Environmental detection of Burkholderia pseudomallei and associated melioidosis risk: a molecular detection and case-control cohort study
Pakdeerat, S.; Chomkatekaew, C.; Boonklang, P.; Wongprommoon, A.; Angchagun, K.; Dokket, Y.; Faosap, A.; Wongsuwan, G.; Amornchai, P.; Wuthiekanun, V.; Changklom, J.; Siriboon, S.; Chamnan, P.; Peacock, S.; Corander, J.; Day, N. P.; Thomson, N.; Uttamapinant, C.; Wongpalee, S. P.; Chewapreecha, C.
Show abstract
Environmental exposure to Burkholderia pseudomallei, the causative agent of melioidosis, remains poorly characterised due to the limited sensitivity of conventional detection methods. This hinders accurate risk mapping and delays public health responses. Here, we developed CRISPR-BEEPs - a sensitive, equipment-light CRISPR-based assay - that demonstrated substantially improved sensitivity (93.5% vs 19.4%) and specificity (100% vs 98.0%) compared to conventional culture-based plate inspection techniques. We applied CRISPR-BEEPs to water samples collected from both natural and piped sources across 15,118 km{superscript 2} in northeast Thailand, including households of confirmed melioidosis patients and controls. B. pseudomallei was detected in 73.3% of groundwater samples, 32.4% of surface water, and 28.3% of piped water, with peak detection during the flood season. Importantly, the assays improved sensitivity enabled detection of a significant association between environmental B. pseudomallei detection within a 10 km radius of participants households and melioidosis risk (OR 2.74; 95% CI: 1.38- 5.48) - an association undetectable by conventional methods. These findings highlight major gaps in water treatment and distribution infrastructure and demonstrate the value of high-resolution environmental diagnostics. Strengthening water sanitation and surveillance systems is essential for mitigating melioidosis transmission and addressing the broader burden of waterborne diseases in vulnerable settings.
Matching journals
The top 8 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Environmental surveillance of soil-transmitted helminths and other enteric pathogens in settings without networked wastewater infrastructure 94%
- Advancing antimicrobial resistance monitoring in surface waters with metagenomic and quasimetagenomic methods 94%
- Public toilets have reduced enteric pathogen hazards in San Francisco 93%
Similar papers in this journal
- Uncovering Bacterial Hosts of Class 1 Integrons in an Urban Coastal Aquatic Environment with a Single-Cell Fusion-Polymerase Chain Reaction Technology 94%
- Flushing of stagnant premise water systems after theCOVID-19 shutdown can reduce infection risk byLegionella and Mycobacterium spp. 93%
- Water, Sanitation and Cholera in sub-Saharan Africa 93%
Similar papers in this journal
- Human origin ascertained for SARS-CoV-2 Omicron-like spike sequences detected in wastewater: a targeted surveillance study of a cryptic lineage in an urban sewershed 92%
- Dynamics of mcr-1 prevalence and mcr-1-positive Escherichia coli after the cessation of colistin use as a feed additive for animals in China: a prospective cross-sectional and whole genome sequencing based molecular epidemiological study 92%
- Inferring the sensitivity of wastewater metagenomic sequencing for pathogen early detection 91%
Similar papers in this journal
- Optimised methods for the targeted surveillance of extended-spectrum beta-lactamase producing Escherichia coli in human stool 93%
- Machine-learning based detection of adventitious microbes in T-cell therapy cultures using long read sequencing 93%
- Transcriptomic and rRNA:rDNA signatures of environmental vs. enteric Enterococcus faecalis isolates under oligotrophic freshwater conditions 92%
Similar papers in this journal
- Current Schistosoma mansoni exposure and infection have distinct determinants: a data-driven population-based study in rural Uganda 93%
- Tracking Cryptic SARS-CoV-2 Lineages Detected in NYC Wastewater 93%
- Gut microbial communities modulate efficacy of albendazole-ivermectin against soil-transmitted helminthiases 92%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.