4.7 Article

Outbreak of Pseudomonas aeruginosa Infections from a Contaminated Gastroscope Detected by Whole Genome Sequencing Surveillance

期刊

CLINICAL INFECTIOUS DISEASES
卷 73, 期 3, 页码 E638-E642

出版社

OXFORD UNIV PRESS INC
DOI: 10.1093/cid/ciaa1887

关键词

outbreak detection; healthcare-associated infections; whole genome sequencing surveillance; Pseudomonas aeruginosa; machine learning

资金

  1. National Institute of Allergy and Infectious Diseases, National Institutes of Health (NIH) [R21Al109459, R01AI127472]
  2. NIH

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This study utilized WGS surveillance and machine learning algorithms to retrospectively detect an outbreak of previously unknown gastroscope-associated P. aeruginosa infections, highlighting the value of these methods in enhancing outbreak detection and preventing serious infections in hospitals.
Background. Traditional methods of outbreak investigations utilize reactive whole genome sequencing (WGS) to confirm or refute the outbreak. We have implemented WGS surveillance and a machine learning (ML) algorithm for the electronic health record (EHR) to retrospectively detect previously unidentified outbreaks and to determine the responsible transmission routes. Methods. We performed WGS surveillance to identify and characterize clusters of genetically-related Pseudomonas aeruginosa infections during a 24-month period. ML of the EHR was used to identify potential transmission routes. A manual review of the EHR was performed by an infection preventionist to determine the most likely route and results were compared to the ML algorithm. Results. We identified a cluster of 6 genetically related P. aeruginosa cases that occurred during a 7-month period. The ML algorithm identified gastroscopy as a potential transmission route for 4 of the 6 patients. Manual EHR review confirmed gastroscopy as the most likely route for 5 patients. This transmission route was confirmed by identification of a genetically-related P. aeruginosa incidentally cultured from a gastroscope used on 4of the 5 patients. Three infections, 2 of which were blood stream infections, could have been prevented if the ML algorithm had been running in real-time. Conclusions. WGS surveillance combined with a ML algorithm of the EHR identified a previously undetected outbreak of gastroscope-associated P. aeruginosa infections. These results underscore the value of WGS surveillance and ML of the EHR for enhancing outbreak detection in hospitals and preventing serious infections.

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