Evidence mapPaperPMID 41712016Full record

ArticleClinical oral investigations2026

Metabolomic analysis of subgingival plaque, identification of diagnostic biomarkers and associated mechanisms in patients with HCC and periodontitis vs. periodontitis alone.

Jingli Zhu, Hai He, Yachen Xiao, Yichu Li, Liang Liu, Qisheng Shen, Jiaxue Yuan, Jing Wang, Tianzhu Song

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Article in Clinical oral investigations, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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5 · Who and what money

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9 authors.

Jingli Zhu *The First School of Clinical Medicine, Lanzhou University, No. 1 West Donggang Road, Chengguan District, Lanzhou, 730000, Gansu Province, China.
Hai He *Key Laboratory of Biotechnology and Bioengineering of State Ethnic Affairs Commission, Biomedical Research Center, Northwest Minzu University, No. 1 Xibeixincun Baiyin Road, Chengguan District, Lanzhou, 730030, Gansu Province, China.
Yachen XiaoSchool of Stomatology, Lanzhou University, No. 199 West Donggang Road, Chengguan District, Lanzhou, 730000, Gansu Province, China.
Yichu LiDepartment of Gastroenterology, The 940 Hospital Joint Logistic Support Force of PLA, Lanzhou, Gansu Province, China.
Liang LiuKey Laboratory of Biotechnology and Bioengineering of State Ethnic Affairs Commission, Biomedical Research Center, Northwest Minzu University, No. 1 Xibeixincun Baiyin Road, Chengguan District, Lanzhou, 730030, Gansu Province, China.
Qisheng ShenSchool of Stomatology, Key Laboratory of Oral Diseases of Gansu Province, Key Laboratory of Stomatology of State Ethnic Afairs Commission, Northwest Minzu University, No. 1 Xibeixincun Baiyin Road, Chengguan District, Lanzhou, 730030, Gansu Province, China.
Jiaxue YuanKey Laboratory of Biotechnology and Bioengineering of State Ethnic Affairs Commission, Biomedical Research Center, Northwest Minzu University, No. 1 Xibeixincun Baiyin Road, Chengguan District, Lanzhou, 730030, Gansu Province, China.
Jing WangThe First School of Clinical Medicine, Lanzhou University, No. 1 West Donggang Road, Chengguan District, Lanzhou, 730000, Gansu Province, China. lzukqwj@126.com.
Tianzhu SongSchool of Stomatology, Key Laboratory of Oral Diseases of Gansu Province, Key Laboratory of Stomatology of State Ethnic Afairs Commission, Northwest Minzu University, No. 1 Xibeixincun Baiyin Road, Chengguan District, Lanzhou, 730030, Gansu Province, China. songtianzhu16@126.com.

Funding

Fundamental Research Funds for the Central Universities no. 31920230187Gansu Province Joint Fund 25JRRA1290
6 · The paper itself

Abstract

objectiveTo investigate the metabolomic characteristics of subgingival plaque in patients with both hepatocellular carcinoma (HCC) and periodontitis (PD) (hereafter referred to as HCC-PD), and to clarify the differences compared with patients with PD alone, thereby providing evidence for the association mechanism between HCC and PD and for the non-invasive auxiliary diagnosis of HCC-PD.

method18 HCC-PD patients and 18 PD patients were recruited. Non-targeted liquid chromatography-tandem mass spectrometry (LC-MS/MS) was used to detect subgingival plaque metabolites. Multidimensional statistical analyses (PCA, PLS-DA, OPLS-DA) were applied to compare metabolic profiles, while volcanic plots and fold-change bar charts screened differential metabolites. ROC curves evaluated diagnostic efficacy, Spearman’s correlation analyzed associations between high-discriminative metabolites and clinical parameters, and KEGG database conducted pathway enrichment.

resultsPCA showed preliminary separation, with PLS-DA and OPLS-DA achieving complete separation. A total of 1,272 differential metabolites were identified (35 upregulated, 1,237 downregulated in HCC-PD). Upregulated Glutathione thiol strongly correlated with CAL and HCC staging (p < 0.001), while downregulated Leukotriene E4 correlated with CAL in PD alone (p < 0.001). The combined model of top 20 upregulated metabolites had an AUC of 0.9999 (95%CI: 0.9998–1.0000), and the top 20 downregulated metabolites had an AUC of 0.9966 (95%CI: 0.9944–0.9989). Differential metabolites were enriched in lipid metabolism and signal transduction pathways.

conclusionHCC is associated with distinct metabolic profiles of subgingival plaque, which may be linked to systemic metabolic dysregulation. The identified differential metabolites represent potential preliminary non-invasive diagnostic candidates for HCC-PD, while lipid metabolism pathways may constitute the core mechanism linking both conditions. However, the diagnostic efficacy of these candidates needs to be further verified in large-scale multi-center studies.

Indexed as

Carcinoma, HepatocellularDental PlaqueLiver NeoplasmsMetabolomicsPeriodontitisAgedBiomarkersChromatography, LiquidFemaleHumansLiquid Chromatography-Mass SpectrometryMaleMiddle AgedTandem Mass SpectrometryBiomarkersDiagnostic markersHepatocellular carcinoma (HCC)LC-MS/MSMetabolomicsPeriodontitis (PD)Subgingival plaque

Identifiers

PMID41712016

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.