6533b839fe1ef96bd12a5c6b
RESEARCH PRODUCT
Mapping geographical inequalities in access to drinking water and sanitation facilities in low-income and middle-income countries, 2000-17.
Joseph FrostadEirini SkiadaresiMehran Asadi-aliabadiAleksandra BaracSimon I. HayDeborah Carvalho MaltaAchala Upendra JayatillekeDavid L. SmithMohamad-hani TemsahBrigette F. BlackerNuworza KugbeyBineyam TayeCarlo La VecchiaKavumpurathu Raman ThankappanBenny AntonyCheru Tesema LeshargieEduarda FernandesChandrashekhar T SreeramareddyTurki AlanziAmir JalaliChukwudi A NnajiDaniel AsmelashManu Raj MathurJai K DasAna Isabel RibeiroSachin R AtreTomislav MestrovicRajeev GuptaSmita PakhaleFélix CarvalhoYun Jin KimQuynh Anh P. NguyenSameer Vali GopalaniChi Linh HoangJean Jacques NoubiapManfred AccrombessiChristopher J L MurrayNinuk HariyaniKen Lee ChinJagadish Rao PadubidriMehdi FazlzadehMehdi FazlzadehMohammad FareedMustafa Z. YounisNavid RabieeOsayomwanbo OsarenotorBrian J. HallEjaz Ahmad KhanDaniel DiazDaniel DiazSalman RawafSalman RawafTara Ballav AdhikariMayowa O. OwolabiSonia LewyckaSonia LewyckaCatalina Liliana AndreiHenok Biresaw NetsereHagos Degefa HidruMorteza ShamsizadehShai LinnSaad M.a. DahlawiDemelash Woldeyohannes HandisoJemal Abdu MohammedThomas PilgrimAlessandra C. GoulartRavi Prakash JhaNorberto PericoSergio I. PradaTed R. MillerTed R. MillerRebecca IversHabib BenzianDavid C. SchwebelMilena IlicSiddhesh ZadeyDavide RasellaHedayat AbbastabarAso Mohammad DarweshKinley WangdiRitesh G. MenezesJost B. JonasDian KusumaMolly K. Miller-petrieSavita LasradoGoura Kishor RathLalit DandonaFarshad FarzadfarGeorgy LebedevAhmed I. HasaballahShaimaa I. El-jaafaryAniruddha DeshpandeJacek Jerzy JozwiakJoseph Adel Mattar BanoubAmir Almasi-hashianiPraveen HoogarFares AlahdabRahimi-movaghar VAnbissa Muleta SenbetaSubramanian SenthilkumaranAmbrish SinghFatemeh RajatiSonali KochharAmir KhaterAli AlmasiJuanita A. HaagsmaSegun Emmanuel IbitoyeTelma Zahirian MoghadamRajesh SharmaAbel Fekadu DadiAbel Fekadu DadiSezer KisaArash EtemadiZubair KabirAslam PervaizMuhammed Magdy Abd El RazekSyed Ather HussainMohsen MazidiHamidreza KomakiReza ShirkoohiAlex YeshanehFaris LamiMaha El TantawiYunquan ZhangHamidreza HaririanLucas Guimarães AbreuTissa WijeratneGiuseppe RemuzziBahram MohajerChristiane DolecekVinay NangiaGebremicheal Gebreslassie KasahunUsman IqbalNataliya A. FoigtAndrey Nikolaevich BrikoWorkua Mekonnen MetekiyaChuanhua YuElizabeth A. CromwellPascual R. ValdezJennifer RickardJennifer RickardMasoud MoradiHailay Abrha GesesewNaser Mohammad Gholi MezerjiGetasew Taddesse WorkuDinh-toi ChuClaudiu HerteliuClaudiu HerteliuDawit Zewdu WondafrashGianna Gayle Herrera AmulMostafa LeiliGebrehiwot G. KassaSoumyadeep BhaumikEster CerinBahram ArmoonMartin Amogre AyanoreShafiu MohammedAlexandria BrownCharles Shey WiysongeAbbas MosapourBach Xuan TranLal B. RawalMuktar Beshir AhmedWondimeneh Shibabaw ShiferawMohamed M. GadEugenio TrainiAisha ElsharkawyDavid M. PigottTemesgen Yihunie AkaluSyed Mohamed AljunidSyed Mohamed AljunidReza MalekzadehAhmad DaryaniOlatunde AremuMohammad Reza SalahshoorMerhawi Gebremedhin TekleDerrick A BennettOladimeji M. AdebayoBogdan OanceaJagdish KhubchandaniSandra B. MunroNaohiro YonemotoAhmad GhashghaeeMohammed Ibrahim Mohialdeen GubariMarcela Agudelo-boteroBárbara Niegia Garcia De GoulartDaniel Adane EndalewDavide GuidoAlyssa N. SbarraKerrie E. DoyleOlalekan A. UthmanOlatunji O. AdetokunbohZemichael GizawMuhammad UsmanFarzaneh Ghazi SherbafMohammadbagher ShamsiDegena Bahrey TadesseAziz EftekhariAndré KarchNarinder Pal SinghCarl Abelardo T. AntonioMorteza Abdullatif KhafaieMeysam BehzadifarAmira Hamed DarwishSoufiane BoufousMohammad Reza SobhiyehFrank B. OseiAdhena Ayaliew WerknehZahid A ButtPaulina A. LindstedtGregory M. GarciaBalbir Bagicha SinghDaniel Bekele KetemaGenet Melak AlameneAndem EffiongAndré FaroAmit AroraMohammad Hossein KhosraviDhirendra N SinhaAmir KasaeianAli KabirJosephine W. NgunjiriHosni SalemSharareh EskandariehAkhil Soman ThekkepurakkalAnwar AhmedTanuj KanchanMu'awiyyah Babale SufiyanBhaskaran UnnikrishnanDaniel J. WeissEl-khatib ZJorge CanoJavad NazariAshish PathakKrishna Kumar AryalNuruzzaman KhanRoghayeh MohammadibakhshSeyed-mohammad FereshtehnejadSerge ResnikoffSerge ResnikoffDharmesh Kumar LalHabtamu Kebebe KasayeHarish Chander GugnaniAli S. AkandaMohammad Hifz Ur RahmanMuluken Bekele SorrieVivekanand JhaVivekanand JhaAbdu A. AdamuZulfiqar A. BhuttaMohsen AfaridehMohsen AfaridehTiffany K. GillNelson Alvis-guzmanOliver J. BradyEbrahim BabaeeTakahiro TabuchiAlebachew FasilAnusha Ganapati BhatMarwa Rashad SalemTill Winfried BärnighausenSadaf G. SepanlouPaula MoragaJ. CarHoa Thi DoSamad AzariHawariatCuong Tat NguyenMichelle L. BellMohamed I HegazyMehedi HasanMamusha Aman HussenErkin M. MirrakhimovSeyed Hossein Yahyazadeh JabbariSanti MartiniVishnu RenjithHaileab Fekadu WoldeChabila C MapomaAubrey J. LevineSolomon Gedlu NigatuHamid Yimam HassenHamid Yimam HassenAnh Kim DangS. Mohammad SajadiS. Mohammad SajadiFrancisco Rogerlândio Martins-meloShankar M BakkannavarDoris D. V. Ortega-altamiranoKala M. MehtaBoris BikbovAssefa DesalewCarsten FlohrYahya SafariMichael R.m. AbrigoMohammad Moradi-jooMohammad Moradi-jooJan-walter De NeveCarlos A Castañeda-orjuelaJulia Moreira PescariniSaeed AminiMehdi AhmadiBenjamin UzochukwuAnas M. SaadRobert C. ReinerAmmar AlbujeerNarayan Bahadur MahotraNelson J. Alvis-zakzukTeferi MekonnenLauren E. SchaefferIrina FilipAli YadollahpourAli KiadaliriHamed ZandianFisaha Haile TesfaySeyed Mohammad RiahiNader JahanmehrYuming GuoRafael Tabarés-seisdedosParamjit GillKetema Bizuwork GebremedhinNicole Davis WeaverSurendra KarkiMasoud BehzadifarVo Dinh BayGiang Hai HaNizal SarrafzadeganIn-hwan OhPuja C RaoVan Charles LansinghKewal KrishanHany ArefMan Mohan MehndirattaShymaa EnanyAyman GradaAmador GoodridgeSalvatore RubinoZemenu Tadesse TessemaMaheswar SatpathyAmir RadfarAparna LalIsaac Akinkunmi AdedejiMehdi NaderiSiavash RahimiAnimut AlebelAnimut AlebelMohammad RabieeDiana Fernanda Bejarano RamirezSivan Yegnanarayana Iyer SaraswathySojib Bin ZamanAlem GirmayAnsariadi AnsariadiAbdallah M. SamyMario PoljakG Anil KumarBeatriz Paulina Ayala QuintanillaAndrew S. AzmanRonny WestermanThomas R. HirdThemba G. GinindzaBabak MoazenFeleke Gebremeskel WMeghdad PirsahebShally AwasthiMorenike Oluwatoyin FolayanRoman Topor-madryRoman Topor-madryPhetole Walter MahashaKamarul Imran MusaHebat Allah Salah A. YousofAfsaneh ArzaniYousef VeisaniFarshad PourmalekSharath Burugina NagarajaAyesha HumayunMichael Tamene HaileKiomars SharafiWasiq Faraz RawasiaZoubida ZaidiGetachew Mullu KassaTsegaye Lolaso LenjeboMaryam KhayamzadehMaryam KhayamzadehNima Hafezi-nejadMohammad ZamaniTakeshi FukumotoMasoud ForoutanNoore AlamNoore AlamSimin MouodiMiliva MozafforKhanh Bao TranFarnam MohebiSanjay BasuRobert L. ThompsonBehzad HeibatiSantosh VarugheseOlayinka Stephen IlesanmiNeeraj BediHafiz Ansar Rasul SuleriaOluchi EzekannaghaGabriel MartinezGetinet AyanoFarah DaoudKonrad PesudovsJulio Cesar Campuzano RinconTukur DahiruMehdi HosseinzadehAndualem HenokMina AnjomshoaRovshan KhalilovAi KoyanagiRaaj Kishore BiswasNavid ManafiNavid ManafiYousef MohammadKeivan AhmadiSeyyed Shamsadin AthariBinaya ChaliseMasood Ali ShaikhJoan B. SorianoVictor AdekanmbiSeid Tiku MeretaDelia HendrieVijay Kumar ChattuGebrekiros Gebremichael MelesSi SiManasi KumarManasi KumarNetsanet FentahunAmira ShaheenSeyyede Masoume AthariMarcos Roberto Tovani-paloneBen LaceyBen LaceyPeter Njenga KeiyoroYared Asmare AynalemEntezar Mehrabi NasabK M ShivakumarTewodros Eshete WondeDessalegn Ajema BerbadaYahya SalimiAdnan KisaHisham Atan EdinurBenn SartoriusKate E. LegrandAzadeh ShafieesabetRichard C. FranklinDara K. MohammadNaznin HossainMona M. KhaterReta Tsegaye GayesaNatalie Maria CormierGhulam MustafaGhulam MustafaEhsan SadeghiNikolay Ivanovich BrikoRobert S. BernsteinSamiah AlamDuduzile NdwandweAndrew T OlagunjuAndrew T OlagunjuAndrew T OlagunjuObinna OnwujekweB. Suresh Kumar ShettyBehnam HeidariArianna Maever L. AmitJohn S. JiPushpendra KumarSangram Kishor PatelVera Marisa CostaYafeng WangIrfan UllahSahar Saeedi MoghaddamVirendra SinghTufa KololaMehdi YaseriAbdullah Al MamunHilton Y. LamDiego Augusto Santos SilvaSamath D DharmaratneHajer ElkoutHajer ElkoutYoshan MoodleyLinda MoralesAdrian PanaAdrian PanaNauman KhalidHassen MohammedFakher RahimEmma Elizabeth SpurlockMika ShigematsuBryan L. SykesIsaac Oluwafemi DipeoluPlaton D. LopukhovMarzieh NojomiKhalid A AltirkawiDessalegn HaileMohsen BayatiSenthilkumar BalakrishnanMohammad Ali SahraianYasir WaheedErnoiz AntriyandartiTomohide YamadaAlireza RafieiBruno Ramos NascimentoIan PollockAhamarshan Jayaraman NagarajanKebede Embaye GezaeAnton SokhanMehran Shams-beyranvandJunaid KhanJacqueline Elizabeth Alcalde-rabanalEnrico RubagottiMehran AlijanzadehGillian I. HollerichIsmael R. Campos-nonatoEleonora DubljaninItamar S. SantosWubalem FekaduOle Frithjof NorheimOle Frithjof NorheimFlorian FischerKedir Hussein AbegazNihal ThomasAlaa BadawiAlaa BadawiAmir HasanzadehAmir HasanzadehNasir SalamMuhammad AliMohammad Ali MansourniaMarcel AusloosEnsiyeh JenabiBruno Piassi Sao JoseEdgar Denova-gutiérrezJae Il ShinJacob Olusegun OlusanyaMohammad Hasan Imani-nasabRajesh SagarAhmed AbdelalimBenjamin K. MayalaBenjamin K. MayalaFatemeh HeydarpourMaysaa El Sayed ZakiShiwei LiuSoraya SiabaniJonathan F. MosserVeincent Christian Filipino PepitoAndre Rodrigues DuraesValery L. FeiginYuan-pang WangMathew M. BaumannSaravanan MuthupandianIngan Ukur TariganJasvinder A. SinghSebastian VollmerFelix Akpojene OgboAlan J ThomsonAgus SudaryantoBirhanu Geta MeharieMihajlo JakovljevicAhsan SaleemAli S. ShalashRakhi DandonaRakhi DandonaMojtaba BagherzadehAhmed AbualhasanMuhammad Shahdaat Bin SayeedMeghnath DhimalYves Miel H ZunigaAkram PourshamsIonut NegoiYilma Chisha Dea GeramoFranz CastroNefsu AwokeVahid AlipourRosario CárdenasMohammad KhazaeiMitchell T. WallinYonatal Mesfin TeferaYonatal Mesfin TeferaSanjay ZodpeyBolajoko O. OlusanyaZiad A. MemishTaddese Alemu ZerfuClaudio Alberto Dávila-cervantesSamer HamidiGbenga A. KayodePeter MemiahSheikh Mohammed Shariful IslamFrancesco Saverio ViolanteBartosz MiazgowskiBabak EshratiMoses K. MuriithiMihiretu KebedeMowafa HousehMonika SawhneyPreeti DhillonDesta Haftu HayelomAjay PatleThirunavukkarasu SathishKrittika BhattacharyyaHiroshi YatsuyaJaifred Christian F. LopezBarthelemy Kuate DefoBarthelemy Kuate DefoArash ZiapourPaul H. LeeEmerito Jose A. FaraonSeyed Sina Naghibi IrvaniHagos Tasew AtalayTariq Jamal SiddiqiRafael Alves GuimarãesAziz SheikhAdauto Martins Soares FilhoEun-kee ParkKirsten E. WiensHai Quang PhamBerhe Etsay TesfayG. K. MiniZewdie Aderaw AlemuHedley QuintanaMilena Santric-milicevicRajat Das GuptaParvaiz A KoulEdson Serván-moriFoad Abd-allahRahul GuptaDereje Bayissa DemissieChinwe Juliana IwuGabrielle B. BrittonColm McalindenAyenew Negesse AbejieMohsen NaghaviMaarten J. PostmaChhabi Lal RanabhatLiliana PreotescuWalter MendozaManfred S. GreenMahesh P ASomayeh BohlouliHuong Lan Thi NguyenKhaled KhatabZiyad Al-alyAli H. MokdadAditya P DashAndre M. N. RenzahoMuhammad Aziz RahmanGhobad MoradiRuth W KimokotiJalal ArablooKimberly B. JohnsonSeyyed Meysam MousaviHesham M. Al-mekhlafiD. R. Mahadeshwara PrasadD. R. Mahadeshwara PrasadRufus A. AdedoyinArash Tehrani-banihashemiGovinda Prasad DhunganaEngida YismaAzeem MajeedDina Nur Anggraini NingrumHagazi Gebre MelesHala ElhabashyDevasahayam J. ChristopherMalede Mequanent SisayJuan SanabriaGebre Teklemariam DemozLeonardo RoeverShishay Wahdey TekelemedhinGuoqing HuYousef KhaderHeather J. ZarHamideh SalimzadehAli BijaniMehdi SayyahShanshan LiKebreab PaulosTefera Chane MekonnenMahya BeheshtiSiamak SabourIzza ShahidTuomo J. MeretojaIreneous N. SoyiriLuca RonfaniJames AlbrightBrijesh SathianMaciej BanachHasan YusefzadehRahman ShiriGirmay Teklay WeldesamuelMekdes Tigistu YilmaTaweewat WiangkhamSoewarta KosenFernando De La HozMohammed ShannawazMohammed ShannawazLuis CameraNevine El NahasPaul S. F. YipMiguel A BarbozaMiguel A BarbozaIbrahim AbdollahpourAugustine Mwangi GatotohGurudatta NaikKebede Deribesubject
Drinking water accessSanitationUniversal designGeographic MappingSocioeconomic FactorDISEASE0302 clinical medicineRA0421Hygiene11. SustainabilityGlobal health030212 general & internal medicineSanitationmedia_common2. Zero hungerPublic healthlcsh:Public aspects of medicine1. No povertyGeneral Medicine3142 Public health care science environmental and occupational health6. Clean waterLow-income countries3. Good healthA990 Medicine and Dentistry not elsewhere classifiedCHILD GROWTHTERRITORIESHYGIENEHuman0605 MicrobiologyDiarrheaAFRICAmedicine.medical_specialtymedia_common.quotation_subject030231 tropical medicineLocal Burden of Disease WaSH CollaboratorsDeveloping countryArticleGeographical inequalities1117 Public Health and Health Services12. Responsible consumptionDeveloping Countrie03 medical and health sciencesNUTRITIONAL INTERVENTIONSEnvironmental healthmedicineSYSTEMATIC ANALYSISHumansQUALITYSanitation/statistics & numerical dataOpen defecationImproved sanitationhand washingDeveloping CountriesModels StatisticalMiddle-income countriesDrinking WaterPublic healthlcsh:RA1-1270Bayes TheoremGLOBAL BURDENdiarrheal diseaseDIARRHEADiarrhea/epidemiologyLocal Burden of Disease WaSH CollaboratorSocioeconomic Factors0605 Microbiology 1117 Public Health and Health ServicesITC-ISI-JOURNAL-ARTICLEBusinessHuman medicineSanitation facilitiesITC-GOLDdescription
Background: Universal access to safe drinking water and sanitation facilities is an essential human right, recognised in the Sustainable Development Goals as crucial for preventing disease and improving human wellbeing. Comprehensive, high-resolution estimates are important to inform progress towards achieving this goal. We aimed to produce highresolution geospatial estimates of access to drinking water and sanitation facilities. Methods: We used a Bayesian geostatistical model and data from 600 sources across more than 88 low-income and middle-income countries (LMICs) to estimate access to drinking water and sanitation facilities on continuous continent-wide surfaces from 2000 to 2017, and aggregated results to policy-relevant administrative units. We estimated mutually exclusive and collectively exhaustive subcategories of facilities for drinking water (piped water on or off premises, other improved facilities, unimproved, and surface water) and sanitation facilities (septic or sewer sanitation, other improved, unimproved, and open defecation) with use of ordinal regression. We also estimated the number of diarrhoeal deaths in children younger than 5 years attributed to unsafe facilities and estimated deaths that were averted by increased access to safe facilities in 2017, and analysed geographical inequality in access within LMICs. Findings: Across LMICs, access to both piped water and improved water overall increased between 2000 and 2017, with progress varying spatially. For piped water, the safest water facility type, access increased from 40·0% (95% uncertainty interval [UI] 39·4–40·7) to 50·3% (50·0–50·5), but was lowest in sub-Saharan Africa, where access to piped water was mostly concentrated in urban centres. Access to both sewer or septic sanitation and improved sanitation overall also increased across all LMICs during the study period. For sewer or septic sanitation, access was 46·3% (95% UI 46·1–46·5) in 2017, compared with 28·7% (28·5–29·0) in 2000. Although some units improved access to the safest drinking water or sanitation facilities since 2000, a large absolute number of people continued to not have access in several units with high access to such facilities (>80%) in 2017. More than 253 000 people did not have access to sewer or septic sanitation facilities in the city of Harare, Zimbabwe, despite 88·6% (95% UI 87·2–89·7) access overall. Many units were able to transition from the least safe facilities in 2000 to safe facilities by 2017; for units in which populations primarily practised open defecation in 2000, 686 (95% UI 664–711) of the 1830 (1797–1863) units transitioned to the use of improved sanitation. Geographical disparities in access to improved water across units decreased in 76·1% (95% UI 71·6–80·7) of countries from 2000 to 2017, and in 53·9% (50·6–59·6) of countries for access to improved sanitation, but remained evident subnationally in most countries in 2017. Interpretation: Our estimates, combined with geospatial trends in diarrhoeal burden, identify where efforts to increase access to safe drinking water and sanitation facilities are most needed. By highlighting areas with successful approaches or in need of targeted interventions, our estimates can enable precision public health to effectively progress towards universal access to safe water and sanitation. This work was primarily supported by a grant from the Gates Foundation (OPP1132415). LGA has received support from Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (Finance Code 001), Conselho Nacional de Desenvolvimento Científico e Tecnológico and Fundação de Amparo à Pesquisa do Estado de Minas Gerais. OOA acknowledges the Department of Science and Innovation, National Research Foundation, and DSI/NRF Centre of Excellence for Epidemiological Modelling and Analysis, Stellenbosch, South Africa. SMAl acknowledges the Department of Health Policy and Management, Faculty of Public Health, Kuwait University and International Centre for Casemix and Clinical Coding, Faculty of Medicine, National University of Malaysia for the approval and support to participate in this research project. HTA acknowledges Aksum University. MAu and CH are partly supported by a grant from the Romanian National Authority for Scientific Research and Innovation, CNDS-UEFISCDI, project number PN-III-P4-ID-PCCF-2016-0084. AAz acknowledges funding from the Gates Foundation (OPP1171700). ABad is supported by the Public Health Agency of Canada. TWB was supported by the Alexander von Humboldt Foundation through the Alexander von Humboldt Professor award, funded by the German Federal Ministry of Education and Research; the EU; the Wellcome Trust; and from National Institute of Child Health and Human Development of National Institutes of Health (NIH; R01-HD084233), National Institute on Aging of NIH (P01AG041710), National Institute of Allergy and Infectious Diseases of NIH (R01-AI124389 and R01-AI112339), as well as Fogarty International Center of NIH (D43-TW009775). DABen was supported by the National Institute for Health Research (NIHR) Oxford Biomedical Research Centre. The views expressed are those of the authors and not necessarily those of the National Health Service, the NIHR, or the UK Department of Health and Social Care. GBB is supported by Sistema Nacional de Investigación (SNI) de la Secretaría Nacional de Ciencia, Tecnología e Innovación (SENACYT) of Panamá. FCar acknowledges UID/ MULTI/04378/2019 and UID/QUI/50006/2019 support with funding from FCT/Ministério da Ciência, Tecnologia e Ensino Superior through national funds. VMC acknowledges her grant (SFRH/BHD/110001/2015), received by Portuguese national funds through Fundação para a Ciência e Tecnologia (FCT), IP, under the Norma Transitória DL57/2016/CP1334/CT0006. JDN acknowledges support from the Alexander von Humboldt Foundation. DBD acknowledges support from the Gates Foundation. KD is supported by a Wellcome Trust grant (number 201900/Z/16/Z) as part of his International Intermediate Fellowship. AGo acknowledges Sistema Nacional de Investigadores de Panamá (SNI), Secretaría Nacional de Ciencia, Tecnología e Innovación (SENACYT). CH is partly supported by a grant co-funded by European Fund for Regional Development through the Operational Program for Competitiveness (project ID P_40_382). SMSI is funded by a Fellowship from National Heart Foundation of Australia and Deakin University. MJ and the Serbian part of this GBD contribution was co-funded through grant OI175014 of the Ministry of Education Science and Technological Development of the Republic of Serbia. JK is a recipient of the 2020 Benjamin V Cohen Peace Fellowship from Ball State University Center for Peace and Conflict Studies. YJK’s work was supported by the Research Management Centre, Xiamen University Malaysia, grants number XMUMRF/2018-C2/ ITCM/0001. KKr is supported by a DST PURSE grant and UGC Center of Advanced Study awarded to the Department of Anthropology, Panjab University, Chandigarh, India. BL acknowledges support from the NIHR Oxford Biomedical Research Centre and the British Heart Foundation Centre of Research Excellence, Oxford. PTNM acknowledges the Council for the Development of Social Science Research in Africa. ANA acknowledges Debre Markos University for its support in-terms of office and internet access while reviewing this paper. AMSam received a fellowship from the Egyptian Fulbright Mission programme. MMS-M acknowledges the support of the Ministry of Education, Science and Technological Development of the Republic of Serbia (contract number 175087). AShi acknowledges the support of Health Data Research UK. MRS acknowledges the Clinical Research Development Center of Imam Reza Hospital, Kermanshah university of Medical sciences for their wise advice. JBS is part of Centro de Investigación en Red de Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III (ISCIII), Madrid, Spain. RT-S was supported in part by grant PI17/00719 from Instituto de Salud Carlos III–FEDER. BU acknowledges Manipal Academy of Higher Education, Manipal. TWij acknowledges the Migraine Foundation Australia and the Department of Medicine, Faculty of Medicine, University of Rajarata, Saliyapura, Anuradhapuraya, Sri Lanka. CSW was supported by the South African Medical Research Council. SBZ received a scholarship from the Australian Government research training program in support of his academic career.
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2020-09-01 |