High-Throughput Non-targeted Chemical Structure Identification Using Gas-Phase Infrared Spectra
Erandika Karunaratne1, Dennis W Hill1, Philipp Pracht2
1Department of Pharmaceutical Sciences, University of Connecticut, Storrs, Connecticut 06269, United States.
Analytical Chemistry
|July 21, 2021
Summary
Identifying unknown metabolites is hard. This study introduces a computational method using infrared (IR) spectra prediction to improve metabolite identification, achieving 47% accuracy in large-scale tests.
Area of Science:
- Analytical Chemistry
- Computational Chemistry
- Metabolomics
Background:
- High-throughput identification of unknown metabolites is crucial but challenging.
- Current non-targeted metabolomics primarily uses mass spectrometry, with computational ranking of candidate structures.
- Infrared (IR) spectra have not been extensively evaluated for large-scale metabolite identification.
Purpose of the Study:
- To develop and evaluate a high-throughput computational method for predicting IR spectra of candidate compounds.
- To assess the utility of IR spectra for orthogonal structure discrimination in metabolomics.
- To integrate IR spectra matching with existing mass spectrometry techniques.
Main Methods:
- A computational workflow (IRdentify) was developed, combining fast semiempirical quantum mechanics and density functional theory for IR spectra prediction.
- Candidate structures were sourced from the PubChem database.
- Predicted IR spectra were ranked by similarity to experimental gas-phase IR spectra from NIST.
Main Results:
- The method correctly identified 47% of 258 test compounds.
- An average of 2152 candidate structures were evaluated per test compound.
- The approach demonstrated potential for combining IR and mass spectra, identifying precursor/fragment ions, and analyzing less-volatile compounds.
Conclusions:
- Matching computational and experimental IR spectra offers a powerful orthogonal method for high-throughput chemical structure identification.
- This IR spectra-based approach can significantly enhance discrimination capabilities in non-targeted metabolomics.
- Further applications include composite ranking scores and analysis of derivatized compounds.
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