Back

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.

2024-11-23 public and global health
10.1101/2024.11.21.24317607 medRxiv
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.

1
PLOS Water
13 papers in training set
Top 0.1%
17.7%
2
Environmental Science & Technology
64 papers in training set
Top 0.1%
7.5%
3
The Lancet Microbe
44 papers in training set
Top 0.1%
6.0%
4
Microbiology Spectrum
469 papers in training set
Top 3%
4.9%
5
Nature Communications
5641 papers in training set
Top 29%
4.9%
6
The American Journal of Tropical Medicine and Hygiene
68 papers in training set
Top 0.3%
4.6%
7
Applied and Environmental Microbiology
339 papers in training set
Top 2%
4.1%
8
Scientific Reports
3612 papers in training set
Top 37%
3.1%
50% of probability mass above
9
Water Research
79 papers in training set
Top 0.5%
3.1%
10
PLOS ONE
5266 papers in training set
Top 39%
3.1%
11
The Journal of Infectious Diseases
202 papers in training set
Top 1%
2.6%
12
PLOS Neglected Tropical Diseases
466 papers in training set
Top 3%
2.0%
13
eLife
5828 papers in training set
Top 45%
2.0%
14
Science of The Total Environment
186 papers in training set
Top 2%
2.0%
15
Environmental Science: Water Research & Technology
13 papers in training set
Top 0.1%
1.7%
16
Clinical Infectious Diseases
235 papers in training set
Top 2%
1.7%
17
Environmental Science & Technology Letters
21 papers in training set
Top 0.2%
1.4%
18
PLOS Global Public Health
344 papers in training set
Top 6%
1.4%
19
BMC Infectious Diseases
133 papers in training set
Top 3%
1.3%
20
Environmental Research
49 papers in training set
Top 0.9%
1.1%
21
International Journal of Hygiene and Environmental Health
11 papers in training set
Top 0.2%
1.1%
22
mSphere
302 papers in training set
Top 6%
1.1%
23
Environmental Health Perspectives
17 papers in training set
Top 0.3%
1.0%
24
Nature Microbiology
155 papers in training set
Top 3%
1.0%
25
Microbiology Resource Announcements
25 papers in training set
Top 0.4%
0.9%
26
mBio
833 papers in training set
Top 11%
0.8%
27
Emerging Infectious Diseases
105 papers in training set
Top 2%
0.8%
28
PeerJ
308 papers in training set
Top 12%
0.8%
29
The Lancet Regional Health - Western Pacific
15 papers in training set
Top 0.3%
0.8%
30
Journal of Applied Microbiology
20 papers in training set
Top 0.8%
0.8%