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16S rRNA gene sequencing reveals distinct intratumoral bacterial microbiome signatures between CT indeterminate benign and early-stage malignant pulmonary lesions

Yanfei Liu et al · BMC · 2026

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Abstract Background Existing research suggested that the intratumoral microbiome participates in the progression and metastasis of lung cancer. However, its role in distinguishing benign from early-stage malignant pulmonary tumors remains poorly characterized. Methods In a single-center retrospective cohort of surgically resected nodules (2021–2023), specimens underwent five-region (V2, V3, V5, V6, and V8) 16S rRNA sequencing. After 2:1 propensity-score matching and sequencing QC, 98 FFPE specimens were analyzed (66 malignant; 32 benign). Diversity and community structure were compared using Chao1/Shannon indices, Bray - Curtis PCoA, and PERMANOVA (999 permutations). An eight-genus logistic-regression classifier was internally validated by 1,000-iteration bootstrap and five-fold stratified cross-validation. Results Malignant lesions exhibited greater microbial richness and evenness than benign lesions (Chao1, p = 0.007; Shannon, p = 0.029) and a distinct overall community structure (PERMANOVA R2 = 0.020, p = 0.021). Lipopolysaccharide immunostaining indicated a higher bacterial signal in malignant tissue (median H-score 3.3 vs 1.5; p < 0.001). We developed an eight-genus diagnostic model, with five genera (Myroides, Knoellia, Pelomonas, Peptostreptococcus, Porphyrobacter) enriched in the malignant group. The model demonstrated stable discrimination on internal validation, achieving a bootstrap median AUC of 0.769 (95% CI 0.574–0.903) with sensitivity 0.864 and a five-fold cross-validation AUC of 0.783 (95% CI 0.661–0.905); when trained on the full dataset, the AUC was 0.829 (95% CI 0.744–0.913). Among malignant cases, higher model-derived risk scores showed a non-significant trend toward lymph node metastasis (p = 0.075), and DFS did not differ across risk strata (5/66 events; p = 0.474). PICRUSt2-based functional prediction suggested enrichment of pathways related to focal adhesion, calcium signaling, O-glycan biosynthesis, and immune-associated processes in the malignant group. Conclusions The intratumoral microbiome is distinctly altered in early-stage malignant pulmonary tumor. A microbiota-based diagnostic model demonstrates good accuracy for discriminating malignant from benign pulmonary lesions, highlighting its potential as a novel diagnostic biomarker. Prospective multicenter validation and assessment in minimally invasive specimens are warranted. Graphical Abstract

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APA 7

al, Y. L. E. (2026). 16S rRNA gene sequencing reveals distinct intratumoral bacterial microbiome signatures between CT indeterminate benign and early-stage malignant pulmonary lesions. https://doi.org/10.1186/s12967-026-08078-1

MLA

al, Yanfei Liu et. "16S rRNA gene sequencing reveals distinct intratumoral bacterial microbiome signatures between CT indeterminate benign and early-stage malignant pulmonary lesions." 2026. https://doi.org/10.1186/s12967-026-08078-1.

Chicago

al, Yanfei Liu et. 2026. "16S rRNA gene sequencing reveals distinct intratumoral bacterial microbiome signatures between CT indeterminate benign and early-stage malignant pulmonary lesions.". https://doi.org/10.1186/s12967-026-08078-1.

Harvard

al, Y. L. E. 2026, 16S rRNA gene sequencing reveals distinct intratumoral bacterial microbiome signatures between CT indeterminate benign and early-stage malignant pulmonary lesions, BMC, available at: https://doi.org/10.1186/s12967-026-08078-1 [Accessed 30 Jun. 2026].

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Título
16S rRNA gene sequencing reveals distinct intratumoral bacterial microbiome signatures between CT indeterminate benign and early-stage malignant pulmonary lesions
Autor / colaboradores
Yanfei Liu et al
Editorial
BMC
Año de publicación
2026
ISSN
1479-5876
ISSN
1479-5876
Idioma
eng

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