Metagenomic analysis during capecitabine therapy reveals microbial chemoprotective mechanisms and predicts drug toxicity in colorectal cancer patients
Hillege, L. E.; Trepka, K. R.; Ziemons, J.; Aarnoutse, R.; Guthrie, B. G.; de Vos-Geelen, J.; Valkenburg-van Iersel, L.; van Hellemond, I. E.; Baars, A.; Vestjens, J. H.; Penders, J.; Deutschbauer, A.; Atreya, C. E.; Kidder, W. A.; Turnbaugh, P. J.; Smidt, M. L.
Show abstract
PurposeUnpredictable chemotherapy side effects are a major barrier to successful treatment. Cell culture and mouse experiments indicate that the gut microbiota is influenced by and influences anti-cancer drugs. However, metagenomic data from patients paired to careful side effect monitoring remains limited. Herein, we focus on the oral fluoropyrimidine capecitabine (CAP). We investigate CAP-microbiome interactions through metagenomic sequencing of longitudinal stool sampling from a cohort of advanced colorectal cancer (CRC) patients. MethodsWe established a prospective cohort study including 56 patients with advanced CRC treated with CAP monotherapy across 4 centers in the Netherlands. Stool samples and clinical questionnaires were collected at baseline, during cycle 3, and post-treatment. Metagenomic sequencing to assess microbial community structure and gene abundance was paired with transposon mutagenesis, targeted gene deletion, and media supplementation experiments. An independent US cohort was used for model validation. ResultsCAP treatment significantly altered gut microbial composition and pathway abundance, enriching for menaquinol (vitamin K2) biosynthesis genes. Transposon library screens, targeted gene deletions, and media supplementation confirmed that menaquinol biosynthesis protects Escherichia coli from drug toxicity. Microbial menaquinol biosynthesis genes were associated with decreased peripheral sensory neuropathy. Machine learning models trained in this cohort predicted hand-foot syndrome and dose reductions in an independent cohort. ConclusionThese results suggest treatment-associated increases in microbial vitamin biosynthesis serve a chemoprotective role for bacterial and host cells, with implications for toxicities outside the gastrointestinal tract. We provide a proof-of-concept for the use of microbiome profiling and machine learning to predict drug toxicities across independent cohorts. These observations provide a foundation for future human intervention studies, more in-depth mechanistic dissection in preclinical models, and extension to other cancer treatments.
Matching journals
The top 4 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- A metagenomic DNA sequencing assay that is robust against environmental DNA contamination 95%
- XENTURION, a multidimensional resource of xenografts and tumoroids from metastatic colorectal cancer patients for population-level translational oncology 95%
- Decoding a cryptic mechanism of metronidazole resistance among globally disseminated fluoroquinolone-resistant Clostridioides difficile 95%
Similar papers in this journal
- Glutamine mimicry suppresses tumor progression through asparagine metabolism in pancreatic ductal adenocarcinoma 94%
- Combined KRASG12C and SOS1 inhibition enhances and extends the anti-tumor response in KRASG12C-driven cancers by addressing intrinsic and acquired resistance 93%
- Dissecting mutational mechanisms underpinning signatures caused by replication errors and endogenous DNA damage 93%
Similar papers in this journal
- Identification of nonsense-mediated decay inhibitors that alter the tumor immune landscape 94%
- Secreted antigen A peptidoglycan hydrolase is essential for Enterococcus faecium cell separation and priming of immune checkpoint inhibitor cancer therapy 93%
- Clonal transcriptomics identifies mechanisms of chemoresistance and empowers rational design of combination therapies. 93%
Similar papers in this journal
- Transplantation of bacteriophages from ulcerative colitis patients shifts the gut bacteriome and exacerbates severity of DSS-colitis 95%
- An atlas of the tissue and blood metagenome in cancer reveals novel links between bacteria, viruses and cancer 95%
- Fetal programming by the parental microbiome of offspring behavior, and DNA methylation and gene expression within the hippocampus 94%