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Separating Putative Pathogens from Background Contamination with Principal Orthogonal Decomposition: Evidence for Leptospira in the Ugandan Neonatal Septisome
- Source :
- Frontiers in Medicine
- Publication Year :
- 2016
- Publisher :
- Frontiers Media S.A., 2016.
-
Abstract
- Neonatal sepsis (NS) is responsible for over a 1 million yearly deaths worldwide. In the developing world NS is often treated without an identified microbial pathogen. Amplicon sequencing of the bacterial 16S rRNA gene can be used to identify organisms that are difficult to detect by routine microbiological methods. However, contaminating bacteria are ubiquitous in both hospital settings and research reagents, and must be accounted for to make effective use of these data. In the present study, we sequenced the bacterial 16S rRNA gene obtained from blood and cerebrospinal fluid (CSF) of 80 neonates presenting with NS to the Mbarara Regional Hospital in Uganda. Assuming that patterns of background contamination would be independent of pathogenic microorganism DNA, we applied a novel quantitative approach using principal orthogonal decomposition to separate background contamination from potential pathogens in sequencing data. We designed our quantitative approach contrasting blood, CSF, and control specimens, and employed a variety of statistical random matrix bootstrap hypotheses to estimate statistical significance. These analyses demonstrate that Leptospira appears present in some infants presenting within 48 hr of birth, indicative of infection in utero, and up to 28 days of age, suggesting environmental exposure. This organism cannot be cultured in routine bacteriological settings, and is enzootic in the cattle that the rural peoples of western Uganda often live in close proximity. Our findings demonstrate that statistical approaches to remove background organisms common in 16S sequence data can reveal putative pathogens in small volume biological samples from newborns. This computational analysis thus reveals an important medical finding that has the potential to alter therapy and prevention efforts in a critically ill population.<br />23 pages, 2 figures
- Subjects :
- 0301 basic medicine
neonatal sepsis
030231 tropical medicine
Population
principal orthogonal decomposition
Bioinformatics
Microbiology
03 medical and health sciences
0302 clinical medicine
Leptospira
medicine
Quantitative Biology - Genomics
16S rRNA
education
bacteria
Organism
Original Research
Genomics (q-bio.GN)
education.field_of_study
biology
Neonatal sepsis
singular value decomposition
General Medicine
Environmental exposure
biology.organism_classification
16S ribosomal RNA
medicine.disease
3. Good health
030104 developmental biology
FOS: Biological sciences
Enzootic
Medicine
Bacteria
Subjects
Details
- Language :
- English
- ISSN :
- 2296858X
- Volume :
- 3
- Database :
- OpenAIRE
- Journal :
- Frontiers in Medicine
- Accession number :
- edsair.doi.dedup.....7401f854cf214dc52a56625a3af6e262
- Full Text :
- https://doi.org/10.3389/fmed.2016.00022