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DOI 10.3390/jcm15135278

Медицинская библиотека · Journal of clinical medicine · 2026

Systemic Inflammation, Tumor Isotopic Signatures, and Prognosis in Oral Squamous Cell Carcinoma: Exploratory Integration of Blood- and Tissue-Derived Biomarkers-An Exploratory Retrospective Secondary Analysis.

Bogusiak Katarzyna, Paneth Piotr, Majchrzak Marcin, Kozakiewicz Marcin, Kobos Józef

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Аннотация

Background/

Objectives

Oral squamous cell carcinoma (OSCC) remains clinically heterogeneous, and prognosis is not always fully explained by conventional clinicopathological parameters. Systemic inflammation and tumor metabolic alterations may provide complementary information on tumor biology. This study aimed to assess associations between preoperative inflammatory markers, isotope ratio mass spectrometry (IRMS)-derived tumor signatures, clinicopathological features, and survival outcomes in OSCC.

Methods

This exploratory retrospective secondary analysis included 50 consecutive patients with surgically treated, histologically confirmed OSCC. Preoperative blood-based markers, including neutrophil-to-lymphocyte ratio (NLR), platelet-to-lymphocyte ratio (PLR), systemic immune-inflammation index (SII), white blood cell count, lymphocyte count, and C-reactive protein, were retrieved from routine laboratory tests. Matched tumor, surgical margin, and healthy oral mucosa samples were analyzed by IRMS for δ13C, δ15N, carbon and nitrogen content, and [N]/[C] ratio. Associations with clinicopathological variables, nodal status, overall survival (OS), and disease-free survival (DFS) were evaluated using non-parametric tests, Spearman correlations, and Cox regression models.

Results

Tumor tissue showed a consistent isotope and elemental phenotype compared with healthy mucosa, including higher nitrogen content, lower carbon content, increased [N]/[C] ratio, lower δ15N, and less negative δ13C values. NLR, PLR, SII, and CRP were not robustly associated with standard clinicopathological features after correction for multiple testing. Correlations between inflammatory and isotope-derived parameters were modest. Higher NLR was associated with worse OS and DFS and remained significant after adjustment for pathologic nodal status. Less negative tumor δ13C showed a potential adverse prognostic signal.

Conclusions

Systemic inflammatory markers and IRMS-derived tumor signatures appear to reflect partly distinct biological domains in OSCC. NLR may provide accessible prognostic information, while tumor δ13C warrants further validation as a metabolic biomarker.

Для цитирования: Bogusiak Katarzyna, Paneth Piotr, Majchrzak Marcin, Kozakiewicz Marcin, Kobos Józef. Systemic Inflammation, Tumor Isotopic Signatures, and Prognosis in Oral Squamous Cell Carcinoma: Exploratory Integration of Blood- and Tissue-Derived Biomarkers-An Exploratory Retrospective Secondary Analysis.. Journal of clinical medicine. 2026. DOI: 10.3390/jcm15135278.
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