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Updated: May 23, 2025

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Exposome-Scale Investigation of Cl-/Br-Containing Chemicals Using High-Resolution Mass Spectrometry, Multistage

Tingting Zhao1, Brian Low1, Qiming Shen2

  • 1Department of Chemistry, Faculty of Science, University of British Columbia, Vancouver Campus, 2036 Main Mall, Vancouver, British Columbia V6T 1Z1, Canada.

Analytical Chemistry
|May 22, 2025
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Summary
This summary is machine-generated.

This study introduces HalogenFinder, a cloud-based tool using machine learning to identify over 70% of unknown chlorine- and bromine-containing disinfection byproducts (Cl-/Br-DBPs) in water. HalogenFinder significantly advances environmental science and exposomics research.

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Area of Science:

  • Environmental Chemistry
  • Analytical Chemistry
  • Computational Chemistry

Background:

  • Over 70% of organic halogens, specifically chlorine- and bromine-containing disinfection byproducts (Cl-/Br-DBPs), remain unidentified.
  • Extensive research over 50 years has not fully characterized these compounds, hindering environmental and health assessments.

Purpose of the Study:

  • To develop a streamlined, cloud-based workflow for efficient analysis and characterization of Cl-/Br-DBPs.
  • To introduce HalogenFinder, a user-friendly platform to aid the environmental chemistry community in identifying halogenated compounds.

Main Methods:

  • Integration of high-resolution mass spectrometry (HRMS) with multistage machine learning and cloud computing.
  • Utilizing heavy isotopic peaks and data perturbation for enhanced identification and data augmentation of Cl-/Br-compounds.
  • Development of HalogenFinder, a web-based platform with statistical analysis support via MetaboAnalyst.

Main Results:

  • Recognition of 22 types of Cl-/Br-compounds with up to 6 Br and 8 Cl atoms.
  • HalogenFinder outperformed established tools in recognizing authentic Cl-/Br-compounds and identifying halogen atom counts.
  • Identification of 72 Cl-/Br-DBPs in laboratory tests, with eight confirmed by chemical standards, and revealed temporal trends in Cl-DBP features.

Conclusions:

  • HalogenFinder effectively advances the identification of Cl-/Br-compounds in environmental science and exposomics.
  • The developed workflow enhances the characterization of complex halogenated organic compounds.
  • The user-friendly platform democratizes access to advanced analytical techniques for the broader scientific community.