Evidence map›Paper›PMID 42151663›Full record

ArticleDiscover oncology2026

Metabolomic profiling of exhaled breath condensate identifies a novel biomarker panel for detecting thyroid and breast cancer.

Fangning Gao, Yawen Yu, Mao Sun, Ping Yang, Shujia Peng, Guoqiang Bao, Lijuan Yuan

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Article in Discover oncology, 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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7 authors.

Fangning Gao *Department of General Surgery, Tangdu Hospital, The Fourth Military Medical University, 569 Xinsi Street, Xi'an, 710038, China.
Yawen Yu *Department of Biochemistry and Molecular Biology, School of Basic Medicine, Shaanxi Provincial Key Laboratory of Clinic Genetics, The Fourth Military Medical University, Xi'an, 710032, China.
Mao Sun *Department of Biochemistry and Molecular Biology, School of Basic Medicine, Shaanxi Provincial Key Laboratory of Clinic Genetics, The Fourth Military Medical University, Xi'an, 710032, China.
Ping YangDepartment of General Surgery, Tangdu Hospital, The Fourth Military Medical University, 569 Xinsi Street, Xi'an, 710038, China.
Shujia PengDepartment of General Surgery, Tangdu Hospital, The Fourth Military Medical University, 569 Xinsi Street, Xi'an, 710038, China.
Guoqiang BaoDepartment of General Surgery, Tangdu Hospital, The Fourth Military Medical University, 569 Xinsi Street, Xi'an, 710038, China. guoqiang@fmmu.edu.cn.
Lijuan YuanDepartment of General Surgery, Tangdu Hospital, The Fourth Military Medical University, 569 Xinsi Street, Xi'an, 710038, China. 564902156@qq.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe non-invasive detection of cancer via exhaled breath condensate (EBC) represents a promising frontier in oncology. This study explores the metabolic profiles of EBC to identify biomarkers for the early detection of thyroid cancer (TC) and breast cancer (BC), and to investigate potential metabolic interrelationships between them.

methodsWe conducted gas chromatography-mass spectrometry (GC-MS) analysis of EBC samples from 74 individuals, including 65 cancer patients (TC and BC) and 9 non-cancer controls. Comparative statistical analyses and machine learning were employed to identify discriminant metabolites.

results305 metabolites were identified in total. Comparative analysis revealed 16 differential metabolites in cancer patients versus controls, with 14 specific to TC and 7 to BC. Notably, five metabolites were common to both cancers: 1,2-Bis(trimethylsilyl)benzene, 1,4-Phthalazinedione,2,3-dihydro-6-nitro-, Eicosane, Methyltris (trimethylsiloxy) silane, and Octadecane, highlighting metabolites that were commonly altered in both cancer types. ROC analysis demonstrated strong diagnostic potential: 1,2-Bis(trimethylsilyl)benzene effectively discriminated cancer from controls (AUC = 0.822) and identified TC (AUC = 0.866), while 1,4-Phthalazinedione,2,3-dihydro-6-nitro- detected BC (AUC = 0.783). Combinations of metabolites yielded AUCs > 0.7 for both cancers. However, limited discriminatory power was observed between TC and BC (maximum AUC = 0.663), indicating significant metabolic similarity. Furthermore, specific metabolite abundances correlated with conventional serum biomarkers, thyroid hormone levels, and lymphatic metastasis.

conclusionOur findings establish EBC metabolomics as a powerful, non-invasive tool for early cancer detection and monitoring. The identification of shared metabolic alterations between TC and BC suggests common metabolic features that warrant further investigation and paves the way for developing breath-based diagnostic assays.

Indexed as

Exhaled breath condensateMetabolomeThyroid and breast cancer

Identifiers

PMID42151663
PMCPMC13350781

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