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FORENSIC: an Online Platform for Fecal Source Identification.

Adélaïde Roguet1, Özcan C Esen2, A Murat Eren2

  • 1School of Freshwater Sciences, University of Wisconsin-Milwaukee, Milwaukee, Wisconsin, USA.

Msystems
|March 19, 2020
PubMed
Summary
This summary is machine-generated.

Identify fecal pollution sources in water using the FORENSIC online platform. This library-independent tool analyzes microbial signatures to pinpoint contamination from humans, pets, and livestock, aiding water quality assessment.

Keywords:
16S rRNA geneBacteroidalesClostridialeshigh-throughput sequencingmicrobial source trackingrandom forest classificationtoolkit

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Area of Science:

  • Environmental microbiology
  • Bioinformatics
  • Water quality assessment

Background:

  • Fecal pollution from sewage, agriculture, and stormwater impacts surface water quality.
  • Microbial community analysis offers a promising approach for water quality assessment.
  • Current methods require extensive reference libraries and bioinformatics expertise, limiting accessibility.

Purpose of the Study:

  • To introduce FORENSIC (FORest Enteric Source IdentifiCation), an online, library-independent platform for fecal source tracking.
  • To enable identification of common fecal contamination sources (human, domestic pets, agricultural animals) in environmental samples.
  • To provide a fast, intuitive, and accessible tool for public health and water resource management.

Main Methods:

  • Utilizes random forest classification on 16S rRNA gene amplicon sequences.
  • Leverages a broad reference signature database of *Bacteroidales* and *Clostridiales* bacteria.
  • Tested for global applicability using samples from diverse geographic locations.

Main Results:

  • FORENSIC successfully identifies fecal sources without the need for custom reference library construction.
  • The platform demonstrates cohesive and reliable microbial assemblage patterns within host species.
  • Tested V4V5 reads trimmed to V4 positions for generating reference signatures, showing scalability and extensibility.

Conclusions:

  • FORENSIC provides a scalable, extensible, and globally applicable solution for fecal source identification.
  • The platform makes advanced sequence-based water quality assessment accessible to a wider community.
  • This approach is particularly valuable for identifying sewage signals in polluted waters, addressing human health risks.