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Updated: May 5, 2026

Chromatographic Fingerprinting by Template Matching for Data Collected by Comprehensive Two-Dimensional Gas Chromatography
Published on: September 2, 2020
A simple approach to reduce dimensionality from comprehensive two-dimensional liquid chromatography coupled with a
João T V Matos1, Regina M B O Duarte, Armando C Duarte
1Department of Chemistry and CESAM, University of Aveiro, 3810-193 Aveiro, Portugal.
This study introduces a fast method for analyzing complex samples using comprehensive two-dimensional liquid chromatography (LC×LC) with diode array detection (DAD). It creates 3D fingerprints from peak data for pattern identification in samples like red wine.
Area of Science:
- Analytical Chemistry
- Chromatography
- Spectroscopy
Background:
- Comprehensive two-dimensional liquid chromatography (LC×LC) is crucial for complex sample analysis.
- LC×LC coupled with diode array detection (DAD) is valuable for non-target analysis and pattern identification.
- Large data volumes from LC×LC-DAD hinder wider application due to challenges in information extraction.
Purpose of the Study:
- To develop a simple and fast data treatment method for LC×LC-DAD systems.
- To address the challenge of extracting useful information from large multi-dimensional datasets.
- To enable pattern identification for characterizing complex samples.
Main Methods:
- Identification of three-dimensional (3D) regional maxima for each chromatographic peak.
- Utilizing retention times (1st and 2nd dimensions) and maximum UV absorption wavelength.
- Building a 3D fingerprint dataset for each sample.
Main Results:
- A novel, rapid method for processing large LC×LC-DAD data was developed.
- 3D fingerprints were generated, capturing key peak characteristics.
- The method successfully facilitated pattern identification in complex samples.
Conclusions:
- The developed 3D fingerprinting method simplifies and accelerates the analysis of LC×LC-DAD data.
- This approach aids in identifying patterns and characterizing samples based on their unique fingerprints.
- The methodology shows promise for non-target analysis, as demonstrated with Portuguese red wine samples.
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