Subnational mapping of HIV incidence and mortality among individuals aged 15–49 years in sub-Saharan Africa, 2000–18: a modelling study

Detalhes bibliográficos
Autor(a) principal: Sartorius, B
Data de Publicação: 2021
Outros Autores: VanderHeide, JD, Yang, M, Goosmann, EA, Hon, J, Haeuser, E, Cork, MA, Perkins, S, Jahagirdar, D, Schaeffer, LE, Serfes, AL, LeGrand, KE, Abbastabar, H, Abebo, ZH, Abosetugn, AE, Abu-Gharbieh, E, Accrombessi, MMK, Adebayo, OM, Adegbosin, AE, Adekanmbi, V, Adetokunboh, OO, Adeyinka, DA, Ahinkorah, BO, Ahmadi, K, Ahmed, MB, Akalu, Y, Akinyemi, OO, Akinyemi, RO, Aklilu, A, Akunna, CJ, Alahdab, F, Al-Aly, Z, Alam, N, Alamneh, AA, Alanzi, TM, Alemu, BW, Alhassan, RK, Ali, T, Alipour, V, Amini, S, Ancuceanu, R, Ansari, F, Anteneh, ZA, Anvari, D, Anwer, R, Appiah, SCY, Arabloo, J, Asemahagn, MA, Asghari Jafarabadi, M, Asmare, WN, Atnafu, DD, Atout, MMW, Atreya, A, Ausloos, M, Awedew, AF, Ayala Quintanilla, BP, Ayanore, MA, Aynalem, YA, Ayza, MA, Azari, S, Azene, ZN, Babar, ZUD, Baig, AA, Balakrishnan, S, Banach, M, Bärnighausen, TW, Basu, S, Bayati, M, Bedi, N, Bekuma, TT, Bezabhe, WMM, Bhagavathula, AS, Bhardwaj, P, Bhattacharyya, K, Bhutta, ZA, Bibi, S, Bikbov, B, Birhan, TA, Bitew, ZW, Bockarie, MJ, Boloor, A, Brady, OJ, Bragazzi, NL, Briko, AN, Briko, NI, Burugina Nagaraja, S, Butt, ZA, Cárdenas, R, Carvalho, F, Charan, J, Chatterjee, S, Chattu, SK, Chattu, VK, Chowdhury, MAK, Chu, DT, Cook, AJ, Cormier, NM, Cowden, RG, Culquichicon, C, Dagnew, B, Dahlawi, SMA, Damiani, G, Daneshpajouhnejad, P, Daoud, F, Daryani, A, das Neves, J, Davis Weaver, N, Derbew, Molla, M, Deribe, K, Desta, AA, Deuba, K, Dharmaratne, SD, Dhungana, GP, Diaz, D, Djalalinia, S, Doku, PN, Dubljanin, E, Duko, B, Eagan, AW, Earl, L, Eaton, JW, Effiong, A, El Sayed Zaki, M, El Tantawi, M, Elayedath, R, El-Jaafary, SI, Elsharkawy, A, Eskandarieh, S, Eyawo, O, Ezzikouri, S, Fasanmi, AO, Fasil, A, Fauk, NK, Feigin, VL, Ferede, TY, Fernandes, E, Fischer, F, Foigt, NA, Folayan, MO, Foroutan, M, Francis, JM, Fukumoto, T, Gad, MM, Geberemariyam, BS, Gebregiorgis, B, Gebremichael, B, Gesesew, HA, Getacher, L, Ghadiri, K, Ghashghaee, A, Gilani, SA, Ginindza, TG, Glagn, M, Golechha, M, Gona, PN, Gubari, MIM, Gugnani, HC, Guido, D, Guled, RA, Hall, BJ, Hamidi, S, Handiso, DW, Hargono, A, Hashi, A, Hassanipour, S, Hassankhani, H, Hayat, K, Herteliu, C, de Hidru, HD, Holla, R, Hosgood, HD, Hossain, N, Hosseini, M, Hosseinzadeh, M, Househ, M, Hwang, BF, Ibitoye, SE, Ilesanmi, OS, Ilic, IM, Ilic, MD, Irvani, SSN, Iwu, CCD, Iwu, CJ, Iyamu, IO, Jain, V, Jakovljevic, M, Jalilian, F, Jha, RP, Johnson, KB, Joshua, V, Joukar, F, Jozwiak, JJ, Kabir, A, Kalankesh, LR, Kalhor, R, Kamath, A, Kamyari, N, Kanchan, T, Karami, Matin, B, Karch, A, Karimi, SE, Kasa, AS, Kassahun, G, Kayode, GA, Kazemi, Karyani, A, Keiyoro, PN, Kelkay, B, Khalid, N, Khan, G, Khan, J, Khan, MN, Khatab, K, Khazaei, S, Kim, YJ, Kisa, A, Kisa, S, Kochhar, S, Kopec, JA, Kosen, S, Koulmane Laxminarayana, S, Koyanagi, A, Krishan, K, Kuate Defo, B, Kugbey, N, Kulkarni, V, Kumar, M, Kumar, N, Kurmi, OP, Kusuma, D, Kuupiel, D, Kyu, HH, La Vecchia, C, Lal, DK, Lam, JO, Landires, I, Lasrado, S, Lazarus, JV, Lazzar-Atwood, A, Lee, PH, Leshargie, CT, Li, B, Liu, X, Lopukhov, PD, Amin, HIM, Madi, D, Mahasha, PW, Majeed, A, Maleki, A, Maleki, S, Mamun, AA, Manafi, N, Mansournia, MA, Martins-Melo, FR, Masoumi, SZ, Mayala, BK, Meharie, BG, Meheretu, HAA, Meles, HG, Melku, M, Mendoza, W, Mengesha, EW, Meretoja, TJ, Mersha, AM, Mestrovic, T, Miller, TR, Mirica, A, Mirzaei-Alavijeh, M, Mohamad, O, Mohammad, Y, Mohammadian-Hafshejani, A, Mohammed, JA, Mohammed, S, Mokdad, AH, Mokonnon, T, Molokhia, M, Moradi, M, Moradi, Y, Moradzadeh, R, Moraga, P, Mosser, JF, Munro, SB, Mustafa, G, Muthupandian, S, Naderi, M, Nagarajan, AJ, Naghavi, M, Naveed, M, Nayak, VC, Nazari, J, Ndejjo, R, Nepal, S, Netsere, HB, Ngalesoni, FN, Nguefack-Tsague, G, Ngunjiri, JW, Nigatu, YT, Nigussie, SN, Nnaji, CA, Noubiap, JJ, Nuñez-Samudio, V, Oancea, B, Odukoya, OO, Ogbo, FA, Oladimeji, O, Olagunju, AT, Olusanya, BO, Olusanya, JO, Omer, MO, Omonisi, AEE, Onwujekwe, OE, Orisakwe, OE, Otstavnov, N, Owolabi, MO, Mahesh, PA, Padubidri, JR, Pakhale, S, Pana, A, Pandi-Perumal, SR, Patel, UK, Pathak, M, Patton, GC, Pawar, S, Peprah, EK, Pokhrel, KN, Postma, MJ, Pottoo, FH, Pourjafar, H, Pribadi, DRA, Quazi Syed, Z, Rafiei, A, Rahim, F, Rahman, MHU, Rahmani, AM, Ram, P, Rana, J, Ranabhat, CL, Rao, S, Rao, SJ, Rathi, P, Rawaf, DL, Rawaf, S, Rawassizadeh, R, Renjith, V, Reta, MA, Rezaei, N, Rezapour, A, Ribeiro, AI, Ross, JM, Rumisha, SF, Sagar, R, Sahu, M, Sajadi, SM, Salem, MR, Samy, AM, Sathian, B, Schutte, AE, Seidu, A-A, Sha, F, Shafaat, O, Shahbaz, M, Shaikh, MA, Shaka, MF, Sheikh, A, Shibuya, K, Shin, JI, Shivakumar, KM, Sidemo, NB, Singh, JA, Skryabin, VY, Skryabina, AA, Soheili, A, Soltani, S, Somefun, OD, Sorrie, MB, Spurlock, EE, Sufiyan, MB, Taddele, BW, Tadesse, EG, Tamir, Z, Tamiru, AT, Tanser, FC, Taveira, N, Tehrani-Banihashemi, A, Tekalegn, Y, Tesfay, FH, Tessema, B, Tessema, ZT, Thakur, B, Tolani, MA, Topor-Madry, R, Torrado, M, Tovani-Palone, MR, Traini, E, Tsai, AC, Tsegaye, GW, Ullah, I, Ullah, S, Umeokonkwo, CD, Unnikrishnan, B, Vardavas, C, Violante, FS, Vo, B, Wado, YD, Waheed, Y, Wamai, RG, Wang, Y, Ward, P, Werdecker, A, Wickramasinghe, ND, Wijeratne, T, Wiysonge, CS, Wondmeneh, TG, Yamada, T, Yaya, S, Yeshaw, Y, Yeshitila, YG, Yilma, MT, Yip, P, Yonemoto, N, Yosef, T, Yusefzadeh, H, Zaidi, SS, Zaki, L, Zamanian, M, Zastrozhin, MS, Zastrozhina, A, Zewdie, DT, Zhang, Y, Zhang, ZJ, Ziapour, A, Hay, SI, Dwyer-Lindgren, L, LBD HIV Incidence Mortality Collaborators
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: https://hdl.handle.net/10216/149614
Resumo: Background. High-resolution estimates of HIV burden across space and time provide an important tool for tracking and monitoring the progress of prevention and control efforts and assist with improving the precision and efficiency of targeting efforts. We aimed to assess HIV incidence and HIV mortality for all second-level administrative units across sub-Saharan Africa. Methods. In this modelling study, we developed a framework that used the geographically specific HIV prevalence data collected in seroprevalence surveys and antenatal care clinics to train a model that estimates HIV incidence and mortality among individuals aged 15–49 years. We used a model-based geostatistical framework to estimate HIV prevalence at the second administrative level in 44 countries in sub-Saharan Africa for 2000–18 and sought data on the number of individuals on antiretroviral therapy (ART) by second-level administrative unit. We then modified the Estimation and Projection Package (EPP) to use these HIV prevalence and treatment estimates to estimate HIV incidence and mortality by second-level administrative unit. Findings. The estimates suggest substantial variation in HIV incidence and mortality rates both between and within countries in sub-Saharan Africa, with 15 countries having a ten-times or greater difference in estimated HIV incidence between the second-level administrative units with the lowest and highest estimated incidence levels. Across all 44 countries in 2018, HIV incidence ranged from 2·8 (95% uncertainty interval 2·1–3·8) in Mauritania to 1585·9 (1369·4–1824·8) cases per 100 000 people in Lesotho and HIV mortality ranged from 0·8 (0·7–0·9) in Mauritania to 676·5 (513·6–888·0) deaths per 100 000 people in Lesotho. Variation in both incidence and mortality was substantially greater at the subnational level than at the national level and the highest estimated rates were accordingly higher. Among second-level administrative units, Guijá District, Gaza Province, Mozambique, had the highest estimated HIV incidence (4661·7 [2544·8–8120·3]) cases per 100 000 people in 2018 and Inhassunge District, Zambezia Province, Mozambique, had the highest estimated HIV mortality rate (1163·0 [679·0–1866·8]) deaths per 100 000 people. Further, the rate of reduction in HIV incidence and mortality from 2000 to 2018, as well as the ratio of new infections to the number of people living with HIV was highly variable. Although most second-level administrative units had declines in the number of new cases (3316 [81·1%] of 4087 units) and number of deaths (3325 [81·4%]), nearly all appeared well short of the targeted 75% reduction in new cases and deaths between 2010 and 2020. Interpretation. Our estimates suggest that most second-level administrative units in sub-Saharan Africa are falling short of the targeted 75% reduction in new cases and deaths by 2020, which is further compounded by substantial within-country variability. These estimates will help decision makers and programme implementers expand access to ART and better target health resources to higher burden subnational areas.
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spelling Subnational mapping of HIV incidence and mortality among individuals aged 15–49 years in sub-Saharan Africa, 2000–18: a modelling studyBackground. High-resolution estimates of HIV burden across space and time provide an important tool for tracking and monitoring the progress of prevention and control efforts and assist with improving the precision and efficiency of targeting efforts. We aimed to assess HIV incidence and HIV mortality for all second-level administrative units across sub-Saharan Africa. Methods. In this modelling study, we developed a framework that used the geographically specific HIV prevalence data collected in seroprevalence surveys and antenatal care clinics to train a model that estimates HIV incidence and mortality among individuals aged 15–49 years. We used a model-based geostatistical framework to estimate HIV prevalence at the second administrative level in 44 countries in sub-Saharan Africa for 2000–18 and sought data on the number of individuals on antiretroviral therapy (ART) by second-level administrative unit. We then modified the Estimation and Projection Package (EPP) to use these HIV prevalence and treatment estimates to estimate HIV incidence and mortality by second-level administrative unit. Findings. The estimates suggest substantial variation in HIV incidence and mortality rates both between and within countries in sub-Saharan Africa, with 15 countries having a ten-times or greater difference in estimated HIV incidence between the second-level administrative units with the lowest and highest estimated incidence levels. Across all 44 countries in 2018, HIV incidence ranged from 2·8 (95% uncertainty interval 2·1–3·8) in Mauritania to 1585·9 (1369·4–1824·8) cases per 100 000 people in Lesotho and HIV mortality ranged from 0·8 (0·7–0·9) in Mauritania to 676·5 (513·6–888·0) deaths per 100 000 people in Lesotho. Variation in both incidence and mortality was substantially greater at the subnational level than at the national level and the highest estimated rates were accordingly higher. Among second-level administrative units, Guijá District, Gaza Province, Mozambique, had the highest estimated HIV incidence (4661·7 [2544·8–8120·3]) cases per 100 000 people in 2018 and Inhassunge District, Zambezia Province, Mozambique, had the highest estimated HIV mortality rate (1163·0 [679·0–1866·8]) deaths per 100 000 people. Further, the rate of reduction in HIV incidence and mortality from 2000 to 2018, as well as the ratio of new infections to the number of people living with HIV was highly variable. Although most second-level administrative units had declines in the number of new cases (3316 [81·1%] of 4087 units) and number of deaths (3325 [81·4%]), nearly all appeared well short of the targeted 75% reduction in new cases and deaths between 2010 and 2020. Interpretation. Our estimates suggest that most second-level administrative units in sub-Saharan Africa are falling short of the targeted 75% reduction in new cases and deaths by 2020, which is further compounded by substantial within-country variability. These estimates will help decision makers and programme implementers expand access to ART and better target health resources to higher burden subnational areas.Elsevier20212021-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttps://hdl.handle.net/10216/149614eng2405-47042352-301810.1016/S2352-3018(21)00051-5Sartorius, BVanderHeide, JDYang, MGoosmann, EAHon, JHaeuser, ECork, MAPerkins, SJahagirdar, DSchaeffer, LESerfes, ALLeGrand, KEAbbastabar, HAbebo, ZHAbosetugn, AEAbu-Gharbieh, EAccrombessi, MMKAdebayo, OMAdegbosin, AEAdekanmbi, VAdetokunboh, OOAdeyinka, DAAhinkorah, BOAhmadi, KAhmed, MBAkalu, YAkinyemi, OOAkinyemi, ROAklilu, AAkunna, CJAlahdab, FAl-Aly, ZAlam, NAlamneh, AAAlanzi, TMAlemu, BWAlhassan, RKAli, TAlipour, VAmini, SAncuceanu, RAnsari, FAnteneh, ZAAnvari, DAnwer, RAppiah, SCYArabloo, JAsemahagn, MAAsghari Jafarabadi, MAsmare, WNAtnafu, DDAtout, MMWAtreya, AAusloos, MAwedew, AFAyala Quintanilla, BPAyanore, MAAynalem, YAAyza, MAAzari, SAzene, ZNBabar, ZUDBaig, AABalakrishnan, SBanach, MBärnighausen, TWBasu, SBayati, MBedi, NBekuma, TTBezabhe, WMMBhagavathula, ASBhardwaj, PBhattacharyya, KBhutta, ZABibi, SBikbov, BBirhan, TABitew, ZWBockarie, MJBoloor, ABrady, OJBragazzi, NLBriko, ANBriko, NIBurugina Nagaraja, SButt, ZACárdenas, RCarvalho, FCharan, JChatterjee, SChattu, SKChattu, VKChowdhury, MAKChu, DTCook, AJCormier, NMCowden, RGCulquichicon, CDagnew, BDahlawi, SMADamiani, GDaneshpajouhnejad, PDaoud, FDaryani, Adas Neves, JDavis Weaver, NDerbew, Molla, MDeribe, KDesta, AADeuba, KDharmaratne, SDDhungana, GPDiaz, DDjalalinia, SDoku, PNDubljanin, EDuko, BEagan, AWEarl, LEaton, JWEffiong, AEl Sayed Zaki, MEl Tantawi, MElayedath, REl-Jaafary, SIElsharkawy, AEskandarieh, SEyawo, OEzzikouri, SFasanmi, AOFasil, AFauk, NKFeigin, VLFerede, TYFernandes, EFischer, FFoigt, NAFolayan, MOForoutan, MFrancis, JMFukumoto, TGad, MMGeberemariyam, BSGebregiorgis, BGebremichael, BGesesew, HAGetacher, LGhadiri, KGhashghaee, AGilani, SAGinindza, TGGlagn, MGolechha, MGona, PNGubari, MIMGugnani, HCGuido, DGuled, RAHall, BJHamidi, SHandiso, DWHargono, AHashi, AHassanipour, SHassankhani, HHayat, KHerteliu, Cde Hidru, HDHolla, RHosgood, HDHossain, NHosseini, MHosseinzadeh, MHouseh, MHwang, BFIbitoye, SEIlesanmi, OSIlic, IMIlic, MDIrvani, SSNIwu, CCDIwu, CJIyamu, IOJain, VJakovljevic, MJalilian, FJha, RPJohnson, KBJoshua, VJoukar, FJozwiak, JJKabir, AKalankesh, LRKalhor, RKamath, AKamyari, NKanchan, TKarami, Matin, BKarch, AKarimi, SEKasa, ASKassahun, GKayode, GAKazemi, Karyani, AKeiyoro, PNKelkay, BKhalid, NKhan, GKhan, JKhan, MNKhatab, KKhazaei, SKim, YJKisa, AKisa, SKochhar, SKopec, JAKosen, SKoulmane Laxminarayana, SKoyanagi, AKrishan, KKuate Defo, BKugbey, NKulkarni, VKumar, MKumar, NKurmi, OPKusuma, DKuupiel, DKyu, HHLa Vecchia, CLal, DKLam, JOLandires, ILasrado, SLazarus, JVLazzar-Atwood, ALee, PHLeshargie, CTLi, BLiu, XLopukhov, PDAmin, HIMMadi, DMahasha, PWMajeed, AMaleki, AMaleki, SMamun, AAManafi, NMansournia, MAMartins-Melo, FRMasoumi, SZMayala, BKMeharie, BGMeheretu, HAAMeles, HGMelku, MMendoza, WMengesha, EWMeretoja, TJMersha, AMMestrovic, TMiller, TRMirica, AMirzaei-Alavijeh, MMohamad, OMohammad, YMohammadian-Hafshejani, AMohammed, JAMohammed, SMohammed, SMokdad, AHMokonnon, TMolokhia, MMoradi, MMoradi, YMoradzadeh, RMoraga, PMosser, JFMunro, SBMustafa, GMuthupandian, SNaderi, MNagarajan, AJNaghavi, MNaveed, MNayak, VCNazari, JNdejjo, RNepal, SNetsere, HBNgalesoni, FNNguefack-Tsague, GNgunjiri, JWNigatu, YTNigussie, SNNnaji, CANoubiap, JJNuñez-Samudio, VOancea, BOdukoya, OOOgbo, FAOladimeji, OOlagunju, ATOlusanya, BOOlusanya, JOOmer, MOOmonisi, AEEOnwujekwe, OEOrisakwe, OEOtstavnov, NOwolabi, MOMahesh, PAPadubidri, JRPakhale, SPana, APandi-Perumal, SRPatel, UKPathak, MPatton, GCPawar, SPeprah, EKPokhrel, KNPostma, MJPottoo, FHPourjafar, HPribadi, DRAQuazi Syed, ZRafiei, ARahim, FRahman, MHURahmani, AMRam, PRana, JRanabhat, CLRao, SRao, SJRathi, PRawaf, DLRawaf, SRawassizadeh, RRenjith, VReta, MARezaei, NRezapour, ARibeiro, AIRoss, JMRumisha, SFSagar, RSahu, MSajadi, SMSalem, MRSamy, AMSathian, BSchutte, AESeidu, A-ASha, FShafaat, OShahbaz, MShaikh, MAShaka, MFSheikh, AShibuya, KShin, JIShivakumar, KMSidemo, NBSingh, JASkryabin, VYSkryabina, AASoheili, ASoltani, SSomefun, ODSorrie, MBSpurlock, EESufiyan, MBTaddele, BWTadesse, EGTamir, ZTamiru, ATTanser, FCTaveira, NTehrani-Banihashemi, ATekalegn, YTesfay, FHTessema, BTessema, ZTThakur, BTolani, MATopor-Madry, RTorrado, MTovani-Palone, MRTraini, ETsai, ACTsegaye, GWUllah, IUllah, SUmeokonkwo, CDUnnikrishnan, BVardavas, CViolante, FSVo, BWado, YDWaheed, YWamai, RGWang, YWard, PWerdecker, AWickramasinghe, NDWijeratne, TWiysonge, CSWondmeneh, TGYamada, TYaya, SYeshaw, YYeshitila, YGYilma, MTYip, PYonemoto, NYosef, TYusefzadeh, HZaidi, SSZaki, LZamanian, MZastrozhin, MSZastrozhina, AZewdie, DTZhang, YZhang, ZJZiapour, AHay, SIDwyer-Lindgren, LLBD HIV Incidence Mortality Collaboratorsinfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-09-27T06:35:59Zoai:repositorio-aberto.up.pt:10216/149614Portal AgregadorONGhttps://www.rcaap.pt/oai/openairemluisa.alvim@gmail.comopendoar:71602024-09-27T06:35:59Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Subnational mapping of HIV incidence and mortality among individuals aged 15–49 years in sub-Saharan Africa, 2000–18: a modelling study
title Subnational mapping of HIV incidence and mortality among individuals aged 15–49 years in sub-Saharan Africa, 2000–18: a modelling study
spellingShingle Subnational mapping of HIV incidence and mortality among individuals aged 15–49 years in sub-Saharan Africa, 2000–18: a modelling study
Sartorius, B
title_short Subnational mapping of HIV incidence and mortality among individuals aged 15–49 years in sub-Saharan Africa, 2000–18: a modelling study
title_full Subnational mapping of HIV incidence and mortality among individuals aged 15–49 years in sub-Saharan Africa, 2000–18: a modelling study
title_fullStr Subnational mapping of HIV incidence and mortality among individuals aged 15–49 years in sub-Saharan Africa, 2000–18: a modelling study
title_full_unstemmed Subnational mapping of HIV incidence and mortality among individuals aged 15–49 years in sub-Saharan Africa, 2000–18: a modelling study
title_sort Subnational mapping of HIV incidence and mortality among individuals aged 15–49 years in sub-Saharan Africa, 2000–18: a modelling study
author Sartorius, B
author_facet Sartorius, B
VanderHeide, JD
Yang, M
Goosmann, EA
Hon, J
Haeuser, E
Cork, MA
Perkins, S
Jahagirdar, D
Schaeffer, LE
Serfes, AL
LeGrand, KE
Abbastabar, H
Abebo, ZH
Abosetugn, AE
Abu-Gharbieh, E
Accrombessi, MMK
Adebayo, OM
Adegbosin, AE
Adekanmbi, V
Adetokunboh, OO
Adeyinka, DA
Ahinkorah, BO
Ahmadi, K
Ahmed, MB
Akalu, Y
Akinyemi, OO
Akinyemi, RO
Aklilu, A
Akunna, CJ
Alahdab, F
Al-Aly, Z
Alam, N
Alamneh, AA
Alanzi, TM
Alemu, BW
Alhassan, RK
Ali, T
Alipour, V
Amini, S
Ancuceanu, R
Ansari, F
Anteneh, ZA
Anvari, D
Anwer, R
Appiah, SCY
Arabloo, J
Asemahagn, MA
Asghari Jafarabadi, M
Asmare, WN
Atnafu, DD
Atout, MMW
Atreya, A
Ausloos, M
Awedew, AF
Ayala Quintanilla, BP
Ayanore, MA
Aynalem, YA
Ayza, MA
Azari, S
Azene, ZN
Babar, ZUD
Baig, AA
Balakrishnan, S
Banach, M
Bärnighausen, TW
Basu, S
Bayati, M
Bedi, N
Bekuma, TT
Bezabhe, WMM
Bhagavathula, AS
Bhardwaj, P
Bhattacharyya, K
Bhutta, ZA
Bibi, S
Bikbov, B
Birhan, TA
Bitew, ZW
Bockarie, MJ
Boloor, A
Brady, OJ
Bragazzi, NL
Briko, AN
Briko, NI
Burugina Nagaraja, S
Butt, ZA
Cárdenas, R
Carvalho, F
Charan, J
Chatterjee, S
Chattu, SK
Chattu, VK
Chowdhury, MAK
Chu, DT
Cook, AJ
Cormier, NM
Cowden, RG
Culquichicon, C
Dagnew, B
Dahlawi, SMA
Damiani, G
Daneshpajouhnejad, P
Daoud, F
Daryani, A
das Neves, J
Davis Weaver, N
Derbew, Molla, M
Deribe, K
Desta, AA
Deuba, K
Dharmaratne, SD
Dhungana, GP
Diaz, D
Djalalinia, S
Doku, PN
Dubljanin, E
Duko, B
Eagan, AW
Earl, L
Eaton, JW
Effiong, A
El Sayed Zaki, M
El Tantawi, M
Elayedath, R
El-Jaafary, SI
Elsharkawy, A
Eskandarieh, S
Eyawo, O
Ezzikouri, S
Fasanmi, AO
Fasil, A
Fauk, NK
Feigin, VL
Ferede, TY
Fernandes, E
Fischer, F
Foigt, NA
Folayan, MO
Foroutan, M
Francis, JM
Fukumoto, T
Gad, MM
Geberemariyam, BS
Gebregiorgis, B
Gebremichael, B
Gesesew, HA
Getacher, L
Ghadiri, K
Ghashghaee, A
Gilani, SA
Ginindza, TG
Glagn, M
Golechha, M
Gona, PN
Gubari, MIM
Gugnani, HC
Guido, D
Guled, RA
Hall, BJ
Hamidi, S
Handiso, DW
Hargono, A
Hashi, A
Hassanipour, S
Hassankhani, H
Hayat, K
Herteliu, C
de Hidru, HD
Holla, R
Hosgood, HD
Hossain, N
Hosseini, M
Hosseinzadeh, M
Househ, M
Hwang, BF
Ibitoye, SE
Ilesanmi, OS
Ilic, IM
Ilic, MD
Irvani, SSN
Iwu, CCD
Iwu, CJ
Iyamu, IO
Jain, V
Jakovljevic, M
Jalilian, F
Jha, RP
Johnson, KB
Joshua, V
Joukar, F
Jozwiak, JJ
Kabir, A
Kalankesh, LR
Kalhor, R
Kamath, A
Kamyari, N
Kanchan, T
Karami, Matin, B
Karch, A
Karimi, SE
Kasa, AS
Kassahun, G
Kayode, GA
Kazemi, Karyani, A
Keiyoro, PN
Kelkay, B
Khalid, N
Khan, G
Khan, J
Khan, MN
Khatab, K
Khazaei, S
Kim, YJ
Kisa, A
Kisa, S
Kochhar, S
Kopec, JA
Kosen, S
Koulmane Laxminarayana, S
Koyanagi, A
Krishan, K
Kuate Defo, B
Kugbey, N
Kulkarni, V
Kumar, M
Kumar, N
Kurmi, OP
Kusuma, D
Kuupiel, D
Kyu, HH
La Vecchia, C
Lal, DK
Lam, JO
Landires, I
Lasrado, S
Lazarus, JV
Lazzar-Atwood, A
Lee, PH
Leshargie, CT
Li, B
Liu, X
Lopukhov, PD
Amin, HIM
Madi, D
Mahasha, PW
Majeed, A
Maleki, A
Maleki, S
Mamun, AA
Manafi, N
Mansournia, MA
Martins-Melo, FR
Masoumi, SZ
Mayala, BK
Meharie, BG
Meheretu, HAA
Meles, HG
Melku, M
Mendoza, W
Mengesha, EW
Meretoja, TJ
Mersha, AM
Mestrovic, T
Miller, TR
Mirica, A
Mirzaei-Alavijeh, M
Mohamad, O
Mohammad, Y
Mohammadian-Hafshejani, A
Mohammed, JA
Mohammed, S
Mokdad, AH
Mokonnon, T
Molokhia, M
Moradi, M
Moradi, Y
Moradzadeh, R
Moraga, P
Mosser, JF
Munro, SB
Mustafa, G
Muthupandian, S
Naderi, M
Nagarajan, AJ
Naghavi, M
Naveed, M
Nayak, VC
Nazari, J
Ndejjo, R
Nepal, S
Netsere, HB
Ngalesoni, FN
Nguefack-Tsague, G
Ngunjiri, JW
Nigatu, YT
Nigussie, SN
Nnaji, CA
Noubiap, JJ
Nuñez-Samudio, V
Oancea, B
Odukoya, OO
Ogbo, FA
Oladimeji, O
Olagunju, AT
Olusanya, BO
Olusanya, JO
Omer, MO
Omonisi, AEE
Onwujekwe, OE
Orisakwe, OE
Otstavnov, N
Owolabi, MO
Mahesh, PA
Padubidri, JR
Pakhale, S
Pana, A
Pandi-Perumal, SR
Patel, UK
Pathak, M
Patton, GC
Pawar, S
Peprah, EK
Pokhrel, KN
Postma, MJ
Pottoo, FH
Pourjafar, H
Pribadi, DRA
Quazi Syed, Z
Rafiei, A
Rahim, F
Rahman, MHU
Rahmani, AM
Ram, P
Rana, J
Ranabhat, CL
Rao, S
Rao, SJ
Rathi, P
Rawaf, DL
Rawaf, S
Rawassizadeh, R
Renjith, V
Reta, MA
Rezaei, N
Rezapour, A
Ribeiro, AI
Ross, JM
Rumisha, SF
Sagar, R
Sahu, M
Sajadi, SM
Salem, MR
Samy, AM
Sathian, B
Schutte, AE
Seidu, A-A
Sha, F
Shafaat, O
Shahbaz, M
Shaikh, MA
Shaka, MF
Sheikh, A
Shibuya, K
Shin, JI
Shivakumar, KM
Sidemo, NB
Singh, JA
Skryabin, VY
Skryabina, AA
Soheili, A
Soltani, S
Somefun, OD
Sorrie, MB
Spurlock, EE
Sufiyan, MB
Taddele, BW
Tadesse, EG
Tamir, Z
Tamiru, AT
Tanser, FC
Taveira, N
Tehrani-Banihashemi, A
Tekalegn, Y
Tesfay, FH
Tessema, B
Tessema, ZT
Thakur, B
Tolani, MA
Topor-Madry, R
Torrado, M
Tovani-Palone, MR
Traini, E
Tsai, AC
Tsegaye, GW
Ullah, I
Ullah, S
Umeokonkwo, CD
Unnikrishnan, B
Vardavas, C
Violante, FS
Vo, B
Wado, YD
Waheed, Y
Wamai, RG
Wang, Y
Ward, P
Werdecker, A
Wickramasinghe, ND
Wijeratne, T
Wiysonge, CS
Wondmeneh, TG
Yamada, T
Yaya, S
Yeshaw, Y
Yeshitila, YG
Yilma, MT
Yip, P
Yonemoto, N
Yosef, T
Yusefzadeh, H
Zaidi, SS
Zaki, L
Zamanian, M
Zastrozhin, MS
Zastrozhina, A
Zewdie, DT
Zhang, Y
Zhang, ZJ
Ziapour, A
Hay, SI
Dwyer-Lindgren, L
LBD HIV Incidence Mortality Collaborators
author_role author
author2 VanderHeide, JD
Yang, M
Goosmann, EA
Hon, J
Haeuser, E
Cork, MA
Perkins, S
Jahagirdar, D
Schaeffer, LE
Serfes, AL
LeGrand, KE
Abbastabar, H
Abebo, ZH
Abosetugn, AE
Abu-Gharbieh, E
Accrombessi, MMK
Adebayo, OM
Adegbosin, AE
Adekanmbi, V
Adetokunboh, OO
Adeyinka, DA
Ahinkorah, BO
Ahmadi, K
Ahmed, MB
Akalu, Y
Akinyemi, OO
Akinyemi, RO
Aklilu, A
Akunna, CJ
Alahdab, F
Al-Aly, Z
Alam, N
Alamneh, AA
Alanzi, TM
Alemu, BW
Alhassan, RK
Ali, T
Alipour, V
Amini, S
Ancuceanu, R
Ansari, F
Anteneh, ZA
Anvari, D
Anwer, R
Appiah, SCY
Arabloo, J
Asemahagn, MA
Asghari Jafarabadi, M
Asmare, WN
Atnafu, DD
Atout, MMW
Atreya, A
Ausloos, M
Awedew, AF
Ayala Quintanilla, BP
Ayanore, MA
Aynalem, YA
Ayza, MA
Azari, S
Azene, ZN
Babar, ZUD
Baig, AA
Balakrishnan, S
Banach, M
Bärnighausen, TW
Basu, S
Bayati, M
Bedi, N
Bekuma, TT
Bezabhe, WMM
Bhagavathula, AS
Bhardwaj, P
Bhattacharyya, K
Bhutta, ZA
Bibi, S
Bikbov, B
Birhan, TA
Bitew, ZW
Bockarie, MJ
Boloor, A
Brady, OJ
Bragazzi, NL
Briko, AN
Briko, NI
Burugina Nagaraja, S
Butt, ZA
Cárdenas, R
Carvalho, F
Charan, J
Chatterjee, S
Chattu, SK
Chattu, VK
Chowdhury, MAK
Chu, DT
Cook, AJ
Cormier, NM
Cowden, RG
Culquichicon, C
Dagnew, B
Dahlawi, SMA
Damiani, G
Daneshpajouhnejad, P
Daoud, F
Daryani, A
das Neves, J
Davis Weaver, N
Derbew, Molla, M
Deribe, K
Desta, AA
Deuba, K
Dharmaratne, SD
Dhungana, GP
Diaz, D
Djalalinia, S
Doku, PN
Dubljanin, E
Duko, B
Eagan, AW
Earl, L
Eaton, JW
Effiong, A
El Sayed Zaki, M
El Tantawi, M
Elayedath, R
El-Jaafary, SI
Elsharkawy, A
Eskandarieh, S
Eyawo, O
Ezzikouri, S
Fasanmi, AO
Fasil, A
Fauk, NK
Feigin, VL
Ferede, TY
Fernandes, E
Fischer, F
Foigt, NA
Folayan, MO
Foroutan, M
Francis, JM
Fukumoto, T
Gad, MM
Geberemariyam, BS
Gebregiorgis, B
Gebremichael, B
Gesesew, HA
Getacher, L
Ghadiri, K
Ghashghaee, A
Gilani, SA
Ginindza, TG
Glagn, M
Golechha, M
Gona, PN
Gubari, MIM
Gugnani, HC
Guido, D
Guled, RA
Hall, BJ
Hamidi, S
Handiso, DW
Hargono, A
Hashi, A
Hassanipour, S
Hassankhani, H
Hayat, K
Herteliu, C
de Hidru, HD
Holla, R
Hosgood, HD
Hossain, N
Hosseini, M
Hosseinzadeh, M
Househ, M
Hwang, BF
Ibitoye, SE
Ilesanmi, OS
Ilic, IM
Ilic, MD
Irvani, SSN
Iwu, CCD
Iwu, CJ
Iyamu, IO
Jain, V
Jakovljevic, M
Jalilian, F
Jha, RP
Johnson, KB
Joshua, V
Joukar, F
Jozwiak, JJ
Kabir, A
Kalankesh, LR
Kalhor, R
Kamath, A
Kamyari, N
Kanchan, T
Karami, Matin, B
Karch, A
Karimi, SE
Kasa, AS
Kassahun, G
Kayode, GA
Kazemi, Karyani, A
Keiyoro, PN
Kelkay, B
Khalid, N
Khan, G
Khan, J
Khan, MN
Khatab, K
Khazaei, S
Kim, YJ
Kisa, A
Kisa, S
Kochhar, S
Kopec, JA
Kosen, S
Koulmane Laxminarayana, S
Koyanagi, A
Krishan, K
Kuate Defo, B
Kugbey, N
Kulkarni, V
Kumar, M
Kumar, N
Kurmi, OP
Kusuma, D
Kuupiel, D
Kyu, HH
La Vecchia, C
Lal, DK
Lam, JO
Landires, I
Lasrado, S
Lazarus, JV
Lazzar-Atwood, A
Lee, PH
Leshargie, CT
Li, B
Liu, X
Lopukhov, PD
Amin, HIM
Madi, D
Mahasha, PW
Majeed, A
Maleki, A
Maleki, S
Mamun, AA
Manafi, N
Mansournia, MA
Martins-Melo, FR
Masoumi, SZ
Mayala, BK
Meharie, BG
Meheretu, HAA
Meles, HG
Melku, M
Mendoza, W
Mengesha, EW
Meretoja, TJ
Mersha, AM
Mestrovic, T
Miller, TR
Mirica, A
Mirzaei-Alavijeh, M
Mohamad, O
Mohammad, Y
Mohammadian-Hafshejani, A
Mohammed, JA
Mohammed, S
Mokdad, AH
Mokonnon, T
Molokhia, M
Moradi, M
Moradi, Y
Moradzadeh, R
Moraga, P
Mosser, JF
Munro, SB
Mustafa, G
Muthupandian, S
Naderi, M
Nagarajan, AJ
Naghavi, M
Naveed, M
Nayak, VC
Nazari, J
Ndejjo, R
Nepal, S
Netsere, HB
Ngalesoni, FN
Nguefack-Tsague, G
Ngunjiri, JW
Nigatu, YT
Nigussie, SN
Nnaji, CA
Noubiap, JJ
Nuñez-Samudio, V
Oancea, B
Odukoya, OO
Ogbo, FA
Oladimeji, O
Olagunju, AT
Olusanya, BO
Olusanya, JO
Omer, MO
Omonisi, AEE
Onwujekwe, OE
Orisakwe, OE
Otstavnov, N
Owolabi, MO
Mahesh, PA
Padubidri, JR
Pakhale, S
Pana, A
Pandi-Perumal, SR
Patel, UK
Pathak, M
Patton, GC
Pawar, S
Peprah, EK
Pokhrel, KN
Postma, MJ
Pottoo, FH
Pourjafar, H
Pribadi, DRA
Quazi Syed, Z
Rafiei, A
Rahim, F
Rahman, MHU
Rahmani, AM
Ram, P
Rana, J
Ranabhat, CL
Rao, S
Rao, SJ
Rathi, P
Rawaf, DL
Rawaf, S
Rawassizadeh, R
Renjith, V
Reta, MA
Rezaei, N
Rezapour, A
Ribeiro, AI
Ross, JM
Rumisha, SF
Sagar, R
Sahu, M
Sajadi, SM
Salem, MR
Samy, AM
Sathian, B
Schutte, AE
Seidu, A-A
Sha, F
Shafaat, O
Shahbaz, M
Shaikh, MA
Shaka, MF
Sheikh, A
Shibuya, K
Shin, JI
Shivakumar, KM
Sidemo, NB
Singh, JA
Skryabin, VY
Skryabina, AA
Soheili, A
Soltani, S
Somefun, OD
Sorrie, MB
Spurlock, EE
Sufiyan, MB
Taddele, BW
Tadesse, EG
Tamir, Z
Tamiru, AT
Tanser, FC
Taveira, N
Tehrani-Banihashemi, A
Tekalegn, Y
Tesfay, FH
Tessema, B
Tessema, ZT
Thakur, B
Tolani, MA
Topor-Madry, R
Torrado, M
Tovani-Palone, MR
Traini, E
Tsai, AC
Tsegaye, GW
Ullah, I
Ullah, S
Umeokonkwo, CD
Unnikrishnan, B
Vardavas, C
Violante, FS
Vo, B
Wado, YD
Waheed, Y
Wamai, RG
Wang, Y
Ward, P
Werdecker, A
Wickramasinghe, ND
Wijeratne, T
Wiysonge, CS
Wondmeneh, TG
Yamada, T
Yaya, S
Yeshaw, Y
Yeshitila, YG
Yilma, MT
Yip, P
Yonemoto, N
Yosef, T
Yusefzadeh, H
Zaidi, SS
Zaki, L
Zamanian, M
Zastrozhin, MS
Zastrozhina, A
Zewdie, DT
Zhang, Y
Zhang, ZJ
Ziapour, A
Hay, SI
Dwyer-Lindgren, L
LBD HIV Incidence Mortality Collaborators
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dc.contributor.author.fl_str_mv Sartorius, B
VanderHeide, JD
Yang, M
Goosmann, EA
Hon, J
Haeuser, E
Cork, MA
Perkins, S
Jahagirdar, D
Schaeffer, LE
Serfes, AL
LeGrand, KE
Abbastabar, H
Abebo, ZH
Abosetugn, AE
Abu-Gharbieh, E
Accrombessi, MMK
Adebayo, OM
Adegbosin, AE
Adekanmbi, V
Adetokunboh, OO
Adeyinka, DA
Ahinkorah, BO
Ahmadi, K
Ahmed, MB
Akalu, Y
Akinyemi, OO
Akinyemi, RO
Aklilu, A
Akunna, CJ
Alahdab, F
Al-Aly, Z
Alam, N
Alamneh, AA
Alanzi, TM
Alemu, BW
Alhassan, RK
Ali, T
Alipour, V
Amini, S
Ancuceanu, R
Ansari, F
Anteneh, ZA
Anvari, D
Anwer, R
Appiah, SCY
Arabloo, J
Asemahagn, MA
Asghari Jafarabadi, M
Asmare, WN
Atnafu, DD
Atout, MMW
Atreya, A
Ausloos, M
Awedew, AF
Ayala Quintanilla, BP
Ayanore, MA
Aynalem, YA
Ayza, MA
Azari, S
Azene, ZN
Babar, ZUD
Baig, AA
Balakrishnan, S
Banach, M
Bärnighausen, TW
Basu, S
Bayati, M
Bedi, N
Bekuma, TT
Bezabhe, WMM
Bhagavathula, AS
Bhardwaj, P
Bhattacharyya, K
Bhutta, ZA
Bibi, S
Bikbov, B
Birhan, TA
Bitew, ZW
Bockarie, MJ
Boloor, A
Brady, OJ
Bragazzi, NL
Briko, AN
Briko, NI
Burugina Nagaraja, S
Butt, ZA
Cárdenas, R
Carvalho, F
Charan, J
Chatterjee, S
Chattu, SK
Chattu, VK
Chowdhury, MAK
Chu, DT
Cook, AJ
Cormier, NM
Cowden, RG
Culquichicon, C
Dagnew, B
Dahlawi, SMA
Damiani, G
Daneshpajouhnejad, P
Daoud, F
Daryani, A
das Neves, J
Davis Weaver, N
Derbew, Molla, M
Deribe, K
Desta, AA
Deuba, K
Dharmaratne, SD
Dhungana, GP
Diaz, D
Djalalinia, S
Doku, PN
Dubljanin, E
Duko, B
Eagan, AW
Earl, L
Eaton, JW
Effiong, A
El Sayed Zaki, M
El Tantawi, M
Elayedath, R
El-Jaafary, SI
Elsharkawy, A
Eskandarieh, S
Eyawo, O
Ezzikouri, S
Fasanmi, AO
Fasil, A
Fauk, NK
Feigin, VL
Ferede, TY
Fernandes, E
Fischer, F
Foigt, NA
Folayan, MO
Foroutan, M
Francis, JM
Fukumoto, T
Gad, MM
Geberemariyam, BS
Gebregiorgis, B
Gebremichael, B
Gesesew, HA
Getacher, L
Ghadiri, K
Ghashghaee, A
Gilani, SA
Ginindza, TG
Glagn, M
Golechha, M
Gona, PN
Gubari, MIM
Gugnani, HC
Guido, D
Guled, RA
Hall, BJ
Hamidi, S
Handiso, DW
Hargono, A
Hashi, A
Hassanipour, S
Hassankhani, H
Hayat, K
Herteliu, C
de Hidru, HD
Holla, R
Hosgood, HD
Hossain, N
Hosseini, M
Hosseinzadeh, M
Househ, M
Hwang, BF
Ibitoye, SE
Ilesanmi, OS
Ilic, IM
Ilic, MD
Irvani, SSN
Iwu, CCD
Iwu, CJ
Iyamu, IO
Jain, V
Jakovljevic, M
Jalilian, F
Jha, RP
Johnson, KB
Joshua, V
Joukar, F
Jozwiak, JJ
Kabir, A
Kalankesh, LR
Kalhor, R
Kamath, A
Kamyari, N
Kanchan, T
Karami, Matin, B
Karch, A
Karimi, SE
Kasa, AS
Kassahun, G
Kayode, GA
Kazemi, Karyani, A
Keiyoro, PN
Kelkay, B
Khalid, N
Khan, G
Khan, J
Khan, MN
Khatab, K
Khazaei, S
Kim, YJ
Kisa, A
Kisa, S
Kochhar, S
Kopec, JA
Kosen, S
Koulmane Laxminarayana, S
Koyanagi, A
Krishan, K
Kuate Defo, B
Kugbey, N
Kulkarni, V
Kumar, M
Kumar, N
Kurmi, OP
Kusuma, D
Kuupiel, D
Kyu, HH
La Vecchia, C
Lal, DK
Lam, JO
Landires, I
Lasrado, S
Lazarus, JV
Lazzar-Atwood, A
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Leshargie, CT
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Zamanian, M
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Zastrozhina, A
Zewdie, DT
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Ziapour, A
Hay, SI
Dwyer-Lindgren, L
LBD HIV Incidence Mortality Collaborators
description Background. High-resolution estimates of HIV burden across space and time provide an important tool for tracking and monitoring the progress of prevention and control efforts and assist with improving the precision and efficiency of targeting efforts. We aimed to assess HIV incidence and HIV mortality for all second-level administrative units across sub-Saharan Africa. Methods. In this modelling study, we developed a framework that used the geographically specific HIV prevalence data collected in seroprevalence surveys and antenatal care clinics to train a model that estimates HIV incidence and mortality among individuals aged 15–49 years. We used a model-based geostatistical framework to estimate HIV prevalence at the second administrative level in 44 countries in sub-Saharan Africa for 2000–18 and sought data on the number of individuals on antiretroviral therapy (ART) by second-level administrative unit. We then modified the Estimation and Projection Package (EPP) to use these HIV prevalence and treatment estimates to estimate HIV incidence and mortality by second-level administrative unit. Findings. The estimates suggest substantial variation in HIV incidence and mortality rates both between and within countries in sub-Saharan Africa, with 15 countries having a ten-times or greater difference in estimated HIV incidence between the second-level administrative units with the lowest and highest estimated incidence levels. Across all 44 countries in 2018, HIV incidence ranged from 2·8 (95% uncertainty interval 2·1–3·8) in Mauritania to 1585·9 (1369·4–1824·8) cases per 100 000 people in Lesotho and HIV mortality ranged from 0·8 (0·7–0·9) in Mauritania to 676·5 (513·6–888·0) deaths per 100 000 people in Lesotho. Variation in both incidence and mortality was substantially greater at the subnational level than at the national level and the highest estimated rates were accordingly higher. Among second-level administrative units, Guijá District, Gaza Province, Mozambique, had the highest estimated HIV incidence (4661·7 [2544·8–8120·3]) cases per 100 000 people in 2018 and Inhassunge District, Zambezia Province, Mozambique, had the highest estimated HIV mortality rate (1163·0 [679·0–1866·8]) deaths per 100 000 people. Further, the rate of reduction in HIV incidence and mortality from 2000 to 2018, as well as the ratio of new infections to the number of people living with HIV was highly variable. Although most second-level administrative units had declines in the number of new cases (3316 [81·1%] of 4087 units) and number of deaths (3325 [81·4%]), nearly all appeared well short of the targeted 75% reduction in new cases and deaths between 2010 and 2020. Interpretation. Our estimates suggest that most second-level administrative units in sub-Saharan Africa are falling short of the targeted 75% reduction in new cases and deaths by 2020, which is further compounded by substantial within-country variability. These estimates will help decision makers and programme implementers expand access to ART and better target health resources to higher burden subnational areas.
publishDate 2021
dc.date.none.fl_str_mv 2021
2021-01-01T00:00:00Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://hdl.handle.net/10216/149614
url https://hdl.handle.net/10216/149614
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 2405-4704
2352-3018
10.1016/S2352-3018(21)00051-5
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Elsevier
publisher.none.fl_str_mv Elsevier
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
repository.mail.fl_str_mv mluisa.alvim@gmail.com
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