Published January 12, 2022 | Version v1
Dataset Open

Squeegee: de novo identification of reagent and laboratory induced microbial contaminants in low biomass microbiomes

  • 1. Rice University, Department of Computer Science
  • 2. Department of Obstetrics and Gynecology, Baylor College of Medicine and Texas Children's Hospital

Description

 

Computational analysis of host-associated microbiomes has opened the door to numerous discoveries relevant to human health and disease. However, contaminant sequences in metagenomic samples can potentially impact the interpretation of findings reported in microbiome studies, especially in low biomass environments. Our hypothesis is that contamination from DNA extraction kits or sampling lab environments will leave taxonomic "bread crumbs” across multiple distinct sample types, allowing for the detection of microbial contaminants when negative controls are unavailable. To test this hypothesis we implemented Squeegee, a de novo contamination detection tool. We tested Squeegee on simulated and real low biomass metagenomic datasets. On the low biomass samples, we compared Squeegee predictions to experimental negative control data and show that Squeegee accurately recovers known contaminants. We also analyzed 749 metagenomic datasets from the Human Microbiome Project and identified likely previously unreported kit contamination. Collectively, our results highlight that Squeegee can identify microbial contaminants with high precision.

Notes

This is the simulated dataset used in the manuscript.

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