Mapping age- and sex-specific HIV prevalence in adults in sub-Saharan Africa, 2000-2018
Language English Country England, Great Britain Media electronic
Document type Journal Article, Research Support, Non-U.S. Gov't
Grant support
K43 TW010716
FIC NIH HHS - United States
UL1 TR001863
NCATS NIH HHS - United States
K43 TW010704
FIC NIH HHS - United States
Wellcome Trust - United Kingdom
K01 DA051346
NIDA NIH HHS - United States
PubMed
36529768
PubMed Central
PMC9760541
DOI
10.1186/s12916-022-02639-z
PII: 10.1186/s12916-022-02639-z
Knihovny.cz E-resources
- Keywords
- Africa, Demographics, Geostatistics, HIV, HIV prevalence, Mapping, Spatial statistics,
- MeSH
- Acquired Immunodeficiency Syndrome * epidemiology MeSH
- Adult MeSH
- HIV Infections * prevention & control MeSH
- HIV MeSH
- Middle Aged MeSH
- Humans MeSH
- Adolescent MeSH
- Young Adult MeSH
- Prevalence MeSH
- Seroepidemiologic Studies MeSH
- Pregnancy MeSH
- Check Tag
- Adult MeSH
- Middle Aged MeSH
- Humans MeSH
- Adolescent MeSH
- Young Adult MeSH
- Male MeSH
- Pregnancy MeSH
- Female MeSH
- Publication type
- Journal Article MeSH
- Research Support, Non-U.S. Gov't MeSH
- Geographicals
- Africa South of the Sahara epidemiology MeSH
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 sex-specific 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.
Academic Public Health England Public Health England London UK
Addictology Department Russian Medical Academy of Continuous Professional Education Moscow Russia
Administrative and Economic Sciences Department University of Bucharest Bucharest Romania
African Genome Center Mohammed 6 Polytechnic University Ben Guerir Morocco
Al Shifa School of Public Health Al Shifa Trust Eye Hospital Rawalpindi Pakistan
Arthritis Research Canada Richmond Canada
Associated Laboratory for Green Chemistry University of Porto Porto Portugal
Australian Center for Precision Health University of South Australia Adelaide SA Australia
Breast Surgery Unit Helsinki University Hospital Helsinki Finland
Campus Caucaia Federal Institute of Education Science and Technology of Ceará Caucaia Brazil
Cancer Control Center Osaka International Cancer Institute Osaka Japan
Caspian Digestive Disease Research Center Guilan University of Medical Sciences Rasht Iran
Catalan Institution for Research and Advanced Studies Barcelona Spain
Center for Biomedicine and Community Health VNU International School Hanoi Vietnam
Center for International Health Ludwig Maximilians University Munich Germany
Center of Complexity Sciences National Autonomous University of Mexico Mexico City Mexico
Center of Excellence in Behavioral Medicine Nguyen Tat Thanh University Ho Chi Minh City Vietnam
Centre for Health Policy Research Torrens University Australia Adelaide SA Australia
Centre for Healthy Start Initiative Lagos Nigeria
Centre for Heart Rhythm Disorders University of Adelaide Adelaide SA Australia
Centre for Suicide Research and Prevention University of Hong Kong Hong Kong China
Centre for Tropical Medicine and Global Health University of Oxford Oxford UK
Centro de Investigaciones en Anomalías Congénitas y Enfermedades Raras Cali Colombia
Clinical Microbiology and Parasitology Unit Dr Zora Profozic Polyclinic Zagreb Croatia
Clinical Research Department IRCCS Fondazione Don Carlo Gnocchi Milan Italy
College of Arts and Sciences Ohio University Zanesville OH USA
College of Medicine and Health Sciences Bahir Dar University Bahir Dar Ethiopia
College of Medicine and Public Health Flinders University Adeaide SA Australia
College of Medicine University College Hospital Ibadan Ibadan Nigeria
College of Medicine University of Central Florida Orlando FL USA
College of Medicine Yonsei University Seoul South Korea
Community Prevention and Care Services National AIDS Control Committee Abuja Nigeria
Department No 16 Moscow Research and Practical Centre on Addictions Moscow Russia
Department of Anatomy All India Institute of Medical Sciences Jodhpur India
Department of Anthropology Panjab University Chandigarh India
Department of Biological Sciences University of Embu Embu Kenya
Department of Biomedical Sciences Arba Minch University Arba Minch Ethiopia
Department of Biomolecular Sciences University of Mississippi Oxford MS USA
Department of Biostatistics Abadan University of Medical Sciences Abadan Iran
Department of Biostatistics and Epidemiology Tabriz University of Medical Sciences Tabriz Iran
Department of Biostatistics and Epidemiology Zanjan University of Medical Sciences Zanjan Iran
Department of Biostatistics University of Washington Seattle WA USA
Department of Biotechnology University of Central Punjab Lahore Pakistan
Department of Botany Sree Narayana Guru College Chelannur Kozhikode India
Department of Cardiovascular Medicine Cleveland Clinic Cleveland OH USA
Department of Clinical Sciences and Community Health University of Milan Milan Italy
Department of Community Health and Epidemiology University of Saskatchewan Saskatoon SK Canada
Department of Community Health and Primary Care University of Lagos Idi Araba Nigeria
Department of Community Health and Primary Care University of Lagos Lagos Nigeria
Department of Community Medicine Ahmadu Bello University Zaria Nigeria
Department of Community Medicine and Public Health Urmia University of Medical Science Urmia Iran
Department of Community Medicine Banaras Hindu University Varanasi India
Department of Community Medicine Datta Meghe Institute of Medical Sciences Sawangi India
Department of Community Medicine Datta Meghe Institute of Medical Sciences Wardha India
Department of Community Medicine Dr Baba Saheb Ambedkar Medical College and Hospital Delhi India
Department of Community Medicine King Edward Memorial Hospital Lahore Pakistan
Department of Community Medicine Manipal Academy of Higher Education Mangalore India
Department of community Medicine Rajarata University of Sri Lanka Anuradhapura Sri Lanka
Department of Community Medicine University College Hospital Ibadan Ibadan Nigeria
Department of Community Medicine University of Ibadan Ibadan Nigeria
Department of Community Medicine University of Peradeniya Peradeniya Sri Lanka
Department of Computer Science Boston University Boston MA USA
Department of Computer Science University of Human Development Sulaymaniyah Iraq
Department of Cultures Societies and Global Studies Northeastern University Boston MA USA
Department of Demography University of Montreal Montreal QC Canada
Department of Dermatology Case Western Reserve University Cleveland OH USA
Department of Dermatology Kobe University Kobe Japan
Department of Disease Control and Environmental Health Makerere University Kampala Uganda
Department of Entomology Ain Shams University Cairo Egypt
Department of Environmental Health Engineering Tehran University of Medical Sciences Tehran Iran
Department of Epidemiology and Biostatistics Haramaya University Harar Ethiopia
Department of Epidemiology and Biostatistics Health Services Academy Islamabad Pakistan
Department of Epidemiology and Biostatistics Tehran University of Medical Sciences Tehran Iran
Department of Epidemiology and Biostatistics University of South Carolina Columbia SC USA
Department of Epidemiology and Biostatistics Wuhan University Wuhan China
Department of Epidemiology and Preventive Medicine Monash University Melbourne VIC Australia
Department of Epidemiology Arak University of Medical Sciences Arak Iran
Department of Epidemiology Jimma University Jimma Ethiopia
Department of Epidemiology Maastricht University Maastricht Netherlands
Department of Epidemiology Saint James School of Medicine The Valley Anguilla
Department of Epidemiology Shiraz University of Medical Sciences Shiraz Iran
Department of Epidemiology University of Kragujevac Kragujevac Serbia
Department of Family and Community Medicine University Of Sulaimani Sulaimani Iraq
Department of Family and Preventive Medicine University of Utah Salt Lake City UT USA
Department of Family Medicine and Public Health University of Opole Opole Poland
Department of Forensic Medicine and Toxicology All India Institute of Medical Sciences Jodhpur India
Department of Forensic Medicine and Toxicology Manipal Academy of Higher Education Manipal India
Department of General Surgery Carol Davila University of Medicine and Pharmacy Bucharest Romania
Department of General Surgery Emergency Hospital of Bucharest Bucharest Romania
Department of Genetics Yale University New Haven CT USA
Department of Global Community Health and Behavioral Sciences Tulane University New Orleans LA USA
Department of Global Health and Social Medicine Harvard University Boston MA USA
Department of Global Health University of Washington Seattle WA USA
Department of Global Public Health Karolinska Institute Stockholm Sweden
Department of Health Care Management Technical University of Berlin Berlin Germany
Department of Health Care Metropolitan Autonomous University Mexico City Mexico
Department of Health Economics Iran University of Medical Sciences Tehran Iran
Department of Health Metrics Center for Health Outcomes and Evaluation Bucharest Romania
Department of Health Metrics Sciences School of Medicine University of Washington Seattle WA USA
Department of Health Policy and Management University of Georgia Athens GA USA
Department of Health Promotion and Education University of Ibadan Ibadan Nigeria
Department of Health Sciences University of Leicester Leicester UK
Department of Health Services Management Khomein University of Medical Sciences Khomein Iran
Department of Health Statistics National Institute for Medical Research Dar es Salaam Tanzania
Department of Hypertension Medical University of Lodz Lodz Poland
Department of Immunology Mazandaran University of Medical Sciences Sari Iran
Department of Infectious Diseases Carol Davila University of Medicine and Pharmacy Bucharest Romania
Department of Information Technology University of Human Development Sulaymaniyah Iraq
Department of Internal Medicine Manipal Academy of Higher Education Mangalore India
Department of Internal Medicine University of Botswana Gaborone Botswana
Department of Internal Medicine Yale University New Haven CT USA
Department of International Public Health University of Liverpool Liverpool UK
Department of Medical and Surgical Sciences University of Bologna Bologna Italy
Department of Medical Laboratory Sciences Iran University of Medical Sciences Tehran Iran
Department of Medical Parasitology Abadan University of Medical Sciences Abadan Iran
Department of Medical Physiology University of Gondar Gondar Ethiopia
Department of Medicine University College Hospital Ibadan Ibadan Nigeria
Department of Medicine University of Ibadan Ibadan Nigeria
Department of Medicine University of Washington Seattle WA USA
Department of Microbiology Saint James School of Medicine The Valley Anguilla
Department of Neurology Cairo University Cairo Egypt
Department of Neuropsychopharmacology National Center of Neurology and Psychiatry Kodaira Japan
Department of Nursing and Health Promotion Oslo Metropolitan University Oslo Norway
Department of Nursing and Midwifery Addis Ababa University Addis Ababa Ethiopia
Department of Nursing Debre Berhan University Debre Berhan Ethiopia
Department of Nursing Mashhad University of Medical Sciences Mashhad Iran
Department of Occupational Safety and Health China Medical University Taichung Taiwan
Department of Oral Pathology Sharavathi Dental College and Hospital Shimogga India
Department of Otorhinolaryngology Father Muller Medical College Mangalore India
Department of Parasitology Iranshahr University of Medical Sciences Iranshahr Iran
Department of Parasitology Mazandaran University of Medical Sciences Sari Iran
Department of Pathology and Legal Medicine University of São Paulo Ribeirão Preto Brazil
Department of Pediatrics and Child Health Debre Berhan University Debre Berhan Ethiopia
Department of Pediatrics Arak University of Medical Sciences Arak Iran
Department of Pediatrics Montefiore Medical Center New York NY USA
Department of Pediatrics National Hospital Abuja Nigeria
Department of Pediatrics University of Melbourne Melbourne VIC Australia
Department of Pharmacology All India Institute of Medical Sciences Jodhpur India
Department of Pharmacology and Therapeutics University of Nigeria Nsukka Enugu Nigeria
Department of Pharmacology Shahid Beheshti University of Medical Sciences Tehran Iran
Department of Pharmacy Administration and Clinical Pharmacy Xian Jiaotong University Xian China
Department of Pharmacy Mizan Tepi University Mizan Ethiopia
Department of Population and Health University of Cape Coast Cape Coast Ghana
Department of Population Medicine Cardiff University Cardiff UK
Department of Population Science Jatiya Kabi Kazi Nazrul Islam University Mymensingh Bangladesh
Department of Primary Care and Public Health Imperial College London London UK
Department of Psychiatry All India Institute of Medical Sciences New Delhi India
Department of Psychiatry and Behavioural Neurosciences McMaster University Hamilton ON Canada
Department of Psychiatry University of Lagos Lagos Nigeria
Department of Psychiatry University of Nairobi Nairobi Kenya
Department of Psychology University of the Free State Park West South Africa
Department of Public Health Birmingham City University Birmingham UK
Department of Public Health Debre Berhan University Debre Berhan Ethiopia
Department of Public Health Federal Ministry of Health Abuja Nigeria
Department of Public Health Federal Ministry of Health Garki Nigeria
Department of Public Health Jigjiga University Jijiga Ethiopia
Department of Public Health Juntendo University Tokyo Japan
Department of Public Health Madda Walabu University Bale Robe Ethiopia
Department of Public Health Ministry of Health Herrera Panama
Department of Public Health New Mexico State University Las Cruces NM USA
Department of Public Health Public Health Institute Lahore Pakistan
Department of Public Health The Intercountry Centre for Oral Health for Africa Jos Nigeria
Department of Public Health University of Yaoundé 1 Yaoundé Cameroon
Department of Quantitative Health Science Case Western Reserve University Cleveland OH USA
Department of Radiation Oncology University of California San Francisco San Francisco CA USA
Department of Reproductive Health and Population Studies Bahir Dar University Bahir Dar Ethiopia
Department of Reproductive Health University of Gondar Gondar Ethiopia
Department of Research and Analytics Bioinsilico Technologies Chennai India
Department of Social and Clinical Pharmacy Charles University Hradec Kralova Czech Republic
Department of Social and Preventive Medicine University of Montreal Montreal Canada
Department of Social Services Tufts Medical Center Boston MA USA
Department of Social Work and Social Administration University of Hong Kong Hong Kong China
Department of Statistics and Econometrics Bucharest University of Economic Studies Bucharest Romania
Department of Statistics University of Calcutta Kolkata India
Department of Surgery Addis Ababa University Addis Ababa Ethiopia
Department of Urban Planning and Design University of Hong Kong Hong Kong China
Department of Veterinary Medicine Islamic Azad University Kermanshah Iran
Department of Virology Pasteur Institute of Morocco Casablanca Morocco
Development of Research and Technology Center Ministry of Health and Medical Education Tehran Iran
Diplomacy and Public Relations Department University of Human Development Sulaymaniyah Iraq
Discipline of Public Health Medicine University of KwaZulu Natal Durban South Africa
Division of Psychology and Language Sciences University College London London UK
Drug Applied Research Center Tabriz University of Medical Sciences Tabriz Iran
Environmental Health Department Imam Abdulrahman Bin Faisal University Dammam Saudi Arabia
Environmental Health Research Center Kurdistan University of Medical Sciences Sanandaj Iran
Epidemiology Research Unit University of Porto Porto Portugal
Experimental Surgery and Oncology Laboratory Kursk State Medical University Kursk Russia
Faculty of Business and Management Universiti Sultan Zainal Abidin Kuala Terengganu Malaysia
Faculty of Caring Science Work Life and Social Welfare University of Borås Borås Sweden
Faculty of Health and Social Sciences Bournemouth University Bournemouth UK
Faculty of Health and Wellbeing Sheffield Hallam University Sheffield UK
Faculty of Health Sciences Curtin University Perth WA Australia
Faculty of Health York University Toronto BC Canada
Faculty of Information Technology HUTECH University Ho Chi Minh City Vietnam
Faculty of Medicine Abadan University of Medical Sciences Abadan Iran
Faculty of Medicine University of Belgrade Belgrade Serbia
Faculty of Nursing Federal University of Goiás Goiânia Brazil
Faculty of Public Health and Policy London School of Hygiene and Tropical Medicine London UK
Faculty of Public Health University of Indonesia Depok Indonesia
Forensic Medicine Division Imam Abdulrahman Bin Faisal University Dammam Saudi Arabia
Foundation University Medical College Foundation University Islamabad Islamabad Pakistan
Future Technology Research Center National Yunlin University of Science and Technology Yunlin Taiwan
Gastrointestinal and Liver Diseases Research Center Guilan University of Medical Sciences Rasht Iran
Geriatric and Long Term Care Department Hamad Medical Corporation Doha Qatar
Gillings School of Global Public Health University of North Carolina Chapel Hill Chapel Hill NC USA
Hamadan University of Medical Sciences Hamadan Iran
Health and Public Policy Department Global Center for Research and Development Kathmandu Nepal
Health Management and Economics Research Center Iran University of Medical Sciences Tehran Iran
Health Services Management Department Qazvin University of Medical Sciences Qazvin Iran
Health Systems and Policy Research Indian Institute of Public Health Gandhinagar India
Health Systems and Policy Research Unit Ahmadu Bello University Zaria Nigeria
Heidelberg Institute of Global Health Heidelberg University Heidelberg Germany
Hospital Management Research Center Iran University of Medical Sciences Tehran Iran
Imam Abdulrahman Bin Faisal University Dammam Saudi Arabia
Imperial College Business School Imperial College London London UK
Independent Consultant Jakarta Indonesia
Independent Consultant Karachi Pakistan
Independent Consultant Tabriz Iran
Infectious Disease Research Center Kermanshah University of Medical Sciences Kermanshah Iran
Institute for Advanced Medical Research and Training University of Ibadan Ibadan Nigeria
Institute for Global Health Innovations Duy Tan University Hanoi Vietnam
Institute for Health Metrics and Evaluation University of Washington Seattle WA USA
Institute for Research and Innovation in Health University of Porto Porto Portugal
Institute of Addiction Research Frankfurt University of Applied Sciences Frankfurt Germany
Institute of Biomedical Engineering University of Porto Porto Portugal
Institute of Comparative Economic Studies Hosei University Tokyo Japan
Institute of Gerontology National Academy of Medical Sciences of Ukraine Kyiv Ukraine
Institute of Health Research University of Health and Allied Sciences Ho Ghana
Institute of Microbiology and Immunology University of Belgrade Belgrade Serbia
Institute of Neuroscience Newcastle University Newcastle upon Tyne UK
Institute of Pharmaceutical Sciences University of Veterinary and Animal Sciences Lahore Pakistan
Institute of Public Health Charité Universitätsmedizin Berlin Berlin Germany
Institute of Public Health United Arab Emirates University Al Ain United Arab Emirates
Institute of Research and Development Duy Tan University Da Nang Vietnam
Institute of Resource Governance and Social Change Kupang Indonesia
Internal Medicine Department King Saud University Riyadh Saudi Arabia
International Research Center of Excellence Institute of Human Virology Nigeria Abuja Nigeria
Iran University of Medical Sciences Tehran Iran
IRCCS Istituto Ortopedico Galeazzi University of Milan Milan Italy
IrsiCaixa AIDS Research Institute Badalona Spain
James P Grant School of Public Health BRAC University Dhaka Bangladesh
Julius Centre for Health Sciences and Primary Care Utrecht University Utrecht Netherlands
Kasturba Medical College Mangalore Manipal Academy of Higher Education Manipal India
Kasturba Medical College Manipal Academy of Higher Education Mangalore India
Kasturba Medical College Udupi India
Lerner Research Institute Cleveland Clinic Cleveland OH USA
Malaria Atlas Project Telethon Kids Institute Perth Australia
Mashhad University of Medical Sciences Mashhad Iran
Medicine Service US Department of Veterans Affairs Birmingham AL USA
Metabolomics and Genomics Research Center Tehran University of Medical Sciences Tehran Iran
Ministry of Health Community Development Gender Elderly and Children Dar es Salaam Tanzania
Ministry of Health Herrera Panama
Molecular and Cell Biology Research Center Mazandaran University of Medical Sciences Sari Iran
Multiple Sclerosis Research Center Tehran University of Medical Sciences Tehran Iran
National Centre for AIDS and STD Control Save the Children Kathmandu Nepal
National Institute of Epidemiology Indian Council of Medical Research Chennai India
National Institute of Infectious Diseases Bucuresti Romania
Network of Immunity in Infection Malignancy and Autoimmunity Tehran Iran
Non communicable Diseases Research Center Tehran University of Medical Sciences Tehran Iran
Nuffield Department of Medicine University of Oxford Oxford UK
Nutrition Department St Paul's Hospital Millennium Medical College Addis Ababa Ethiopia
Obesity Research Center Shahid Beheshti University of Medical Sciences Tehran Iran
Occupational Health Unit Sant'Orsola Malpighi Hospital Bologna Italy
Pediatric Chronic Kidney Disease Research Center Tehran University of Medical Sciences Tehran Iran
Pediatric Dentistry and Dental Public Health Department Alexandria University Alexandria Egypt
Pediatric Department Kermanshah University of Medical Sciences Kermanshah Iran
Peru Country Office United Nations Population Fund Lima Peru
Pharmacy Department Carol Davila University of Medicine and Pharmacy Bucharest Romania
Pohang University of Science and Technology Pohang South Korea
Polish Mothers' Memorial Hospital Research Institute Lodz Poland
Population Health Theme Murdoch Children's Research Institute Melbourne VIC Australia
Psychiatry Department Kaiser Permanente Fontana CA USA
Public Health and Community Medicine Department Cairo University Giza Egypt
Public Health Division An Najah National University Nablus Palestine
Public Health Foundation of India Gurugram India
Research and Innovation Division South Asian Institute for Social Transformation Dhaka Bangladesh
Research Center for Immunodeficiencies Tehran University of Medical Sciences Tehran Iran
Research Department Nepal Health Research Council Kathmandu Nepal
Research Department Policy Research Institute Kathmandu Nepal
Research Department Public Health Research Society Nepal Kathmandu Nepal
Research Group in Health Economics University of Cartagena Cartagena Colombia
Research Institute for Medicines University of Lisbon Lisbon Portugal
Research Unit on Applied Molecular Biosciences University of Porto Porto Portugal
San Martin de Porres University Lima Peru
Saveetha Medical College and Hospitals Saveetha University Chennai India
Saveetha Medical College Saveetha University Chennai India
School of Business London South Bank University London UK
School of Economics and Business University of Groningen Groningen Netherlands
School of Engineering Macquarie University Sydney NSW Australia
School of Global Public Health New York University New York NY USA
School of Health Sciences A T Still University Mesa AZ USA
School of Health Sciences Kristiania University College Oslo Norway
School of Health Systems and Public Health University of Pretoria Pretoria South Africa
School of International Development and Global Studies University of Ottawa Ottawa ON Canada
School of Management and Medical Informatics Tabriz University of Medical Sciences Tabriz Iran
School of Medicine University of Alabama at Birmingham Birmingham AL USA
School of Medicine Wuhan University Wuhan China
School of Nursing and Midwifery Tabriz University of Medical Sciences Tabriz Iran
School of Population and Public Health University of British Columbia Vancouver BC Canada
School of Population Health and Environmental Sciences King's College London London UK
School of Public Health Addis Ababa University Addis Ababa Ethiopia
School of Public Health All India Institute of Medical Sciences Jodhpur India
School of Public Health and Family Medicine University of Cape Town Cape Town South Africa
School of Public Health and Health Systems University of Waterloo Waterloo ON Canada
School of Public Health and Preventive Medicine Monash University Melbourne VIC Australia
School of Public Health Bahir Dar University Bahir Dar Ethiopia
School of Public Health Curtin University Perth WA Australia
School of Public Health Hawassa University Hawassa Ethiopia
School of Public Health Imperial College London London UK
School of Public Health Mekelle University Mekelle Ethiopia
School of Public Health Qazvin University of Medical Sciences Qazvin Iran
School of Public Health University of Nairobi Nairobi Kenya
School of Public Health Wuhan University of Science and Technology Wuhan China
School of Traditional Chinese Medicine Xiamen University Malaysia Sepang Malaysia
Sina Trauma and Surgery Research Center Tehran University of Medical Sciences Tehran Iran
Social Determinants of Health Research Center Babol University of Medical Sciences Babol Iran
Social Determinants of Health Research Center Tabriz University of Medical Sciences Tabriz Iran
South African Medical Research Council Cape Town South Africa
Southgate Institute for Health and Society Flinders University Adelaide SA Australia
St Paul's Hospital Millennium Medical College Addis Ababa Ethiopia
T H Chan School of Public Health Harvard University Boston MA USA
The George Institute for Global Health University of Oxford Oxford UK
The Judith Lumley Centre La Trobe University Melbourne VIC Australia
Torrens University Australia Adelaide SA Australia
Unit of Biochemistry Universiti Sultan Zainal Abidin Kuala Terengganu Malaysia
Unit of Genetics and Public Health Institute of Medical Sciences Las Tablas Panama
Unit of Microbiology and Public Health Institute of Medical Sciences Las Tablas Panama
University Centre Varazdin University North Varazdin Croatia
University College London Hospitals London UK
University Institute Egas Moniz Monte da Caparica Portugal
University Medical Center Groningen University of Groningen Groningen Netherlands
University of Environment and Sustainable Development Somanya Ghana
University of Helsinki Helsinki Finland
University of Port Harcourt Port Harcourt Nigeria
Vanke School of Public Health Tsinghua University Beijing China
Wesfarmers Centre of Vaccines and Infectious Diseases Telethon Kids Institute Perth WA Australia
WHO Collaborating Centre for HIV Strategic Information University of Zagreb Zagreb Croatia
WHO Collaborating Centre for Public Health Education and Training Imperial College London London UK
See more in PubMed
Frank TD, Carter A, Jahagirdar D, Biehl MH, Douwes-Schultz D, Larson SL, et al. Global, regional, and national incidence, prevalence, and mortality of HIV, 1980–2017, and forecasts to 2030, for 195 countries and territories: a systematic analysis for the Global Burden of Diseases, Injuries, and Risk Factors Study 2017. Lancet HIV. 2019;6:e831–e859. doi: 10.1016/S2352-3018(19)30196-1. PubMed DOI PMC
GBD 2019 Diseases and Injuries Collaborators Global burden of 369 diseases and injuries in 204 countries and territories, 1990–2019: a systematic analysis for the Global Burden of Disease Study 2019. Lancet. 2020;396:1204–1222. doi: 10.1016/S0140-6736(20)30925-9. PubMed DOI PMC
Micah AE, Su Y, Bachmeier SD, Chapin A, Cogswell IE, Crosby SW, et al. Health sector spending and spending on HIV/AIDS, tuberculosis, and malaria, and development assistance for health: progress towards Sustainable Development Goal 3. Lancet. 2020;396:693–724. doi: 10.1016/S0140-6736(20)30608-5. PubMed DOI PMC
UNAIDS . Joint United Nations Programme on HIV/AIDS. 2020. PubMed
UNAIDS . Understanding Fast Track: accelerating action to end the AIDS epidemic by 2030. 2015.
United Nations . Transforming our world: the 2030 agenda for sustainable development. New York: United Nations; 2015.
Bekker L-G, Alleyne G, Baral S, Cepeda J, Daskalakis D, Dowdy D, et al. Advancing global health and strengthening the HIV response in the era of the Sustainable Development Goals: the International AIDS Society— Lancet Commission. Lancet. 2018;392:312–358. doi: 10.1016/S0140-6736(18)31070-5. PubMed DOI PMC
Jones J, Sullivan PS, Curran JW. Progress in the HIV epidemic: identifying goals and measuring success. PLoS Med. 2019;16:e1002729. doi: 10.1371/journal.pmed.1002729. PubMed DOI PMC
Hogan AB, Jewell BL, Sherrard-Smith E, Vesga JF, Watson OJ, Whittaker C, et al. Potential impact of the COVID-19 pandemic on HIV, tuberculosis, and malaria in low-income and middle-income countries: a modelling study. Lancet Glob Health. 2020;8:e1132–e1141. doi: 10.1016/S2214-109X(20)30288-6. PubMed DOI PMC
Dwyer-Lindgren L, Cork MA, Sligar A, Steuben KM, Wilson KF, Provost NR, et al. Mapping HIV prevalence in sub-Saharan Africa between 2000 and 2017. Nature. 2019;570:189–193. doi: 10.1038/s41586-019-1200-9. PubMed DOI PMC
Larmarange J, Bendaud V. HIV estimates at second subnational level from national population-based surveys. AIDS. 2014;28(Suppl 4):S469–S476. doi: 10.1097/QAD.0000000000000480. PubMed DOI PMC
Meyer-Rath G, McGillen JB, Cuadros DF, Hallett TB, Bhatt S, Wabiri N, et al. Targeting the right interventions to the right people and places: the role of geospatial analysis in HIV program planning. AIDS. 2018;32:957–963. doi: 10.1097/QAD.0000000000001792. PubMed DOI PMC
Cuadros DF, Li J, Branscum AJ, Akullian A, Jia P, Mziray EN, et al. Mapping the spatial variability of HIV infection in sub-Saharan Africa: effective information for localized HIV prevention and control. Sci Rep. 2017;7:9093. doi: 10.1038/s41598-017-09464-y. PubMed DOI PMC
Coburn BJ, Okano JT, Blower S. Using geospatial mapping to design HIV elimination strategies for sub-Saharan Africa. Sci Transl Med. 2017;9:eaag0019. doi: 10.1126/scitranslmed.aag0019. PubMed DOI PMC
Akullian A, Vandormael A, Miller JC, Bershteyn A, Wenger E, Cuadros D, et al. Large age shifts in HIV-1 incidence patterns in KwaZulu-Natal, South Africa. Proc Natl Acad Sci U S A. 2021;118:e2013164118. doi: 10.1073/pnas.2013164118. PubMed DOI PMC
Khalifa A, Stover J, Mahy M, Idele P, Porth T, Lwamba C. Demographic change and HIV epidemic projections to 2050 for adolescents and young people aged 15-24. Null. 2019;12:1662685. PubMed PMC
Faust L, Yaya S. The effect of HIV educational interventions on HIV-related knowledge, condom use, and HIV incidence in sub-Saharan Africa: a systematic review and meta-analysis. BMC Public Health. 2018;18:1254. doi: 10.1186/s12889-018-6178-y. PubMed DOI PMC
Anderson S-J, Cherutich P, Kilonzo N, Cremin I, Fecht D, Kimanga D, et al. Maximising the effect of combination HIV prevention through prioritisation of the people and places in greatest need: a modelling study. Lancet. 2014;384:249–256. doi: 10.1016/S0140-6736(14)61053-9. PubMed DOI
Schneider MT, Birger M, Haakenstad A, Singh L, Hamavid H, Chapin A, et al. Tracking development assistance for HIV/AIDS: the international response to a global epidemic. AIDS. 2016;30:1475–1479. doi: 10.1097/QAD.0000000000001081. PubMed DOI PMC
Olakunde BO, Adeyinka DA, Ozigbu CE, Ogundipe T, Menson WNA, Olawepo JO, et al. Revisiting aid dependency for HIV programs in sub-Saharan Africa. Public Health. 2019;170:57–60. doi: 10.1016/j.puhe.2019.02.016. PubMed DOI
Jewell BL, Mudimu E, Stover J, ten Brink D, Phillips AN, Smith JA, et al. Potential effects of disruption to HIV programmes in sub-Saharan Africa caused by COVID-19: results from multiple mathematical models. Lancet HIV. 2020;7:e629–e640. doi: 10.1016/S2352-3018(20)30211-3. PubMed DOI PMC
Nagelkerke NJD, Jha P, de Vlas SJ, Korenromp EL, Moses S, Blanchard JF, et al. Modelling HIV/AIDS epidemics in Botswana and India: impact of interventions to prevent transmission. Bull World Health Organ. 2002;80:89–96. PubMed PMC
Long EF, Stavert RR. Portfolios of biomedical HIV interventions in South Africa: a cost-effectiveness analysis. J Gen Intern Med. 2013;28:1294–1301. doi: 10.1007/s11606-013-2417-1. PubMed DOI PMC
Bershteyn A, Klein DJ, Eckhoff PA. Age-targeted HIV treatment and primary prevention as a “ring fence” to efficiently interrupt the age patterns of transmission in generalized epidemic settings in South Africa. Int Health. 2016;8:277–285. doi: 10.1093/inthealth/ihw010. PubMed DOI PMC
Joint United Nations Programme on HIV/AIDS. AIDSinfo. UNAIDS; 2018. http://aidsinfo.unaids.org/. Accessed 18 June 2020.
Okano JT, Blower S. Sex-specific maps of HIV epidemics in sub-Saharan Africa. Lancet Infect Dis. 2016;16:1320–1322. doi: 10.1016/S1473-3099(16)30451-0. PubMed DOI PMC
Messina JP, Emch M, Muwonga J, Mwandagalirwa K, Edidi SB, Mama N, et al. Spatial and socio-behavioral patterns of HIV prevalence in the Democratic Republic of Congo. Soc Sci Med. 2010;71:1428–1435. doi: 10.1016/j.socscimed.2010.07.025. PubMed DOI PMC
Palk L, Blower S. Geographic variation in sexual behavior can explain geospatial heterogeneity in the severity of the HIV epidemic in Malawi. BMC Med. 2018;16:22. doi: 10.1186/s12916-018-1006-x. PubMed DOI PMC
Tanser F, Bärnighausen T, Cooke GS, Newell M-L. Localized spatial clustering of HIV infections in a widely disseminated rural South African epidemic. Int J Epidemiol. 2009;38:1008–1016. doi: 10.1093/ije/dyp148. PubMed DOI PMC
Bulstra CA, Hontelez JAC, Giardina F, Steen R, Nagelkerke NJD, Bärnighausen T, et al. Mapping and characterising areas with high levels of HIV transmission in sub-Saharan Africa: a geospatial analysis of national survey data. PLoS Med. 2020;17:e1003042. doi: 10.1371/journal.pmed.1003042. PubMed DOI PMC
Stevens GA, Alkema L, Black RE, Boerma JT, Collins GS, Ezzati M, et al. Guidelines for accurate and transparent health estimates reporting: the GATHER statement. Lancet. 2016;388:e19–e23. doi: 10.1016/S0140-6736(16)30388-9. PubMed DOI
Tatem AJ. WorldPop, open data for spatial demography. Sci Data. 2017;4:170004. doi: 10.1038/sdata.2017.4. PubMed DOI PMC
R Core Team . R: the R project for statistical computing. 2019.
Burgert C, Colston J, Roy T, Zachary B. Geographic displacement procedure and georeferenced data release policy for the Demographic and Health Surveys. 2013.
UNAIDS . National HIV estimates file. 2019.
GBD 2019 Demographics Collaborators Global age-sex-specific fertility, mortality, healthy life expectancy (HALE), and population estimates in 204 countries and territories, 1950–2019: a comprehensive demographic analysis for the Global Burden of Disease Study 2019. Lancet. 2020;396:1160–1203. doi: 10.1016/S0140-6736(20)30977-6. PubMed DOI PMC
Bhatt S, Cameron E, Flaxman SR, Weiss DJ, Smith DL, Gething PW. Improved prediction accuracy for disease risk mapping using Gaussian process stacked generalization. J Royal Soc Interface. 2017;14:20170520. doi: 10.1098/rsif.2017.0520. PubMed DOI PMC
Hastie T, Tibshirani RJ. Generalized additive models. London: Chapman & Hall; 1990.
Friedman JH. Greedy function approximation: a gradient boosting machine. Ann Stat. 2001;29:1189–1232. doi: 10.1214/aos/1013203451. DOI
Tibshirani R. Regression shrinkage and selection via the lasso. J R Stat Soc B Methodol. 1996;58:267–288.
Kristensen K, Nielsen A, Berg CW, Skaug H, Bell BM. TMB: automatic differentiation and Laplace approximation. J Stat Softw. 2016;70:1–21. doi: 10.18637/jss.v070.i05. DOI
Stein ML. Interpolation of spatial data: some theory for Kriging. New York: Springer-Verlag; 1999.
Lindgren F, Rue H, Lindström J. An explicit link between Gaussian fields and Gaussian Markov random fields: the stochastic partial differential equation approach. R Stat Soc. 2011;73:423–498. doi: 10.1111/j.1467-9868.2011.00777.x. DOI
Zaba BW, Carpenter LM, Boerma JT, Gregson S, Nakiyingi J, Urassa M. Adjusting ante-natal clinic data for improved estimates of HIV prevalence among women in sub-Saharan Africa. AIDS. 2000;14:2741–2750. doi: 10.1097/00002030-200012010-00014. PubMed DOI
Gouws E, Mishra V, Fowler TB. Comparison of adult HIV prevalence from national population-based surveys and antenatal clinic surveillance in countries with generalised epidemics: implications for calibrating surveillance data. Sex Transm Infect. 2008;84(Suppl 1):i17–i23. doi: 10.1136/sti.2008.030452. PubMed DOI PMC
Marsh K, Mahy M, Salomon JA, Hogan DR. Assessing and adjusting for differences between HIV prevalence estimates derived from national population-based surveys and antenatal care surveillance, with applications for Spectrum 2013. AIDS. 2014;28:S497–S505. doi: 10.1097/QAD.0000000000000453. PubMed DOI PMC
Marston M, Zaba B, Eaton JW. The relationship between HIV and fertility in the era of antiretroviral therapy in sub-Saharan Africa: evidence from 49 Demographic and Health Surveys. Trop Med Int Health. 2017;22:1542–1550. doi: 10.1111/tmi.12983. PubMed DOI PMC
ESA-CCI Project . Land cover classification gridded maps from 1992 to present derived from satellite observations. 2020.
Wickham H. ggplot2: elegant graphics for data analysis. New York: Springer-Verlag; 2016.
McGillen JB, Anderson S-J, Dybul MR, Hallett TB. Optimum resource allocation to reduce HIV incidence across sub-Saharan Africa: a mathematical modelling study. Lancet HIV. 2016;3:e441–e448. doi: 10.1016/S2352-3018(16)30051-0. PubMed DOI
Hosek S, Pettifor A. HIV prevention interventions for adolescents. Curr HIV/AIDS Rep. 2019;16:120–128. doi: 10.1007/s11904-019-00431-y. PubMed DOI PMC
Schatz E, Seeley J, Negin J, Weiss HA, Tumwekwase G, Kabunga E, et al. “For us here, we remind ourselves”: strategies and barriers to ART access and adherence among older Ugandans. BMC Public Health. 2019;19:131. doi: 10.1186/s12889-019-6463-4. PubMed DOI PMC
De Neve J-W, Garrison-Desany H, Andrews KG, Sharara N, Boudreaux C, Gill R, et al. Harmonization of community health worker programs for HIV: A four-country qualitative study in Southern Africa. PLoS Med. 2017;14:e1002374. doi: 10.1371/journal.pmed.1002374. PubMed DOI PMC
Mbonu NC, van den Borne B, De Vries NK. Stigma of people with HIV/AIDS in Sub-Saharan Africa: a literature review. J Trop Med. 2009;2009:145891. doi: 10.1155/2009/145891. PubMed DOI PMC
World Health Organization . Consolidated guidelines on the use of antiretroviral drugs for treating and preventing HIV infection: recommendations for a public health approach. 2013. PubMed
Sabapathy K, den Bergh RV, Fidler S, Hayes R, Ford N. Uptake of home-based voluntary HIV testing in sub-Saharan Africa: a systematic review and meta-analysis. PLoS Med. 2012;9:e1001351. doi: 10.1371/journal.pmed.1001351. PubMed DOI PMC
Sharma M, Ying R, Tarr G, Barnabas R. Systematic review and meta-analysis of community and facility-based HIV testing to address linkage to care gaps in sub-Saharan Africa. Nature. 2015;528:S77–S85. doi: 10.1038/nature16044. PubMed DOI PMC
Hatzold K, Gudukeya S, Mutseta MN, Chilongosi R, Nalubamba M, Nkhoma C, et al. HIV self-testing: breaking the barriers to uptake of testing among men and adolescents in sub-Saharan Africa, experiences from STAR demonstration projects in Malawi, Zambia and Zimbabwe. J Int AIDS Soc. 2019;22:e25244. doi: 10.1002/jia2.25244. PubMed DOI PMC
Sia D, Onadja Y, Hajizadeh M, Heymann SJ, Brewer TF, Nandi A. What explains gender inequalities in HIV/AIDS prevalence in sub-Saharan Africa? Evidence from the demographic and health surveys. BMC Public Health. 2016;16:1136. doi: 10.1186/s12889-016-3783-5. PubMed DOI PMC
Dean HD, Fenton KA. Addressing social determinants of health in the prevention and control of HIV/AIDS, viral hepatitis, sexually transmitted infections, and tuberculosis. Public Health Rep. 2010;125(4_suppl):1–5. doi: 10.1177/00333549101250S401. PubMed DOI PMC
Heestermans T, Browne JL, Aitken SC, Vervoort SC, Klipstein-Grobusch K. Determinants of adherence to antiretroviral therapy among HIV-positive adults in sub-Saharan Africa: a systematic review. BMJ Glob Health. 2016;1:e000125. doi: 10.1136/bmjgh-2016-000125. PubMed DOI PMC
Tanser F, Bärnighausen T, Grapsa E, Zaidi J, Newell M-L. High coverage of ART associated with decline in risk of HIV acquisition in rural KwaZulu-Natal, South Africa. Science. 2013;339:966–971. doi: 10.1126/science.1228160. PubMed DOI PMC
Vandormael A, Akullian A, Siedner M, de Oliveira T, Bärnighausen T, Tanser F. Declines in HIV incidence among men and women in a South African population-based cohort. Nat Commun. 2019;10:5482. doi: 10.1038/s41467-019-13473-y. PubMed DOI PMC
Hontelez JAC, de Vlas SJ, Baltussen R, Newell M-L, Bakker R, Tanser F, et al. The impact of antiretroviral treatment on the age composition of the HIV epidemic in sub-Saharan Africa. AIDS. 2012;26(Suppl 1 0 1):S19–S30. doi: 10.1097/QAD.0b013e3283558526. PubMed DOI PMC
CASCADE Collaboration Differences in CD4 cell counts at seroconversion and decline among 5739 HIV-1-infected individuals with well-estimated dates of seroconversion. J Acquir Immune Defic Syndr. 2003;34:76–83. doi: 10.1097/00126334-200309010-00012. PubMed DOI
Goetz MB, Boscardin WJ, Wiley D, Alkasspooles S. Decreased recovery of CD4 lymphocytes in older HIV-infected patients beginning highly active antiretroviral therapy. AIDS. 2001;15:1576–1579. doi: 10.1097/00002030-200108170-00017. PubMed DOI
Mills EJ, Bärnighausen T, Negin J. HIV and aging--preparing for the challenges ahead. N Engl J Med. 2012;366:1270–1273. doi: 10.1056/NEJMp1113643. PubMed DOI
Coetzee L, Bogler L, De Neve J-W, Bärnighausen T, Geldsetzer P, Vollmer S. HIV, antiretroviral therapy and non-communicable diseases in sub-Saharan Africa: empirical evidence from 44 countries over the period 2000 to 2016. J Int AIDS Soc. 2019;22:e25364. doi: 10.1002/jia2.25364. PubMed DOI PMC
Parikh SM, Obuku EA, Walker SA, Semeere AS, Auerbach BJ, Hakim JG, et al. Clinical differences between younger and older adults with HIV/AIDS starting antiretroviral therapy in Uganda and Zimbabwe: a secondary analysis of the DART trial. PLoS One. 2013;8:e76158. doi: 10.1371/journal.pone.0076158. PubMed DOI PMC
Gething P, Tatem A, Bird T, Burgert-Brucker CR. Creating spatial interpolation surfaces with DHS data. Rockville: ICF International; 2015.
Golding N, Burstein R, Longbottom J, Browne AJ, Fullman N, Osgood-Zimmerman A, et al. Mapping under-5 and neonatal mortality in Africa, 2000–15: a baseline analysis for the Sustainable Development Goals. Lancet. 2017;390:2171–2182. doi: 10.1016/S0140-6736(17)31758-0. PubMed DOI PMC
Graetz N, Friedman J, Osgood-Zimmerman A, Burstein R, Biehl MH, Shields C, et al. Mapping local variation in educational attainment across Africa. Nature. 2018;555:48–53. doi: 10.1038/nature25761. PubMed DOI PMC
Blondeel K, Say L, Chou D, Toskin I, Khosla R, Scolaro E, et al. Evidence and knowledge gaps on the disease burden in sexual and gender minorities: a review of systematic reviews. Int J Equity Health. 2016;15:16. doi: 10.1186/s12939-016-0304-1. PubMed DOI PMC
Woldesenbet S, Kufa T, Lombard C, Manda S, kassahun A, Cheyip M, et al. The 2017 national antenatal sentinel HIV survey key findings, South Africa. 2019.
Ministry of Health, National AIDS Control Council . Kenya AIDS response progress report 2016. 2016.
Jiang H, Zhou Y, Tang W. Maintaining HIV care during the COVID-19 pandemic. Lancet HIV. 2020;7:e308–e309. doi: 10.1016/S2352-3018(20)30105-3. PubMed DOI PMC
Global Administrative Areas . GADM maps and data. v.3.6. 2019.
The next viral pandemic-where do we stand?