Electronic nose versus gas chromatography – mass spectrometry for diagnostic discrimination of advanced hepatocellular carcinoma by volatolomic analysis - Report - MDSpire

Electronic nose versus gas chromatography – mass spectrometry for diagnostic discrimination of advanced hepatocellular carcinoma by volatolomic analysis

  • By

  • Moustafa S. Mahmoud

  • Mohamed S. Mshaly

  • Hend N. Abdel-Reheim

  • Mamdouh M. Shawki

  • Radwa A. Meshref

  • Ehab I. Mohamed

  • May 11, 2026

  • 0 min

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Clinical Report: Comparison of Electronic Nose and Gas Chromatography-Mass Spectrometry for the Diagnostic Differentiation of Advanced Hepatocellular Carcinoma through Volatolomic Analysis

Overview

This study evaluates the diagnostic performance of electronic nose (eNose) technology compared to gas chromatography-mass spectrometry (GC-MS) for differentiating advanced hepatocellular carcinoma (HCC) from healthy controls. The findings suggest that volatolomic analysis may enhance early detection strategies for HCC.

Background

Hepatocellular carcinoma (HCC) is a leading cause of cancer-related mortality, with early detection being crucial for improving patient outcomes. Current diagnostic methods primarily rely on imaging and serum biomarkers, which may not be sufficient for early-stage disease. The exploration of volatile organic compounds (VOCs) as non-invasive biomarkers presents a promising avenue for enhancing diagnostic accuracy in HCC.

Data Highlights

This study included 110 participants and compared the diagnostic capabilities of eNose and GC-MS in detecting advanced HCC through volatolomic analysis of blood and urine samples.

Key Findings

  • eNose technology demonstrated comparable diagnostic performance to GC-MS in identifying advanced HCC.
  • Volatile organic compounds (VOCs) specific to HCC were detected in the breath and biological samples of patients.
  • Halogenated and aromatic VOCs were identified as key markers associated with hepatocarcinogenesis.
  • The study highlights the potential of non-invasive methods for early detection of HCC.
  • Further research is needed to establish the specificity of VOC patterns in HCC compared to other liver diseases.

Clinical Implications

The findings suggest that eNose technology could serve as a valuable adjunct to current diagnostic methods for HCC, potentially improving early detection rates. Clinicians should consider incorporating volatolomic analysis into their diagnostic protocols, especially for high-risk populations.

Conclusion

The study supports the use of eNose technology as a promising tool for the non-invasive diagnosis of advanced HCC. Continued research is essential to validate these findings and integrate them into clinical practice.

Related Resources & Content

  1. Exploratory Study on Bladder Cancer Identification Through Volatile Organic Compounds and Ion Mobility Spectrometry: An Innovative Urine-Based Method, Springer, 2024 -- https://link.springer.com/article/10.1007/s00345-024-05047-5
  2. Utilizing Metabolic Profiling to Investigate Cellular Changes Induced by 20 Mycotoxins in HepG2 Cell Lines, Archives of Toxicology, 2022 -- https://link.springer.com/article/10.1007/s00204-022-03348-5
  3. Gastric Cancer Detected in a Breath Test, The ASCO Post, 2014 -- https://ascopost.com/issues/june-25-2014/gastric-cancer-detected-in-a-breath-test/
  4. EASL Management of Hepatocellular Carcinoma Guideline Summary, Guideline Central, 2025 -- https://www.guidelinecentral.com/guideline/4543028/?utm_source=openai
  5. A Phase 3 Biomarker Validation of GALAD for the Detection of Hepatocellular Carcinoma in Cirrhosis, ScienceDirect, 2025 -- https://www.sciencedirect.com/science/article/pii/S001650852405460X?utm_source=openai
  6. npj Digital Medicine — Hierarchical Deep Convolutional Neural Networks for Enhanced Breath Analysis in Multi-Cancer Detection
  7. EASL Management of Hepatocellular Carcinoma Guideline Summary - Guideline Central
  8. A Phase 3 Biomarker Validation of GALAD for the Detection of Hepatocellular Carcinoma in Cirrhosis - ScienceDirect
  9. Diagnostic accuracy of breath tests based on volatile organic compounds for cancer: A systematic review and meta-analysis - ScienceDirect

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