi, Paolo Angelo (57200306512) ;Costa, Vera Marisa (17134373000) ;Costanzo, Simona (15519087600) ;Criqui, Michael H. (57212369327) ;Cruz, Jessica A. (57219860697) ;Cruz-Martins, Natália (57203415019) ;Culbreth, Garland T. (57996228700) ;da Silva, Alanna Gomes (57201069954) ;Dadras, Omid (57205721978) ;Dai, Xiaochen (58530783700) ;Dai, Zhaoli (55515212800) ;Daikwo, Patience Unekwuojo (59126894100) ;Dalli, Lachlan L. (57212059080) ;Damiani, Giovanni (57218701806) ;D'Amico, Emanuele (59202007400) ;D'Anna, Lucio (35309764000) ;Darwesh, Aso Mohammad (57199749880) ;Das, Jai K. (55644705500) ;Das, Subasish (55531140000) ;Dash, Nihar Ranjan (57194876029) ;Dashti, Mohsen (57372394700) ;Dávila-Cervantes, Claudio Alberto (45561136400) ;Weaver, Nicole Davis (57207958612) ;Davitoiu, Dragos Virgil (57222808143) ;De la Hoz, Fernando Pio (23134262800) ;de la Torre-Luque, Alejandro (55675442300) ;De Leo, Diego (7006128644) ;Debopadhaya, Shayom (57221247845) ;Degenhardt, Louisa (7004040033) ;Bo, Cristian Del (57215386941) ;Delgado-Enciso, Ivan (57193209409) ;Delgado-Saborit, Juana Maria (35749670100) ;Demoze, Chalachew Kassaw (57218899276) ;Denova-Gutiérrez, Edgar (25228198700) ;Dervenis, Nikolaos (35368148900) ;Dervišević, Emina (57209465870) ;Desai, Hardik Dineshbhai (57218293291) ;Desai, Rupak (57188681812) ;Devanbu, Vinoth Gnana Chellaiyan (55879226900) ;Dewan, Syed Masudur Rahman (7102176358) ;Dhali, Arkadeep (57221718408) ;Dhama, Kuldeep (6507396956) ;Dhane, Amol S. (58542222900) ;Dhimal, Mandira Lamichhane (57201374139) ;Dhimal, Meghnath (54941157300) ;Dhingra, Sameer (57363710300) ;Dhulipala, Vishal R. (57841993400) ;Dhungana, Raja Ram (36163827800) ;da Silva, Diana Dias (58082632400) ;Diaz, Daniel (56644152500) ;Diaz, Luis Antonio (56888369100) ;Diaz, Michael J. (57993579500) ;Dima, Adriana (57424551400) ;Ding, Delaney D. (57395549300) ;Dinu, Monica (57104846900) ;Djalalinia, Shirin (37113718000) ;Do, Thanh Chi (58537658400) ;Do, Thao Huynh Phuong (58955491100) ;do Prado, Camila Bruneli (57607953900) ;Dodangeh, Masoud (57212454106) ;Dohare, Sushil (55539568400) ;Dokova, Klara Georgieva (57201523771) ;Dong, Wanyue (57202532927) ;Dongarwar, Deepa (57205144001) ;D'Oria, Mario (57191958879) ;Dorostkar, Fariba (57214882995) ;Dorsey, E. Ray (57202594230) ;Doshi, Rajkumar (57193926619) ;Doshmangir, Leila (44261140600) ;Dowou, Robert Kokou (57220119787) ;Driscoll, Tim Robert (59518397300) ;Dsouza, Ashel Chelsea (58960768700) ;Dsouza, Haneil Larson (55058745500) ;Dumith, Samuel C. (16834520200) ;Duncan, Bruce B. (35476478500) ;Duraes, Andre Rodrigues (30867558600) ;Duraisamy, Senbagam (58956978800) ;Dushpanova, Anar (55255161200) ;Dzianach, Paulina Agnieszka (57209452587) ;Dziedzic, Arkadiusz Marian (56155198800) ;Ebrahimi, Alireza (59785086900) ;Echieh, Chidiebere Peter (57205481781) ;Ed-Dra, Abdelaziz (56910293500) ;Edinur, Hisham Atan (57287676500) ;Edvardsson, David (35229255500) ;Edvardsson, Kristina (35179210100) ;Efendi, Ferry (55301269100) ;Eftekharimehrabad, Aziz (58960140400) ;Eini, Ebrahim (56031829700) ;Ekholuenetale, Michael (57189344745) ;Ekundayo, Temitope Cyrus (57204841448) ;El Arab, Rabie Adel (57204688079) ;El Sayed Zaki, Maysaa (57203666922) ;El-Dahiyat, Faris (36005436900) ;Elemam, Noha Mousaad (56442766900) ;Elgar, Frank J. (6701638337) ;ElGohary, Ghada Metwally Tawfik (56198204500) ;Elhabashy, Hala Rashad (34869491800) ;Elhadi, Muhammed (57212082248) ;Elmehrath, Ahmed O. (57212512069) ;Elmeligy, Omar Abdelsadek Abdou (57194788994) ;Elshaer, Mohammed (57225739890) ;Elsohaby, Ibrahim (56401825200) ;Emeto, Theophilus I. (36522397000) ;Esfandiari, Negin (58306789100) ;Eshrati, Babak (16030619200) ;Eslami, Majid (57201082050) ;Esmaeili, Sayed Vahid (57856314600) ;Estep, Kara (57216550964) ;Etaee, Farshid (57193773903) ;Fabin, Natalia (57218175196) ;Fagbamigbe, Adeniyi Francis (50861113000) ;Fagbule, Omotayo Francis (57205137316) ;Fahimi, Saman (57216775706) ;Falzone, Luca (57057684700) ;Fareed, Mohammad (24491815600) ;e Sá Farinha, Carla Sofia (59217467700) ;Faris, MoezAlIslam Ezzat Mahmoud (57218603193) ;Faris, Pawan Sirwan (57203120211) ;Faro, Andre (36770969600) ;Fasina, Folorunso Oludayo (16416667800) ;Fatehizadeh, Ali (36782045000) ;Fauk, Nelsensius Klau (57070534400) ;Fazylov, Timur (58203307800) ;Feigin, Valery L. (57203677957) ;Feng, Xiaoqi (57211144740) ;Fereshtehnejad, Seyed-Mohammad (57202557520) ;Feroze, Abdullah Hamid (47161109900) ;Ferrara, Pietro (58098198000) ;Ferrari, Alize J. (57211065205) ;Ferreira, Nuno (36782210100) ;Fetensa, Getahun (57211853863) ;Feyisa, Bikila Regassa (57218346720) ;Filip, Irina (55570061400) ;Fischer, Florian (55508208800) ;Fitriana, Ida (57156637800) ;Flavel, Joanne (57194398510) ;Flohr, Carsten (57203088709) ;Flood, David (57189346302) ;Flor, Luisa S. (54414102000) ;Foigt, Nataliya A. (57216998893) ;Folayan, Morenike Oluwatoyin (56725310700) ;Force, Lisa M. (57188548035) ;Fortuna, Daniela (6602178355) ;Foschi, Matteo (57192255295) ;Franklin, Richard Charles (7201428429) ;Freitas, Alberto (57217280282) ;Friedman, Sara D. (57202023615) ;Fux, Blima (23392713900) ;Sridevi, G. (59242892200) ;Gaal, Peter Andras (55966171600) ;Gaihre, Santosh (36503840700) ;Gajdács, Márió (56690440800) ;Galali, Yaseen (57217004520) ;Gallus, Silvano (7005387365) ;Gandhi, Aravind P. (57217858382) ;Ganesan, Balasankar (57191928063) ;Ganiyani, Mohammad Arfat (57226275639) ;Garcia, Vanessa (57924201300) ;Gardner, William M. (57204566870) ;Garg, Ravindra K. (7202772516) ;Gautam, Rupesh K. (55216656700) ;Gebi, Tilaye Gebru (58660009700) ;Gebregergis, Miglas W. (58955738100) ;Gebrehiwot, Mesfin (57192100745) ;Gebremariam, Tesfay B.B. (57212539023) ;Gebremeskel, Teferi Gebru (57210337170) ;Gerema, Urge (57216249028) ;Getacher, Lemma (57219912857) ;a Getahun, Genanew K. (59243310700) ;Getie, Molla (58691186400) ;Ghadirian, Fataneh (56896149700) ;Ghafarian, Sadegh (57202875042) ;Jolfayi, Amir Ghaffari (57710353700) ;Ghailan, Khalid Yaser (57201443897) ;Ghajar, Alireza (56226089600) ;Ghasemi, MohammadReza (57222125520) ;Dabaghi, Ghazal Ghasempour (57421651400) ;Ghasemzadeh, Afsaneh (57819541800) ;Ghassemi, Fariba (35271776100) ;Ghazy, Ramy Mohamed (57212085342) ;Gholami, Ali (55780283100) ;Gholamrezanezhad, Ali (10044363200) ;Gholizadeh, Nasim (58674073100) ;Ghorbani, Mahsa (58166133000) ;Gil, Artyom Urievich (58284852000) ;Gil, Gabriela Fernanda (57263087400) ;Gilbertson, Nora M. (57219473656) ;Gill, Paramjit Singh (7202766660) ;Gill, Tiffany K. (8545441900) ;Gindaba, Ebisa Zerihun (59126966500) ;Girmay, Alem (59792305600) ;Glasbey, James C. (57195948986) ;Gnedovskaya, Elena V. (56806916500) ;Göbölös, Laszlo (18934536800) ;Godinho, Myron Anthony (57188631069) ;Goel, Amit (26534210800) ;Golechha, Mahaveer (36006347600) ;Goleij, Pouya (57217533849) ;Golinelli, Davide (57194230279) ;Gomes, Nelson G.M. (55326199700) ;Gopalani, Sameer Vali (58332307200) ;Gorini, Giuseppe (56509988200) ;Goudarzi, Houman (55606092000) ;Goulart, Alessandra C. (57201181348) ;Gouravani, Mahdi (57214230480) ;Goyal, Anmol (58956489900) ;Graham, Simon Matthew (35740364200) ;Grivna, Michal (6602150133) ;Grosso, Giuseppe (57196998256) ;Guan, Shi-Yang (56982445100) ;Guarducci, Giovanni (57259051500) ;Gubari, Mohammed Ibrahim Mohialdeen (57210795029) ;Guha, Avirup (56201612900) ;Guicciardi, Stefano (56571343600) ;Gulati, Snigdha (58960555500) ;Gulisashvili, David (58960555600) ;Gunawardane, Damitha Asanga (57201316656) ;Guo, Cui (57196000764) ;Gupta, Anish Kumar (57225856558) ;Gupta, Bhawna (56763353100) ;Gupta, Mohak (57217100049) ;Gupta, Rahul (57204120071) ;Gupta, Rajat Das (57215122060) ;Gupta, Rajeev (55705295300) ;Gupta, Sapna (57217857409) ;Gupta, Veer Bala (57194978364) ;Gupta, Vijai Kumar (59142232900) ;Gupta, Vivek Kumar (35073936800) ;Habibzadeh, Farrokh (55984521500) ;Habibzadeh, Parham (55875845600) ;Hadaro, Tesfahun Simon (58345595500) ;Hadian, Zahra (25421608700) ;Haep, Nils (57200036971) ;Haghi-Aminjan, Hamed (57201746028) ;Haghmorad, Dariush (36101153900) ;Hagins, Hailey (57219860838) ;Haile, Demewoz (40861134200) ;Hailu, Alemayehu (57225733572) ;Ali, Adel Hajj (57215589567) ;Halboub, Esam S. (36028027700) ;Halimi, Aram (57913296900) ;Hall, Brian J. (57218302519) ;Haller, Sebastian (55806149600) ;Halwani, Rabih (15065354400) ;Hamadeh, Randah R. (57202769526) ;Hamdy, Nadia M. (57190847144) ;Hameed, Sajid (57225330442) ;Hamidi, Samer (24366336000) ;Hammoud, Ahmad (57212137026) ;Hanif, Asif (55360052800) ;Hanifi, Nasrin (55010787800) ;Haq, Zaim Anan (58758744200) ;Haque, Md. Rabiul (57213945810) ;Harapan, Harapan (55844857500) ;Hargono, Arief (57208225627) ;Haro, Josep Maria (57215877903) ;Hasaballah, Ahmed I. (56002305300) ;Hasan, Ikramul (57218312454) ;Hasan, Mohammad Jahid (59437778600) ;Hasan, S.M. Mahmudul (59841679300) ;Hasani, Hamidreza (55632123200) ;Hasanian, Mohammad (57218697987) ;Hashmeh, Nadim (59126824700) ;Hasnain, Md Saquib (36809656200) ;Hassan, Amr (55618204400) ;Hassan, Ikrama (57216965519) ;Hassan Zadeh Tabatabaei, Mahgol Sadat (57551579700) ;Hassani, Shokoufeh (36760618900) ;Hassanipour, Soheil (57191513993) ;Hassankhani, Hadi (26436359700) ;Haubold, Johannes (57225257476) ;Havmoeller, Rasmus J. (57212075728) ;Hay, Simon I. (7101875313) ;Hebert, Jeffrey J. (35233589600) ;Hegazi, Omar E. (59333456400) ;Hegena, Tadele Yohannes (57113353400) ;Heidari, Golnaz (57218883864) ;Heidari, Mohammad (56494430400) ;Helfer, Bartosz (55266674600) ;Hemmati, Mehdi (56381650600) ;Henson, Claire A. (58852028800) ;Herbert, Molly E. (57219861063) ;Herteliu, Claudiu (26035943100) ;Heuer, Austin (57192876795) ;Hezam, Kamal (57199187791) ;Hinneh, Thomas Kwadwo (57683944000) ;Hiraike, Yuta (55701690300) ;Hoan, Nguyen Quoc (58959927100) ;Holla, Ramesh (55270371800) ;Hon, Julia (57215304252) ;Hoque, Mohammad Enamul (55337968200) ;Horita, Nobuyuki (57217110823) ;Hossain, Sahadat (57188667199) ;Hosseini, Seyed Ehsan (55326215600) ;Hosseinzadeh, Hassan (55913030700) ;Hosseinzadeh, Mehdi (57201880569) ;Hostiuc, Mihaela (51763789200) ;Hostiuc, Sorin (24829099800) ;Hoven, Hanno (55798975600) ;Hsairi, Mohamed (57209033943) ;Hsu, Johnathan M. (59072867100) ;Hu, Chengxi (58956490200) ;Huang, Junjie (57199198962) ;Huda, Md Nazmul (57223109944) ;Hulland, Erin N. (57190193866) ;Hultström, Michael (14070391700) ;Hushmandi, Kiavash (55151192300) ;Hussain, Javid (9535362000) ;Hussein, Nawfal R. (24766000100) ;Huynh, Chantal K. (57202556112) ;Huynh, Hong-Han (58260528100) ;Ibitoye, Segun Emmanuel (57212027408) ;Idowu, Oluwatope Olaniyi (57210320963) ;Ihler, Audrey L. (59073943600) ;Ikeda, Nayu (57203693946) ;Ikuta, Kevin S. (57211541916) ;Ilesanmi, Olayinka Stephen (54782692800) ;Ilic, Irena M. (57210823522) ;Ilic, Milena D. (7102981394) ;Imam, Mohammad Tarique (57217101840) ;Immurana, Mustapha (57215875071) ;Inbaraj, Leeberk Raja (55988289600) ;Irham, Lalu Muhammad (57195464918) ;Isa, Mustafa Alhaji (57202778508) ;Islam, Md Rabiul (57215057958) ;Ismail, Faisal (57218801491) ;Ismail, Nahlah Elkudssiah (57885381900) ;Iso, Hiroyasu (35227393400) ;Isola, Gaetano (25825125500) ;Iwagami, Masao (54381883100) ;Iwu, Chidozie C.D. (57204657478) ;Iwu-Jaja, Chinwe Juliana (56904084900) ;Vinothini, J. (59243924200) ;Jaafari, Jalil (55531397900) ;Jacob, Louis (56779678900) ;Jacobsen, Kathryn H. (26029163100) ;Jadidi-Niaragh, Farhad (36024064100) ;Jahankhani, Kasra (58165039000) ;Jahanmehr, Nader (57203122718) ;Jahrami, Haitham (24391114300) ;Jain, Akhil (57225972689) ;Jain, Nityanand (57219123557) ;Jairoun, Ammar Abdulrahman (57208735762) ;Jaiswal, Abhishek (57196884767) ;Jakovljevic, Mihajlo (14318929700) ;Yengejeh, Reza Jalilzadeh (56105676800) ;Jamora, Roland Dominic G. (8896661800) ;Jatau, Abubakar Ibrahim (57193384550) ;Javadov, Sabzali (6602916796) ;Javaheri, Tahereh (36102883000) ;Jayaram, Shubha (57221589240) ;Jeganathan, Jayakumar (55312958400) ;Jeswani, Bijay Mukesh (58799108700) ;Jiang, Heng (56149161900) ;Johnson, Catherine O. (57212301236) ;Jokar, Mohammad (57221729841) ;Jomehzadeh, Nabi (35995705400) ;Jonas, Jost B. (7202492953) ;Joo, Tamas (57214777013) ;Joseph, Abel (58715051500) ;Joseph, Nitin (35292547200) ;Joshi, Vivek (37113625600) ;Joshua, Charity Ehimwenma (58491197900) ;Jozwiak, Jacek Jerzy (21833993700) ;Jürisson, Mikk (55547524800) ;Kaambwa, Billingsley (25521610300) ;Kabir, Ali (23050698400) ;Kabir, Zubair (57207901718) ;Kadashetti, Vidya (56724219200) ;Kahn, Ethan M. (58080927700) ;Kalani, Rizwan (13006237100) ;Kaliyadan, Feroze (16836323500) ;Kalra, Sanjay (13408725200) ;Kamath, Rajesh (35546251600) ;Kanagasabai, Thanigaivelan (55485804500) ;Kanchan, Tanuj (35237157900) ;Kandel, Himal (57226834655) ;Kanmiki, Edmund Wedam (56823634100) ;Kanmodi, Kehinde Kazeem (57193860523) ;Kansal, Sushil Kumar (8636613600) ;Kapner, Daniel John (59126537900) ;Kapoor, Neeti (56340726700) ;Karagiannidis, Efstratios (57215781819) ;Karajizadeh, Mehrdad (57193873986) ;Karakasis, Paschalis (58141585400) ;Karanth, Shama D. (57208742503) ;Karaye, Ibraheem M. (55598638900) ;Karch, André (55917217700) ;Karim, Asima (57188657071) ;Karimi, Hanie (57801947200) ;Karmakar, Shilpi (57198297113) ;Kashoo, Faizan Zaffar (57208602574) ;Kasraei, Hengameh (57194520224) ;Kassahun, Woldeteklehaymanot Dagne (57220205750) ;Kassebaum, Nicholas J. (57202562224) ;Kassel, Molly B. (58955990600) ;Katikireddi, Srinivasa Vittal (59000218300) ;Kauppila, Joonas H. (37665210400) ;Kawakami, Norito (35377339000) ;Kaydi, Neda (55625515800) ;Kayode, Gbenga A. (53463867400) ;Kazemi, Foad (58881461600) ;Keiyoro, Peter Njenga (57203177260) ;Kemmer, Laura (57205017265) ;Kempen, John H. (57216598048) ;Kerr, Jessica A. (57194029225) ;Kesse-Guyot, Emmanuelle (35573782000) ;Khader, Yousef Saleh (55654192600) ;Khafaie, Morteza Abdullatif (55608324700) ;Khajuria, Himanshu (56639982500) ;Khalaji, Amirmohammad (57801096100) ;Khalil, Mariam (57772272000) ;Khalilian, Alireza (59357174700) ;Khamesipour, Faham (55236513800) ;Khan, Asaduzzaman (55256015300) ;Khan, M. Nuruzzaman (58821087600) ;Khan, Mohammad Jobair (57298003900) ;Khan, Moien A.B. (57209800900) ;Khanmohammadi, Shaghayegh (57216530776) ;Khatab, Khaled (27267685100) ;Khatatbeh, Haitham (57218610483) ;Khatatbeh, Moawiah Mohammad (26421267800) ;Khatib, Mahalaqua Nazli (25825057100) ;Khavandegar, Armin (57224193632) ;Kashani, Hamid Reza Khayat (57132486000) ;Khidri, Feriha Fatima (57210751376) ;Khodadoust, Elaheh (58283292700) ;Khormali, Moein (57193114653) ;Khorrami, Zahra (57003491300) ;Khosla, Atulya Aman (57219789185) ;Khosrowjerdi, Mahmood (35092543000) ;Khreis, Haneen (57031966700) ;Khusun, Helda (6506676401) ;Kifle, Zemene Demelash (57216524881) ;Kim, Kwanghyun (57209600032) ;Kim, Min Seo (57203591936) ;Kim, Yun Jin (57211086375) ;Kimokoti, Ruth W. (8647554600) ;Kisa, Adnan (6603346067) ;Kisa, Sezer (14030019900) ;Knibbs, Luke D. (16313525200) ;Knudsen, Ann Kristin Skrindo (57192966362) ;Koh, David S.Q. (7103039121) ;Kolahi, Ali-Asghar (24331775400) ;Kompani, Farzad (56071483000) ;Kong, Jianqiu (57209226389) ;Koren, Gerbrand (57204166652) ;Korja, Miikka (9336804900) ;Korshunov, Vladimir Andreevich (57203303920) ;Korzh, Oleksii (7004882843) ;Kosen, Soewarta (57211346192) ;Kothari, Nikhil (25635604000) ;Koul, Parvaiz A. (58944144000) ;Laxminarayana, Sindhura Lakshmi Koulmane (57196152832) ;Krishan, Kewal (57202279708) ;Krishnamoorthy, Vijay (36890481900) ;Krishnamoorthy, Yuvaraj (50461872200) ;Krishnan, Bindu (57223334972) ;Krohn, Kris J. (57194138806) ;Defo, Barthelemy Kuate (6602271655) ;Bicer, Burcu Kucuk (57204528360) ;Kuddus, Md Abdul (59471271200) ;Kuddus, Mohammed (8596487800) ;Kugbey, Nuworza (57195398167) ;Kuitunen, Ilari (57189581253) ;Kulimbet, Mukhtar (57288600700) ;Kulkarni, Vishnutheertha (58587146700) ;Kumar, Ashish (59311506700) ;Kumar, Nithin (36678889900) ;Kumar, Vijay (57224775927) ;Kundu, Satyajit (57214314942) ;Kurmi, Om P. (57219034567) ;Kusnali, Asep (57947961700) ;Kusuma, Dian (57190047530) ;Kutluk, Tezer (20934856000) ;Vecchia, Carlo La (36063266200) ;Ladan, Muhammad Awwal (57201721917) ;Laflamme, Lucie (7005939330) ;Lahariya, Chandrakant (13205447400) ;Lai, Daphne Teck Ching (57199649884) ;Lal, Dharmesh Kumar (57222488984) ;Lallukka, Tea (6508300634) ;Lám, Judit (7201973410) ;Lan, Qing (23970641100) ;Lan, Tuo (57218329495) ;Landires, Iván (15063040000) ;Lanfranchi, Francesco (57196456066) ;Langguth, Berthold (6602352583) ;Lansingh, Van Charles (57209471470) ;Laplante-Lévesque, Ariane (6506488140) ;Larijani, Bagher (57205307740) ;Larsson, Anders O. (56381985300) ;Lasrado, Savita (36632480900) ;Lauriola, Paolo (7004129174) ;Le, Huu-Hoai (57218644965) ;Le, Long Khanh Dao (57873296500) ;Le, Nhi Huu Hanh (57225941904) ;Le, Thao Thi Thu (57736182100) ;Leasher, Janet L. (57197789738) ;Ledda, Caterina (54885410300) ;Lee, Munjae (58964400000) ;Lee, Paul H. (57200302692) ;Lee, Seung Won (57223118056) ;Lee, Shaun Wen Huey (35201185800) ;Lee, Yo Han (57193632340) ;LeGrand, Kate E. (57216789066) ;Leigh, James (7202089604) ;Leong, Elvynna (56462346200) ;Lerango, Temesgen L. (58124758800) ;Lescinsky, Haley (57219385330) ;Leung, Janni (57226833271) ;Li, Ming-Chieh (56144176300) ;Li, Wang-Zhong (59889499900) ;Li, Wei (59638602600) ;Li, Yichong (57218426673) ;Li, Zhihui (56346333300) ;Ligade, Virendra S. (15769728900) ;Lim, Lee-Ling (56988527400) ;Lim, Stephen S. (57201800433) ;Lin, Ro-Ting (15123000400) ;Lin, Shuzhi (57397981100) ;Liu, Chaojie (58758100100) ;Liu, Gang (57189061134) ;Liu, Jinli (57219107429) ;Liu, Jue (56797105100) ;Liu, Richard T. (35206467300) ;Liu, Shiwei (57209574351) ;Liu, Wei (56135119000) ;Liu, Xiaofeng (57193764777) ;Liu, Xuefeng (37050047900) ;Livingstone, Katherine M. (55466317400) ;Llanaj, Erand (57204154387) ;Lohiya, Ayush (56731048500) ;López-Bueno, Rubén (57204275020) ;Lopukhov, Platon D. (57191340780) ;Lorkowski, Stefan (57203677656) ;Lotufo, Paulo A. (7003331101) ;Lozano, Rafael (57570224000) ;Lubinda, Jailos (56700387300) ;Lucchetti, Giancarlo (35790096500) ;Luo, Lisha (57192420067) ;Lv, Hengliang (58576838700) ;Amin, Hawraz Ibrahim M. (57189760740) ;Ma, Zheng Feei (56248284800) ;Maass, Kelsey Lynn (57211536483) ;Mabrok, Mahmoud (57202002158) ;Machairas, Nikolaos (55761474700) ;Machoy, Monika (56123551300) ;Mafhoumi, Asma (58973640400) ;El Razek, Mohammed Magdy Abd (57216629996) ;Maghazachi, Azzam A. (7004562043) ;Prasad, D.R. Mahadeshwara (57220181627) ;Maharaj, Sandeep B. (54883987800) ;Mahmoud, Mansour Adam (55461775000) ;Mahmoudi, Elham (37034395100) ;Majeed, Azeem (57217722657) ;Makram, Omar Mohamed (57201684400) ;Makris, Konstantinos Christos (6506570505) ;Malasala, Satyaveni (57204012837) ;Maled, Venkatesh (59317098500) ;Malhotra, Kashish (57224508895)Malik, Ahmad Azam (57198682313)Background: Understanding the health consequences associated with exposure to risk factors is necessary to inform public health policy and practice. To systematically quantify the contributions of risk factor exposures to specific health outcomes, the Global Burden of Diseases, Injuries, and Risk Factors Study (GBD) 2021 aims to provide comprehensive estimates of exposure levels, relative health risks, and attributable burden of disease for 88 risk factors in 204 countries and territories and 811 subnational locations, from 1990 to 2021. Methods: The GBD 2021 risk factor analysis used data from 54 561 total distinct sources to produce epidemiological estimates for 88 risk factors and their associated health outcomes for a total of 631 risk–outcome pairs. Pairs were included on the basis of data-driven determination of a risk–outcome association. Age-sex-location-year-specific estimates were generated at global, regional, and national levels. Our approach followed the comparative risk assessment framework predicated on a causal web of hierarchically organised, potentially combinative, modifiable risks. Relative risks (RRs) of a given outcome occurring as a function of risk factor exposure were estimated separately for each risk–outcome pair, and summary exposure values (SEVs), representing risk-weighted exposure prevalence, and theoretical minimum risk exposure levels (TMRELs) were estimated for each risk factor. These estimates were used to calculate the population attributable fraction (PAF; ie, the proportional change in health risk that would occur if exposure to a risk factor were reduced to the TMREL). The product of PAFs and disease burden associated with a given outcome, measured in disability-adjusted life-years (DALYs), yielded measures of attributable burden (ie, the proportion of total disease burden attributable to a particular risk factor or combination of risk factors). Adjustments for mediation were applied to account for relationships involving risk factors that act indirectly on outcomes via intermediate risks. Attributable burden estimates were stratified by Socio-demographic Index (SDI) quintile and presented as counts, age-standardised rates, and rankings. To complement estimates of RR and attributable burden, newly developed burden of proof risk function (BPRF) methods were applied to yield supplementary, conservative interpretations of risk–outcome associations based on the consistency of underlying evidence, accounting for unexplained heterogeneity between input data from different studies. Estimates reported represent the mean value across 500 draws from the estimate's distribution, with 95% uncertainty intervals (UIs) calculated as the 2·5th and 97·5th percentile values across the draws. Findings: Among the specific risk factors analysed for this study, particulate matter air pollution was the leading contributor to the global disease burden in 2021, contributing 8·0% (95% UI 6·7–9·4) of total DALYs, followed by high systolic blood pressure (SBP; 7·8% [6·4–9·2]), smoking (5·7% [4·7–6·8]), low birthweight and short gestation (5·6% [4·8–6·3]), and high fasting plasma glucose (FPG; 5·4% [4·8–6·0]). For younger demographics (ie, those aged 0–4 years and 5–14 years), risks such as low birthweight and short gestation and unsafe water, sanitation, and handwashing (WaSH) were among the leading risk factors, while for older age groups, metabolic risks such as high SBP, high body-mass index (BMI), high FPG, and high LDL cholesterol had a greater impact. From 2000 to 2021, there was an observable shift in global health challenges, marked by a decline in the number of all-age DALYs broadly attributable to behavioural risks (decrease of 20·7% [13·9–27·7]) and environmental and occupational risks (decrease of 22·0% [15·5–28·8]), coupled with a 49·4% (42·3–56·9) increase in DALYs attributable to metabolic risks, all reflecting ageing populations and changing lifestyles on a global scale. Age-standardised global DALY rates attributable to high BMI and high FPG rose considerably (15·7% [9·9–21·7] for high BMI and 7·9% [3·3–12·9] for high FPG) over this period, with exposure to these risks increasing annually at rates of 1·8% (1·6–1·9) for high BMI and 1·3% (1·1–1·5) for high FPG. By contrast, the global risk-attributable burden and exposure to many other risk factors declined, notably for risks such as child growth failure and unsafe water source, with age-standardised attributable DALYs decreasing by 71·5% (64·4–78·8) for child growth failure and 66·3% (60·2–72·0) for unsafe water source. We separated risk factors into three groups according to trajectory over time: those with a decreasing attributable burden, due largely to declining risk exposure (eg, diet high in trans-fat and household air pollution) but also to proportionally smaller child and youth populations (eg, child and maternal malnutrition); those for which the burden increased moderately in spite of declining risk exposure, due largely to population ageing (eg, smoking); and those for which the burden increased considerably due to both increasing risk exposure and population ageing (eg, ambient particulate matter air pollution, high BMI, high FPG, and high SBP). Interpretation: Substantial progress has been made in reducing the global disease burden attributable to a range of risk factors, particularly those related to maternal and child health, WaSH, and household air pollution. Maintaining efforts to minimise the impact of these risk factors, especially in low SDI locations, is necessary to sustain progress. Successes in moderating the smoking-related burden by reducing risk exposure highlight the need to advance policies that reduce exposure to other leading risk factors such as ambient particulate matter air pollution and high SBP. Troubling increases in high FPG, high BMI, and other risk factors related to obesity and metabolic syndrome indicate an urgent need to identify and implement interventions. Funding: Bill & Melinda Gates Foundation. © 2024 The Author(s). Published by Elsevier Ltd. This is an Open Access article under the CC BY 4.0 license - Some of the metrics are blocked by yourconsent settings
Publication Subnational mapping of HIV incidence and mortality among individuals aged 15–49 years in sub-Saharan Africa, 2000–18: a modelling study(2021) ;Sartorius, Benn (12788526800) ;VanderHeide, John D. (57208864826) ;Yang, Mingyou (57217859286) ;Goosmann, Erik A. (57204115986) ;Hon, Julia (57215304252) ;Haeuser, Emily (57221852630) ;Cork, Michael A. (57208864201) ;Perkins, Samantha (57190260421) ;Jahagirdar, Deepa (57213764835) ;Schaeffer, Lauren E. (57208868098) ;Serfes, Audrey L. (57217852981) ;LeGrand, Kate E. (57216789066) ;Abbastabar, Hedayat (57212441848) ;Abebo, Zeleke Hailemariam (57211536706) ;Abosetugn, Akine Eshete (57041277200) ;Abu-Gharbieh, Eman (24586714800) ;Accrombessi, Manfred Mario Kokou (55353650500) ;Adebayo, Oladimeji M. (57194329853) ;Adegbosin, Adeyinka Emmanuel (57209216298) ;Adekanmbi, Victor (53463192900) ;Adetokunboh, Olatunji O. (56598104300) ;Adeyinka, Daniel Adedayo (35223041800) ;Ahinkorah, Bright Opoku (57194684030) ;Ahmadi, Keivan (59396073300) ;Ahmed, Muktar Beshir (57207802317) ;Akalu, Yonas (57211048375) ;Akinyemi, Oluwaseun Oladapo (55322237900) ;Akinyemi, Rufus Olusola (25633566800) ;Aklilu, Addis (56450972500) ;Akunna, Chisom Joyqueenet (57214884531) ;Alahdab, Fares (55135922900) ;Al-Aly, Ziyad (9738161500) ;Alam, Noore (57202437697) ;Alamneh, Alehegn Aderaw (57190072164) ;Alanzi, Turki M. (55978240000) ;Alemu, Biresaw Wassihun (57202912931) ;Alhassan, Robert Kaba (55829647800) ;Ali, Tilahun (57192295414) ;Alipour, Vahid (56436629300) ;Amini, Saeed (57210811281) ;Ancuceanu, Robert (35728302200) ;Ansari, Fereshteh (56478531800) ;Anteneh, Zelalem Alamrew (56674652700) ;Anvari, Davood (57201259536) ;Anwer, Razique (54416938700) ;Appiah, Seth Christopher Yaw (57204569403) ;Arabloo, Jalal (57208760927) ;Asemahagn, Mulusew A. (56376379400) ;Asghari Jafarabadi, Mohammad (57226675591) ;Asmare, Wondwossen Niguse (57224145753) ;Atnafu, Desta Debalkie (57203502301) ;Atout, Maha Moh'd Wahbi (57195251851) ;Atreya, Alok (55856196800) ;Ausloos, Marcel (7101798907) ;Awedew, Atalel Fentahun (57216741537) ;Ayala Quintanilla, Beatriz Paulina (55598298700) ;Ayanore, Martin Amogre (57070358300) ;Aynalem, Yared Asmare (57214332450) ;Ayza, Muluken Altaye (57216492115) ;Azari, Samad (56396696500) ;Azene, Zelalem Nigussie (57210023751) ;Babar, Zaheer-Ud-Din (57222325633) ;Baig, Atif Amin (49460999600) ;Balakrishnan, Senthilkumar (56640778400) ;Banach, Maciej (22936699500) ;Bärnighausen, Till Winfried (23011726900) ;Basu, Sanjay (9335409500) ;Bayati, Mohsen (56906776500) ;Bedi, Neeraj (57988442200) ;Bekuma, Tariku Tesfaye (57193305689) ;Bezabhe, Woldesellassie M. Mequanint (55932461200) ;Bhagavathula, Akshaya Srikanth (56398498300) ;Bhardwaj, Pankaj (57226841442) ;Bhattacharyya, Krittika (57204647266) ;Bhutta, Zulfiqar A. (24342648300) ;Bibi, Sadia (57524553300) ;Bikbov, Boris (57219957158) ;Birhan, Tsegaye Adane (57224144642) ;Bitew, Zebenay Workneh (57214936948) ;Bockarie, Moses John (7004523740) ;Boloor, Archith (36192710300) ;Brady, Oliver J. (57218716651) ;Bragazzi, Nicola Luigi (57212030091) ;Briko, Andrey Nikolaevich (57202792237) ;Briko, Nikolay Ivanovich (7004344976) ;Burugina Nagaraja, Sharath (46961272800) ;Butt, Zahid A. (57202522739) ;Cárdenas, Rosario (57216482927) ;Carvalho, Felix (7103070417) ;Charan, Jaykaran (9251091600) ;Chatterjee, Souranshu (57222291601) ;Chattu, Soosanna Kumary (57209796729) ;Chattu, Vijay Kumar (55743746500) ;Chowdhury, Mohiuddin Ahsanul Kabir (57199184042) ;Chu, Dinh-Toi (56239816300) ;Cook, Aubrey J. (57220892432) ;Cormier, Natalie Maria (57216638260) ;Cowden, Richard G. (56463772700) ;Culquichicon, Carlos (57193857917) ;Dagnew, Baye (57208599718) ;Dahlawi, Saad M.A. (57189234459) ;Damiani, Giovanni (57218701806) ;Daneshpajouhnejad, Parnaz (55341296000) ;Daoud, Farah (57201079837) ;Daryani, Ahmad (16021522200) ;das Neves, José (57208073193) ;Davis Weaver, Nicole (57203300193) ;Derbew Molla, Meseret (57211542342) ;Deribe, Kebede (57193912587) ;Desta, Abebaw Alemayehu (57224144903) ;Deuba, Keshab (55619379400) ;Dharmaratne, Samath Dhamminda (57216324802) ;Dhungana, Govinda Prasad (24066372700) ;Diaz, Daniel (56644152500) ;Djalalinia, Shirin (37113718000) ;Doku, Paul Narh (36089696500) ;Dubljanin, Eleonora (55957442600) ;Duko, Bereket (56845644100) ;Eagan, Arielle Wilder (57192248890) ;Earl, Lucas (57190371340) ;Eaton, Jeffrey W. (58553535300) ;Effiong, Andem (57213158150) ;El Sayed Zaki, Maysaa (57203666922) ;El Tantawi, Maha (57214851491) ;Elayedath, Rajesh (56226366100) ;El-Jaafary, Shaimaa I. (34869528300) ;Elsharkawy, Aisha (55683285000) ;Eskandarieh, Sharareh (57211720158) ;Eyawo, Oghenowede (25959550100) ;Ezzikouri, Sayeh (16836144700) ;Fasanmi, Abidemi Omolara (57224144667) ;Fasil, Alebachew (57204011210) ;Fauk, Nelsensius Klau (57070534400) ;Feigin, Valery L. (57203677957) ;Ferede, Tomas Y. (57216632750) ;Fernandes, Eduarda (34770207500) ;Fischer, Florian (55508208800) ;Foigt, Nataliya A. (57216998893) ;Folayan, Morenike Oluwatoyin (56725310700) ;Foroutan, Masoud (58948371300) ;Francis, Joel Msafiri (35198028700) ;Fukumoto, Takeshi (26531100300) ;Gad, Mohamed M. (57203749611) ;Geberemariyam, Biniyam Sahiledengle (57204583027) ;Gebregiorgis, Birhan Gebresillassie (57221131881) ;Gebremichael, Berhe (57208167345) ;Gesesew, Hailay Abrha (56412148300) ;Getacher, Lemma (57219912857) ;Ghadiri, Keyghobad (55409170000) ;Ghashghaee, Ahmad (57194174020) ;Gilani, Syed Amir (37008269900) ;Ginindza, Themba G. (24468039800) ;Glagn, Mustefa (57218881480) ;Golechha, Mahaveer (36006347600) ;Gona, Philimon N. (57219703762) ;Gubari, Mohammed Ibrahim Mohialdeen (57210795029) ;Gugnani, Harish Chander (7005567008) ;Guido, Davide (56314778600) ;Guled, Rashid Abdi (57216636102) ;Hall, Brian J. (57218302519) ;Hamidi, Samer (24366336000) ;Handiso, Demelash Woldeyohannes (57201501075) ;Hargono, Arief (57208225627) ;Hashi, Abdiwahab (57193562090) ;Hassanipour, Soheil (57191513993) ;Hassankhani, Hadi (26436359700) ;Hayat, Khezar (57219918947) ;Herteliu, Claudiu (26035943100) ;de Hidru, Hagos Degefa (57216634249) ;Holla, Ramesh (55270371800) ;Hosgood, H. Dean (56353204400) ;Hossain, Naznin (57195380270) ;Hosseini, Mostafa (57204569481) ;Hosseinzadeh, Mehdi (57201880569) ;Househ, Mowafa (8667908000) ;Hwang, Bing-Fang (7201453928) ;Ibitoye, Segun Emmanuel (57212027408) ;Ilesanmi, Olayinka Stephen (54782692800) ;Ilic, Irena M. (57210823522) ;Ilic, Milena D. (7102981394) ;Irvani, Seyed Sina Naghibi (57202975543) ;Iwu, Chidozie C.D. (57204657478) ;Iwu, Chinwe Juliana (56904084900) ;Iyamu, Ihoghosa Osamuyi (57219860603) ;Jain, Vardhmaan (57208149266) ;Jakovljevic, Mihajlo (14318929700) ;Jalilian, Farzad (57204537193) ;Jha, Ravi Prakash (58586863400) ;Johnson, Kimberly B. (57207359220) ;Joshua, Vasna (57196474987) ;Joukar, Farahnaz (26024213000) ;Jozwiak, Jacek Jerzy (21833993700) ;Kabir, Ali (23050698400) ;Kalankesh, Leila R. (12796418600) ;Kalhor, Rohollah (55670548600) ;Kamath, Ashwin (35724313100) ;Kamyari, Naser (57552959000) ;Kanchan, Tanuj (35237157900) ;Karami Matin, Behzad (56943457000) ;Karch, André (55917217700) ;Karimi, Salah Eddin (57218689006) ;Kasa, Ayele Semachew (57203538861) ;Kassahun, Getinet (57210807075) ;Kayode, Gbenga A. (53463867400) ;Kazemi Karyani, Ali (56664511600) ;Keiyoro, Peter Njenga (57203177260) ;Kelkay, Bayew (57205237406) ;Khalid, Nauman (57204561542) ;Khan, Gulfaraz (6701635515) ;Khan, Junaid (57203436148) ;Khan, Md Nuruzzaman (57209404949) ;Khatab, Khaled (27267685100) ;Khazaei, Salman (55420466900) ;Kim, Yun Jin (57211086375) ;Kisa, Adnan (6603346067) ;Kisa, Sezer (14030019900) ;Kochhar, Sonali (57214107714) ;Kopec, Jacek A. (7006284395) ;Kosen, Soewarta (57211346192) ;Koulmane Laxminarayana, Sindhura (57196152832) ;Koyanagi, Ai (57197741912) ;Krishan, Kewal (57202279708) ;Kuate Defo, Barthelemy (6602271655) ;Kugbey, Nuworza (57195398167) ;Kulkarni, Vaman (56265708400) ;Kumar, Manasi (21739940700) ;Kumar, Nithin (36678889900) ;Kurmi, Om P. (23389886800) ;Kusuma, Dian (57190047530) ;Kuupiel, Desmond (57204902250) ;Kyu, Hmwe Hmwe (57217040073) ;La Vecchia, Carlo (36063266200) ;Lal, Dharmesh Kumar (57222488984) ;Lam, Jennifer O. (57201997930) ;Landires, Iván (15063040000) ;Lasrado, Savita (36632480900) ;Lazarus, Jeffrey V. (55431519100) ;Lazzar-Atwood, Alice (57210321818) ;Lee, Paul H. (57200302692) ;Leshargie, Cheru Tesema (57195295462) ;Li, Bingyu (57205248886) ;Liu, Xuefeng (37050047900) ;Lopukhov, Platon D. (57191340780) ;Amin, Hawraz Ibrahim M. (57189760740) ;Madi, Deepak (54581344300) ;Mahasha, Phetole Walter (28767805500) ;Majeed, Azeem (7102027801) ;Maleki, Afshin (16402422400) ;Maleki, Shokofeh (57200675775) ;Mamun, Abdullah A. (55666602500) ;Manafi, Navid (57190424904) ;Mansournia, Mohammad Ali (34570618600) ;Martins-Melo, Francisco Rogerlândio (57204796807) ;Masoumi, Seyedeh Zahra (55769011500) ;Mayala, Benjamin K. (23980407900) ;Meharie, Birhanu Geta (57217083932) ;Meheretu, Hailemariam Abiy Alemu (57213838281) ;Meles, Hagazi Gebre (57204559084) ;Melku, Mulugeta (56032188500) ;Mendoza, Walter (57216905642) ;Mengesha, Endalkachew Worku (57216203521) ;Meretoja, Tuomo J. (57219008708) ;Mersha, Abera M. (57205064523) ;Mestrovic, Tomislav (6507240107) ;Miller, Ted R. (7403948600) ;Mirica, Andreea (57188983765) ;Mirzaei-Alavijeh, Mehdi (57201700997) ;Mohamad, Osama (36342663600) ;Mohammad, Yousef (6603403710) ;Mohammadian-Hafshejani, Abdollah (55602206500) ;Mohammed, Jemal Abdu (57211142589) ;Mohammed, Salahuddin (57567912700) ;Mohammed, Shafiu (57838689000) ;Mokdad, Ali H. (7004813962) ;Mokonnon, Taklu Marama (57208080259) ;Molokhia, Mariam (7004121920) ;Moradi, Masoud (56506570100) ;Moradi, Yousef (55338348700) ;Moradzadeh, Rahmatollah (55179399300) ;Moraga, Paula (46761426800) ;Mosser, Jonathan F. (56111776300) ;Munro, Sandra B. (7004622934) ;Mustafa, Ghulam (57190395960) ;Muthupandian, Saravanan (54585668500) ;Naderi, Mehdi (57202026927) ;Nagarajan, Ahamarshan Jayaraman (57204562074) ;Naghavi, Mohsen (57207906323) ;Naveed, Muhammad (58953995300) ;Nayak, Vinod C. (24385399000) ;Nazari, Javad (57207759174) ;Ndejjo, Rawlance (56586121600) ;Nepal, Samata (56549676600) ;Netsere, Henok Biresaw (57218199940) ;Ngalesoni, Frida N. (57219463339) ;Nguefack-Tsague, Georges (55198921200) ;Ngunjiri, Josephine W. (57195296110) ;Nigatu, Yeshambel T. (56491170000) ;Nigussie, Samuel Negash (57213370090) ;Nnaji, Chukwudi A. (57204873792) ;Noubiap, Jean Jacques (55490374000) ;Nuñez-Samudio, Virginia (15063201000) ;Oancea, Bogdan (26658614800) ;Odukoya, Oluwakemi Ololade (55356642300) ;Ogbo, Felix Akpojene (57217186813) ;Oladimeji, Olanrewaju (57216495380) ;Olagunju, Andrew T. (26029995700) ;Olusanya, Bolajoko Olubukunola (57218504682) ;Olusanya, Jacob Olusegun (57222488860) ;Omer, Muktar Omer (57216632134) ;Omonisi, Abidemi E. Emmanuel (36103029000) ;Onwujekwe, Obinna E. (7003992855) ;Orisakwe, Orish Ebere (7003998930) ;Otstavnov, Nikita (57202947262) ;Owolabi, Mayowa O. (57222581892) ;Mahesh, P.A. (57202421244) ;Padubidri, Jagadish Rao (58295062300) ;Pakhale, Smita (57220937499) ;Pana, Adrian (57191837583) ;Pandi-Perumal, Seithikurippu R. (7801638271) ;Patel, Urvish K. (57205649495) ;Pathak, Mona (57194053763) ;Patton, George C. (7102184358) ;Pawar, Shrikant (58594958600) ;Peprah, Emmanuel K. (57195257834) ;Pokhrel, Khem Narayan (57189445377) ;Postma, Maarten J. (7006296502) ;Pottoo, Faheem Hyder (56394551400) ;Pourjafar, Hadi (54881252100) ;Pribadi, Dimas Ria Angga (57216633039) ;Quazi Syed, Zahiruddin (36337182700) ;Rafiei, Alireza (13205769200) ;Rahim, Fakher (23052247800) ;Rahman, Mohammad Hifz Ur (57208867497) ;Rahmani, Amir Masoud (57204588830) ;Ram, Pradhum (55961669800) ;Rana, Juwel (57191591600) ;Ranabhat, Chhabi Lal (56719695500) ;Rao, Satish (56915158400) ;Rao, Sowmya J. (57195423591) ;Rathi, Priya (57216633909) ;Rawaf, David Laith (57209228052) ;Rawaf, Salman (6602475959) ;Rawassizadeh, Reza (36634807900) ;Renjith, Vishnu (56468022200) ;Reta, Melese Abate (57219956463) ;Rezaei, Nima (57216077273) ;Rezapour, Aziz (55548281300) ;Ribeiro, Ana Isabel (36860251200) ;Ross, Jennifer M. (56895463600) ;Rumisha, Susan Fred (15023247400) ;Sagar, Rajesh (26643103100) ;Sahu, Maitreyi (57216341277) ;Sajadi, S. Mohammad (22136195900) ;Salem, Marwa Rashad (57194137372) ;Samy, Abdallah M. (36973661300) ;Sathian, Brijesh (27467953500) ;Schutte, Aletta Elisabeth (57216814352) ;Seidu, Abdul-Aziz (57200383297) ;Sha, Feng (57190308655) ;Shafaat, Omid (55567483500) ;Shahbaz, Mohammad (57222727777) ;Shaikh, Masood Ali (57203122601) ;Shaka, Mohammed Feyisso (57205107107) ;Sheikh, Aziz (7202522962) ;Shibuya, Kenji (8948057900) ;Shin, Jae Il (57964880100) ;Shivakumar, K.M. (57221603938) ;Sidemo, Negussie Boti (57204638690) ;Singh, Jasvinder A. (7404421736) ;Skryabin, Valentin Yurievich (57226830981) ;Skryabina, Anna Aleksandrovna (57218875198) ;Soheili, Amin (57204123755) ;Soltani, Shahin (56767763700) ;Somefun, Oluwaseyi Dolapo (57053439000) ;Sorrie, Muluken Bekele (57195303874) ;Spurlock, Emma Elizabeth (57218543838) ;Sufiyan, Mu'awiyyah Babale (58294633600) ;Taddele, Biruk Wogayehu (57218876556) ;Tadesse, Eyayou Girma (57221591705) ;Tamir, Zemenu (57189602203) ;Tamiru, Animut Tagele (57218877788) ;Tanser, Frank C. (6603089893) ;Taveira, Nuno (6602731390) ;Tehrani-Banihashemi, Arash (57204006020) ;Tekalegn, Yohannes (57201033519) ;Tesfay, Fisaha Haile (57203977293) ;Tessema, Belay (20735503600) ;Tessema, Zemenu Tadesse (57211312128) ;Thakur, Bhaskar (56810826900) ;Tolani, Musliu Adetola (57200450515) ;Topor-Madry, Roman (57211182892) ;Torrado, Marco (55515638000) ;Tovani-Palone, Marcos Roberto (56644977900) ;Traini, Eugenio (57211137081) ;Tsai, Alexander C. (35362700200) ;Tsegaye, Gebiyaw Wudie (57216732977) ;Ullah, Irfan (56992676600) ;Ullah, Saif (57219395828) ;Umeokonkwo, Chukwuma David (57204448015) ;Unnikrishnan, Bhaskaran (12790012100) ;Vardavas, Constantine (13410362100) ;Violante, Francesco S. (7003555890) ;Vo, Bay (35147075900) ;Wado, Yohannes Dibaba (55845842100) ;Waheed, Yasir (35303643700) ;Wamai, Richard G. (23969762700) ;Wang, Yanzhong (59417336500) ;Ward, Paul (7402101951) ;Werdecker, Andrea (57208964895) ;Wickramasinghe, Nuwan Darshana (55326938000) ;Wijeratne, Tissa (14051317700) ;Wiysonge, Charles Shey (6507441509) ;Wondmeneh, Temesgen Gebeyehu (57219426999) ;Yamada, Tomohide (37662679800) ;Yaya, Sanni (55191139800) ;Yeshaw, Yigizie (57197818606) ;Yeshitila, Yordanos Gizachew (57214888505) ;Yilma, Mekdes Tigistu (57212019529) ;Yip, Paul (7102503720) ;Yonemoto, Naohiro (57204947657) ;Yosef, Tewodros (56786574500) ;Yusefzadeh, Hasan (55887807200) ;Zaidi, Syed Saoud (57218882927) ;Zaki, Leila (57204106631) ;Zamanian, Maryam (57201292465) ;Zastrozhin, Mikhail Sergeevich (56728932200) ;Zastrozhina, Anasthasia (57210832491) ;Zewdie, Dejene Tesfaye (57226827221) ;Zhang, Yunquan (56568510200) ;Zhang, Zhi-Jiang (56068578400) ;Ziapour, Arash (57202571078) ;Hay, Simon I. (7101875313)Dwyer-Lindgren, Laura (50461317900)Background: High-resolution estimates of HIV burden across space and time provide an important tool for tracking and monitoring the progress of prevention and control efforts and assist with improving the precision and efficiency of targeting efforts. We aimed to assess HIV incidence and HIV mortality for all second-level administrative units across sub-Saharan Africa. Methods: In this modelling study, we developed a framework that used the geographically specific HIV prevalence data collected in seroprevalence surveys and antenatal care clinics to train a model that estimates HIV incidence and mortality among individuals aged 15–49 years. We used a model-based geostatistical framework to estimate HIV prevalence at the second administrative level in 44 countries in sub-Saharan Africa for 2000–18 and sought data on the number of individuals on antiretroviral therapy (ART) by second-level administrative unit. We then modified the Estimation and Projection Package (EPP) to use these HIV prevalence and treatment estimates to estimate HIV incidence and mortality by second-level administrative unit. Findings: The estimates suggest substantial variation in HIV incidence and mortality rates both between and within countries in sub-Saharan Africa, with 15 countries having a ten-times or greater difference in estimated HIV incidence between the second-level administrative units with the lowest and highest estimated incidence levels. Across all 44 countries in 2018, HIV incidence ranged from 2·8 (95% uncertainty interval 2·1–3·8) in Mauritania to 1585·9 (1369·4–1824·8) cases per 100 000 people in Lesotho and HIV mortality ranged from 0·8 (0·7–0·9) in Mauritania to 676·5 (513·6–888·0) deaths per 100 000 people in Lesotho. Variation in both incidence and mortality was substantially greater at the subnational level than at the national level and the highest estimated rates were accordingly higher. Among second-level administrative units, Guijá District, Gaza Province, Mozambique, had the highest estimated HIV incidence (4661·7 [2544·8–8120·3]) cases per 100 000 people in 2018 and Inhassunge District, Zambezia Province, Mozambique, had the highest estimated HIV mortality rate (1163·0 [679·0–1866·8]) deaths per 100 000 people. Further, the rate of reduction in HIV incidence and mortality from 2000 to 2018, as well as the ratio of new infections to the number of people living with HIV was highly variable. Although most second-level administrative units had declines in the number of new cases (3316 [81·1%] of 4087 units) and number of deaths (3325 [81·4%]), nearly all appeared well short of the targeted 75% reduction in new cases and deaths between 2010 and 2020. Interpretation: Our estimates suggest that most second-level administrative units in sub-Saharan Africa are falling short of the targeted 75% reduction in new cases and deaths by 2020, which is further compounded by substantial within-country variability. These estimates will help decision makers and programme implementers expand access to ART and better target health resources to higher burden subnational areas. Funding: Bill & Melinda Gates Foundation. © 2021 The Author(s). Published by Elsevier Ltd. This is an Open Access article under the CC BY 4.0 license - Some of the metrics are blocked by yourconsent settings
Publication Subnational mapping of HIV incidence and mortality among individuals aged 15–49 years in sub-Saharan Africa, 2000–18: a modelling study(2021) ;Sartorius, Benn (12788526800) ;VanderHeide, John D. (57208864826) ;Yang, Mingyou (57217859286) ;Goosmann, Erik A. (57204115986) ;Hon, Julia (57215304252) ;Haeuser, Emily (57221852630) ;Cork, Michael A. (57208864201) ;Perkins, Samantha (57190260421) ;Jahagirdar, Deepa (57213764835) ;Schaeffer, Lauren E. (57208868098) ;Serfes, Audrey L. (57217852981) ;LeGrand, Kate E. (57216789066) ;Abbastabar, Hedayat (57212441848) ;Abebo, Zeleke Hailemariam (57211536706) ;Abosetugn, Akine Eshete (57041277200) ;Abu-Gharbieh, Eman (24586714800) ;Accrombessi, Manfred Mario Kokou (55353650500) ;Adebayo, Oladimeji M. (57194329853) ;Adegbosin, Adeyinka Emmanuel (57209216298) ;Adekanmbi, Victor (53463192900) ;Adetokunboh, Olatunji O. (56598104300) ;Adeyinka, Daniel Adedayo (35223041800) ;Ahinkorah, Bright Opoku (57194684030) ;Ahmadi, Keivan (59396073300) ;Ahmed, Muktar Beshir (57207802317) ;Akalu, Yonas (57211048375) ;Akinyemi, Oluwaseun Oladapo (55322237900) ;Akinyemi, Rufus Olusola (25633566800) ;Aklilu, Addis (56450972500) ;Akunna, Chisom Joyqueenet (57214884531) ;Alahdab, Fares (55135922900) ;Al-Aly, Ziyad (9738161500) ;Alam, Noore (57202437697) ;Alamneh, Alehegn Aderaw (57190072164) ;Alanzi, Turki M. (55978240000) ;Alemu, Biresaw Wassihun (57202912931) ;Alhassan, Robert Kaba (55829647800) ;Ali, Tilahun (57192295414) ;Alipour, Vahid (56436629300) ;Amini, Saeed (57210811281) ;Ancuceanu, Robert (35728302200) ;Ansari, Fereshteh (56478531800) ;Anteneh, Zelalem Alamrew (56674652700) ;Anvari, Davood (57201259536) ;Anwer, Razique (54416938700) ;Appiah, Seth Christopher Yaw (57204569403) ;Arabloo, Jalal (57208760927) ;Asemahagn, Mulusew A. (56376379400) ;Asghari Jafarabadi, Mohammad (57226675591) ;Asmare, Wondwossen Niguse (57224145753) ;Atnafu, Desta Debalkie (57203502301) ;Atout, Maha Moh'd Wahbi (57195251851) ;Atreya, Alok (55856196800) ;Ausloos, Marcel (7101798907) ;Awedew, Atalel Fentahun (57216741537) ;Ayala Quintanilla, Beatriz Paulina (55598298700) ;Ayanore, Martin Amogre (57070358300) ;Aynalem, Yared Asmare (57214332450) ;Ayza, Muluken Altaye (57216492115) ;Azari, Samad (56396696500) ;Azene, Zelalem Nigussie (57210023751) ;Babar, Zaheer-Ud-Din (57222325633) ;Baig, Atif Amin (49460999600) ;Balakrishnan, Senthilkumar (56640778400) ;Banach, Maciej (22936699500) ;Bärnighausen, Till Winfried (23011726900) ;Basu, Sanjay (9335409500) ;Bayati, Mohsen (56906776500) ;Bedi, Neeraj (57988442200) ;Bekuma, Tariku Tesfaye (57193305689) ;Bezabhe, Woldesellassie M. Mequanint (55932461200) ;Bhagavathula, Akshaya Srikanth (56398498300) ;Bhardwaj, Pankaj (57226841442) ;Bhattacharyya, Krittika (57204647266) ;Bhutta, Zulfiqar A. (24342648300) ;Bibi, Sadia (57524553300) ;Bikbov, Boris (57219957158) ;Birhan, Tsegaye Adane (57224144642) ;Bitew, Zebenay Workneh (57214936948) ;Bockarie, Moses John (7004523740) ;Boloor, Archith (36192710300) ;Brady, Oliver J. (57218716651) ;Bragazzi, Nicola Luigi (57212030091) ;Briko, Andrey Nikolaevich (57202792237) ;Briko, Nikolay Ivanovich (7004344976) ;Burugina Nagaraja, Sharath (46961272800) ;Butt, Zahid A. (57202522739) ;Cárdenas, Rosario (57216482927) ;Carvalho, Felix (7103070417) ;Charan, Jaykaran (9251091600) ;Chatterjee, Souranshu (57222291601) ;Chattu, Soosanna Kumary (57209796729) ;Chattu, Vijay Kumar (55743746500) ;Chowdhury, Mohiuddin Ahsanul Kabir (57199184042) ;Chu, Dinh-Toi (56239816300) ;Cook, Aubrey J. (57220892432) ;Cormier, Natalie Maria (57216638260) ;Cowden, Richard G. (56463772700) ;Culquichicon, Carlos (57193857917) ;Dagnew, Baye (57208599718) ;Dahlawi, Saad M.A. (57189234459) ;Damiani, Giovanni (57218701806) ;Daneshpajouhnejad, Parnaz (55341296000) ;Daoud, Farah (57201079837) ;Daryani, Ahmad (16021522200) ;das Neves, José (57208073193) ;Davis Weaver, Nicole (57203300193) ;Derbew Molla, Meseret (57211542342) ;Deribe, Kebede (57193912587) ;Desta, Abebaw Alemayehu (57224144903) ;Deuba, Keshab (55619379400) ;Dharmaratne, Samath Dhamminda (57216324802) ;Dhungana, Govinda Prasad (24066372700) ;Diaz, Daniel (56644152500) ;Djalalinia, Shirin (37113718000) ;Doku, Paul Narh (36089696500) ;Dubljanin, Eleonora (55957442600) ;Duko, Bereket (56845644100) ;Eagan, Arielle Wilder (57192248890) ;Earl, Lucas (57190371340) ;Eaton, Jeffrey W. (58553535300) ;Effiong, Andem (57213158150) ;El Sayed Zaki, Maysaa (57203666922) ;El Tantawi, Maha (57214851491) ;Elayedath, Rajesh (56226366100) ;El-Jaafary, Shaimaa I. (34869528300) ;Elsharkawy, Aisha (55683285000) ;Eskandarieh, Sharareh (57211720158) ;Eyawo, Oghenowede (25959550100) ;Ezzikouri, Sayeh (16836144700) ;Fasanmi, Abidemi Omolara (57224144667) ;Fasil, Alebachew (57204011210) ;Fauk, Nelsensius Klau (57070534400) ;Feigin, Valery L. (57203677957) ;Ferede, Tomas Y. (57216632750) ;Fernandes, Eduarda (34770207500) ;Fischer, Florian (55508208800) ;Foigt, Nataliya A. (57216998893) ;Folayan, Morenike Oluwatoyin (56725310700) ;Foroutan, Masoud (58948371300) ;Francis, Joel Msafiri (35198028700) ;Fukumoto, Takeshi (26531100300) ;Gad, Mohamed M. (57203749611) ;Geberemariyam, Biniyam Sahiledengle (57204583027) ;Gebregiorgis, Birhan Gebresillassie (57221131881) ;Gebremichael, Berhe (57208167345) ;Gesesew, Hailay Abrha (56412148300) ;Getacher, Lemma (57219912857) ;Ghadiri, Keyghobad (55409170000) ;Ghashghaee, Ahmad (57194174020) ;Gilani, Syed Amir (37008269900) ;Ginindza, Themba G. (24468039800) ;Glagn, Mustefa (57218881480) ;Golechha, Mahaveer (36006347600) ;Gona, Philimon N. (57219703762) ;Gubari, Mohammed Ibrahim Mohialdeen (57210795029) ;Gugnani, Harish Chander (7005567008) ;Guido, Davide (56314778600) ;Guled, Rashid Abdi (57216636102) ;Hall, Brian J. (57218302519) ;Hamidi, Samer (24366336000) ;Handiso, Demelash Woldeyohannes (57201501075) ;Hargono, Arief (57208225627) ;Hashi, Abdiwahab (57193562090) ;Hassanipour, Soheil (57191513993) ;Hassankhani, Hadi (26436359700) ;Hayat, Khezar (57219918947) ;Herteliu, Claudiu (26035943100) ;de Hidru, Hagos Degefa (57216634249) ;Holla, Ramesh (55270371800) ;Hosgood, H. Dean (56353204400) ;Hossain, Naznin (57195380270) ;Hosseini, Mostafa (57204569481) ;Hosseinzadeh, Mehdi (57201880569) ;Househ, Mowafa (8667908000) ;Hwang, Bing-Fang (7201453928) ;Ibitoye, Segun Emmanuel (57212027408) ;Ilesanmi, Olayinka Stephen (54782692800) ;Ilic, Irena M. (57210823522) ;Ilic, Milena D. (7102981394) ;Irvani, Seyed Sina Naghibi (57202975543) ;Iwu, Chidozie C.D. (57204657478) ;Iwu, Chinwe Juliana (56904084900) ;Iyamu, Ihoghosa Osamuyi (57219860603) ;Jain, Vardhmaan (57208149266) ;Jakovljevic, Mihajlo (14318929700) ;Jalilian, Farzad (57204537193) ;Jha, Ravi Prakash (58586863400) ;Johnson, Kimberly B. (57207359220) ;Joshua, Vasna (57196474987) ;Joukar, Farahnaz (26024213000) ;Jozwiak, Jacek Jerzy (21833993700) ;Kabir, Ali (23050698400) ;Kalankesh, Leila R. (12796418600) ;Kalhor, Rohollah (55670548600) ;Kamath, Ashwin (35724313100) ;Kamyari, Naser (57552959000) ;Kanchan, Tanuj (35237157900) ;Karami Matin, Behzad (56943457000) ;Karch, André (55917217700) ;Karimi, Salah Eddin (57218689006) ;Kasa, Ayele Semachew (57203538861) ;Kassahun, Getinet (57210807075) ;Kayode, Gbenga A. (53463867400) ;Kazemi Karyani, Ali (56664511600) ;Keiyoro, Peter Njenga (57203177260) ;Kelkay, Bayew (57205237406) ;Khalid, Nauman (57204561542) ;Khan, Gulfaraz (6701635515) ;Khan, Junaid (57203436148) ;Khan, Md Nuruzzaman (57209404949) ;Khatab, Khaled (27267685100) ;Khazaei, Salman (55420466900) ;Kim, Yun Jin (57211086375) ;Kisa, Adnan (6603346067) ;Kisa, Sezer (14030019900) ;Kochhar, Sonali (57214107714) ;Kopec, Jacek A. (7006284395) ;Kosen, Soewarta (57211346192) ;Koulmane Laxminarayana, Sindhura (57196152832) ;Koyanagi, Ai (57197741912) ;Krishan, Kewal (57202279708) ;Kuate Defo, Barthelemy (6602271655) ;Kugbey, Nuworza (57195398167) ;Kulkarni, Vaman (56265708400) ;Kumar, Manasi (21739940700) ;Kumar, Nithin (36678889900) ;Kurmi, Om P. (23389886800) ;Kusuma, Dian (57190047530) ;Kuupiel, Desmond (57204902250) ;Kyu, Hmwe Hmwe (57217040073) ;La Vecchia, Carlo (36063266200) ;Lal, Dharmesh Kumar (57222488984) ;Lam, Jennifer O. (57201997930) ;Landires, Iván (15063040000) ;Lasrado, Savita (36632480900) ;Lazarus, Jeffrey V. (55431519100) ;Lazzar-Atwood, Alice (57210321818) ;Lee, Paul H. (57200302692) ;Leshargie, Cheru Tesema (57195295462) ;Li, Bingyu (57205248886) ;Liu, Xuefeng (37050047900) ;Lopukhov, Platon D. (57191340780) ;Amin, Hawraz Ibrahim M. (57189760740) ;Madi, Deepak (54581344300) ;Mahasha, Phetole Walter (28767805500) ;Majeed, Azeem (7102027801) ;Maleki, Afshin (16402422400) ;Maleki, Shokofeh (57200675775) ;Mamun, Abdullah A. (55666602500) ;Manafi, Navid (57190424904) ;Mansournia, Mohammad Ali (34570618600) ;Martins-Melo, Francisco Rogerlândio (57204796807) ;Masoumi, Seyedeh Zahra (55769011500) ;Mayala, Benjamin K. (23980407900) ;Meharie, Birhanu Geta (57217083932) ;Meheretu, Hailemariam Abiy Alemu (57213838281) ;Meles, Hagazi Gebre (57204559084) ;Melku, Mulugeta (56032188500) ;Mendoza, Walter (57216905642) ;Mengesha, Endalkachew Worku (57216203521) ;Meretoja, Tuomo J. (57219008708) ;Mersha, Abera M. (57205064523) ;Mestrovic, Tomislav (6507240107) ;Miller, Ted R. (7403948600) ;Mirica, Andreea (57188983765) ;Mirzaei-Alavijeh, Mehdi (57201700997) ;Mohamad, Osama (36342663600) ;Mohammad, Yousef (6603403710) ;Mohammadian-Hafshejani, Abdollah (55602206500) ;Mohammed, Jemal Abdu (57211142589) ;Mohammed, Salahuddin (57567912700) ;Mohammed, Shafiu (57838689000) ;Mokdad, Ali H. (7004813962) ;Mokonnon, Taklu Marama (57208080259) ;Molokhia, Mariam (7004121920) ;Moradi, Masoud (56506570100) ;Moradi, Yousef (55338348700) ;Moradzadeh, Rahmatollah (55179399300) ;Moraga, Paula (46761426800) ;Mosser, Jonathan F. (56111776300) ;Munro, Sandra B. (7004622934) ;Mustafa, Ghulam (57190395960) ;Muthupandian, Saravanan (54585668500) ;Naderi, Mehdi (57202026927) ;Nagarajan, Ahamarshan Jayaraman (57204562074) ;Naghavi, Mohsen (57207906323) ;Naveed, Muhammad (58953995300) ;Nayak, Vinod C. (24385399000) ;Nazari, Javad (57207759174) ;Ndejjo, Rawlance (56586121600) ;Nepal, Samata (56549676600) ;Netsere, Henok Biresaw (57218199940) ;Ngalesoni, Frida N. (57219463339) ;Nguefack-Tsague, Georges (55198921200) ;Ngunjiri, Josephine W. (57195296110) ;Nigatu, Yeshambel T. (56491170000) ;Nigussie, Samuel Negash (57213370090) ;Nnaji, Chukwudi A. (57204873792) ;Noubiap, Jean Jacques (55490374000) ;Nuñez-Samudio, Virginia (15063201000) ;Oancea, Bogdan (26658614800) ;Odukoya, Oluwakemi Ololade (55356642300) ;Ogbo, Felix Akpojene (57217186813) ;Oladimeji, Olanrewaju (57216495380) ;Olagunju, Andrew T. (26029995700) ;Olusanya, Bolajoko Olubukunola (57218504682) ;Olusanya, Jacob Olusegun (57222488860) ;Omer, Muktar Omer (57216632134) ;Omonisi, Abidemi E. Emmanuel (36103029000) ;Onwujekwe, Obinna E. (7003992855) ;Orisakwe, Orish Ebere (7003998930) ;Otstavnov, Nikita (57202947262) ;Owolabi, Mayowa O. (57222581892) ;Mahesh, P.A. (57202421244) ;Padubidri, Jagadish Rao (58295062300) ;Pakhale, Smita (57220937499) ;Pana, Adrian (57191837583) ;Pandi-Perumal, Seithikurippu R. (7801638271) ;Patel, Urvish K. (57205649495) ;Pathak, Mona (57194053763) ;Patton, George C. (7102184358) ;Pawar, Shrikant (58594958600) ;Peprah, Emmanuel K. (57195257834) ;Pokhrel, Khem Narayan (57189445377) ;Postma, Maarten J. (7006296502) ;Pottoo, Faheem Hyder (56394551400) ;Pourjafar, Hadi (54881252100) ;Pribadi, Dimas Ria Angga (57216633039) ;Quazi Syed, Zahiruddin (36337182700) ;Rafiei, Alireza (13205769200) ;Rahim, Fakher (23052247800) ;Rahman, Mohammad Hifz Ur (57208867497) ;Rahmani, Amir Masoud (57204588830) ;Ram, Pradhum (55961669800) ;Rana, Juwel (57191591600) ;Ranabhat, Chhabi Lal (56719695500) ;Rao, Satish (56915158400) ;Rao, Sowmya J. (57195423591) ;Rathi, Priya (57216633909) ;Rawaf, David Laith (57209228052) ;Rawaf, Salman (6602475959) ;Rawassizadeh, Reza (36634807900) ;Renjith, Vishnu (56468022200) ;Reta, Melese Abate (57219956463) ;Rezaei, Nima (57216077273) ;Rezapour, Aziz (55548281300) ;Ribeiro, Ana Isabel (36860251200) ;Ross, Jennifer M. (56895463600) ;Rumisha, Susan Fred (15023247400) ;Sagar, Rajesh (26643103100) ;Sahu, Maitreyi (57216341277) ;Sajadi, S. Mohammad (22136195900) ;Salem, Marwa Rashad (57194137372) ;Samy, Abdallah M. (36973661300) ;Sathian, Brijesh (27467953500) ;Schutte, Aletta Elisabeth (57216814352) ;Seidu, Abdul-Aziz (57200383297) ;Sha, Feng (57190308655) ;Shafaat, Omid (55567483500) ;Shahbaz, Mohammad (57222727777) ;Shaikh, Masood Ali (57203122601) ;Shaka, Mohammed Feyisso (57205107107) ;Sheikh, Aziz (7202522962) ;Shibuya, Kenji (8948057900) ;Shin, Jae Il (57964880100) ;Shivakumar, K.M. (57221603938) ;Sidemo, Negussie Boti (57204638690) ;Singh, Jasvinder A. (7404421736) ;Skryabin, Valentin Yurievich (57226830981) ;Skryabina, Anna Aleksandrovna (57218875198) ;Soheili, Amin (57204123755) ;Soltani, Shahin (56767763700) ;Somefun, Oluwaseyi Dolapo (57053439000) ;Sorrie, Muluken Bekele (57195303874) ;Spurlock, Emma Elizabeth (57218543838) ;Sufiyan, Mu'awiyyah Babale (58294633600) ;Taddele, Biruk Wogayehu (57218876556) ;Tadesse, Eyayou Girma (57221591705) ;Tamir, Zemenu (57189602203) ;Tamiru, Animut Tagele (57218877788) ;Tanser, Frank C. (6603089893) ;Taveira, Nuno (6602731390) ;Tehrani-Banihashemi, Arash (57204006020) ;Tekalegn, Yohannes (57201033519) ;Tesfay, Fisaha Haile (57203977293) ;Tessema, Belay (20735503600) ;Tessema, Zemenu Tadesse (57211312128) ;Thakur, Bhaskar (56810826900) ;Tolani, Musliu Adetola (57200450515) ;Topor-Madry, Roman (57211182892) ;Torrado, Marco (55515638000) ;Tovani-Palone, Marcos Roberto (56644977900) ;Traini, Eugenio (57211137081) ;Tsai, Alexander C. (35362700200) ;Tsegaye, Gebiyaw Wudie (57216732977) ;Ullah, Irfan (56992676600) ;Ullah, Saif (57219395828) ;Umeokonkwo, Chukwuma David (57204448015) ;Unnikrishnan, Bhaskaran (12790012100) ;Vardavas, Constantine (13410362100) ;Violante, Francesco S. (7003555890) ;Vo, Bay (35147075900) ;Wado, Yohannes Dibaba (55845842100) ;Waheed, Yasir (35303643700) ;Wamai, Richard G. (23969762700) ;Wang, Yanzhong (59417336500) ;Ward, Paul (7402101951) ;Werdecker, Andrea (57208964895) ;Wickramasinghe, Nuwan Darshana (55326938000) ;Wijeratne, Tissa (14051317700) ;Wiysonge, Charles Shey (6507441509) ;Wondmeneh, Temesgen Gebeyehu (57219426999) ;Yamada, Tomohide (37662679800) ;Yaya, Sanni (55191139800) ;Yeshaw, Yigizie (57197818606) ;Yeshitila, Yordanos Gizachew (57214888505) ;Yilma, Mekdes Tigistu (57212019529) ;Yip, Paul (7102503720) ;Yonemoto, Naohiro (57204947657) ;Yosef, Tewodros (56786574500) ;Yusefzadeh, Hasan (55887807200) ;Zaidi, Syed Saoud (57218882927) ;Zaki, Leila (57204106631) ;Zamanian, Maryam (57201292465) ;Zastrozhin, Mikhail Sergeevich (56728932200) ;Zastrozhina, Anasthasia (57210832491) ;Zewdie, Dejene Tesfaye (57226827221) ;Zhang, Yunquan (56568510200) ;Zhang, Zhi-Jiang (56068578400) ;Ziapour, Arash (57202571078) ;Hay, Simon I. (7101875313)Dwyer-Lindgren, Laura (50461317900)Background: High-resolution estimates of HIV burden across space and time provide an important tool for tracking and monitoring the progress of prevention and control efforts and assist with improving the precision and efficiency of targeting efforts. We aimed to assess HIV incidence and HIV mortality for all second-level administrative units across sub-Saharan Africa. Methods: In this modelling study, we developed a framework that used the geographically specific HIV prevalence data collected in seroprevalence surveys and antenatal care clinics to train a model that estimates HIV incidence and mortality among individuals aged 15–49 years. We used a model-based geostatistical framework to estimate HIV prevalence at the second administrative level in 44 countries in sub-Saharan Africa for 2000–18 and sought data on the number of individuals on antiretroviral therapy (ART) by second-level administrative unit. We then modified the Estimation and Projection Package (EPP) to use these HIV prevalence and treatment estimates to estimate HIV incidence and mortality by second-level administrative unit. Findings: The estimates suggest substantial variation in HIV incidence and mortality rates both between and within countries in sub-Saharan Africa, with 15 countries having a ten-times or greater difference in estimated HIV incidence between the second-level administrative units with the lowest and highest estimated incidence levels. Across all 44 countries in 2018, HIV incidence ranged from 2·8 (95% uncertainty interval 2·1–3·8) in Mauritania to 1585·9 (1369·4–1824·8) cases per 100 000 people in Lesotho and HIV mortality ranged from 0·8 (0·7–0·9) in Mauritania to 676·5 (513·6–888·0) deaths per 100 000 people in Lesotho. Variation in both incidence and mortality was substantially greater at the subnational level than at the national level and the highest estimated rates were accordingly higher. Among second-level administrative units, Guijá District, Gaza Province, Mozambique, had the highest estimated HIV incidence (4661·7 [2544·8–8120·3]) cases per 100 000 people in 2018 and Inhassunge District, Zambezia Province, Mozambique, had the highest estimated HIV mortality rate (1163·0 [679·0–1866·8]) deaths per 100 000 people. Further, the rate of reduction in HIV incidence and mortality from 2000 to 2018, as well as the ratio of new infections to the number of people living with HIV was highly variable. Although most second-level administrative units had declines in the number of new cases (3316 [81·1%] of 4087 units) and number of deaths (3325 [81·4%]), nearly all appeared well short of the targeted 75% reduction in new cases and deaths between 2010 and 2020. Interpretation: Our estimates suggest that most second-level administrative units in sub-Saharan Africa are falling short of the targeted 75% reduction in new cases and deaths by 2020, which is further compounded by substantial within-country variability. These estimates will help decision makers and programme implementers expand access to ART and better target health resources to higher burden subnational areas. Funding: Bill & Melinda Gates Foundation. © 2021 The Author(s). Published by Elsevier Ltd. This is an Open Access article under the CC BY 4.0 license
