Mapping age‑ and sex‑specific HIV prevalence in adults in sub‑Saharan Africa, 2000–2018

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dc.contributor.author Serfes, Audrey L.
dc.contributor.author Cork, Michael A.
dc.contributor.author Yang, Mingyou
dc.contributor.author Abbastabar, Hedayat
dc.contributor.author Abhilash, E.S.
dc.contributor.author Adabi, Maryam
dc.contributor.author Adebayo, Oladimeji M.
dc.contributor.author Adekanmbi, Victor
dc.contributor.author Adeyinka, Daniel Adedayo
dc.contributor.author Afzal, Saira
dc.contributor.author Ahinkorah, Bright Opoku
dc.contributor.author Ahmadi, Keivan
dc.contributor.author Ahmed, Muktar Beshir
dc.contributor.author Akalu, Yonas
dc.contributor.author Akinyemi, Rufus Olusola
dc.contributor.author Akunna, Chisom Joyqueenet
dc.contributor.author Alahdab, Fares
dc.contributor.author Alanezi, Fahad Mashhour
dc.contributor.author Alanzi, Turki M.
dc.contributor.author Alene, Kefyalew Addis
dc.contributor.author Alhassan, Robert Kaba
dc.contributor.author Alipour, Vahid
dc.contributor.author Almasi‑Hashiani, Amir
dc.contributor.author Alvis‑Guzman, Nelson
dc.contributor.author Ameyaw, Edward Kwabena
dc.contributor.author Amini, Saeed
dc.contributor.author Amugsi, Dickson A.
dc.contributor.author Ancuceanu, Robert
dc.contributor.author Anvari, Davood
dc.contributor.author Yaw Appiah, Seth Christopher
dc.contributor.author Arabloo, Jalal
dc.contributor.author Aremu, Olatunde
dc.contributor.author Asemahagn, Mulusew A.
dc.contributor.author Jafarabadi, Mohammad Asghari
dc.contributor.author Awedew, Atalel Fentahun
dc.contributor.author Quintanilla, Beatriz Paulina Ayala
dc.contributor.author Ayanore, Martin Amogre
dc.contributor.author Aynalem, Yared Asmare
dc.contributor.author Azari, Samad
dc.contributor.author Azene, Zelalem Nigussie
dc.contributor.author Darshan, B.B.
dc.contributor.author Babalola, Tesleem Kayode
dc.contributor.author Baig, Atif Amin
dc.contributor.author Banach, Maciej
dc.contributor.author Barnighausen, Till Winfried
dc.contributor.author Bell, Arielle Wilder
dc.contributor.author Bhagavathula, Akshaya Srikanth
dc.contributor.author Bhardwaj, Nikha
dc.contributor.author Bhardwaj, Pankaj
dc.contributor.author Bhattacharyya, Krittika
dc.contributor.author Bijani, Ali
dc.contributor.author Bitew, Zebenay Workneh
dc.contributor.author Bohlouli, Somayeh
dc.contributor.author Bolarinwa, Obasanjo Afolabi
dc.contributor.author Boloor, Archith
dc.contributor.author Bozicevic, Ivana
dc.contributor.author Butt, Zahid A.
dc.contributor.author Cardenas, Rosario
dc.contributor.author Carvalho, Felix
dc.contributor.author Charan, Jaykaran
dc.contributor.author Chattu, Vijay Kumar
dc.contributor.author Chowdhury, Mohiuddin Ahsanul Kabir
dc.contributor.author Chu, Dinh‑Toi
dc.contributor.author Cowden, Richard G.
dc.contributor.author Dahlawi, Saad M.A.
dc.contributor.author Damiani, Giovanni
dc.contributor.author Darteh, Eugene Kofuor Maafo
dc.contributor.author Darwesh, Aso Mohammad
dc.contributor.author Das Neves, Jose
dc.contributor.author Weaver, Nicole Davis
dc.contributor.author De Leo, Diego
dc.contributor.author De Neve, Jan‑Walter
dc.contributor.author Deribe, Kebede
dc.contributor.author Deuba, Keshab
dc.contributor.author Dharmaratne, Samath
dc.contributor.author Dianatinasab, Mostafa
dc.contributor.author Diaz, Daniel
dc.contributor.author Didarloo, Alireza
dc.contributor.author Djalalinia, Shirin
dc.contributor.author Dorostkar, Fariba
dc.contributor.author Dubljanin, Eleonora
dc.contributor.author Duko, Bereket
dc.contributor.author El Tantawi, Maha
dc.contributor.author El‑Jaafary, Shaimaa I.
dc.contributor.author Eshrati, Babak
dc.contributor.author Eskandarieh, Sharareh
dc.contributor.author Eyawo, Oghenowede
dc.contributor.author Ezeonwumelu, Ifeanyi Jude
dc.contributor.author Ezzikouri, Sayeh
dc.contributor.author Farzadfar, Farshad
dc.contributor.author Fattahi, Nazir
dc.contributor.author Fauk, Nelsensius Klau
dc.contributor.author Fernandes, Eduarda
dc.contributor.author Filip, Irina
dc.contributor.author Fischer, Florian
dc.contributor.author Foigt, Nataliya A.
dc.contributor.author Foroutan, Masoud
dc.contributor.author Fukumoto, Takeshi
dc.contributor.author Gad, Mohamed M.
dc.contributor.author Gaidhane, Abhay Motiramji
dc.contributor.author Gebregiorgis, Birhan Gebresillassie
dc.contributor.author Gebremedhin, Ketema Bizuwork
dc.contributor.author Getacher, Lemma
dc.contributor.author Ghadiri, Keyghobad
dc.contributor.author Ghashghaee, Ahmad
dc.contributor.author Golechha, Mahaveer
dc.contributor.author Mohialdeen Gubari, Mohammed Ibrahim
dc.contributor.author Gugnani, Harish Chander
dc.contributor.author Guimaraes, Rafael Alves
dc.contributor.author Haider, Mohammad Rifat
dc.contributor.author Haj‑Mirzaian, Arvin
dc.contributor.author Hamidi, Samer
dc.contributor.author Hashi, Abdiwahab
dc.contributor.author Hassanipour, Soheil
dc.contributor.author Hassankhani, Hadi
dc.contributor.author Hayat, Khezar
dc.contributor.author Herteliu, Claudiu
dc.contributor.author Ho, Hung Chak
dc.contributor.author Holla, Ramesh
dc.contributor.author Hosseini, Mostafa
dc.contributor.author Hosseinzadeh, Mehdi
dc.contributor.author Hwang, Bing‑Fang
dc.contributor.author Ibitoye, Segun Emmanuel
dc.contributor.author Ilesanmi, Olayinka Stephen
dc.contributor.author Ilic, Irena M.
dc.contributor.author Ilic, Milena D.
dc.contributor.author Islam, Rakibul M.
dc.contributor.author Iwu, Chidozie Declan
dc.contributor.author Jakovljevic, Mihajlo
dc.contributor.author Jha, Ravi Prakash
dc.contributor.author Ji, John S.
dc.contributor.author Johnson, Kimberly B.
dc.contributor.author Joseph, Nitin
dc.contributor.author Joshua, Vasna
dc.contributor.author Joukar, Farahnaz
dc.contributor.author Jozwiak, Jacek Jerzy
dc.contributor.author Kalankesh, Leila R.
dc.contributor.author Kalhor, Rohollah
dc.contributor.author Kamyari, Naser
dc.contributor.author Kanchan, Tanuj
dc.contributor.author Matin, Behzad Karami
dc.contributor.author Karimi, Salah Eddin
dc.contributor.author Kayode, Gbenga A.
dc.contributor.author Karyani, Ali Kazemi
dc.contributor.author Keramati, Maryam
dc.contributor.author Khan, Ejaz Ahmad
dc.contributor.author Khan, Gulfaraz
dc.contributor.author Khan, Md Nuruzzaman
dc.contributor.author Khatab, Khaled
dc.contributor.author Khubchandani, Jagdish
dc.contributor.author Kim, Yun Jin
dc.contributor.author Kisa, Adnan
dc.contributor.author Kisa, Sezer
dc.contributor.author Kopec, Jacek A.
dc.contributor.author Kosen, Soewarta
dc.contributor.author Laxminarayana, Sindhura Lakshmi Koulmane
dc.contributor.author Koyanagi, Ai
dc.contributor.author rishan, Kewal K
dc.contributor.author Defo, Barthelemy Kuate
dc.contributor.author Kugbey, Nuworza
dc.contributor.author Kulkarni, Vaman
dc.contributor.author Kumar, Manasi
dc.contributor.author Kumar, Nithin
dc.contributor.author Kusuma, Dian
dc.contributor.author La Vecchia, Carlo
dc.contributor.author Lal, Dharmesh Kumar
dc.contributor.author Landires, Ivan
dc.contributor.author Larson, Heidi Jane
dc.contributor.author Lasrado, Savita
dc.contributor.author Paul H. Lee
dc.contributor.author Li, Shanshan
dc.contributor.author Liu, Xuefeng
dc.contributor.author Maleki, Afshin
dc.contributor.author Malik, Preeti
dc.contributor.author Mansournia, Mohammad Ali
dc.contributor.author Martins‑Melo, Francisco Rogerlândio
dc.contributor.author Mendoza, Walter
dc.contributor.author Menezes, Ritesh G.
dc.contributor.author Mengesha, Endalkachew Worku
dc.contributor.author Meretoja, Tuomo J.
dc.contributor.author Mestrovic, Tomislav
dc.contributor.author Mirica, Andreea
dc.contributor.author Moazen, Babak
dc.contributor.author Mohamad, Osama
dc.contributor.author Mohammad, Yousef
dc.contributor.author Mohammadian‑ Hafshejani, Abdollah
dc.contributor.author Mohammadpourhodki, Reza
dc.contributor.author Mohammed, Salahuddin
dc.contributor.author Mohammed, Shafiu
dc.contributor.author Mokdad, Ali H.
dc.contributor.author Moradi, Masoud
dc.contributor.author Moraga, Paula
dc.contributor.author Mubarik, Sumaira
dc.contributor.author Mulu, Getaneh Baye B.
dc.contributor.author Mwanri, Lillian
dc.contributor.author Nagarajan, Ahamarshan Jayaraman
dc.contributor.author Naimzada, Mukhammad David
dc.contributor.author Naveed, Muhammad
dc.contributor.author Nazari, Javad
dc.contributor.author Ndejjo, Rawlance
dc.contributor.author Negoi, Ionut
dc.contributor.author Ngalesoni, Frida N.
dc.contributor.author Nguefack‑Tsague, Georges
dc.contributor.author Ngunjiri, Josephine W.
dc.contributor.author Nguyen, Cuong Tat
dc.contributor.author Nguyen, Huong Lan Thi
dc.contributor.author Nnaji, Chukwudi A.
dc.contributor.author Noubiap, Jean Jacques
dc.contributor.author Nunez‑Samudio, Virginia
dc.contributor.author Nwatah, Vincent Ebuka
dc.contributor.author Oancea, Bogdan
dc.contributor.author Odukoya, Oluwakemi Ololade
dc.contributor.author Olagunju, Andrew T.
dc.contributor.author Olakunde, Babayemi Oluwaseun
dc.contributor.author Olusanya, Bolajoko Olubukunola
dc.contributor.author Olusanya, Jacob Olusegun
dc.contributor.author Bali, Ahmed Omar
dc.contributor.author Onwujekwe, Obinna E.
dc.contributor.author Orisakwe, Orish Ebere
dc.contributor.author Otstavnov, Nikita
dc.contributor.author Otstavnov, Stanislav S.
dc.contributor.author Owolabi, Mayowa O.
dc.contributor.author Mahesh, P.A.
dc.contributor.author Padubidri, Jagadish Rao
dc.contributor.author Pana, Adrian
dc.contributor.author Pandey, Ashok
dc.contributor.author Pandi‑Perumal, Seithikurippu R.
dc.contributor.author Kan, Fatemeh Pashazadeh
dc.contributor.author Patton, George C.
dc.contributor.author Pawar, Shrikant
dc.contributor.author Peprah, Emmanuel K.
dc.contributor.author Postma, Maarten J.
dc.contributor.author Preotescu, Liliana
dc.contributor.author Syed, Zahiruddin Quazi
dc.contributor.author Rabiee, Navid
dc.contributor.author Radfar, Amir
dc.contributor.author Rafiei, Alireza
dc.contributor.author Rahim, Fakher
dc.contributor.author Rahimi‑Movaghar, Vafa
dc.contributor.author Rahmani, Amir Masoud
dc.contributor.author Ramezanzadeh, Kiana
dc.contributor.author Rana, Juwel
dc.contributor.author Ranabhat, Chhabi Lal
dc.contributor.author Rao, Sowmya J.
dc.contributor.author Rawaf, David Laith
dc.contributor.author Rawaf, Salman
dc.contributor.author Rawassizadeh, Reza
dc.contributor.author Regassa, Lemma Demissie
dc.contributor.author Rezaei, Nima
dc.contributor.author Rezapour, Aziz
dc.contributor.author Riaz, Mavra A.
dc.contributor.author Ribeiro, Ana Isabel
dc.contributor.author Ross, Jennifer M.
dc.contributor.author Rubagotti, Enrico
dc.contributor.author Rumisha, Susan Fred
dc.contributor.author Rwegerera, Godfrey M.
dc.contributor.author Moghaddam, Sahar Saeedi
dc.contributor.author Sagar, Rajesh
dc.contributor.author Sahiledengle, Biniyam
dc.contributor.author Sahu, Maitreyi
dc.contributor.author Salem, Marwa Rashad
dc.contributor.author Kafil, Hossein Samadi
dc.contributor.author Samy, Abdallah M.
dc.contributor.author Sartorius, Benn
dc.contributor.author Sathian, Brijesh
dc.contributor.author Seidu, Abdul‑Aziz
dc.contributor.author Shaheen, Amira A.
dc.contributor.author Shaikh, Masood Ali
dc.contributor.author Shamsizadeh, Morteza
dc.contributor.author Shiferaw, Wondimeneh Shibabaw
dc.contributor.author Shin, Jae Il
dc.contributor.author Shrestha, Roman
dc.contributor.author Singh, Jasvinder A.
dc.contributor.author Skryabin, Valentin Yurievich
dc.contributor.author Skryabina, Anna Aleksandrovna
dc.contributor.author Soltani, Shahin
dc.contributor.author Sufiyan, Mu’awiyyah Babale
dc.contributor.author Tabuchi, Takahiro
dc.contributor.author Tadesse, Eyayou Girma
dc.contributor.author Taveira, Nuno
dc.contributor.author Tesfay, Fisaha Haile
dc.contributor.author Thapar, Rekha
dc.contributor.author Tovani‑Palone, Marcos Roberto
dc.contributor.author Tsegaye, Gebiyaw Wudie
dc.contributor.author Umeokonkwo, Chukwuma David
dc.contributor.author Unnikrishnan, Bhaskaran
dc.contributor.author Villafane, Jorge Hugo
dc.contributor.author Violante, Francesco S.
dc.contributor.author Vo, Bay
dc.contributor.author Vu, Giang Thu
dc.contributor.author Wado, Yohannes Dibaba
dc.contributor.author Waheed, Yasir
dc.contributor.author Wamai, Richard G.
dc.contributor.author Wang, Yanzhong
dc.contributor.author Ward, Paul
dc.contributor.author Wickramasinghe, Nuwan Darshana
dc.contributor.author Wilson, Katherine
dc.contributor.author Yaya, Sanni
dc.contributor.author Yip, Paul
dc.contributor.author Yonemoto, Naohiro
dc.contributor.author Yu, Chuanhua
dc.contributor.author Zastrozhin, Mikhail Sergeevich
dc.contributor.author Zhang, Yunquan
dc.contributor.author Zhang, Zhi‑Jiang
dc.contributor.author Hay, Simon I.
dc.contributor.author Dwyer‑Lindgren, Laura
dc.contributor.author Local Burden of Disease sub-Saharan Africa HIV Prevalence
dc.date.accessioned 2023-11-09T09:59:34Z
dc.date.available 2023-11-09T09:59:34Z
dc.date.issued 2022
dc.description AVAILABILITY OF DATA AND MATERIALS : The findings of this study are supported by data available in public online repositories and data publicly available upon request of the data provider. Details regarding the data sources used and their availability can be found in Additional file 2: Supplemental Tables 1-5 and online via the Global Health Data Exchange (https:// ghdx. healt hdata. org/ record/ ihme-​data/ sub-​sahar an-​africa-​hiv-​preva lence-​geosp atial-​estim ates-​2000-​2018). Estimates can also be further explored through the Global Health Data Exchange, as well as via our online visualization tool (http:// vizhub. healt hdata. org/ lbd/ hiv-​prevdisagg). Administrative boundaries were modified from the Database for Global Administrative Areas (GADM) dataset [77]. Populations were retrieved from WorldPop [32]. This study complies with the Guidelines for Accurate and Transparent Health Estimates Reporting (GATHER) recommendations [31]. All maps and figures presented in this study are generated by the authors; no permissions are required for publication. All computer code is available online and can be found at (https:// github. com/ ihmeuw/ lbd/ tree/ hiv_ prev-​africa-​2020). en_US
dc.description SUPPLEMENTARY INFORMATION 1. Compliance with the Guidlines for Accurate and Transparent Health Estimates Reporting (GATHER). 2. HIV data sources and data processing. 3. Covariate and auxiliary data. 4. Statistical model. 5. References. ADDITIONAL FILE 2 : Supplemental tables. TABLE S1. HIV seroprevalence survey data. TABLE S2. ANC sentinel surveillance data. TABLE S3. HIV and covariates surveys excluded from this analysis. TABLE S4. Sources for preexisting covariates. TABLE S5. HIV covariate survey data. TABLE S6. Fitted model parameters. ADDITIONAL FILE file 3 : Supplemental figures. FIGURE S1. Prevalence of male circumcision. FIGURE S2. Prevalence of signs and symptoms of sexually transmitted infections. FIGURE S3. Prevalence of marriage or living as married. FIGURE S4. Prevalence of partner living elsewhere among females. FIGURE S5. Prevalence of condom use during most recent sexual encounter. FIGURE S6. Prevalence of sexual activity among young females. FIGURE S7. Prevalence of multiple partners among males in the past year. FIGURE S8. Prevalence of multiple partners among females in the past year. FIGURE S9. HIV prevalence predictions from the boosted regression tree model. FIGURE S10. HIV prevalence predictions from the generalized additive model. FIGURE S11. HIV prevalence predictions from the lasso regression model. FIGURE S12. Modeling regions. FIGURE S13. Age- and sex-specific vs. adult prevalence modeling. FIGURE S14. Data sensitivity. FIGURE S15. Model specification validation. FIGURE S16. Modeled and re-aggregated adult prevalence comparison. FIGURE S17. HIV prevalence raking factors for males. FIGURE S18. HIV prevalence raking factors for females. FIGURE S19. Age-specific HIV prevalence in males, 2000. FIGURE S20. Age-specific HIV prevalence in females, 2000. FIGURE S21. Agespecific HIV prevalence in males, 2005. FIGURE S22. Age-specific HIV prevalence in females, 2005. FIGURE S23. Age-specific HIV prevalence in males, 2010. FIGURE S24. Age-specific HIV prevalence in females, 2010. FIGURE S25. Age-specific HIV prevalence in males, 2018. FIGURE S26. Age-specific HIV prevalence in females, 2018. FIGURE S27. Age-specific uncertainty interval range estimates in males, 2000. FIGURE S28. Age-specific uncertainty interval range estimates in females, 2000. FIGURE S29. Age-specific uncertainty interval range estimates in males, 2005. FIGURE S30. Agespecific uncertainty interval range estimates in females, 2005. FIGURE S31. Age-specific uncertainty interval range estimates in males, 2010. FIGURE S32. Age-specific uncertainty interval range estimates in females, 2010. FIGURE S33. Age-specific uncertainty interval range estimates in males, 2018. FIGURE S34. Age-specific uncertainty interval range estimates in females, 2018. FIGURE S35. Change in HIV prevalence in males, 2000-2005. FIGURE S36. Change in HIV prevalence in females, 2000-2005. FIGURE S37. Change in HIV prevalence in males, 2005-2010. FIGURE S38. Change in HIV prevalence in females, 2005-2010. FIGURE S39. Change in HIV prevalence in males, 2010-2018. FIGURE S40. Change in HIV prevalence in females, 2010-2018. FIGURE S41. Space mesh for geostatistical models. ADDITIONAL FILE 4 : Supplemental results.1. README. 2. Prevalence range across districts. 3. Prevalence range between sexes. 4. Prevalence range between ages. 5. Age-specific district ranges. en_US
dc.description.abstract BACKGROUND : Human immunodeficiency virus and acquired immune deficiency syndrome (HIV/AIDS) is still among the leading causes of disease burden and mortality in sub-Saharan Africa (SSA), and the world is not on track to meet targets set for ending the epidemic by the Joint United Nations Programme on HIV/AIDS (UNAIDS) and the United Nations Sustainable Development Goals (SDGs). Precise HIV burden information is critical for effective geographic and epidemiological targeting of prevention and treatment interventions. Age- and sex-specific HIV prevalence estimates are widely available at the national level, and region-wide local estimates were recently published for adults overall. We add further dimensionality to previous analyses by estimating HIV prevalence at local scales, stratified into sexspecific 5-year age groups for adults ages 15–59 years across SSA. METHODS : We analyzed data from 91 seroprevalence surveys and sentinel surveillance among antenatal care clinic (ANC) attendees using model-based geostatistical methods to produce estimates of HIV prevalence across 43 countries in SSA, from years 2000 to 2018, at a 5 × 5-km resolution and presented among second administrative level (typically districts or counties) units. RESULTS : We found substantial variation in HIV prevalence across localities, ages, and sexes that have been masked in earlier analyses. Within-country variation in prevalence in 2018 was a median 3.5 times greater across ages and sexes, compared to for all adults combined. We note large within-district prevalence differences between age groups: for men, 50% of districts displayed at least a 14-fold difference between age groups with the highest and lowest prevalence, and at least a 9-fold difference for women. Prevalence trends also varied over time; between 2000 and 2018, 70% of all districts saw a reduction in prevalence greater than five percentage points in at least one sex and age group. Meanwhile, over 30% of all districts saw at least a five percentage point prevalence increase in one or more sex and age group. CONCLUSIONS : As the HIV epidemic persists and evolves in SSA, geographic and demographic shifts in prevention and treatment efforts are necessary. These estimates offer epidemiologically informative detail to better guide more targeted interventions, vital for combating HIV in SSA. en_US
dc.description.department School of Health Systems and Public Health (SHSPH) en_US
dc.description.librarian am2023 en_US
dc.description.sponsorship The Bill & Melinda Gates Foundation. en_US
dc.description.uri https://bmcmedicine.biomedcentral.com en_US
dc.identifier.citation Haeuser, E., Serfes, A.L., Cork, M.A. et al. 2022, 'Mapping age‑ and sex‑specific HIV prevalence in adults in sub‑Saharan Africa, 2000–2018', BMC Medicine, vol. 20, no. 488, pp. 1-24. https://DOI.org/10.1186/s12916-022-02639-z. en_US
dc.identifier.issn 1741-7015
dc.identifier.other 10.1186/s12916-022-02639-z
dc.identifier.uri http://hdl.handle.net/2263/93220
dc.language.iso en en_US
dc.publisher BMC en_US
dc.rights © The Author(s) 2022. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License. en_US
dc.subject Mapping en_US
dc.subject Africa en_US
dc.subject Geostatistics en_US
dc.subject Spatial statistics en_US
dc.subject HIV prevalence en_US
dc.subject Demographics en_US
dc.subject Human immunodeficiency virus (HIV) en_US
dc.subject SDG-03: Good health and well-being en_US
dc.subject Acquired immune deficiency syndrome (AIDS) en_US
dc.subject Antenatal care clinic (ANC) en_US
dc.subject Sustainable development goals (SDGs) en_US
dc.subject Sub-Saharan Africa (SSA) en_US
dc.title Mapping age‑ and sex‑specific HIV prevalence in adults in sub‑Saharan Africa, 2000–2018 en_US
dc.type Article en_US


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