A sixteen-genus lung bacterial profile is associated with early-stage non-small cell lung cancer progression
Lung carcinomas evolve through complex interactions with the tumor microenvironment (TME), where intratumoral bacteria are being increasingly recognized as biologically relevant components. We investigated the microbiota signatures of normal and malignant tissues from patients with early-stage non-small cell lung cancer (NSCLC) and explored their associations with the clinical outcomes. We analyzed paired tumor and normal tissues from patients with early-stage NSCLC with favorable or unfavorable outcomes who were matched by stage, nodal status, and histology. The microbiota was profiled by 16S rRNA sequencing and analyzed using DADA2/QIIME 2, centered log-ratio (CLR)-based diversity tests, MiRKAT, and PICRUSt2. Immune cell infiltration and tumor mutations were assessed by performing IHC and targeted NGS. Among a total of 155 paired tumor and normal tissues, the differential abundance analysis detected 10 genera in tumor tissues, 8 in normal tissues, and 3 in paired tumor–normal tissues, for a total of 16 genera associated with the outcome in at least one tissue type. The performance of the composite U16 score in discriminating deceased patients from surviving patients had an AUC of 0.819 (95% CI: 0.753–0.885), which was confirmed by a pooled out-of-fold AUC of 0.692 (95% CI: 0.608–0.775). The U16 score was significantly associated with the number of FOXP3⁺/CD4⁺ TILs and specific tumor mutations and remained independently associated with outcomes in multivariate models including age. These findings support a distinct tumor-associated bacterial signature present in early-stage NSCLC that stratifies patient outcomes independently of molecular features and is linked to an immunosuppressive TME.
Authors
- Adriana Blanda
- Chiara Maura Ciniselli (ORCID: https://orcid.org/0000-0003-4488-885X)
- Barbara Vergani (ORCID: https://orcid.org/0000-0002-4389-6324)
- Massimo Milione (ORCID: https://orcid.org/0000-0002-1202-139X)
- Paolo Verderio (ORCID: https://orcid.org/0000-0002-9231-1281)
- Adele Busico (ORCID: https://orcid.org/0000-0002-5808-0387)
- Paola Suatoni (ORCID: https://orcid.org/0000-0001-5513-5381)
- Lucia Sfondrini (ORCID: https://orcid.org/0000-0003-0350-5402)
- Marco Gentili (ORCID: https://orcid.org/0000-0002-2305-4488)
- Marco Barella (ORCID: https://orcid.org/0000-0001-8559-9101)
- Mattia Boeri (ORCID: https://orcid.org/0000-0001-7106-3138)
- Gabriella Sozzi (ORCID: https://orcid.org/0000-0001-9360-6914)
- Ugo Pastorino (ORCID: https://orcid.org/0000-0001-9974-7902)
- Michele Sommariva (ORCID: https://orcid.org/0000-0002-7622-0996)
- Giancarla Bernardo (ORCID: https://orcid.org/0000-0002-2241-8884)
- Loris De Cecco (ORCID: https://orcid.org/0000-0002-7066-473X)
- Valeria Duroni (ORCID: https://orcid.org/0009-0001-1486-3865)
- Tiziana Triulzi (ORCID: https://orcid.org/0000-0003-3050-8676)
- Elda Tagliabue (ORCID: https://orcid.org/0000-0001-9877-2903)
- Armando G Licata (ORCID: https://orcid.org/0000-0001-5785-5163)
- Bodini Beatrice (ORCID: https://orcid.org/0009-0005-1094-179X)
- Michela Francesconi
Institutions
- University of Milan (IT)
- Fondazione IRCCS Istituto Nazionale dei Tumori (IT)
- University of Milano-Bicocca (IT)
Publication Details
- Journal
- Journal of Translational Medicine
- Published
- 2026-11-09
- DOI
- https://doi.org/10.1186/s12967-026-09165-z
- Primary Topic
- Gut microbiota and health
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Fondazione AIRC per la ricerca sul cancro ETS
- Ministero della Salute