Predictive Risk Mapping of Schistosomiasis in Madagascar Using Ecological Niche Modeling and Precision Mapping

被引:13
|
作者
Deka, Mark A. [1 ]
机构
[1] Ctr Dis Control & Prevent CDC, 4770 Buford Hwy NE, Atlanta, GA 30341 USA
关键词
disease mapping; geographic information science; schistosomiasis; precision public health; ecological niche modeling; SPECIES DISTRIBUTION MODELS; WATER-RESOURCES DEVELOPMENT; MINAS-GERAIS; HEALTH-CARE; GIS; INFECTIONS; DISEASE; AFRICA; SPREAD; BRAZIL;
D O I
10.3390/tropicalmed7020015
中图分类号
R51 [传染病];
学科分类号
100401 ;
摘要
Schistosomiasis is a neglected tropical disease (NTD) found throughout tropical and subtropical Africa. In Madagascar, the condition is widespread and endemic in 74% of all administrative districts in the country. Despite the significant burden of the disease, high-resolution risk maps have yet to be produced to guide national control programs. This study used an ecological niche modeling (ENM) and precision mapping approach to estimate environmental suitability and disease transmission risk. The results show that suitability for schistosomiasis is widespread and covers 264,781 km(2) (102,232 sq miles). Covariates of significance to the model were the accessibility to cities, distance to water, enhanced vegetation index (EVI), annual mean temperature, land surface temperature (LST), clay content, and annual precipitation. Disease transmission risk is greatest in the central highlands, tropical east coast, arid-southwest, and northwest. An estimated 14.9 million people could be at risk of schistosomiasis; 11.4 million reside in rural areas, while 3.5 million are in urban areas. This study provides valuable insight into the geography of schistosomiasis in Madagascar and its potential risk to human populations. Because of the focal nature of the disease, these maps can inform national surveillance programs while improving understanding of areas in need of medical interventions.
引用
收藏
页数:17
相关论文
共 50 条
  • [31] Mapping malaria seasonality in Madagascar using health facility data
    Michele Nguyen
    Rosalind E. Howes
    Tim C.D. Lucas
    Katherine E. Battle
    Ewan Cameron
    Harry S. Gibson
    Jennifer Rozier
    Suzanne Keddie
    Emma Collins
    Rohan Arambepola
    Su Yun Kang
    Chantal Hendriks
    Anita Nandi
    Susan F. Rumisha
    Samir Bhatt
    Sedera A. Mioramalala
    Mauricette Andriamananjara Nambinisoa
    Fanjasoa Rakotomanana
    Peter W. Gething
    Daniel J. Weiss
    BMC Medicine, 18
  • [32] Ecological niche modeling as a predictive tool: silver and bighead carps in North America
    Pingfu Chen
    E. O. Wiley
    Kristina M. Mcnyset
    Biological Invasions, 2007, 9 : 43 - 51
  • [33] Ecological niche modeling as a predictive tool: silver and bighead carps in North America
    Chen, Pingfu
    Wiley, E. O.
    Mcnyset, Kristina M.
    BIOLOGICAL INVASIONS, 2007, 9 (01) : 43 - 51
  • [34] Ecological niche modeling and geographic distribution of the genus Polianthes L. (Agavaceae) in Mexico:: using niche modeling to improve assessments of risk status
    Solano, Eloy
    Feria, T. Patricia
    BIODIVERSITY AND CONSERVATION, 2007, 16 (06) : 1885 - 1900
  • [35] Ecological niche modeling and geographic distribution of the genus Polianthes L. (Agavaceae) in Mexico: using niche modeling to improve assessments of risk status
    Eloy Solano
    T. Patricia Feria
    Biodiversity and Conservation, 2007, 16 : 1885 - 1900
  • [36] Predictive geochemical mapping using environmental correlation
    Wilford, John
    de Caritat, Patrice
    Bui, Elisabeth
    APPLIED GEOCHEMISTRY, 2016, 66 : 275 - 288
  • [37] Modeling potential risk areas of Orthohantavirus transmission in Northwestern Argentina using an ecological niche approach
    Lopez, Walter R.
    Altamiranda-Saavedra, Mariano
    Kehl, Sebastian D.
    Ferro, Ignacio
    Bellomo, Carla
    Martinez, Valeria P.
    Simoy, Mario I.
    Gil, Jose F.
    BMC PUBLIC HEALTH, 2023, 23 (01)
  • [38] Modeling potential risk areas of Orthohantavirus transmission in Northwestern Argentina using an ecological niche approach
    Walter R. López
    Mariano Altamiranda-Saavedra
    Sebastián D. Kehl
    Ignacio Ferro
    Carla Bellomo
    Valeria P. Martínez
    Mario I. Simoy
    José F. Gil
    BMC Public Health, 23
  • [39] Present and Future of Dengue Fever in Nepal: Mapping Climatic Suitability by Ecological Niche Model
    Acharya, Bipin Kumar
    Cao, Chunxiang
    Xu, Min
    Khanal, Laxman
    Naeem, Shahid
    Pandit, Shreejana
    INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2018, 15 (02):
  • [40] Mapping suitability for rice production in inland valley landscapes in Benin and Togo using environmental niche modeling
    Akpoti, Komlavi
    Kabo-bah, Amos T.
    Dossou-Yovo, Elliott R.
    Groen, Thomas A.
    Zwart, Sander J.
    SCIENCE OF THE TOTAL ENVIRONMENT, 2020, 709