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Transcriptome data-based status of PI3K/AKT/mTOR pathway indicates heterogeneity and immune modulation in patients with pancreatic ductal adenocarcinoma.
- Source :
-
The journal of gene medicine [J Gene Med] 2024 Jan; Vol. 26 (1), pp. e3570. Date of Electronic Publication: 2023 Jul 22. - Publication Year :
- 2024
-
Abstract
- Background: Pancreatic ductal adenocarcinoma (PDAC) is a highly lethal cancer with limited treatment options. The PI3K/AKT/mTOR pathway is commonly activated in PDAC and plays a critical role in its progression.<br />Methods and Results: In this study, the effect of taselisib (a selective PI3K inhibitor) on PDAC cell proliferation was investigated, and a significant decrease in viability was observed with increasing concentrations of taselisib. Differential analysis on samples from the Genotype-Tissue Expression and The Cancer Genome Atlas databases revealed 24 dysregulated PI3K/AKT/mTOR pathway-related genes (PRGs). Unsupervised clustering-based analysis of transcriptome cohorts revealed two clusters with high consistency between RNA-seq and microarray cohorts. Cluster B had higher enrichment of immune cells, particularly CD8 <superscript>+</superscript> T cells, and lower levels of immunosuppressive Treg cells. Moreover, we investigated the relationship between drug sensitivity and different clusters and found that cluster A had a better response to PI3K/AKT/mTOR pathway-related inhibitors and chemotherapy. Finally, cluster A exhibited significant activation of PI3K/AKT/mTOR and related oncogenic pathways, contributing to poor prognosis. The study also developed a risk score based on the expression profiles of PRGs and machine learning, which showed a significant increase in overall survival time among patients in the low-risk group. Importantly, the PI3K/AKT/mTOR pathway could be used to better predict individual risk scores, as evidenced by stratified survival analysis.<br />Conclusions: These findings suggest that targeting the PI3K/AKT/mTOR pathway may have therapeutic potential in PDAC, and distinct pathway states, immune modulation and tumor microenvironments have prognostic value.<br /> (© 2023 John Wiley & Sons, Ltd.)
- Subjects :
- Humans
Proto-Oncogene Proteins c-akt genetics
Proto-Oncogene Proteins c-akt metabolism
Phosphatidylinositol 3-Kinases genetics
Phosphatidylinositol 3-Kinases metabolism
Transcriptome
CD8-Positive T-Lymphocytes metabolism
TOR Serine-Threonine Kinases genetics
TOR Serine-Threonine Kinases metabolism
Cell Proliferation genetics
Tumor Microenvironment
Carcinoma, Pancreatic Ductal genetics
Pancreatic Neoplasms metabolism
Subjects
Details
- Language :
- English
- ISSN :
- 1521-2254
- Volume :
- 26
- Issue :
- 1
- Database :
- MEDLINE
- Journal :
- The journal of gene medicine
- Publication Type :
- Academic Journal
- Accession number :
- 37482968
- Full Text :
- https://doi.org/10.1002/jgm.3570