Identification of Environmental Determinants Involved in the Distribution of Burkholderia pseudomallei in Southeast Asia using MaxEnt software

PLoS Negl Trop Dis. 2025 Jan 7;19(1):e0012684. doi: 10.1371/journal.pntd.0012684. eCollection 2025 Jan.

Abstract

Burkholderia pseudomallei (Bp), causing melioidosis, is becoming a major global public health concern. It is highly endemic in Southeast Asia (SEA) and Northern Australia and is persisting beyond the established areas of endemicity. This study aimed to determine the environmental variables that would predict the most suitable ecological niche for this pathogenic bacterium in SEA by maximum entropy (MaxEnt) modeling. Systematic review and meta-analysis of data for melioidosis were obtained from public databases such as PubMed, Harmonized World Soil (HWSD) and WorldClim. The potential map showing the environmental layers was processed by ArcGIS, and the prediction for the probability of habitat suitability using MaxEnt software (version 3·4·4) and ENMeval R-based modeling tools was utilized to generate the distribution map with the best-fit model. Both bioclimatic and edaphic predictors were found to be the most important niche-determining environmental variables affecting the geographical distribution of Bp. The highest probability of suitability was predicted in areas with mean temperature of the wettest quarter at ≥26°C, annual precipitation of <2300 mm and Acrisol soil type. Combining those significantly influential variables, our predictive modeling generated a potential distribution map showing the concentration of areas and its location names with high suitability for Bp presence. The predicted distribution of Bp is extensive in the mainland part of SEA. This can be used to draw appropriate measures to safeguard public health and address the true disease burden of melioidosis in the region under the current climate scenario.

Publication types

  • Systematic Review
  • Meta-Analysis

MeSH terms

  • Asia, Southeastern / epidemiology
  • Burkholderia pseudomallei* / isolation & purification
  • Climate
  • Ecosystem
  • Humans
  • Melioidosis* / epidemiology
  • Melioidosis* / microbiology
  • Software*

Grants and funding

The authors declare that no external funding was received for the conduct of this study. However, partial financial support for the article processing charges was provided by the University of Santo Tomas, Philippines. The funders had no role in the study design, data collection and analysis, decision to publish or preparation of the manuscript.