All RNA-seq data were aligned to the mm10 genome using Tophat (version v2.1.1). Differentially expressed genes were identified by Cuffdiff (version v2.2.1)64 (link). FPKM was used for following analysis and comparison. GSEA analysis was performed as software suggested65 (link). T cell clonotype diversity analysis was performed by TRUST43 (link). The pathway activity score was calculated with GSVA66 . The expression levels of TLS score genes46 (link) were scaled to the range of 0 to 1, and TLS score was defined as the mean scaled value of related genes for each individual sample,
RNA-seq Analysis of Prostate Cancer Tissues
All RNA-seq data were aligned to the mm10 genome using Tophat (version v2.1.1). Differentially expressed genes were identified by Cuffdiff (version v2.2.1)64 (link). FPKM was used for following analysis and comparison. GSEA analysis was performed as software suggested65 (link). T cell clonotype diversity analysis was performed by TRUST43 (link). The pathway activity score was calculated with GSVA66 . The expression levels of TLS score genes46 (link) were scaled to the range of 0 to 1, and TLS score was defined as the mean scaled value of related genes for each individual sample,
Variable analysis
- Tissue type (bulk prostate tissues, sorted LIN-EpCAM+ prostate cancer cells, cancer- or spleen-associated CD45+CD3+CD8+ T cells)
- Gene expression (FPKM)
- T cell clonotype diversity
- Pathway activity score
- RNA extraction method (RNAeasy mini kit or micro kit)
- CDNA library construction method (NEBNext® Poly(A) mRNA Magnetic Isolation Module and NEBNext® Ultra™ RNA Library Prep Kit for Illumina® or SMART-SEQ 2 protocol)
- Sequencing platform (Illumina - HiSeq PE150)
- RNA-seq data alignment (Tophat v2.1.1)
- Differential gene expression analysis (Cuffdiff v2.2.1)
- GSEA analysis
- T cell clonotype diversity analysis (TRUST)
- Pathway activity score calculation (GSVA)
- TLS score calculation
Annotations
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