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

dc.contributor.authorSerfes, Audrey L.
dc.contributor.authorCork, Michael A.
dc.contributor.authorYang, Mingyou
dc.contributor.authorAbbastabar, Hedayat
dc.contributor.authorAbhilash, E.S.
dc.contributor.authorAdabi, Maryam
dc.contributor.authorAdebayo, Oladimeji M.
dc.contributor.authorAdekanmbi, Victor
dc.contributor.authorAdeyinka, Daniel Adedayo
dc.contributor.authorAfzal, Saira
dc.contributor.authorAhinkorah, Bright Opoku
dc.contributor.authorAhmadi, Keivan
dc.contributor.authorAhmed, Muktar Beshir
dc.contributor.authorAkalu, Yonas
dc.contributor.authorAkinyemi, Rufus Olusola
dc.contributor.authorAkunna, Chisom Joyqueenet
dc.contributor.authorAlahdab, Fares
dc.contributor.authorAlanezi, Fahad Mashhour
dc.contributor.authorAlanzi, Turki M.
dc.contributor.authorAlene, Kefyalew Addis
dc.contributor.authorAlhassan, Robert Kaba
dc.contributor.authorAlipour, Vahid
dc.contributor.authorAlmasi‑Hashiani, Amir
dc.contributor.authorAlvis‑Guzman, Nelson
dc.contributor.authorAmeyaw, Edward Kwabena
dc.contributor.authorAmini, Saeed
dc.contributor.authorAmugsi, Dickson A.
dc.contributor.authorAncuceanu, Robert
dc.contributor.authorAnvari, Davood
dc.contributor.authorYaw Appiah, Seth Christopher
dc.contributor.authorArabloo, Jalal
dc.contributor.authorAremu, Olatunde
dc.contributor.authorAsemahagn, Mulusew A.
dc.contributor.authorJafarabadi, Mohammad Asghari
dc.contributor.authorAwedew, Atalel Fentahun
dc.contributor.authorQuintanilla, Beatriz Paulina Ayala
dc.contributor.authorAyanore, Martin Amogre
dc.contributor.authorAynalem, Yared Asmare
dc.contributor.authorAzari, Samad
dc.contributor.authorAzene, Zelalem Nigussie
dc.contributor.authorDarshan, B.B.
dc.contributor.authorBabalola, Tesleem Kayode
dc.contributor.authorBaig, Atif Amin
dc.contributor.authorBanach, Maciej
dc.contributor.authorBarnighausen, Till Winfried
dc.contributor.authorBell, Arielle Wilder
dc.contributor.authorBhagavathula, Akshaya Srikanth
dc.contributor.authorBhardwaj, Nikha
dc.contributor.authorBhardwaj, Pankaj
dc.contributor.authorBhattacharyya, Krittika
dc.contributor.authorBijani, Ali
dc.contributor.authorBitew, Zebenay Workneh
dc.contributor.authorBohlouli, Somayeh
dc.contributor.authorBolarinwa, Obasanjo Afolabi
dc.contributor.authorBoloor, Archith
dc.contributor.authorBozicevic, Ivana
dc.contributor.authorButt, Zahid A.
dc.contributor.authorCardenas, Rosario
dc.contributor.authorCarvalho, Felix
dc.contributor.authorCharan, Jaykaran
dc.contributor.authorChattu, Vijay Kumar
dc.contributor.authorChowdhury, Mohiuddin Ahsanul Kabir
dc.contributor.authorChu, Dinh‑Toi
dc.contributor.authorCowden, Richard G.
dc.contributor.authorDahlawi, Saad M.A.
dc.contributor.authorDamiani, Giovanni
dc.contributor.authorDarteh, Eugene Kofuor Maafo
dc.contributor.authorDarwesh, Aso Mohammad
dc.contributor.authorDas Neves, Jose
dc.contributor.authorWeaver, Nicole Davis
dc.contributor.authorDe Leo, Diego
dc.contributor.authorDe Neve, Jan‑Walter
dc.contributor.authorDeribe, Kebede
dc.contributor.authorDeuba, Keshab
dc.contributor.authorDharmaratne, Samath
dc.contributor.authorDianatinasab, Mostafa
dc.contributor.authorDiaz, Daniel
dc.contributor.authorDidarloo, Alireza
dc.contributor.authorDjalalinia, Shirin
dc.contributor.authorDorostkar, Fariba
dc.contributor.authorDubljanin, Eleonora
dc.contributor.authorDuko, Bereket
dc.contributor.authorEl Tantawi, Maha
dc.contributor.authorEl‑Jaafary, Shaimaa I.
dc.contributor.authorEshrati, Babak
dc.contributor.authorEskandarieh, Sharareh
dc.contributor.authorEyawo, Oghenowede
dc.contributor.authorEzeonwumelu, Ifeanyi Jude
dc.contributor.authorEzzikouri, Sayeh
dc.contributor.authorFarzadfar, Farshad
dc.contributor.authorFattahi, Nazir
dc.contributor.authorFauk, Nelsensius Klau
dc.contributor.authorFernandes, Eduarda
dc.contributor.authorFilip, Irina
dc.contributor.authorFischer, Florian
dc.contributor.authorFoigt, Nataliya A.
dc.contributor.authorForoutan, Masoud
dc.contributor.authorFukumoto, Takeshi
dc.contributor.authorGad, Mohamed M.
dc.contributor.authorGaidhane, Abhay Motiramji
dc.contributor.authorGebregiorgis, Birhan Gebresillassie
dc.contributor.authorGebremedhin, Ketema Bizuwork
dc.contributor.authorGetacher, Lemma
dc.contributor.authorGhadiri, Keyghobad
dc.contributor.authorGhashghaee, Ahmad
dc.contributor.authorGolechha, Mahaveer
dc.contributor.authorMohialdeen Gubari, Mohammed Ibrahim
dc.contributor.authorGugnani, Harish Chander
dc.contributor.authorGuimaraes, Rafael Alves
dc.contributor.authorHaider, Mohammad Rifat
dc.contributor.authorHaj‑Mirzaian, Arvin
dc.contributor.authorHamidi, Samer
dc.contributor.authorHashi, Abdiwahab
dc.contributor.authorHassanipour, Soheil
dc.contributor.authorHassankhani, Hadi
dc.contributor.authorHayat, Khezar
dc.contributor.authorHerteliu, Claudiu
dc.contributor.authorHo, Hung Chak
dc.contributor.authorHolla, Ramesh
dc.contributor.authorHosseini, Mostafa
dc.contributor.authorHosseinzadeh, Mehdi
dc.contributor.authorHwang, Bing‑Fang
dc.contributor.authorIbitoye, Segun Emmanuel
dc.contributor.authorIlesanmi, Olayinka Stephen
dc.contributor.authorIlic, Irena M.
dc.contributor.authorIlic, Milena D.
dc.contributor.authorIslam, Rakibul M.
dc.contributor.authorIwu, Chidozie Declan
dc.contributor.authorJakovljevic, Mihajlo
dc.contributor.authorJha, Ravi Prakash
dc.contributor.authorJi, John S.
dc.contributor.authorJohnson, Kimberly B.
dc.contributor.authorJoseph, Nitin
dc.contributor.authorJoshua, Vasna
dc.contributor.authorJoukar, Farahnaz
dc.contributor.authorJozwiak, Jacek Jerzy
dc.contributor.authorKalankesh, Leila R.
dc.contributor.authorKalhor, Rohollah
dc.contributor.authorKamyari, Naser
dc.contributor.authorKanchan, Tanuj
dc.contributor.authorMatin, Behzad Karami
dc.contributor.authorKarimi, Salah Eddin
dc.contributor.authorKayode, Gbenga A.
dc.contributor.authorKaryani, Ali Kazemi
dc.contributor.authorKeramati, Maryam
dc.contributor.authorKhan, Ejaz Ahmad
dc.contributor.authorKhan, Gulfaraz
dc.contributor.authorKhan, Md Nuruzzaman
dc.contributor.authorKhatab, Khaled
dc.contributor.authorKhubchandani, Jagdish
dc.contributor.authorKim, Yun Jin
dc.contributor.authorKisa, Adnan
dc.contributor.authorKisa, Sezer
dc.contributor.authorKopec, Jacek A.
dc.contributor.authorKosen, Soewarta
dc.contributor.authorLaxminarayana, Sindhura Lakshmi Koulmane
dc.contributor.authorKoyanagi, Ai
dc.contributor.authorrishan, Kewal K
dc.contributor.authorDefo, Barthelemy Kuate
dc.contributor.authorKugbey, Nuworza
dc.contributor.authorKulkarni, Vaman
dc.contributor.authorKumar, Manasi
dc.contributor.authorKumar, Nithin
dc.contributor.authorKusuma, Dian
dc.contributor.authorLa Vecchia, Carlo
dc.contributor.authorLal, Dharmesh Kumar
dc.contributor.authorLandires, Ivan
dc.contributor.authorLarson, Heidi Jane
dc.contributor.authorLasrado, Savita
dc.contributor.authorPaul H. Lee
dc.contributor.authorLi, Shanshan
dc.contributor.authorLiu, Xuefeng
dc.contributor.authorMaleki, Afshin
dc.contributor.authorMalik, Preeti
dc.contributor.authorMansournia, Mohammad Ali
dc.contributor.authorMartins‑Melo, Francisco Rogerlândio
dc.contributor.authorMendoza, Walter
dc.contributor.authorMenezes, Ritesh G.
dc.contributor.authorMengesha, Endalkachew Worku
dc.contributor.authorMeretoja, Tuomo J.
dc.contributor.authorMestrovic, Tomislav
dc.contributor.authorMirica, Andreea
dc.contributor.authorMoazen, Babak
dc.contributor.authorMohamad, Osama
dc.contributor.authorMohammad, Yousef
dc.contributor.authorMohammadian‑ Hafshejani, Abdollah
dc.contributor.authorMohammadpourhodki, Reza
dc.contributor.authorMohammed, Salahuddin
dc.contributor.authorMohammed, Shafiu
dc.contributor.authorMokdad, Ali H.
dc.contributor.authorMoradi, Masoud
dc.contributor.authorMoraga, Paula
dc.contributor.authorMubarik, Sumaira
dc.contributor.authorMulu, Getaneh Baye B.
dc.contributor.authorMwanri, Lillian
dc.contributor.authorNagarajan, Ahamarshan Jayaraman
dc.contributor.authorNaimzada, Mukhammad David
dc.contributor.authorNaveed, Muhammad
dc.contributor.authorNazari, Javad
dc.contributor.authorNdejjo, Rawlance
dc.contributor.authorNegoi, Ionut
dc.contributor.authorNgalesoni, Frida N.
dc.contributor.authorNguefack‑Tsague, Georges
dc.contributor.authorNgunjiri, Josephine W.
dc.contributor.authorNguyen, Cuong Tat
dc.contributor.authorNguyen, Huong Lan Thi
dc.contributor.authorNnaji, Chukwudi A.
dc.contributor.authorNoubiap, Jean Jacques
dc.contributor.authorNunez‑Samudio, Virginia
dc.contributor.authorNwatah, Vincent Ebuka
dc.contributor.authorOancea, Bogdan
dc.contributor.authorOdukoya, Oluwakemi Ololade
dc.contributor.authorOlagunju, Andrew T.
dc.contributor.authorOlakunde, Babayemi Oluwaseun
dc.contributor.authorOlusanya, Bolajoko Olubukunola
dc.contributor.authorOlusanya, Jacob Olusegun
dc.contributor.authorBali, Ahmed Omar
dc.contributor.authorOnwujekwe, Obinna E.
dc.contributor.authorOrisakwe, Orish Ebere
dc.contributor.authorOtstavnov, Nikita
dc.contributor.authorOtstavnov, Stanislav S.
dc.contributor.authorOwolabi, Mayowa O.
dc.contributor.authorMahesh, P.A.
dc.contributor.authorPadubidri, Jagadish Rao
dc.contributor.authorPana, Adrian
dc.contributor.authorPandey, Ashok
dc.contributor.authorPandi‑Perumal, Seithikurippu R.
dc.contributor.authorKan, Fatemeh Pashazadeh
dc.contributor.authorPatton, George C.
dc.contributor.authorPawar, Shrikant
dc.contributor.authorPeprah, Emmanuel K.
dc.contributor.authorPostma, Maarten J.
dc.contributor.authorPreotescu, Liliana
dc.contributor.authorSyed, Zahiruddin Quazi
dc.contributor.authorRabiee, Navid
dc.contributor.authorRadfar, Amir
dc.contributor.authorRafiei, Alireza
dc.contributor.authorRahim, Fakher
dc.contributor.authorRahimi‑Movaghar, Vafa
dc.contributor.authorRahmani, Amir Masoud
dc.contributor.authorRamezanzadeh, Kiana
dc.contributor.authorRana, Juwel
dc.contributor.authorRanabhat, Chhabi Lal
dc.contributor.authorRao, Sowmya J.
dc.contributor.authorRawaf, David Laith
dc.contributor.authorRawaf, Salman
dc.contributor.authorRawassizadeh, Reza
dc.contributor.authorRegassa, Lemma Demissie
dc.contributor.authorRezaei, Nima
dc.contributor.authorRezapour, Aziz
dc.contributor.authorRiaz, Mavra A.
dc.contributor.authorRibeiro, Ana Isabel
dc.contributor.authorRoss, Jennifer M.
dc.contributor.authorRubagotti, Enrico
dc.contributor.authorRumisha, Susan Fred
dc.contributor.authorRwegerera, Godfrey M.
dc.contributor.authorMoghaddam, Sahar Saeedi
dc.contributor.authorSagar, Rajesh
dc.contributor.authorSahiledengle, Biniyam
dc.contributor.authorSahu, Maitreyi
dc.contributor.authorSalem, Marwa Rashad
dc.contributor.authorKafil, Hossein Samadi
dc.contributor.authorSamy, Abdallah M.
dc.contributor.authorSartorius, Benn
dc.contributor.authorSathian, Brijesh
dc.contributor.authorSeidu, Abdul‑Aziz
dc.contributor.authorShaheen, Amira A.
dc.contributor.authorShaikh, Masood Ali
dc.contributor.authorShamsizadeh, Morteza
dc.contributor.authorShiferaw, Wondimeneh Shibabaw
dc.contributor.authorShin, Jae Il
dc.contributor.authorShrestha, Roman
dc.contributor.authorSingh, Jasvinder A.
dc.contributor.authorSkryabin, Valentin Yurievich
dc.contributor.authorSkryabina, Anna Aleksandrovna
dc.contributor.authorSoltani, Shahin
dc.contributor.authorSufiyan, Mu’awiyyah Babale
dc.contributor.authorTabuchi, Takahiro
dc.contributor.authorTadesse, Eyayou Girma
dc.contributor.authorTaveira, Nuno
dc.contributor.authorTesfay, Fisaha Haile
dc.contributor.authorThapar, Rekha
dc.contributor.authorTovani‑Palone, Marcos Roberto
dc.contributor.authorTsegaye, Gebiyaw Wudie
dc.contributor.authorUmeokonkwo, Chukwuma David
dc.contributor.authorUnnikrishnan, Bhaskaran
dc.contributor.authorVillafane, Jorge Hugo
dc.contributor.authorViolante, Francesco S.
dc.contributor.authorVo, Bay
dc.contributor.authorVu, Giang Thu
dc.contributor.authorWado, Yohannes Dibaba
dc.contributor.authorWaheed, Yasir
dc.contributor.authorWamai, Richard G.
dc.contributor.authorWang, Yanzhong
dc.contributor.authorWard, Paul
dc.contributor.authorWickramasinghe, Nuwan Darshana
dc.contributor.authorWilson, Katherine
dc.contributor.authorYaya, Sanni
dc.contributor.authorYip, Paul
dc.contributor.authorYonemoto, Naohiro
dc.contributor.authorYu, Chuanhua
dc.contributor.authorZastrozhin, Mikhail Sergeevich
dc.contributor.authorZhang, Yunquan
dc.contributor.authorZhang, Zhi‑Jiang
dc.contributor.authorHay, Simon I.
dc.contributor.authorDwyer‑Lindgren, Laura
dc.contributor.authorLocal Burden of Disease sub-Saharan Africa HIV Prevalence
dc.date.accessioned2023-11-09T09:59:34Z
dc.date.available2023-11-09T09:59:34Z
dc.date.issued2022
dc.descriptionAVAILABILITY 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.descriptionSUPPLEMENTARY 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.abstractBACKGROUND : 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.departmentSchool of Health Systems and Public Health (SHSPH)en_US
dc.description.librarianam2023en_US
dc.description.sponsorshipThe Bill & Melinda Gates Foundation.en_US
dc.description.urihttps://bmcmedicine.biomedcentral.comen_US
dc.identifier.citationHaeuser, 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.issn1741-7015
dc.identifier.other10.1186/s12916-022-02639-z
dc.identifier.urihttp://hdl.handle.net/2263/93220
dc.language.isoenen_US
dc.publisherBMCen_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.subjectMappingen_US
dc.subjectAfricaen_US
dc.subjectGeostatisticsen_US
dc.subjectSpatial statisticsen_US
dc.subjectHIV prevalenceen_US
dc.subjectDemographicsen_US
dc.subjectHuman immunodeficiency virus (HIV)en_US
dc.subjectSDG-03: Good health and well-beingen_US
dc.subjectAcquired immune deficiency syndrome (AIDS)en_US
dc.subjectAntenatal care clinic (ANC)en_US
dc.subjectSustainable development goals (SDGs)en_US
dc.subjectSub-Saharan Africa (SSA)en_US
dc.titleMapping age‑ and sex‑specific HIV prevalence in adults in sub‑Saharan Africa, 2000–2018en_US
dc.typeArticleen_US

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