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The Analytical Scientist / Issues / 2026 / October / GC×GC Detective Stories: Closing the Case?
Chromatography Gas Chromatography Trends Opinion & Personal Narratives Data and AI Technology

GC×GC Detective Stories: Closing the Case?

Pierre-Hugues Stefanuto on the achievements, bottlenecks and open questions in modern GC×GC

By Pierre-Hugues Stefanuto 10/28/2026 5 min read
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Objective:

Review the development, applications, strengths, and remaining challenges of comprehensive two-dimensional gas chromatography (GC×GC), as presented in The Analytical Scientist’s GC×GC Detective Stories series.

Approach:
  • Development across generations: The series describes progress from early instrument and proof-of-concept development to broader applications and current priorities in study design, data processing, and interpretation.
  • Applications and analytical value: It considers GC×GC use across fields including fuels, environmental monitoring, food, forensics, metabolomics, exposomics, and breath analysis.
  • Remaining challenges: It identifies training, data handling, and standardization as current bottlenecks, and emphasizes selecting the method according to the analytical question.
Key Findings:
  • GC×GC can reveal minor compounds that co-elute with more abundant compounds in one-dimensional separations.
  • Structured two-dimensional plots can help interpret complex samples, including in process monitoring, clinical research, and regulatory settings.
  • The article describes commercial systems as robust and identifies operator training, time-consuming and operator-dependent data processing, and inconsistent formats and procedures as current obstacles.
  • The article identifies hands-on courses, shared tutorials and open data sets, vendor-independent processing tools, and agreed file formats as ways to address these obstacles.
Interpretation:

The article presents GC×GC’s ability to reveal compounds hidden by co-elution as its central strength, and identifies operator training, data handling, and standardization as remaining challenges.

Limitations:
  • The supplied context is a narrative overview of The Analytical Scientist’s GC×GC Detective Stories series, rather than a report of a single study with methods or quantitative results.
Conclusion:

The article describes GC×GC as a mature technique with applications across multiple fields. Its future development is framed around improving user skills, data workflows, and standardization, while applying the technique selectively when a second dimension is needed.

Sources:
  • Article context supplied by the user

This content is an AI-generated, fully rewritten summary based on a published scholarly article. It does not reproduce the original text and is not a substitute for the original publication. Readers are encouraged to consult the source for full context, data, and methodology.

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About the Author(s)

Pierre-Hugues Stefanuto

Lead scientist and Lecturer, University of Liège, OBiAChem Lab, Belgium

More Articles by Pierre-Hugues Stefanuto

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