Rapid Phenotypic Antimicrobial Susceptibility Testing with Multichannel Large-Volume Scattering Imaging and a Bayesian Gaussian Process Model
Year: 2025
Type: article
Abstract: Multidrug-resistant (MDR) bacterial infections present a great challenge to healthcare, particularly during life-threatening conditions, such as septic shock. In these critical cases, testing delays are life-threatening, as patient mortality increases by 7.6% for each hour without effective antibiotics. To overcome these issues, we have developed a multichannel L arge- V olume S cattering im aging (LVSim) system for rapid and precise phenotypic antimicrobial susceptibility testing (AST) and minimum inhibitory concentration (MIC) determination. This system simultaneously monitors up to eight sample/drug conditions over time. A Bayesian Gaussian process model is employed to analyze the temporal dynamics of bacterial growth for rapid MIC determination. We validated our method with Escherichia coli, a model bacterial strain, and two Pseudomonas aeruginosa strains─one model reference strain and one slow-growing MDR clinical isolate─and achieved rapid MIC determination within 2 h. The multiplexed LVSim system offers a promising rapid AST solution to combat MDR infections.
Source: Analytical Chemistry
Authors: Jiapei Jiang, Shuang Zhou, Michelle McBride, Yannik Haller, Timothy Williams, Tianwei Jing, Nguyen Ly, Isabelle Hernandez, Shelley E. Haydel, Shaopeng Wang
Language: English
Subfield: Clinical Biochemistry
Domain: Life Sciences
Open Access status: green
Award: G122392816
OpenAlex ID: W4416910674
