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1. Existing and potential infection risk zones of yellow fever worldwide: a modelling analysis.

Author

Shearer FM, Longbottom J, Browne AJ, Pigott DM, Brady OJ, Kraemer MUG, Marinho F, Yactayo S, de Araújo VEM, da Nóbrega AA, Fullman N, Ray SE, Mosser JF, Stanaway JD, Lim SS, Reiner RC Jr, Moyes CL, Hay SI, and Golding N

Subjects
Disease Outbreaks prevention & control, Humans, Incidence, Models, Statistical, Risk, Yellow Fever prevention & control, Yellow Fever Vaccine administration & dosage, Disease Outbreaks statistics & numerical data, Global Health statistics & numerical data, Yellow Fever epidemiology
Abstract

Background: Yellow fever cases are under-reported and the exact distribution of the disease is unknown. An effective vaccine is available but more information is needed about which populations within risk zones should be targeted to implement interventions. Substantial outbreaks of yellow fever in Angola, Democratic Republic of the Congo, and Brazil, coupled with the global expansion of the range of its main urban vector, Aedes aegypti, suggest that yellow fever has the propensity to spread further internationally. The aim of this study was to estimate the disease's contemporary distribution and potential for spread into new areas to help inform optimal control and prevention strategies., Methods: We assembled 1155 geographical records of yellow fever virus infection in people from 1970 to 2016. We used a Poisson point process boosted regression tree model that explicitly incorporated environmental and biological explanatory covariates, vaccination coverage, and spatial variability in disease reporting rates to predict the relative risk of apparent yellow fever virus infection at a 5 × 5 km resolution across all risk zones (47 countries across the Americas and Africa). We also used the fitted model to predict the receptivity of areas outside at-risk zones to the introduction or reintroduction of yellow fever transmission. By use of previously published estimates of annual national case numbers, we used the model to map subnational variation in incidence of yellow fever across at-risk countries and to estimate the number of cases averted by vaccination worldwide., Findings: Substantial international and subnational spatial variation exists in relative risk and incidence of yellow fever as well as varied success of vaccination in reducing incidence in several high-risk regions, including Brazil, Cameroon, and Togo. Areas with the highest predicted average annual case numbers include large parts of Nigeria, the Democratic Republic of the Congo, and South Sudan, where vaccination coverage in 2016 was estimated to be substantially less than the recommended threshold to prevent outbreaks. Overall, we estimated that vaccination coverage levels achieved by 2016 avert between 94 336 and 118 500 cases of yellow fever annually within risk zones, on the basis of conservative and optimistic vaccination scenarios. The areas outside at-risk regions with predicted high receptivity to yellow fever transmission (eg, parts of Malaysia, Indonesia, and Thailand) were less extensive than the distribution of the main urban vector, A aegypti, with low receptivity to yellow fever transmission in southern China, where A aegypti is known to occur., Interpretation: Our results provide the evidence base for targeting vaccination campaigns within risk zones, as well as emphasising their high effectiveness. Our study highlights areas where public health authorities should be most vigilant for potential spread or importation events., Funding: Bill & Melinda Gates Foundation., (Copyright © 2018 The Author(s). Published by Elsevier Ltd. This is an Open Access article under the CC BY 4.0 license. Published by Elsevier Ltd.. All rights reserved.)

Published
2018
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2. Global distribution and environmental suitability for chikungunya virus, 1952 to 2015.

Author

Nsoesie EO, Kraemer MU, Golding N, Pigott DM, Brady OJ, Moyes CL, Johansson MA, Gething PW, Velayudhan R, Khan K, Hay SI, and Brownstein JS

Subjects
Animals, Chikungunya Fever prevention & control, Chikungunya Fever virology, Geography, Humans, Sentinel Surveillance, Aedes virology, Chikungunya Fever transmission, Chikungunya virus, Global Health, Insect Vectors virology
Abstract

Chikungunya fever is an acute febrile illness caused by the chikungunya virus (CHIKV), which is transmitted to humans by Aedes mosquitoes. Although chikungunya fever is rarely fatal, patients can experience debilitating symptoms that last from months to years. Here we comprehensively assess the global distribution of chikungunya and produce high-resolution maps, using an established modelling framework that combines a comprehensive occurrence database with bespoke environmental correlates, including up-to-date Aedes distribution maps. This enables estimation of the current total population-at-risk of CHIKV transmission and identification of areas where the virus may spread to in the future. We identified 94 countries with good evidence for current CHIKV presence and a set of countries in the New and Old World with potential for future CHIKV establishment, demonstrated by high environmental suitability for transmission and in some cases previous sporadic reports. Aedes aegypti presence was identified as one of the major contributing factors to CHIKV transmission but significant geographical heterogeneity exists. We estimated 1.3 billion people are living in areas at-risk of CHIKV transmission. These maps provide a baseline for identifying areas where prevention and control efforts should be prioritised and can be used to guide estimation of the global burden of CHIKV.

Published
2016
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3. The global distribution of Crimean-Congo hemorrhagic fever.

Author

Messina JP, Pigott DM, Golding N, Duda KA, Brownstein JS, Weiss DJ, Gibson H, Robinson TP, Gilbert M, William Wint GR, Nuttall PA, Gething PW, Myers MF, George DB, and Hay SI

Subjects
Abattoirs, Animal Husbandry, Animals, Farmers, Geography, Hemorrhagic Fever, Crimean blood, Hemorrhagic Fever, Crimean prevention & control, Humans, Occupational Diseases virology, Phylogeny, Ticks virology, Arachnid Vectors virology, Disease Outbreaks prevention & control, Global Health, Hemorrhagic Fever Virus, Crimean-Congo pathogenicity, Hemorrhagic Fever, Crimean transmission, Occupational Diseases prevention & control, Occupational Exposure prevention & control
Abstract

Background: Crimean-Congo hemorrhagic fever (CCHF) is a tick-borne infection caused by a virus (CCHFV) from the Bunyaviridae family. Domestic and wild vertebrates are asymptomatic reservoirs for the virus, putting animal handlers, slaughter-house workers and agricultural labourers at highest risk in endemic areas, with secondary transmission possible through contact with infected blood and other bodily fluids. Human infection is characterized by severe symptoms that often result in death. While it is known that CCHFV transmission is limited to Africa, Asia and Europe, definitive global extents and risk patterns within these limits have not been well described., Methods: We used an exhaustive database of human CCHF occurrence records and a niche modeling framework to map the global distribution of risk for human CCHF occurrence., Results: A greater proportion of shrub or grass land cover was the most important contributor to our model, which predicts highest levels of risk around the Black Sea, Turkey, and some parts of central Asia. Sub-Saharan Africa shows more focalized areas of risk throughout the Sahel and the Cape region., Conclusions: These new risk maps provide a valuable starting point for understanding the zoonotic niche of CCHF, its extent and the risk it poses to humans., (© The Author 2015. Published by Oxford University Press on behalf of Royal Society of Tropical Medicine and Hygiene.)

Published
2015
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4. Prioritising Infectious Disease Mapping.

Author

Pigott DM, Howes RE, Wiebe A, Battle KE, Golding N, Gething PW, Dowell SF, Farag TH, Garcia AJ, Kimball AM, Krause LK, Smith CH, Brooker SJ, Kyu HH, Vos T, Murray CJ, Moyes CL, and Hay SI

Subjects
Biosurveillance, Humans, Public Health, Quality-Adjusted Life Years, Communicable Diseases epidemiology, Geographic Mapping, Global Health
Abstract

Background: Increasing volumes of data and computational capacity afford unprecedented opportunities to scale up infectious disease (ID) mapping for public health uses. Whilst a large number of IDs show global spatial variation, comprehensive knowledge of these geographic patterns is poor. Here we use an objective method to prioritise mapping efforts to begin to address the large deficit in global disease maps currently available., Methodology/principal Findings: Automation of ID mapping requires bespoke methodological adjustments tailored to the epidemiological characteristics of different types of diseases. Diseases were therefore grouped into 33 clusters based upon taxonomic divisions and shared epidemiological characteristics. Disability-adjusted life years, derived from the Global Burden of Disease 2013 study, were used as a globally consistent metric of disease burden. A review of global health stakeholders, existing literature and national health priorities was undertaken to assess relative interest in the diseases. The clusters were ranked by combining both metrics, which identified 44 diseases of main concern within 15 principle clusters. Whilst malaria, HIV and tuberculosis were the highest priority due to their considerable burden, the high priority clusters were dominated by neglected tropical diseases and vector-borne parasites., Conclusions/significance: A quantitative, easily-updated and flexible framework for prioritising diseases is presented here. The study identifies a possible future strategy for those diseases where significant knowledge gaps remain, as well as recognising those where global mapping programs have already made significant progress. For many conditions, potential shared epidemiological information has yet to be exploited.

Published
2015
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5. The global distribution and transmission limits of lymphatic filariasis: past and present.

Author

Cano J, Rebollo MP, Golding N, Pullan RL, Crellen T, Soler A, Kelly-Hope LA, Lindsay SW, Hay SI, Bockarie MJ, and Brooker SJ

Subjects
Endemic Diseases, Humans, Risk Factors, Time Factors, Elephantiasis, Filarial epidemiology, Global Health
Abstract

Background: Lymphatic filariasis (LF) is one of the neglected tropical diseases targeted for global elimination by 2020 and to guide elimination efforts countries have, in recent years, conducted extensive mapping surveys. Documenting the past and present distribution of LF and its environmental limits is important for a number of reasons. Here, we present an initiative to develop a global atlas of LF and present a new global map of the limits of LF transmission., Methods: We undertook a systematic search and assembly of prevalence data worldwide and used a suite of environmental and climatic data and boosted regression trees (BRT) modelling to map the transmission limits of LF., Results: Data were identified for 66 of the 72 countries currently endemic and for a further 17 countries where LF is no longer endemic. Our map highlights a restricted and highly heterogeneous distribution in sub-Saharan Africa, with transmission more widespread in West Africa compared to east, central and southern Africa where pockets of transmission occur. Contemporary transmission occurs across much of south and South-east Asia and the Pacific. Interestingly, the risk map reflects environmental conditions suitable for LF transmission across Central and South America, including the southern States of America, although active transmission is only known in a few isolated foci. In countries that have eliminated LF, our predictions of environmental suitability are consistent with historical distribution., Conclusions: The global distribution of LF is highly heterogeneous and geographically targeted and sustained control will be required to achieve elimination. This first global map can help evaluate the progress of interventions and guide surveillance activities.

Published
2014
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6. Mapping 123 million neonatal, infant and child deaths between 2000 and 2017

Author

Mohsen Bayati, Arvin Haj-Mirzaian, Mehran Asadi-Aliabadi, Maziar Moradi-Lakeh, Nasir Salam, Mohamad-Hani Temsah, Fatemeh Heydarpour, Davide Rasella, Kavumpurathu Raman Thankappan, Ghulam Mustafa, Sergey Konstantinovitch Vladimirov, Fereshteh Ansari, Dina Nur Anggraini Ningrum, Leonardo Roever, Oghenowede Eyawo, Koustuv Dalal, Ana-Laura Manda, Ritesh G. Menezes, Molly K. Miller-Petrie, Javad Yoosefi Lebni, Gebreamlak Gebremedhn Gebremeskel, Aziz Eftekhari, Oleguer Plana-Ripoll, Jon Wakefield, Sanjay Zodpey, Birhanu Geta, Amaha Kahsay, Edris Hasanpoor, Brijesh Sathian, Kala M. Mehta, Moritz U. G. Kraemer, Saeed Amini, Hesham M. Al-Mekhlafi, Abbas Yadegar, João Pedro Silva, Desmond Kuupiel, Anvar Asadi, Hamid Sharifi, Ebrahim Babaee, Dessalegn Ajema Berbada, Taddese Alemu Zerfu, Ian Davis, Mostafa Qorbani, Fatemeh Rajati, Samer Hamidi, Parvaiz A Koul, Foad Abd-Allah, Mojisola Oluwasanu, Syed Mohamed Aljunid, Elias Merdassa Roro, Mihaela Hostiuc, Robert S. Bernstein, Vahid Yazdi-Feyzabadi, Gebre Teklemariam Demoz, Irina Filip, Mu'awiyyah Babale Sufiyan, Amir Khater, Lidia Morawska, Sangram Kishor Patel, Robert C. Reiner, Joshua O. Akinyemi, Telma Zahirian Moghadam, Ali Akbar Fazaeli, Reza Malekzadeh, Olatunde Aremu, Mohammad Reza Salahshoor, Irfan Ullah, Gabrielle B. Britton, Gelin Xu, Nathaniel J Henry, Thomas R. Hird, Ronny Westerman, Vera Marisa Costa, Reza Assadi, Tiffany K. Gill, Chhabi Lal Ranabhat, Meysam Olfatifar, Sezer Kisa, Grant Rodgers Kemp, Mahmoud Yousefifard, Aleksandra Barac, Simon I. Hay, Walter Mendoza, Mohammad Zamani, Nader Jafari Balalami, Mahdi Safdarian, Manfred S. Green, Mahesh P A, Nahid Neamati, Pallab K. Maulik, Ali H. Mokdad, Joshua Longbottom, Somayeh Bohlouli, Ahmad Daryani, Ibrahim Abdollahpour, Mostafa Hosseini, Deborah Carvalho Malta, Nick Golding, Sheikh Mohammed Shariful Islam, Shirin Nosratnejad, Haidong Wang, Shadi Rahimzadeh, Pushpendra Kumar, Mehdi Noroozi, Andre M. N. Renzaho, Brent Bell, Huong Lan Thi Nguyen, Khaled Khatab, Meghdad Pirsaheb, Yousef Veisani, Katie R Nielsen, Ionut Negoi, Seyyed Meysam Mousavi, Amir Ashraf-Ganjouei, Mohammad Hassan Emamian, Joseph L Ward, Sharath Burugina Nagaraja, Songhomitra Panda-Jonas, Ettore Beghi, Azeem Majeed, Ivy Shiue, Delia Hendrie, Roghiyeh Faridnia, Seyed Mostafa Mir, Moslem Soofi, Ghobad Moradi, Mahsa Ghajarzadeh, Chandrashekhar T Sreeramareddy, Milad Hasankhani, Mohamed I Hegazy, Mika Shigematsu, Bryan L. Sykes, Vahid Alipour, Ruth W Kimokoti, Afshin Maleki, Nafiseh Baheiraei, Noore Alam, Jalal Arabloo, Mariam Molokhia, Kimberly B. Johnson, Amber Sligar, Nicole Davis Weaver, Kerem Shuval, Malede Mequanent Sisay, Paul H. Lee, Reza Ghadimi, Mahbobeh Faramarzi, Natalia V. Bhattacharjee, Ehsan Sadeghi, Brandon V. Pickering, Animika Pandey, Ana Isabel Ribeiro, Felix Greaves, Sameer Vali Gopalani, Joel M. Francis, Alyssa N. Sbarra, Yun Jin Kim, Agus Sudaryanto, Hebat Allah Salah A. Yousof, Hadi Pourjafar, Tomohide Yamada, Alireza Rafiei, Rosario Cárdenas, Mohammad Khazaei, Hasan Yusefzadeh, Rahman Shiri, Girmay Teklay Weldesamuel, Zahra Jorjoran Shushtari, Michael Collison, Stanislav S. Otstavnov, Narayanaswamy Venketasubramanian, Yahya Salimi, Naohiro Yonemoto, Ahmad Ghashghaee, Soewarta Kosen, Al Artaman, Surendra Karki, Tariq Jamal Siddiqi, Lorenzo Monasta, Amit Arora, Christopher S Yilgwan, Ahamarshan Jayaraman Nagarajan, Adnan Kisa, Gholamreza Roshandel, Vahid Rashedi, Daniel Diaz, Amir Vahedian-Azimi, Erkin M. Mirrakhimov, Nuworza Kugbey, Zohreh Arefi, Benjamin B. Massenburg, Robert G. Weintraub, Lauren E. Schaeffer, Alexandre C. Pereira, Mehdi Hosseinzadeh, Milena M Santric Milicevic, Ai Koyanagi, Mehran Shams-Beyranvand, Salman Khazaei, Olalekan A. Uthman, Mohamed Hsairi, Nuno Taveira, Masoud Foroutan, Jayendra Sharma, Hanna Demelash Desyibelew, Max Roser, Keivan Ahmadi, Yousef Khader, Hamideh Salimzadeh, Ali Bijani, Shanshan Li, Mehran Alijanzadeh, Florian Fischer, Aziz Sheikh, Eun-Kee Park, Stefan Listl, Smita Pakhale, Brian J. Hall, Alireza Zangeneh, Ravi Mehrotra, Kidu Gidey Weldegwergs, Mahdi Afshari, Son Hoang Nguyen, Francisco Rogerlândio Martins-Melo, Rupak Desai, Aziz Rezapour, Hassan Magdy Abd El Razek, Gillian I. Hollerich, Reza Saeedi, Iman El Sayed, Olayinka Stephen Ilesanmi, Ben Lacey, Soheil Ebrahimpour, Laura Dwyer-Lindgren, Roya Ebrahimi, Bolajoko O. Olusanya, Tommi Vasankari, Siamak Sabour, Theo Vos, Tuomo J. Meretoja, Job F M van Boven, Nataliya Foigt, Mojtaba Hoseini-Ghahfarokhi, Saleh Salehi Zahabi, Mehdi Fazlzadeh, Neeraj Bedi, Hamed Mirjalali, Payman Salamati, P N Sylaja, Ted R. Miller, George J. Milne, Alaa Badawi, Muhammad Usman, Amir Hasanzadeh, Michelle L. Bell, Giang Thu Vu, Masoud Behzadifar, Manasi Kumar, Mona M. Khater, Josip Car, Nafis Sadat, Mostafa Leili, Mehdi Sharif, Hadi Hassankhani, Mowafa Househ, Joshua A. Salomon, Morteza Mansourian, G Anil Kumar, João C. Fernandes, Tufa Kolola, Arya Haj-Mirzaian, Masood Ali Shaikh, Keyghobad Ghadiri, Andrew T Olagunju, Bahram Armoon, Beatriz Paulina Ayala Quintanilla, Samantha Perkins, Mohsen Mazidi, Stefan Lorkowski, Sagnik Dey, Edward J Mills, Ali Kabir, Maryam Khazaei-Pool, Mohammad Rabiee, Arianna Maever L. Amit, John S. Ji, Sivan Yegnanarayana Iyer Saraswathy, Fares Alahdab, Vafa Rahimi-Movaghar, Martin McKee, Hadi Parsian, Ejaz Ahmad Khan, Amirhossein Sahebkar, Paramjit Gill, Dara K. Mohammad, Naznin Hossain, Karen M. Tabb, Annie J. Browne, Abdallah M. Samy, Elham Ehsani-Chimeh, Nelson G.M. Gomes, Destallem Gebremedhin Gebre, Fakher Rahim, Sheetal D. Lad, Rajat Das Gupta, Yash Jobanputra, Rajesh Sharma, Davoud Adham, Richard Ofori-Asenso, Farah Daoud, Aso Mohammad Darwesh, Meghnath Dhimal, Pranab Chatterjee, Javad Javidnia, Shafiu Mohammed, Amir Abdoli, Josep Maria Haro, Stefanie Watson, Behnam Nabavizadeh, Masoumeh Abbasi, Kefyalew Addis Alene, Marzieh Nojomi, G. K. Mini, Abbas Mosapour, Cyrus Cooper, Yirga Legesse Nirayo, Jagdish Khubchandani, Muhammed Magdy Abd El Razek, Faramarz Shaahmadi, Satar Rezaei, Mahdi Sharif-Alhoseini, Francesco Saverio Violante, Eyal Oren, Erfan Zabeh, Atte Meretoja, Nicholas Graetz, Kris J. Krohn, Anthony Masaka, Oladimeji Adebayo, Mikk Jürisson, Faris Lami, Marcos Roberto Tovani-Palone, Chloe Shields, Yahya Safari, Yasir Waheed, Dilaram Acharya, Seyed Mohammad Riahi, Jan-Walter De Neve, Carlos A Castañeda-Orjuela, Alberto Ortiz, Samad Azari, Shymaa Enany, Maha Ezalarab, Salvatore Rubino, Enayatollah Homaie Rad, Roghayeh Khabiri, Seyed-Mohammad Fereshtehnejad, Yuming Guo, Sonia Saxena, Nicholas J K Breitborde, Takeshi Fukumoto, Hamid Yimam Hassen, Thomas Pilgrim, Yasser Vasseghian, Dragos Virgil Davitoiu, Farid Najafi, Sathish Thirunavukkarasu, Ali Rostami, Efat Mohamadi, Sameh Magdeldin, Hedley Quintana, Cyrus Alinia, Rodrigo Sarmiento-Suarez, Roya Safari-Faramani, Leila Doshmangir, Kewal Krishan, Karen Sliwa, Nazrul Islam, Neal Marquez, Genet Melak Alamene, Andem Effiong, Khanh Bao Tran, Amir Kasaeian, Adeladza Kofi Amegah, Hamidreza Haririan, Maha El Tantawi, Anders Larsson, André Faro, Rushdia Ahmed, Amir Shamshirian, Josephine W. Ngunjiri, Yousef Moradi, Sharareh Eskandarieh, Evanson Z. Sambala, Nelson Alvis-Guzman, Mehdi Moradinazar, Lauren Woyczynski, Parul Puri, Yunquan Zhang, Navid Manafi, Vinay Nangia, Joan B. Soriano, Victor Adekanmbi, Sofia Androudi, Carl Abelardo T. Antonio, Morteza Abdullatif Khafaie, Netsanet Fentahun, Achala Upendra Jayatilleke, David L. Smith, Solomon Sisay, Giuseppe Gorini, Meysam Behzadifar, Charles Shey Wiysonge, Bach Xuan Tran, Lal B. Rawal, Arefeh Babazadeh, Damaris K. Kinyoki, Morteza Shamsizadeh, Ziad El-Khatib, Zohreh Anbari, Abdol Sattar Pagheh, Ranjani Somayaji, Frank B. Osei, Nancy Fullman, Zahid A Butt, Ai-Min Wu, Tahereh Pashaei, Benn Sartorius, Aaron Osgood-Zimmerman, Sachin R Atre, Mehdi Ahmadi, Chalachew Genet Akal, Aubrey J. Levine, Mohammad Fareed, Quique Bassat, Khalid A Altirkawi, Ensiyeh Jenabi, Daem Roshani, Mina Anjomshoa, Jasvinder A. Singh, Yafeng Wang, Samath D Dharmaratne, Enrico Rubagotti, Ruxandra Irina Negoi, Reinhard Busse, Abdullah Al Mamun, Yoshan Moodley, Mohammed Almalki, Peter W. Gething, Alireza Khatony, Usman Iqbal, Soraya Nouraei Motlagh, Roy Burstein, Hamed Zandian, Rakhi Dandona, Mojtaba Bagherzadeh, Majid Pirestani, Jaifred Christian F. Lopez, Chuanhua Yu, Arash Ziapour, Seyed Sina Naghibi Irvani, Bárbara Niegia Garcia Goulart, Pascual R. Valdez, Amir Jalali, Chukwudi A Nnaji, Kelechi Elizabeth Oladimeji, Tomislav Mestrovic, Isidora S. Vujcic, Osayomwanbo Osarenotor, Azin Nahvijou, Chi Linh Hoang, Christopher J L Murray, Mustafa Z. Younis, Veincent Christian Filipino Pepito, Andre Rodrigues Duraes, Yuan-Pang Wang, Felix Akpojene Ogbo, Aniruddha Deshpande, Nicholas J Kassebaum, Jacek Jerzy Jozwiak, Soghra Bagheri, Paul S. F. Yip, Sree Bhushan Raju, Sadaf G. Sepanlou, Kebede Deribe, Junaid Khan, Mohammad Aghaali, Lalit Dandona, Masoud Moradi, Molly R Nixon, Bruno Piassi Sao Jose, Atalay Goshu Muluneh, Mohammad Hasan Imani-Nasab, Naser Mohammad Gholi Mezerji, Abdullah Sulieman Terkawi, Sojib Bin Zaman, Muhammad Shahzeb Khan, Maysaa El Sayed Zaki, Gebrekiros Gebremichael Meles, Suraj Bhattarai, Yared Belete Belay, Ammas Siraj Mohammed, Dawit Zewdu Wondafrash, Abbas Balouchi, Silvano Gallus, Mohammad Abdollahi, Long Hoang Nguyen, Zulfiqar A Bhutta, Jean Jacques Noubiap, Mehdi Naderi, Bernhard T. Baune, Lucas Earl, Doris D. V. Ortega-Altamirano, Michael R.M. Abrigo, Farkhonde Salehi, Hamed Kalani, Mayowa O. Owolabi, Feleke Mekonnen Demeke, Lee Ling Lim, Ulrich O Mueller, Laurie B. Marczak, Peter Njenga Keiyoro, Ehsan Ahmadpour, Navid Rabiee, Dinh-Toi Chu, Vasily Vlassov, Bradford D Gessner, Tsegaye Tewelde Gebrehiwot, Sorin Hostiuc, Bakhtiar Piroozi, Mahdieh Abbasalizad-Farhangi, Takahiro Tabuchi, Philimon Gona, Bahar Ataeinia, Azra Ramezankhani, Duduzile Ndwandwe, Obinna Onwujekwe, Zohreh Rahimi, Seyedmojtaba Seyedmousavi, Wagaye Fentahun Chanie, Neda Kianipour, Rizwan Suliankatchi Abdulkader, Dhirendra N Sinha, Young-Ho Khang, Paula Moraga, Manoochehr Karami, Solomon Olum, Rafael Tabarés-Seisdedos, Zemenu Tadesse Tessema, Amir Radfar, Kiomars Sharafi, Rohollah Kalhor, Benjamin K. Mayala, Mahmood Moosazadeh, David C. Schwebel, Jost B. Jonas, Quyen G. To, Ester Cerin, Martin Amogre Ayanore, Value, Affordability and Sustainability (VALUE), Real World Studies in PharmacoEpidemiology, -Genetics, -Economics and -Therapy (PEGET), Groningen Research Institute for Asthma and COPD (GRIAC), Veritati - Repositório Institucional da Universidade Católica Portuguesa, Department of Earth Observation Science, Faculty of Geo-Information Science and Earth Observation, UT-I-ITC-ACQUAL, GeoHealth, HUS Neurocenter, Department of Neurosciences, Neurologian yksikkö, Clinicum, HUS Comprehensive Cancer Center, Staff Services, Department of Surgery, University of Helsinki, Islam, Nazrul [0000-0003-3982-4325], Apollo - University of Cambridge Repository, Burstein R., Henry N.J., Collison M.L., Marczak L.B., Sligar A., Watson S., Marquez N., Abbasalizad-Farhangi M., Abbasi M., Abd-Allah F., Abdoli A., Abdollahi M., Abdollahpour I., Abdulkader R.S., Abrigo M.R.M., Acharya D., Adebayo O.M., Adekanmbi V., Adham D., Afshari M., Aghaali M., Ahmadi K., Ahmadi M., Ahmadpour E., Ahmed R., Akal C.G., Akinyemi J.O., Alahdab F., Alam N., Alamene G.M., Alene K.A., Alijanzadeh M., Alinia C., Alipour V., Aljunid S.M., Almalki M.J., Al-Mekhlafi H.M., Altirkawi K., Alvis-Guzman N., Amegah A.K., Amini S., Amit A.M.L., Anbari Z., Androudi S., Anjomshoa M., Ansari F., Antonio C.A.T., Arabloo J., Arefi Z., Aremu O., Armoon B., Arora A., Artaman A., Asadi A., Asadi-Aliabadi M., Ashraf-Ganjouei A., Assadi R., Ataeinia B., Atre S.R., Quintanilla B.P.A., Ayanore M.A., Azari S., Babaee E., Babazadeh A., Badawi A., Bagheri S., Bagherzadeh M., Baheiraei N., Balouchi A., Barac A., Bassat Q., Baune B.T., Bayati M., Bedi N., Beghi E., Behzadifar M., Belay Y.B., Bell B., Bell M.L., Berbada D.A., Bernstein R.S., Bhattacharjee N.V., Bhattarai S., Bhutta Z.A., Bijani A., Bohlouli S., Breitborde N.J.K., Britton G., Browne A.J., Nagaraja S.B., Busse R., Butt Z.A., Car J., Cardenas R., Castaneda-Orjuela C.A., Cerin E., Chanie W.F., Chatterjee P., Chu D.-T., Cooper C., Costa V.M., Dalal K., Dandona L., Dandona R., Daoud F., Daryani A., Das Gupta R., Davis I., Davis Weaver N., Davitoiu D.V., De Neve J.-W., Demeke F.M., Demoz G.T., Deribe K., Desai R., Deshpande A., Desyibelew H.D., Dey S., Dharmaratne S.D., Dhimal M., Diaz D., Doshmangir L., Duraes A.R., Dwyer-Lindgren L., Earl L., Ebrahimi R., Ebrahimpour S., Effiong A., Eftekhari A., Ehsani-Chimeh E., El Sayed I., El Sayed Zaki M., El Tantawi M., El-Khatib Z., Emamian M.H., Enany S., Eskandarieh S., Eyawo O., Ezalarab M., Faramarzi M., Fareed M., Faridnia R., Faro A., Fazaeli A.A., Fazlzadeh M., Fentahun N., Fereshtehnejad S.-M., Fernandes J.C., Filip I., Fischer F., Foigt N.A., Foroutan M., Francis J.M., Fukumoto T., Fullman N., Gallus S., Gebre D.G., Gebrehiwot T.T., Gebremeskel G.G., Gessner B.D., Geta B., Gething P.W., Ghadimi R., Ghadiri K., Ghajarzadeh M., Ghashghaee A., Gill P.S., Gill T.K., Golding N., Gomes N.G.M., Gona P.N., Gopalani S.V., Gorini G., Goulart B.N.G., Graetz N., Greaves F., Green 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Muluneh A.G., Mustafa G., Nabavizadeh B., Naderi M., Nagarajan A.J., Nahvijou A., Najafi F., Nangia V., Ndwandwe D.E., Neamati N., Negoi I., Negoi R.I., Ngunjiri J.W., Thi Nguyen H.L., Nguyen L.H., Nguyen S.H., Nielsen K.R., Ningrum D.N.A., Nirayo Y.L., Nixon M.R., Nnaji C.A., Nojomi M., Noroozi M., Nosratnejad S., Noubiap J.J., Motlagh S.N., Ofori-Asenso R., Ogbo F.A., Oladimeji K.E., Olagunju A.T., Olfatifar M., Olum S., Olusanya B.O., Oluwasanu M.M., Onwujekwe O.E., Oren E., Ortega-Altamirano D.D.V., Ortiz A., Osarenotor O., Osei F.B., Osgood-Zimmerman A.E., Otstavnov S.S., Owolabi M.O., Mahesh P.A., Pagheh A.S., Pakhale S., Panda-Jonas S., Pandey A., Park E.-K., Parsian H., Pashaei T., Patel S.K., Pepito V.C.F., Pereira A., Perkins S., Pickering B.V., Pilgrim T., Pirestani M., Piroozi B., Pirsaheb M., Plana-Ripoll O., Pourjafar H., Puri P., Qorbani M., Quintana H., Rabiee M., Rabiee N., Radfar A., Rafiei A., Rahim F., Rahimi Z., Rahimi-Movaghar V., Rahimzadeh S., Rajati F., Raju 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Subjects
Survival, RJ101, Mortalidad Infantil, HB, UNDER-5 MORTALITY, Global Health, Pediatrics, 0302 clinical medicine, 3123 Gynaecology and paediatrics, Child death, Infant Mortality, Epidemiology, Global health, Middle income country, Nacimiento vivo, 030212 general & internal medicine, 10. No inequality, Child, POPULATION, Developing world, education.field_of_study, Public health, Multidisciplinary, Geography, Mortality rate, wa_900, 1. No poverty, SUCCESS, Pediatrik, A900 Others in Medicine and Dentistry, 3142 Public health care science, environmental and occupational health, 3. Good health, Child Mortality, Death children, VACCINATION, HEALTH, ws_100, INTERVENTIONS, AFRICA, medicine.medical_specialty, United Nations, General Science & Technology, 030231 tropical medicine, Population, Developing country, Article, Healthcare improvement science Radboud Institute for Health Sciences [Radboudumc 18], ITC-HYBRID, 03 medical and health sciences, All institutes and research themes of the Radboud University Medical Center, Social Justice, Recién nacido, Neonatal deaths, medicine, SYSTEMATIC ANALYSIS, Organizational Objectives, Humans, education, Developing Countries, business.industry, Infant, Newborn, Infant, CIVIL REGISTRATION, Paediatrics, Child survival, Newborn, PREVENTION, Infant mortality, wa_320, ws_200, Child mortality, Socioeconomic Factors, ITC-ISI-JOURNAL-ARTICLE, Human medicine, Paediatrics, Public health, Developing world, business, Demography
Abstract

Since 2000, many countries have achieved considerable success in improving child survival, but localized progress remains unclear. To inform efforts towards United Nations Sustainable Development Goal 3.2—to end preventable child deaths by 2030—we need consistently estimated data at the subnational level regarding child mortality rates and trends. Here we quantified, for the period 2000–2017, the subnational variation in mortality rates and number of deaths of neonates, infants and children under 5 years of age within 99 low- and middle-income countries using a geostatistical survival model. We estimated that 32% of children under 5 in these countries lived in districts that had attained rates of 25 or fewer child deaths per 1,000 live births by 2017, and that 58% of child deaths between 2000 and 2017 in these countries could have been averted in the absence of geographical inequality. This study enables the identification of high-mortality clusters, patterns of progress and geographical inequalities to inform appropriate investments and implementations that will help to improve the health of all populations., A high-resolution, global atlas of mortality of children under five years of age between 2000 and 2017 highlights subnational geographical inequalities in the distribution, rates and absolute counts of child deaths by age.

Published
2019

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