Bayesian conditional autoregressive models to assess spatial patterns of diarrhoea risk among children under the age of 5 years in Mbour, Senegal

被引:4
|
作者
Thiam, Sokhna [1 ,2 ,3 ]
Cisse, Gueladio [1 ,2 ]
Stensgaard, Anna-Sofie [4 ]
Niang-Diene, Aminata [5 ]
Utzinger, Juerg [1 ,2 ]
Vounatsou, Penelope [1 ,2 ]
机构
[1] Swiss Trop & Publ Hlth Inst, CH-4002 Basel, Switzerland
[2] Univ Basel, Basel, Switzerland
[3] Epidemiol Surveillance & Training Inst, Hlth Res, Dakar, Senegal
[4] Univ Copenhagen, Globe Inst, Ctr Macroecol Evolut & Climate, Copenhagen, Denmark
[5] Univ Cheikh Anta Diop Dakar, Dept Geog, Dakar, Senegal
基金
新加坡国家研究基金会;
关键词
Bayesian conditional autoregressive models; Diarrhoea; Risk profiling; Senegal; Spatial pattern; GLOBAL BURDEN; SYSTEMATIC ANALYSIS; DISEASE; MORTALITY;
D O I
10.4081/gh.2019.823
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Diarrhoeal diseases remain a major public health problem, causing more than half a million child deaths every year, particularly in low- and middle-income countries (LMICs). Despite existing knowledge on the aetiologies and causes of diarrhoea' diseases, relatively little is known about its spatial patterns in LMICs, including Senegal. In the present study, data from a cross-sectional survey carried out in 2016 were analysed to describe the spatial pattern of diarrhoeal prevalence in children under the age of 5 years in the secondary city of Mbour in the south-western part of Senegal. Bayesian conditional autoregressive (CAR) models with spatially varying coefficients were employed to determine the effect of sociodemographic, economic and climate parameters on diarrhoeal prevalence. We observed substantial spatial hetero-geneities in diarrhoea prevalence. Risk maps, stratified by age group, showed that diarrhoeal prevalence was higher in children aged 25-59 months compared to their younger counterparts with the highest risk observed in the north and south peripheral neighbourhoods, especially in Grand Mbour, Medine, Liberte and Zone Sonatel. The posterior relative risk estimate obtained from the Bayesian CAR model indicated that a unit increase in the proportion of people with untreated stored drinking water was associated with a 29% higher risk of diarrhoea. A unit increase in rainfall was also associated with an increase in diarrhoea risk. Our findings suggest that public health officials should integrate disease mapping and cluster analyses and consider the varying effects of sociodemographic factors in developing and implementing area-specific interventions for reducing diarrhoea.
引用
收藏
页码:321 / 328
页数:8
相关论文
共 50 条
  • [41] Does comorbidity increase the risk of mortality among children under 3 years of age?
    Walker, Christa L. Fischer
    Perin, Jamie
    Liu, Jodi L.
    Katz, Joanne
    Tielsch, James M.
    Black, Robert
    BMJ OPEN, 2013, 3 (08):
  • [42] ECONOMIC EVALUATION OF THE ROTAVIRUS VACCINATION AMONG CHILDREN UNDER 5 YEARS OF AGE IN SWITZERLAND
    Li, X.
    Standaert, B.
    VALUE IN HEALTH, 2015, 18 (07) : A585 - A585
  • [43] Measles vaccination effectiveness among children under 5 years of age in Kampala, Uganda
    Mupere, Ezekiel
    Karamagi, Charles
    Zirembuzi, George
    Grabowsky, Mark
    de Swart, Rik L.
    Nanyunja, Miriam
    Mayanja, Harriet
    VACCINE, 2006, 24 (19) : 4111 - 4115
  • [44] A multilevel analysis of the predictors of diarrhea among children under 5 years of age in Eswatini
    Simelane, Maswati s.
    Vermaak, Kerry
    JOURNAL OF PUBLIC HEALTH IN AFRICA, 2023, 14 (12)
  • [45] Epidemiology and factors associated with diarrhoea amongst children under 5 years of age in Engela district in the Ohangwena region, Namibia
    Bauleth, Maria F.
    Mitonga, Honore K.
    Pinehas, Lusia N.
    AFRICAN JOURNAL OF PRIMARY HEALTH CARE & FAMILY MEDICINE, 2020, 12 (01)
  • [46] Factors Affecting Stunting in Children under 5 Years of Age in Indonesia using Spatial Model
    Kesuma, Zurnila Marli
    Siregar, Latifah Rahayu
    Fradinata, Edy
    Fathinah, Aliya
    INDIAN JOURNAL OF PUBLIC HEALTH, 2022, 66 (03) : 264 - 268
  • [47] Predictors of under-nutrition and overweight among children under age 5 years in India.
    Chakraborty, Priyanka
    Anderson, Alex Kojo
    FASEB JOURNAL, 2009, 23
  • [48] Prevalence of diarrhoea and associated risk factors among children under five years old in Pader District, northern Uganda
    Omona, Stephen
    Malinga, Geoffrey M.
    Opoke, Robert
    Openy, Geoffrey
    Opiro, Robert
    BMC INFECTIOUS DISEASES, 2020, 20 (01)
  • [49] Prevalence of diarrhoea and associated risk factors among children under five years old in Pader District, northern Uganda
    Stephen Omona
    Geoffrey M. Malinga
    Robert Opoke
    Geoffrey Openy
    Robert Opiro
    BMC Infectious Diseases, 20
  • [50] Spatial distribution and determinants of asymptomatic malaria risk among children under 5years in 24 districts in Burkina Faso
    Ouedraogo, Mady
    Samadoulougou, Sekou
    Rouamba, Toussaint
    Hien, Herve
    Sawadogo, John E. M.
    Tinto, Halidou
    Alegana, Victor A.
    Speybroeck, Niko
    Kirakoya-Samadoulougou, Fati
    MALARIA JOURNAL, 2018, 17