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Cromwell EA, Osborne JCP, Unnasch TR, Basáñez MG, Gass KM, Barbre KA, Hill E, Johnson KB, Donkers KM, Shirude S, Schmidt CA, Adekanmbi V, Adetokunboh OO, Afarideh M, Ahmadpour E, Ahmed MB, Akalu TY, Al-Aly Z, Alanezi FM, Alanzi TM, Alipour V, Andrei CL, Ansari F, Ansha MG, Anvari D, Appiah SCY, Arabloo J, Arnold BF, Ausloos M, Ayanore MA, Baig AA, Banach M, Barac A, Bärnighausen TW, Bayati M, Bhattacharyya K, Bhutta ZA, Bibi S, Bijani A, Bohlouli S, Bohluli M, Brady OJ, Bragazzi NL, Butt ZA, Carvalho F, Chatterjee S, Chattu VK, Chattu SK, Cormier NM, Dahlawi SMA, Damiani G, Daoud F, Darwesh AM, Daryani A, Deribe K, Dharmaratne SD, Diaz D, Do HT, El Sayed Zaki M, El Tantawi M, Elemineh DA, Faraj A, Fasihi Harandi M, Fatahi Y, Feigin VL, Fernandes E, Foigt NA, Foroutan M, Franklin RC, Gubari MIM, Guido D, Guo Y, Haj-Mirzaian A, Hamagharib Abdullah K, Hamidi S, Herteliu C, de Hidru HD, Higazi TB, Hossain N, Hosseinzadeh M, Househ M, Ilesanmi OS, Ilic MD, Ilic IM, Iqbal U, Irvani SSN, Jha RP, Joukar F, Jozwiak JJ, Kabir Z, Kalankesh LR, Kalhor R, Karami Matin B, Karimi SE, Kasaeian A, Kavetskyy T, Kayode GA, Kazemi Karyani A, Kelbore AG, Keramati M, et alCromwell EA, Osborne JCP, Unnasch TR, Basáñez MG, Gass KM, Barbre KA, Hill E, Johnson KB, Donkers KM, Shirude S, Schmidt CA, Adekanmbi V, Adetokunboh OO, Afarideh M, Ahmadpour E, Ahmed MB, Akalu TY, Al-Aly Z, Alanezi FM, Alanzi TM, Alipour V, Andrei CL, Ansari F, Ansha MG, Anvari D, Appiah SCY, Arabloo J, Arnold BF, Ausloos M, Ayanore MA, Baig AA, Banach M, Barac A, Bärnighausen TW, Bayati M, Bhattacharyya K, Bhutta ZA, Bibi S, Bijani A, Bohlouli S, Bohluli M, Brady OJ, Bragazzi NL, Butt ZA, Carvalho F, Chatterjee S, Chattu VK, Chattu SK, Cormier NM, Dahlawi SMA, Damiani G, Daoud F, Darwesh AM, Daryani A, Deribe K, Dharmaratne SD, Diaz D, Do HT, El Sayed Zaki M, El Tantawi M, Elemineh DA, Faraj A, Fasihi Harandi M, Fatahi Y, Feigin VL, Fernandes E, Foigt NA, Foroutan M, Franklin RC, Gubari MIM, Guido D, Guo Y, Haj-Mirzaian A, Hamagharib Abdullah K, Hamidi S, Herteliu C, de Hidru HD, Higazi TB, Hossain N, Hosseinzadeh M, Househ M, Ilesanmi OS, Ilic MD, Ilic IM, Iqbal U, Irvani SSN, Jha RP, Joukar F, Jozwiak JJ, Kabir Z, Kalankesh LR, Kalhor R, Karami Matin B, Karimi SE, Kasaeian A, Kavetskyy T, Kayode GA, Kazemi Karyani A, Kelbore AG, Keramati M, Khalilov R, Khan EA, Khan MNN, Khatab K, Khater MM, Kianipour N, Kibret KT, Kim YJ, Kosen S, Krohn KJ, Kusuma D, La Vecchia C, Lansingh VC, Lee PH, LeGrand KE, Li S, Longbottom J, Magdy Abd El Razek H, Magdy Abd El Razek M, Maleki A, Mamun AA, Manafi A, Manafi N, Mansournia MA, Martins-Melo FR, Mazidi M, McAlinden C, Meharie BG, Mendoza W, Mengesha EW, Mengistu DT, Mereta ST, Mestrovic T, Miller TR, Miri M, Moghadaszadeh M, Mohammadian-Hafshejani A, Mohammadpourhodki R, Mohammed S, Mohammed S, Moradi M, Moradzadeh R, Moraga P, Mosser JF, Naderi M, Nagarajan AJ, Naik G, Negoi I, Nguyen CT, Nguyen HLT, Nguyen TH, Nikbakhsh R, Oancea B, Olagunju TO, Olagunju AT, Omar Bali A, Onwujekwe OE, Pana A, Pourjafar H, Rahim F, Rahman MHU, Rathi P, Rawaf S, Rawaf DL, Rawassizadeh R, Resnikoff S, Reta MA, Rezapour A, Rubagotti E, Rubino S, Sadeghi E, Saghafipour A, Sajadi SM, Samy AM, Sarmiento-Suárez R, Sawhney M, Schipp MF, Shaheen AA, Shaikh MA, Shamsizadeh M, Sharafi K, Sheikh A, Shetty BSK, Shin JI, Shivakumar KM, Simonetti B, Singh JA, Skiadaresi E, Soheili A, Soltani S, Spurlock EE, Sufiyan MB, Tabuchi T, Tapak L, Thompson RL, Thomson AJ, Traini E, Tran BX, Ullah I, Ullah S, Uneke CJ, Unnikrishnan B, Uthman OA, Vinkeles Melchers NVS, Violante FS, Wolde HF, Wonde TE, Yamada T, Yaya S, Yazdi-Feyzabadi V, Yip P, Yonemoto N, Yousof HASA, Yu C, Yu Y, Yusefzadeh H, Zaki L, Zaman SB, Zamanian M, Zhang ZJ, Zhang Y, Ziapour A, Hay SI, Pigott DM. Predicting the environmental suitability for onchocerciasis in Africa as an aid to elimination planning. PLoS Negl Trop Dis 2021; 15:e0008824. [PMID: 34319976 PMCID: PMC8318275 DOI: 10.1371/journal.pntd.0008824] [Show More Authors] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2020] [Accepted: 05/13/2021] [Indexed: 11/19/2022] Open
Abstract
Recent evidence suggests that, in some foci, elimination of onchocerciasis from Africa may be feasible with mass drug administration (MDA) of ivermectin. To achieve continental elimination of transmission, mapping surveys will need to be conducted across all implementation units (IUs) for which endemicity status is currently unknown. Using boosted regression tree models with optimised hyperparameter selection, we estimated environmental suitability for onchocerciasis at the 5 × 5-km resolution across Africa. In order to classify IUs that include locations that are environmentally suitable, we used receiver operating characteristic (ROC) analysis to identify an optimal threshold for suitability concordant with locations where onchocerciasis has been previously detected. This threshold value was then used to classify IUs (more suitable or less suitable) based on the location within the IU with the largest mean prediction. Mean estimates of environmental suitability suggest large areas across West and Central Africa, as well as focal areas of East Africa, are suitable for onchocerciasis transmission, consistent with the presence of current control and elimination of transmission efforts. The ROC analysis identified a mean environmental suitability index of 0·71 as a threshold to classify based on the location with the largest mean prediction within the IU. Of the IUs considered for mapping surveys, 50·2% exceed this threshold for suitability in at least one 5 × 5-km location. The formidable scale of data collection required to map onchocerciasis endemicity across the African continent presents an opportunity to use spatial data to identify areas likely to be suitable for onchocerciasis transmission. National onchocerciasis elimination programmes may wish to consider prioritising these IUs for mapping surveys as human resources, laboratory capacity, and programmatic schedules may constrain survey implementation, and possibly delaying MDA initiation in areas that would ultimately qualify.
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Affiliation(s)
- Elizabeth A. Cromwell
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, Washington, United States of America
- Department of Health Metrics Sciences, School of Medicine, University of Washington, Seattle, Washington, United States of America
| | - Joshua C. P. Osborne
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, Washington, United States of America
| | - Thomas R. Unnasch
- GlobalHealth Infectious Disease, University of South Florida, Tampa, Florida, United States of America
| | - Maria-Gloria Basáñez
- London Centre for Neglected Tropical Disease Research (LCNTDR), Imperial College London, London, United Kingdom
- MRC Centre for Global Infectious Disease Analysis (MRC-GIDA), Imperial College London, London, United Kingdom
| | - Katherine M. Gass
- Neglected Tropical Diseases Support Center, Task Force for Global Health, Decatur, Georgia, United States of America
| | - Kira A. Barbre
- Neglected Tropical Diseases Support Center, Task Force for Global Health, Decatur, Georgia, United States of America
| | - Elex Hill
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, Washington, United States of America
| | - Kimberly B. Johnson
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, Washington, United States of America
| | - Katie M. Donkers
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, Washington, United States of America
| | - Shreya Shirude
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, Washington, United States of America
| | - Chris A. Schmidt
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, Washington, United States of America
| | - Victor Adekanmbi
- Population Health Sciences, King’s College London, London, England
| | - Olatunji O. Adetokunboh
- Centre of Excellence for Epidemiological Modelling and Analysis, Stellenbosch University, Stellenbosch, South Africa
- Department of Global Health, Stellenbosch University, Cape Town, South Africa
| | - Mohsen Afarideh
- Department of Dermatology, Mayo Clinic, Rochester, Minnesota, United States of America
- Endocrinology and Metabolism Research Center, Tehran University of Medical Sciences, Tehran, Iran
| | - Ehsan Ahmadpour
- Infectious and Tropical Diseases Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Muktar Beshir Ahmed
- Department of Epidemiology, Jimma University, Jimma, Ethiopia
- Australian Center for Precision Health, University of South Australia, Adelaide, South Australia, Australia
| | | | - Ziyad Al-Aly
- John T. Milliken Department of Internal Medicine, Washington University in St. Louis, St. Louis, Montana, United States of America
- Clinical Epidemiology Center, Department of Veterans Affairs, St Louis, Montana, United States of America
| | | | - Turki M. Alanzi
- Health Information Management and Technology Department, Imam Abdulrahman Bin Faisal University, Dammam, Saudi Arabia
| | - Vahid Alipour
- Health Management and Economics Research Center, Iran University of Medical Sciences, Tehran, Iran
- Health Economics Department, Iran University of Medical Sciences, Tehran, Iran
| | | | - Fereshteh Ansari
- Research Center for Evidence Based Medicine, Tabriz University of Medical Sciences, Tabriz, Iran
- Razi Vaccine and Serum Research Institute, Agricultural Research, Education, and Extension Organization (AREEO), Tehran, Iran
| | | | - Davood Anvari
- Department of Parasitology, Mazandaran University of Medical Sciences, Sari, Iran
- Department of Parasitology, Iranshahr University of Medical Sciences, Iranshahr, Iran
| | - Seth Christopher Yaw Appiah
- Department of Sociology and Social Work, Kwame Nkrumah University of Science and Technology, Kumasi, Ghana
- Center for International Health, Ludwig Maximilians University, Munich, Germany
| | - Jalal Arabloo
- Health Management and Economics Research Center, Iran University of Medical Sciences, Tehran, Iran
| | - Benjamin F. Arnold
- Department of Ophthalmology, University of California San Francisco, San Francisco, California, United States of America
| | - Marcel Ausloos
- School of Business, University of Leicester, Leicester, United Kingdom
- Department of Statistics and Econometrics, Bucharest University of Economic Studies, Bucharest, Romania
| | - Martin Amogre Ayanore
- Department of Health Policy Planning and Management, University of Health and Allied Sciences, Ho, Ghana
| | - Atif Amin Baig
- Unit of Biochemistry, Sultan Zainal Abidin University (Universiti Sultan Zainal Abidin), Kuala Terengganu, Malaysia
| | - Maciej Banach
- Department of Hypertension, Medical University of Lodz, Lodz, Poland
- Polish Mothers’ Memorial Hospital Research Institute, Lodz, Poland
| | - Aleksandra Barac
- Clinic for Infectious and Tropical Diseases, Clinical Center of Serbia, Belgrade, Serbia
- Faculty of Medicine, University of Belgrade, Belgrade, Serbia
| | - Till Winfried Bärnighausen
- Heidelberg Institute of Global Health (HIGH), Heidelberg University, Heidelberg, Germany
- T.H. Chan School of Public Health, Harvard University, Boston, Massachusetts, United States of America
| | - Mohsen Bayati
- Health Human Resources Research Center, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Krittika Bhattacharyya
- Department of Statistical and Computational Genomics, National Institute of Biomedical Genomics, Kalyani, India
- Department of Statistics, University of Calcutta, Kolkata, India
| | - Zulfiqar A. Bhutta
- Centre for Global Child Health, University of Toronto, Toronto, Ontario, Canada
- Centre of Excellence in Women & Child Health, Aga Khan University, Karachi, Pakistan
| | - Sadia Bibi
- Institute of Soil and Environmental Sciences, University of Agriculture—Faisalabad, Faisalabad, Pakistan
| | - Ali Bijani
- Social Determinants of Health Research Center, Babol University of Medical Sciences, Babol, Iran
| | - Somayeh Bohlouli
- Department of Veterinary Medicine, Islamic Azad University, Kermanshah, Iran
| | - Mahdi Bohluli
- Department of Computer Science and Information Technology, Institute for Advanced Studies in Basic Sciences, Zanjan, Iran
- Department of Research and Innovation, Petanux Research GmBH, Bonn, Germany
| | - Oliver J. Brady
- Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, United Kingdom
| | | | - Zahid A. Butt
- School of Public Health and Health Systems, University of Waterloo, Waterloo, Ontario, Canada
- Al Shifa School of Public Health, Al Shifa Trust Eye Hospital, Rawalpindi, Pakistan
| | - Felix Carvalho
- Research Unit on Applied Molecular Biosciences (UCIBIO), University of Porto, Porto, Portugal
| | - Souranshu Chatterjee
- Department of Microbiology & Infection Control, Medanta Medicity, Gurugram, India
| | | | | | - Natalie Maria Cormier
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, Washington, United States of America
| | - Saad M. A. Dahlawi
- Environmental Health Department, Imam Abdulrahman Bin Faisal University, Dammam, Saudi Arabia
| | - Giovanni Damiani
- Clinical Dermatology, IRCCS Istituto Ortopedico Galeazzi, University of Milan, Milan, Italy
- Department of Dermatology, Case Western Reserve University, Cleveland, Ohio, United States of America
| | - Farah Daoud
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, Washington, United States of America
| | - Aso Mohammad Darwesh
- Department of Information Technology, University of Human Development, Sulaymaniyah, Iraq
| | - Ahmad Daryani
- Toxoplasmosis Research Center, Mazandaran University of Medical Sciences, Sari, Iran
| | - Kebede Deribe
- Wellcome Trust Brighton and Sussex Centre for Global Health Research, Brighton and Sussex Medical School, Brighton, United Kingdom
- School of Public Health, Addis Ababa University, Addis Ababa, Ethiopia
| | - Samath Dhamminda Dharmaratne
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, Washington, United States of America
- Department of Health Metrics Sciences, School of Medicine, University of Washington, Seattle, Washington, United States of America
- Department of Community Medicine, University of Peradeniya, Peradeniya, Sri Lanka
| | - Daniel Diaz
- Center of Complexity Sciences, National Autonomous University of Mexico, Mexico City, Mexico
- Faculty of Veterinary Medicine and Zootechnics, Autonomous University of Sinaloa, Culiacán Rosales, Mexico
| | - Hoa Thi Do
- Institute of Health Economics and Technology, Hanoi, Vietnam
| | - Maysaa El Sayed Zaki
- Reference Laboratory of Egyptian Universities Hospitals, Ministry of Higher Education and Research, Cairo, Egypt
| | - Maha El Tantawi
- Pediatric Dentistry and Dental Public Health Department, Alexandria University, Alexandria, Egypt
| | | | - Anwar Faraj
- Department of Political Science, University of Human Development, Sulaimaniyah, Iraq
| | - Majid Fasihi Harandi
- Department of Medical Parasitology, Kerman University of Medical Sciences, Kerman, Iran
| | - Yousef Fatahi
- Nanotechnology Research Center, Tehran University of Medical Sciences, Tehran, Iran
- Department of Pharmaceutical Nanotechnology, Tehran University of Medical Sciences, Tehran, Iran
| | - Valery L. Feigin
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, Washington, United States of America
- National Institute for Stroke and Applied Neurosciences, Auckland University of Technology, Auckland, New Zealand
- Research Center of Neurology, Moscow, Russia
| | - Eduarda Fernandes
- Associated Laboratory for Green Chemistry (LAQV), University of Porto, Porto, Portugal
| | - Nataliya A. Foigt
- Institute of Gerontology, National Academy of Medical Sciences of Ukraine, Kyiv, Ukraine
| | - Masoud Foroutan
- Department of Medical Parasitology, Abadan Faculty of Medical Sciences, Abadan, Iran
| | - Richard Charles Franklin
- School of Public Health, Medical, and Veterinary Sciences, James Cook University, Douglas, Queensland, Australia
| | | | - Davide Guido
- Neurology, Public Health and Disability Unit, Carlo Besta Neurological Institute IRCCS (Fondazione IRCCS Istituto Neurologico Carlo Besta), Milan, Italy
| | - Yuming Guo
- Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Victoria, Australia
- Department of Epidemiology, Binzhou Medical University, Yantai City, China
| | - Arvin Haj-Mirzaian
- Department of Pharmacology, Tehran University of Medical Sciences, Tehran, Iran
- Obesity Research Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | | | - Samer Hamidi
- School of Health and Environmental Studies, Hamdan Bin Mohammed Smart University, Dubai, United Arab Emirates
| | - Claudiu Herteliu
- Department of Statistics and Econometrics, Bucharest University of Economic Studies, Bucharest, Romania
- School of Business, London South Bank University, London, United Kingdom
| | | | - Tarig B. Higazi
- Department of Biological Sciences, Ohio University, Zanesville, Ontario, United States of America
| | - Naznin Hossain
- Department of Pharmacology, Bangladesh Industrial Gases Limited, Tangail, Bangladesh
| | - Mehdi Hosseinzadeh
- Institute of Research and Development, Duy Tan University, Da Nang, Vietnam
- Department of Computer Science, University of Human Development, Sulaymaniyah, Iraq
| | - Mowafa Househ
- College of Science and Engineering, Hamad Bin Khalifa University, Doha, Qatar
| | - Olayinka Stephen Ilesanmi
- Department of Community Medicine, University of Ibadan, Ibadan, Nigeria
- Department of Community Medicine, University College Hospital, Ibadan, Ibadan, Nigeria
| | - Milena D. Ilic
- Department of Epidemiology, University of Kragujevac, Kragujevac, Serbia
| | - Irena M. Ilic
- Faculty of Medicine, University of Belgrade, Belgrade, Serbia
| | - Usman Iqbal
- College of Public Health, Taipei Medical University, Taipei, Taiwan
| | - Seyed Sina Naghibi Irvani
- Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, Tehran, Ira
| | - Ravi Prakash Jha
- Department of Community Medicine, Dr. Baba Saheb Ambedkar Medical College & Hospital, Delhi, India
- Department of Community Medicine, Banaras Hindu University, Varanasi, India
| | - Farahnaz Joukar
- Gastrointestinal and Liver Diseases Research Center, Guilan University of Medical Sciences, Rasht, Iran
- Caspian Digestive Disease Research Center, Guilan University of Medical Sciences, Rasht, Iran
| | - Jacek Jerzy Jozwiak
- Department of Family Medicine and Public Health, University of Opole, Opole, Poland
| | - Zubair Kabir
- School of Public Health, University College Cork, Cork, Ireland
| | - Leila R. Kalankesh
- School of Management and Medical Informatics, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Rohollah Kalhor
- Institute for Prevention of Non-communicable Diseases, Qazvin University of Medical Sciences, Qazvin, Iran
- Health Services Management Department, Qazvin University of Medical Sciences, Qazvin, Iran
| | - Behzad Karami Matin
- Research Center for Environmental Determinants of Health, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | - Salah Eddin Karimi
- Social Determinants of Health Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Amir Kasaeian
- Pars Advanced and Minimally Invasive Medical Manners Research Center, Iran University of Medical Sciences, Tehran, Iran
- Hematology, Oncology and Stem Cell Transplantation Research Center, Tehran University of Medical Sciences, Tehran, Iran
| | - Taras Kavetskyy
- Department of Applied Physics, The John Paul II Catholic University of Lublin, Lublin Voivodeship, Poland
- Department of Biology & Chemistry, Drohobych Ivan Franko State Pedagogical University, Drohobych, Ukraine
| | - Gbenga A. Kayode
- International Research Center of Excellence, Institute of Human Virology Nigeria, Abuja, Nigeria
- Julius Centre for Health Sciences and Primary Care, Utrecht University, Utrecht, Netherlands
| | - Ali Kazemi Karyani
- Research Center for Environmental Determinants of Health, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | | | | | - Rovshan Khalilov
- Department of Biophysics and Molecular Biology, Baku State University, Baku, Azerbaijan
- Institute of Radiation Problems, Azerbaijan National Academy of Sciences, Baku, Azerbaijan
| | - Ejaz Ahmad Khan
- Department of Epidemiology and Biostatistics, Health Services Academy, Islamabad, Pakistan
| | - Md Nuruzzaman Nuruzzaman Khan
- Department of Population Sciences, Jatiya Kabi Kazi Nazrul Islam University, Mymensingh, Bangladesh
- Faculty of Health and Medicine, University of Newcastle, Newcastle, New South Wales, Australia
| | - Khaled Khatab
- Faculty of Health and Wellbeing, Sheffield Hallam University, Sheffield, United Kingdom
- College of Arts and Sciences, Ohio University, Zanesville, Ohio, United States of America
| | - Mona M. Khater
- Department of Medical Parasitology, Cairo University, Cairo, Egypt
| | - Neda Kianipour
- Department of Public Health, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | | | - Yun Jin Kim
- School of Traditional Chinese Medicine, Xiamen University Malaysia, Sepang, Malaysia
| | | | - Kris J. Krohn
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, Washington, United States of America
| | - Dian Kusuma
- Imperial College Business School, Imperial College London, London, United Kingdom
- Faculty of Public Health, University of Indonesia, Depok, Indonesia
| | - Carlo La Vecchia
- Department of Clinical Sciences and Community Health, University of Milan, Milan, Italy
| | - Van Charles Lansingh
- Medical Director, HelpMeSee, New York, New York, United States of America
- General Director, Mexican Institute of Ophthalmology, Queretaro, Mexico
| | - Paul H. Lee
- School of Nursing, Hong Kong Polytechnic University, Hong Kong, China
| | - Kate E. LeGrand
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, Washington, United States of America
| | - Shanshan Li
- School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia
| | - Joshua Longbottom
- Department of Vector Biology, Liverpool School of Tropical Medicine, Liverpool, United Kingdom
| | | | | | - Afshin Maleki
- Environmental Health, Tehran University of Medical Sciences, Tehran, Iran
- Environmental Health Research Center, Kurdistan University of Medical Sciences, Sanandaj, Iran
| | - Abdullah A. Mamun
- Institute for Social Science Research, The University of Queensland, Indooroopilly, Queensland, Australia
| | - Ali Manafi
- Plastic Surgery Department, Iran University of Medical Sciences, Tehran, Iran
| | - Navid Manafi
- School of Medicine, Iran University of Medical Sciences, Tehran, Iran
- School of Medicine, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Mohammad Ali Mansournia
- Department of Epidemiology and Biostatistics, Tehran University of Medical Sciences, Tehran, Iran
| | | | - Mohsen Mazidi
- Department of Twin Research and Genetic Epidemiology, King’s College London, London, United Kingdom
| | - Colm McAlinden
- Department of Ophthalmology, Singleton Hospital, Swansea, United Kingdom
| | | | - Walter Mendoza
- Peru Country Office, United Nations Population Fund (UNFPA), Lima, Peru
| | | | | | - Seid Tiku Mereta
- Department of Environmental Health Sciences and Technology, Jimma University, Jimma, Ethiopia
| | - Tomislav Mestrovic
- Clinical Microbiology and Parasitology Unit, Dr. Zora Profozic Polyclinic, Zagreb, Croatia
- University Centre Varazdin, University North, Varazdin, Croatia
| | - Ted R. Miller
- Pacific Institute for Research & Evaluation, Calverton, Maryland, United States of America
- School of Public Health, Curtin University, Perth, Australia
| | - Mohammad Miri
- Department of Environmental Health, Sabzevar University of Medical Sciences, Sabzevar, Iran
- Non-communicable Diseases Research Center, Sabzevar University of Medical Sciences, Sabzevar, Iran
| | - Masoud Moghadaszadeh
- Biotechnology Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
- Molecular Medicine Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
| | | | - Reza Mohammadpourhodki
- Kashmar Center of Higher Health Education, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Shafiu Mohammed
- Heidelberg Institute of Global Health (HIGH), Heidelberg University, Heidelberg, Germany
- Health Systems and Policy Research Unit, Ahmadu Bello University, Zaria, Nigeria
| | - Salahuddin Mohammed
- Department of Biomolecular Sciences, University of Mississippi, Oxford, Mississippi, United States of America
- Department of Pharmacy, Mizan-Tepi University, Mizan, Ethiopia
| | - Masoud Moradi
- Research Center for Environmental Determinants of Health, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | | | - Paula Moraga
- Computer, Electrical, and Mathematical Sciences and Engineering Division, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia
| | - Jonathan F. Mosser
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, Washington, United States of America
| | - Mehdi Naderi
- Clinical Research Development Center, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | - Ahamarshan Jayaraman Nagarajan
- Research and Analytics Department, Initiative for Financing Health and Human Development, Chennai, India
- Department of Research and Analytics, Bioinsilico Technologies, Chennai, India
| | - Gurudatta Naik
- Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, Alabama, United States of America
| | - Ionut Negoi
- Department of General Surgery, Carol Davila University of Medicine and Pharmacy, Bucharest, Romania
- Department of General Surgery, Emergency Hospital of Bucharest, Bucharest, Romania
| | - Cuong Tat Nguyen
- Institute for Global Health Innovations, Duy Tan University, Hanoi, Vietnam
| | | | - Trang Huyen Nguyen
- Center of Excellence in Behavioral Medicine, Nguyen Tat Thanh University, Ho Chi Minh City, Vietnam
| | - Rajan Nikbakhsh
- Obesity Research Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Bogdan Oancea
- Administrative and Economic Sciences Department, University of Bucharest, Bucharest, Romania
| | - Tinuke O. Olagunju
- Department of Pathology and Molecular Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Andrew T. Olagunju
- Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada
- Department of Psychiatry, University of Lagos, Lagos, Nigeria
| | - Ahmed Omar Bali
- Diplomacy and Public Relations Department, University of Human Development, Sulaimaniyah, Iraq
| | - Obinna E. Onwujekwe
- Department of Pharmacology and Therapeutics, University of Nigeria Nsukka, Enugu, Nigeria
| | - Adrian Pana
- Department of Statistics and Econometrics, Bucharest University of Economic Studies, Bucharest, Romania
- Department of Health Metrics, Center for Health Outcomes & Evaluation, Bucharest, Romania
| | - Hadi Pourjafar
- Department of Nutrition and Food Sciences, Maragheh University of Medical Sciences, Maragheh, Iran
- Dietary Supplements and Probiotic Research Center, Alborz University of Medical Sciences, Karaj, Iran
| | - Fakher Rahim
- Thalassemia and Hemoglobinopathy Research Center, Ahvaz Jundishapur University of Medical Sciences, Ahvaz, Iran
- Metabolomics and Genomics Research Center, Tehran University of Medical Sciences, Tehran, Iran
| | - Mohammad Hifz Ur Rahman
- Department of Community Medicine, Maharishi Markandeshwar Medical College & Hospital, Solan, India
| | - Priya Rathi
- Kasturba Medical College, Mangalore, Manipal Academy of Higher Education, Manipal, India
| | - Salman Rawaf
- Department of Primary Care and Public Health, Imperial College London, London, United Kingdom
- Academic Public Health England, Public Health England, London, United Kingdom
| | - David Laith Rawaf
- WHO Collaborating Centre for Public Health Education and Training, Imperial College London, London, United Kingdom
- University College London Hospitals, London, United Kingdom
| | - Reza Rawassizadeh
- Department of Computer Science, Boston University, Boston, Massachusetts, United States of America
| | - Serge Resnikoff
- School of Optometry and Vision Science, University of New South Wales, Sydney, New South Wales, Australia
- Brien Holden Vision Institute, Sydney, Australia
| | - Melese Abate Reta
- Department of Medical Laboratory Science, Woldia University, Woldia, Ethiopia
- Department of Medical Microbiology, University of Pretoria, Pretoria, South Africa
| | - Aziz Rezapour
- Health Management and Economics Research Center, Iran University of Medical Sciences, Tehran, Iran
| | - Enrico Rubagotti
- Center for Research in Congenital Anomalies and Rare Diseases, ICESI University (Centro de Investigaciones en Anomalías Congénitas y Enfermedades Raras, Universidad Icesi), Cali, Colombia
| | - Salvatore Rubino
- Department of Biomedical Sciences, University of Sassari, Sassari, Italy
| | - Ehsan Sadeghi
- Research Center for Environmental Determinants of Health, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | - Abedin Saghafipour
- Public Health, Ministry of Health and Medical Education, Qom, Iran
- Qom University of Medical Sciences, Qom, Iran
| | - S. Mohammad Sajadi
- Department of Phytochemistry, Soran University, Soran, Iraq
- Department of Nutrition, Cihan University, Erbil, Iraq
| | | | - Rodrigo Sarmiento-Suárez
- Department of Health and Society, Faculty of Medicine, University of Applied and Environmental Sciences, Bogota, Colombia
- National School of Public Health, Carlos III Health Institute, Madrid, Spain
| | - Monika Sawhney
- Department of Public Health Sciences, University of North Carolina at Charlotte, Charlotte, North Carolina, United States of America
| | - Megan F. Schipp
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, Washington, United States of America
| | - Amira A. Shaheen
- Public Health Division, An-Najah National University, Nablus, Palestine
| | | | - Morteza Shamsizadeh
- Faculty of Caring Science, Work Life, and Social Welfare, Faculty of Caring Science, Work Life and Social Welfare, University of Borås, Borås, Sweden, Borås, Sweden
| | - Kiomars Sharafi
- Research Center for Environmental Determinants of Health, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | - Aziz Sheikh
- Centre for Medical Informatics, University of Edinburgh, Edinburgh, United Kingdom
- Division of General Internal Medicine, Harvard University, Boston, Massachusetts, United States of America
| | - B. Suresh Kumar Shetty
- Department of Forensic Medicine and Toxicology, Manipal Academy of Higher Education, Mangalore, India
| | - Jae Il Shin
- College of Medicine, Yonsei University, Seoul, South Korea
| | - K. M. Shivakumar
- Public Health Dentistry Department, Krishna Institute of Medical Sciences Deemed to be University, Karad, India
| | - Biagio Simonetti
- Department of Law, Economics, Management and Quantitative Methods, University of Sannio, Benevento, Italy
- WSB University in Gdańsk, Gdansk, Poland
| | - Jasvinder A. Singh
- School of Medicine, University of Alabama at Birmingham, Birmingham, Alabama, United States of America
- Medicine Service, US Department of Veterans Affairs (VA), Birmingham, Alabama, United States of America
| | - Eirini Skiadaresi
- Department of Ophthalmology, Hywel Dda University Health Board, Llanelli, United Kingdom
| | - Amin Soheili
- Nursing Care Research Center, Semnan University of Medical Sciences, Semnan, Iran
| | - Shahin Soltani
- Research Center for Environmental Determinants of Health, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | - Emma Elizabeth Spurlock
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, Washington, United States of America
| | | | - Takahiro Tabuchi
- Cancer Control Center, Osaka International Cancer Institute, Osaka, Japan
| | - Leili Tapak
- Department of Biostatistics, Hamadan University of Medical Sciences, Hamadan, Iran
- Non-communicable Diseases Research Center, Hamadan University of Medical Sciences, Hamadan, Iran
| | - Robert L. Thompson
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, Washington, United States of America
| | - Alan J. Thomson
- Department of Global Health Research, Adaptive Knowledge Management, Victoria, British Columbia, Canada
| | - Eugenio Traini
- Institute for Risk Assessment Sciences (IRAS), Utrecht University, Utrecht, Netherlands
| | - Bach Xuan Tran
- Department of Health Economics, Hanoi Medical University, Hanoi, Vietnam
| | - Irfan Ullah
- Department of Allied Health Sciences, Iqra National University, Peshawar, Pakistan
| | - Saif Ullah
- Institute of Soil and Environmental Sciences, University of Agriculture—Faisalabad, Faisalabad, Pakistan
| | - Chigozie Jesse Uneke
- Department of Medical Microbiology/Parasitology, Ebonyi State University, Abakaliki, Nigeria
| | | | - Olalekan A. Uthman
- Division of Health Sciences, University of Warwick, Coventry, United Kingdom
| | | | - Francesco S. Violante
- Department of Medical and Surgical Sciences, University of Bologna, Bologna, Italy
- Occupational Health Unit, Sant’Orsola Malpighi Hospital, Bologna, Italy
| | - Haileab Fekadu Wolde
- Department of Epidemiology and Biostatistics, University of Gondar, Gondar, Ethiopia
| | | | - Tomohide Yamada
- Department of Diabetes and Metabolic Diseases, University of Tokyo, Tokyo, Japan
| | - Sanni Yaya
- School of International Development and Global Studies, University of Ottawa, Ottawa, Ontario, Canada
- The George Institute for Global Health, University of Oxford, Oxford, United Kingdom
| | - Vahid Yazdi-Feyzabadi
- Health Services Management Research Center, Kerman University of Medical Sciences, Kerman, Iran
- Department of Health Management, Policy, and Economics, Kerman University of Medical Sciences, Kerman, Iran
| | - Paul Yip
- Centre for Suicide Research and Prevention, University of Hong Kong, Hong Kong, China
- Department of Social Work and Social Administration, University of Hong Kong, Hong Kong, China
| | - Naohiro Yonemoto
- Department of Neuropsychopharmacology, National Center of Neurology and Psychiatry, Kodaira, Japan
- Department of Public Health, Juntendo University, Tokyo, Japan
| | | | - Chuanhua Yu
- Department of Epidemiology and Biostatistics, Wuhan University, Wuhan, China
| | - Yong Yu
- School of Public Health and Management, Hubei University of Medicine, Shiyan, China
| | - Hasan Yusefzadeh
- Department of Health care Management and Economics, Urmia University of Medical Science, Urmia, Iran
| | - Leila Zaki
- Department of Parasitology and Entomology, Tarbiat Modares University, Tehran, Iran
| | - Sojib Bin Zaman
- The School of Clinical Sciences at Monash Health, Monash University, Melbourne, Victoria, Australia
- Maternal and Child Health Division, International Centre for Diarrhoeal Disease Research, Bangladesh, Dhaka, Bangladesh
| | - Maryam Zamanian
- Department of Epidemiology, Arak University of Medical Sciences, Arak, Iran
| | | | - Yunquan Zhang
- School of Public Health, Wuhan University of Science and Technology, Wuhan, China
- Hubei Province Key Laboratory of Occupational Hazard Identification and Control, Wuhan University of Science and Technology, Wuhan, China
| | - Arash Ziapour
- Department of Health Education and Health Promotion, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | - Simon I. Hay
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, Washington, United States of America
- Department of Health Metrics Sciences, School of Medicine, University of Washington, Seattle, Washington, United States of America
| | - David M. Pigott
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, Washington, United States of America
- Department of Health Metrics Sciences, School of Medicine, University of Washington, Seattle, Washington, United States of America
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