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A Systems-Based Analysis of Mono- and Combination Therapy for Carbapenem-Resistant Klebsiella Pneumoniae Bloodstream Infections

Abstract

Antimicrobial resistance is a global threat. As "proof-of-concept," we employed a system-based approach to identify patient, bacterial, and drug variables contributing to mortality in patients with carbapenem-resistant Klebsiella pneumoniae (CR) bloodstream infections exposed to colistin (COL) and ceftazidime-avibactam (CAZ/AVI) as mono- or combination therapies. Patients ( = 49) and CR isolates ( = 22) were part of the Consortium on Resistance Against Carbapenems in Klebsiella and other Enterobacteriaceae (CRACKLE-1), a multicenter, observational, prospective study of patients with carbapenem-resistant Enterobacterales (CRE) conducted between 2011 and 2016. Pharmacodynamic activity of mono- and combination drug concentrations was evaluated over 24 h using static time-kill assays. Bacterial growth and killing dynamics were estimated with a mechanism-based model. Random Forest was used to rank variables important for predicting 30-day mortality. Isolates exposed to COL+CAZ/AVI had enhanced early bacterial killing compared to CAZ/AVI alone and fewer incidences of regrowth compared to COL and CAZ/AVI. The mean coefficient of determination (R) for the observed versus predicted bacterial counts was 0.86 (range: 0.75 - 0.95). Bacterial subpopulation susceptibilities and drug mechanistic synergy were essential to describe bacterial killing and growth dynamics. The combination of clinical (hypotension), bacterial (IncR plasmid, , and ) and drug (KC) variables were most predictive of 30-day mortality. This proof-of-concept study combined clinical, bacterial, and drug variables in a unified model to evaluate clinical outcomes.

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References
1.
Sharma R, Patel S, Abboud C, Diep J, Ly N, Pogue J . Polymyxin B in combination with meropenem against carbapenemase-producing Klebsiella pneumoniae: pharmacodynamics and morphological changes. Int J Antimicrob Agents. 2017; 49(2):224-232. PMC: 5786158. DOI: 10.1016/j.ijantimicag.2016.10.025. View

2.
Li J, Nation R, Turnidge J, Milne R, Coulthard K, Rayner C . Colistin: the re-emerging antibiotic for multidrug-resistant Gram-negative bacterial infections. Lancet Infect Dis. 2006; 6(9):589-601. DOI: 10.1016/S1473-3099(06)70580-1. View

3.
Udy A, Roberts J, Lipman J . Clinical implications of antibiotic pharmacokinetic principles in the critically ill. Intensive Care Med. 2013; 39(12):2070-82. DOI: 10.1007/s00134-013-3088-4. View

4.
Koch G, Pfister M, Daunhawer I, Wilbaux M, Wellmann S, Vogt J . Pharmacometrics and Machine Learning Partner to Advance Clinical Data Analysis. Clin Pharmacol Ther. 2020; 107(4):926-933. PMC: 7158220. DOI: 10.1002/cpt.1774. View

5.
Ly N, Bulitta J, Rao G, Landersdorfer C, Holden P, Forrest A . Colistin and doripenem combinations against Pseudomonas aeruginosa: profiling the time course of synergistic killing and prevention of resistance. J Antimicrob Chemother. 2015; 70(5):1434-42. PMC: 4398476. DOI: 10.1093/jac/dku567. View