Periodic Reporting for period 1 - milieuPCa (Defining the immunosuppressive milieu of prostate cancer with single cell Omics technologies)
Okres sprawozdawczy: 2021-05-01 do 2023-04-30
Here, we aimed at understanding the immune milieu of prostate cancer by employing bulk and single cell high-throughput sequencing on prostatectomy samples in order to obtain a comprehensive view of the immunosuppressive mechanisms in prostate carcinoma.
RNAseq data was collected for both tumor and normal adjacent regions from about 30 prostate cancer samples. Single cell data was collected for a subset of patients to have a deeper view of where the signal comes from. Integration of data obtained from these analyses is enabling us to improve our understanding of the complex interplay between the immune system and tumor cells.
These data will moreover provide a potent source for translational studies to diagnose and treat prostate cancer.
The project has been early terminated because the research fellow accepted a industry job offer. There are no publications yet, because data was collected until the research fellow left; however, a manuscript is in preparation.
Data analysis was mainly performed on the R environment using packages such as EdgeR and Seurat for bulk and single cell data analysis.
Data integration is performed between scRNAseq and RNAseq. Differential gene expression obtained from different cell types from the scRNAseq is validated in RNAseq data. This allows to clarify if the signal coming from only a few cells is strong enough to be detected at the bulk level.
Using data integration between bulk and single cell RNA-seq, various genes were found to have specificity in tumor proliferative cells, such as: PTPRT, LUZP2 and SCHLAP1.
Results will still need to be published in a peer reviewed journal and the socio-economic impact can only be seen on a long-term basis. Years will be necessary to translate biomedical results to clinics. However, the understanding of prostate cancer microenvironment is at the foundation for the development of novel therapeutic approaches.