Metagenomic Microbial Signatures for Noninvasive Detection of Pancreatic Cancer
<b>Background/Objectives:</b> Pancreatic ductal adenocarcinoma (PDAC) is a highly aggressive malignancy with poor early detection rates owing to the limited sensitivity and specificity of the current biomarker CA19-9. Gut microbiota dysbiosis plays a key role in PDAC pathogenesis. This study aimed to evaluate the noninvasive approach we developed, combining metagenome-derived microbial signatures with CA19-9, to improve PDAC detection. <b>Methods:</b> This study included 50 treatment-naïve patients with PDAC and their matched controls. Fecal samples were analyzed using shotgun metagenomic sequencing. Machine learning algorithms were used to develop and validate a diagnostic panel integrating microbial signatures and CA19-9 levels. Subgroup analyses were used to confirm the robustness of the microbial markers. <b>Results:</b> The combined models at both species and genus levels effectively distinguished patients with PDAC from healthy individuals, and their strong diagnostic efficacy and accuracy were demonstrated through rigorous validation. <b>Conclusions:</b> In conclusion, the combination of gut microbiome profiling and CA19-9 improves PDAC detection accuracy compared to the use of CA19-9 alone, showing promise for early and noninvasive diagnosis.
Authors
- Tianli Yuan
- Fulin Nian
- Xizhong Shen (ORCID: https://orcid.org/0000-0001-9328-5890)
- Ling Dong
- Qiuyu Jiang (ORCID: https://orcid.org/0000-0003-4461-2829)
- Yueying Chen (ORCID: https://orcid.org/0000-0003-3083-421X)
- Jia Chen (ORCID: https://orcid.org/0009-0008-5621-5357)
- Haokang Feng
Institutions
- Sun Yat-sen University (CN)
- Shanghai Jiao Tong University (CN)
- Fudan University (CN)
- Renji Hospital (CN)
- Zhongshan Hospital (CN)
- The First Affiliated Hospital, Sun Yat-sen University (CN)
- Shanghai Institute of Hematology (CN)
Publication Details
- Journal
- Biomedicines
- Published
- 2025-04-20
- DOI
- https://doi.org/10.3390/biomedicines13041000
- Citations
- 2
- Primary Topic
- Pancreatic and Hepatic Oncology Research
- Type
- article
- Field-Weighted Citation Impact
- 2.09
Funders
- National Natural Science Foundation of China