bioRxivMicrobiologyPreprint
Intracellular acidification by bacteria-derived valeric acid is a mechanism of trans-kingdom ecology against Candida parapsilosis colonization
Keiko Yasuma-MitobeiD, Chen LiaoiD, Tibor NémethiD, Kevin P. ByrneiD, Audrey Billips, Ruben Jose Jesus Faustino Ramos, Cristine Nicole Salinas, Eric Chan, Martina Perissinoto, Ashley M. SidebottomiD, George PlitasiD, Geraldine ButleriD, Justin R. CrossiD, Eric G. PameriD, Attila GácseriD, João B. XavieriD, Tobias M. HohliD
Abstract
In hematopoietic cell transplant patients, intestinal Candida parapsilosis expansion and translocation cause life-threatening candidemia, yet how commensal intestinal bacteria prevent Candida expansion remains incompletely defined. Here, we trained a machine learning model on supernatant metabolomic profiles of commensal bacteria to identify bacteria-derived inhibitors of fungal growth, with valeric and butyric acid as top hits. Experimental validation confirmed in silico predictions in three systems. First, in patient fecal samples, valeric and butyric acid levels inversely correlated with C. parapsilosis growth. Second, in vitro, valeric acid potently inhibited C. parapsilosis growth by causing intracellular acidification. Third, administration of glycerol valerate, and free or microencapsulated valeric acid blunted C. parapsilosis growth at murine intestinal sites where valeric acid could be detected. Thus, machine learning could identify a mechanistic driver of trans-kingdom ecology limiting C. parapsilosis intestinal expansion and may inform strategies to reduce patient risk of developing candidiasis during high-risk periods.
- organism: mouse
- assay: metabolomics
- research focus: host-pathogen & immune response
- approach: machine learning (classical)
- Citations
- 0
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Antibiotic-induced decreases in the levels of microbial-derived short-chain fatty acids promote gastrointestinal colonization of Candida albicans
S. Thangamani, J. Guinan, … H. Yadav·bioRxiv·Sep 27, 2018
- Microbiota-derived short-chain fatty acids mediate Candida albicans gastrointestinal colonization resistance
Animesh Anand Mishra, Suzette N. Palmer, … Andrew Young Koh·Cell Host & MicrobePeer-reviewed·Jun 4, 2026
- Genetic and behavioral adaptation of Candida parapsilosis to the microbiome of hospitalized infants revealed by in situ genomics, transcriptomics and proteomics
P. T. West, S. L. Peters, … J. F. Banfield·MicrobiomePeer-reviewed·Jun 21, 2021
- Human gut bifidobacteria inhibit the growth of the opportunistic fungal pathogen Candida albicans
L. Ricci, J. Mackie, … A. W. Walker·bioRxiv·Dec 21, 2021
- Inhibitory effect of lactobacilli supernatants on biofilm and filamentation of C. albicans, C. tropicalis, and C. parapsilosis
- 5-ASA can functionally replace Clostridia to prevent a post-antibiotic bloom of Candida albicans by maintaining epithelial hypoxia
H. P. Savage, D. J. Bays, … A. J. Bäumler·bioRxiv·Apr 17, 2023