Serum proteomics and metabolomics reveal novel noninvasive molecular signatures for hepatocellular carcinoma diagnosis

Objective: This study aimed to identify and validate noninvasive serum protein and metabolite biomarkers for the early detection and prognostic assessment of hepatocellular carcinoma (HCC). Methods: In this study, we systematically analyzed serum proteomics and metabolomics across four cohorts, including healthy controls (Health) and patients with chronic hepatitis B (CHB), liver cirrhosis (LC), and HCC. Standardized sample handling protocols were applied, and high-resolution mass spectrometry combined with rigorous statistical analyses was used to identify differential proteins and metabolites. Results: Our analyses indicated that GRHPR was able to distinguish HCC from non-HCC conditions. GRHPR demonstrated good individual diagnostic performance, with an area under the receiver operating characteristic curve (AUC) of 0.936. Moreover, a combined biomarker panel incorporating GRHPR and isobutyric acid achieved an AUC of 0.988. After internal validation using bootstrap resampling, the corrected AUC was 0.978, suggesting that the model retained favorable discriminatory performance. Collectively, these findings support the potential feasibility of a non-invasive, serum-based diagnostic signature that integrates proteomic and metabolomic data for the early detection of HCC. Conclusion: In summary, this study suggests that specific serum proteins and metabolites may facilitate the detection of hepatocellular carcinoma. GRHPR and isobutyric acid showed relatively strong diagnostic performance, and GRHPR may also have prognostic value. The combined panel demonstrated improved discriminatory ability. Together, these findings support the potential utility of integrating proteomic and metabolomic markers as a non-invasive approach for HCC identification.

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Publication Details

Journal
Frontiers in Oncology
Published
2026-04-22
DOI
https://doi.org/10.3389/fonc.2026.1797408
Primary Topic
Metabolomics and Mass Spectrometry Studies
Type
article
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article

Serum proteomics and metabolomics reveal novel noninvasive molecular signatures for hepatocellular carcinoma diagnosis

FU Ya, Weiquan You, Qishui Ou, Zhao Guo et al.
Frontiers in Oncology
Metabolomics and Mass Spectrometry Studies
article

Serum proteomics and metabolomics reveal novel noninvasive molecular signatures for hepatocellular carcinoma diagnosis

FU Ya, Weiquan You, Qishui Ou, Zhao Guo, Yutong Li, Lu Lai, Xiangjun Tang, Lin Lin, Yan Pan
article en

Abstract

Objective: This study aimed to identify and validate noninvasive serum protein and metabolite biomarkers for the early detection and prognostic assessment of hepatocellular carcinoma (HCC). Methods: In this study, we systematically analyzed serum proteomics and metabolomics across four cohorts, including healthy controls (Health) and patients with chronic hepatitis B (CHB), liver cirrhosis (LC), and HCC. Standardized sample handling protocols were applied, and high-resolution mass spectrometry combined with rigorous statistical analyses was used to identify differential proteins and metabolites. Results: Our analyses indicated that GRHPR was able to distinguish HCC from non-HCC conditions. GRHPR demonstrated good individual diagnostic performance, with an area under the receiver operating characteristic curve (AUC) of 0.936. Moreover, a combined biomarker panel incorporating GRHPR and isobutyric acid achieved an AUC of 0.988. After internal validation using bootstrap resampling, the corrected AUC was 0.978, suggesting that the model retained favorable discriminatory performance. Collectively, these findings support the potential feasibility of a non-invasive, serum-based diagnostic signature that integrates proteomic and metabolomic data for the early detection of HCC. Conclusion: In summary, this study suggests that specific serum proteins and metabolites may facilitate the detection of hepatocellular carcinoma. GRHPR and isobutyric acid showed relatively strong diagnostic performance, and GRHPR may also have prognostic value. The combined panel demonstrated improved discriminatory ability. Together, these findings support the potential utility of integrating proteomic and metabolomic markers as a non-invasive approach for HCC identification.

Frontiers in OncologyVol. 16
Fujian Medical University (CN), First Affiliated Hospital of Fujian Medical University (CN)
Reduced inequalities
Openalex Percentile: Top 22%
Metabolomics and Mass Spectrometry Studies
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