Spatiotemporal variation in risk of Shigella infection in childhood: a global risk mapping and prediction model using individual participant data.

dc.contributor.authorBadr HS
dc.contributor.authorColston JM
dc.contributor.authorNguyen NH
dc.contributor.authorChen YT
dc.contributor.authorBurnett E
dc.contributor.authorAli SA
dc.contributor.authorRayamajhi A
dc.contributor.authorSatter SM
dc.contributor.authorVan Trang N
dc.contributor.authorEibach D
dc.contributor.authorKrumkamp R
dc.contributor.authorMay J
dc.contributor.authorAdegnika AA
dc.contributor.authorManouana GP
dc.contributor.authorKremsner PG
dc.contributor.authorChilengi R
dc.contributor.authorHatyoka L
dc.contributor.authorDebes AK
dc.contributor.authorAteudjieu J
dc.contributor.authorFaruque ASG
dc.contributor.authorHossain MJ
dc.contributor.authorKanungo S
dc.contributor.authorKotloff KL
dc.contributor.authorMandomando I
dc.contributor.authorNisar MI
dc.contributor.authorOmore R
dc.contributor.authorSow SO
dc.contributor.authorZaidi AKM
dc.contributor.authorLambrecht N
dc.contributor.authorAdu B
dc.contributor.authorPage N
dc.contributor.authorPlatts-Mills JA
dc.contributor.authorMavacala Freitas C
dc.contributor.authorPelkonen T
dc.contributor.authorAshorn P
dc.contributor.authorMaleta K
dc.contributor.authorAhmed T
dc.contributor.authorBessong P
dc.contributor.authorBhutta ZA
dc.contributor.authorMason C
dc.contributor.authorMduma E
dc.contributor.authorOlortegui MP
dc.contributor.authorPeñataro Yori P
dc.contributor.authorLima AAM
dc.contributor.authorKang G
dc.contributor.authorHumphrey J
dc.contributor.authorNtozini R
dc.contributor.authorPrendergast AJ
dc.contributor.authorOkada K
dc.contributor.authorWongboot W
dc.contributor.authorLangeland N
dc.contributor.authorMoyo SJ
dc.contributor.authorGaensbauer J
dc.contributor.authorMelgar M
dc.contributor.authorFreeman M
dc.contributor.authorChard AN
dc.contributor.authorThongpaseuth V
dc.contributor.authorHoupt E
dc.contributor.authorZaitchik BF
dc.contributor.authorKosek MN
dc.date.accessioned2025-09-17T10:25:43Z
dc.date.issued2023-Mar
dc.description.abstractBACKGROUND: Diarrhoeal disease is a leading cause of childhood illness and death globally, and Shigella is a major aetiological contributor for which a vaccine might soon be available. The primary objective of this study was to model the spatiotemporal variation in paediatric Shigella infection and map its predicted prevalence across low-income and middle-income countries (LMICs). METHODS: Individual participant data for Shigella positivity in stool samples were sourced from multiple LMIC-based studies of children aged 59 months or younger. Covariates included household-level and participant-level factors ascertained by study investigators and environmental and hydrometeorological variables extracted from various data products at georeferenced child locations. Multivariate models were fitted and prevalence predictions obtained by syndrome and age stratum. FINDINGS: 20 studies from 23 countries (including locations in Central America and South America, sub-Saharan Africa, and south and southeast Asia) contributed 66 563 sample results. Age, symptom status, and study design contributed most to model performance followed by temperature, wind speed, relative humidity, and soil moisture. Probability of Shigella infection exceeded 20% when both precipitation and soil moisture were above average and had a 43% peak in uncomplicated diarrhoea cases at 33°C temperatures, above which it decreased. Compared with unimproved sanitation, improved sanitation decreased the odds of Shigella infection by 19% (odds ratio [OR]=0·81 [95% CI 0·76-0·86]) and open defecation decreased them by 18% (OR=0·82 [0·76-0·88]). INTERPRETATION: The distribution of Shigella is more sensitive to climatological factors, such as temperature, than previously recognised. Conditions in much of sub-Saharan Africa are particularly propitious for Shigella transmission, although hotspots also occur in South America and Central America, the Ganges-Brahmaputra Delta, and the island of New Guinea. These findings can inform prioritisation of populations for future vaccine trials and campaigns. FUNDING: NASA, National Institutes of Health-The National Institute of Allergy and Infectious Diseases, and Bill & Melinda Gates Foundation.
dc.identifier.doi10.1016/S2214-109X(22)00549-6
dc.identifier.urihttps://pubs.cidrz.org/handle/123456789/11890
dc.identifier.uri.pubmedhttps://pubmed.ncbi.nlm.nih.gov/36796984/
dc.relation.affiliationDepartment of Earth and Planetary Sciences, Johns Hopkins Krieger School of Arts and Sciences, Baltimore, MA, USA.
dc.relation.affiliationDivision of Infectious Diseases and International Health, University of Virginia School of Medicine, Charlottesville, VA, USA.
dc.relation.affiliationCollege of Arts and Sciences, University of Virginia, VI, USA.
dc.relation.affiliationDepartment of Emergency Medicine, Chi-Mei Medical Center, Tainan, Taiwan.
dc.relation.affiliationDivision of Viral Diseases, US Centers for Disease Control and Prevention, Atlanta, GA, USA.
dc.relation.affiliationDepartment of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan.
dc.relation.affiliationDepartment of Pediatrics, National Academy of Medical Sciences, Kanti Children's Hospital, Kathmandu, Nepal.
dc.relation.affiliationProgramme for Emerging Infections, Infectious Diseases Division, International Centre for Diarrhoeal Disease Research, Bangladesh (icddr,b), Dhaka, Bangladesh.
dc.relation.affiliationNational Institute of Hygiene and Epidemiology, Ha Noi, Vietnam.
dc.relation.affiliationDepartment of Infectious Disease Epidemiology, Bernhard Nocht Institute for Tropical Medicine (BNITM), Hamburg, Germany.
dc.relation.affiliationDepartment of Infectious Disease Epidemiology, Bernhard Nocht Institute for Tropical Medicine (BNITM), Hamburg, Germany.
dc.relation.affiliationDepartment of Infectious Disease Epidemiology, Bernhard Nocht Institute for Tropical Medicine (BNITM), Hamburg, Germany.
dc.relation.affiliationInstitute of Tropical Medicine, Universitätsklinikum Tübingen, Tübingen, Germany.
dc.relation.affiliationInstitute of Tropical Medicine, Universitätsklinikum Tübingen, Tübingen, Germany.
dc.relation.affiliationInstitute of Tropical Medicine, Universitätsklinikum Tübingen, Tübingen, Germany.
dc.relation.affiliationCentre for Infectious Disease Research in Zambia (CIDRZ)
dc.relation.affiliationCentre for Infectious Disease Research in Zambia (CIDRZ)
dc.relation.affiliationDepartment of International Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA.
dc.relation.affiliationFaculty of Medicine and Pharmaceutical Sciences, University of Dschang, Dschang, Cameroon; Department of Health Research, M A SANTE (Meileur Acces aux Soins en Santé), Yaoundé, Cameroon; Division of Health Operations Research, Cameroon Ministry of Public Health, Yaoundé, Cameroon.
dc.relation.affiliationCentre for Nutrition & Food Security, International Centre for Diarrhoeal Disease Research, Bangladesh (icddr,b), Dhaka, Bangladesh.
dc.relation.affiliationMedical Research Council Unit, The Gambia at the London School of Hygiene & Tropical Medicine, Banjul, The Gambia.
dc.relation.affiliationNational Institute of Cholera and Enteric Diseases, Kolkota, India.
dc.relation.affiliationDepartment of Pediatrics, University of Maryland School of Medicine, Baltimore, MD, USA.
dc.relation.affiliationCentro de Investigação em Saúde de Manhiça, Manhica, Mozambique.
dc.relation.affiliationDepartment of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan.
dc.relation.affiliationKenya Medical Research Institute, Center for Global Health Research, Kisumu, Nyanza, Kenya.
dc.relation.affiliationCentre pour le Développement des Vaccins, Mali, Bamako, Mali.
dc.relation.affiliationDepartment of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan.
dc.relation.affiliationInstitute of Public Health, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany; Research Department 2, Potsdam Institute for Climate Impact Research (PIK), Member of the Leibniz Association, Potsdam, Germany.
dc.relation.affiliationDepartment of Immunology, Noguchi Memorial Institute for Medical Research, University of Ghana, Legon, Ghana.
dc.relation.affiliationCentre for Enteric Diseases, National Institute for Communicable Diseases, Pretoria, South Africa.
dc.relation.affiliationDivision of Infectious Diseases and International Health, University of Virginia School of Medicine, Charlottesville, VA, USA.
dc.relation.affiliationHospital Pediátrico David Bernardino, Luanda, Angola.
dc.relation.affiliationNew Children's Hospital, Pediatric Research Center and Helsinki University Hospital, Helsinki, Finland.
dc.relation.affiliationCentre for Child, Adolescent, and Maternal Health Research, Faculty of Medicine and Health Technology, Tampere University and Tampere University Hospital, Tampere, Finland.
dc.relation.affiliationCollege of Medicine, University of Malawi, Blantyre, Malawi.
dc.relation.affiliationNutrition and Clinical Services Division, International Centre for Diarrhoeal Disease Research, Bangladesh (icddr,b), Dhaka, Bangladesh.
dc.relation.affiliationHIV/AIDS & Global Health Research Programme, University of Venda, Thohoyandou, Limpopo, South Africa.
dc.relation.affiliationCenter of Excellence in Women and Child Health, Aga Khan University, Karachi, Pakistan.
dc.relation.affiliationDepartment of Enteric Diseases, Armed Forces Research Institute of Medical Sciences (AFRIMS), Bangkok, Thailand.
dc.relation.affiliationHaydom Global Health Institute, Haydom, Tanzania.
dc.relation.affiliationAsociacion Benefica PRISMA, Iquitos, Peru.
dc.relation.affiliationDivision of Infectious Diseases and International Health, University of Virginia School of Medicine, Charlottesville, VA, USA.
dc.relation.affiliationDepartment of Physiology and Pharmacology, Faculty of Medicine, Federal University of Ceará, Fortaleza, Brazil.
dc.relation.affiliationDepartment of Gastrointestinal Sciences, Christian Medical College, Vellore, India.
dc.relation.affiliationDepartment of International Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA.
dc.relation.affiliationZvitambo Institute for Maternal and Child Health Research, Harare, Zimbabwe.
dc.relation.affiliationBlizard Institute, Queen Mary University of London, London, UK.
dc.relation.affiliationResearch Institute for Microbial Diseases, Osaka University, Osaka, Japan.
dc.relation.affiliationDepartment of Medical Sciences, National Institute of Health, Nonthaburi, Thailand.
dc.relation.affiliationDepartment of Clinical Science, University of Bergen, Bergen, Norway.
dc.relation.affiliationDepartment of Clinical Science, University of Bergen, Bergen, Norway.
dc.relation.affiliationCenter for Global Health, Department of Epidemiology, Colorado School of Public Health, Aurora, CO, USA.
dc.relation.affiliationPediatric Infectious Diseases, Hospital Roosevelt, Guatemala City, Guatemala.
dc.relation.affiliationGangarosa Department of Environmental Health, Rollins School of Public Health, Emory University, Atlanta, 30322, GA, USA.
dc.relation.affiliationGangarosa Department of Environmental Health, Rollins School of Public Health, Emory University, Atlanta, 30322, GA, USA.
dc.relation.affiliationLaboratory and Treatment Unit, Center for Malariology, Parasitology, and Entomology, Ministry of Health, Vientiane, Lao PDR.
dc.relation.affiliationDivision of Infectious Diseases and International Health, University of Virginia School of Medicine, Charlottesville, VA, USA.
dc.relation.affiliationDepartment of Earth and Planetary Sciences, Johns Hopkins Krieger School of Arts and Sciences, Baltimore, MA, USA. Electronic address: zaitchik@jhu.edu.
dc.relation.affiliationDivision of Infectious Diseases and International Health, University of Virginia School of Medicine, Charlottesville, VA, USA.
dc.sourceThe Lancet. Global health
dc.titleSpatiotemporal variation in risk of Shigella infection in childhood: a global risk mapping and prediction model using individual participant data.

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