# The integration of single-cell RNA sequencing and spatial transcriptomics reveals the tumor microenvironment and spatial organization of testicular diffuse large B-cell lymphomas

**Authors:** Xiaolong Wu, Jie Shi, Mujun Lu, Damin Yun, Sheng Gao, Longfei Hu, Fei Sun

PMC · DOI: 10.1016/j.gendis.2024.101475 · Genes & Diseases · 2024-11-30

## TL;DR

This study uses advanced sequencing techniques to map the tumor environment and spatial layout in testicular lymphomas, revealing new insights into cell interactions and potential treatments.

## Contribution

The study is the first to integrate single-cell RNA sequencing and spatial transcriptomics to characterize the tumor microenvironment and spatial organization in PT-DLBCL.

## Key findings

- The tumor microenvironment is dominated by exhausted CD8+ T cells and B cell subpopulations.
- Inhibiting E2F and CREB reduces B-lymphoma cell proliferation and tumor growth in xenograft models.
- Spatial transcriptomics revealed the strategic positioning of exhausted T cells and macrophages around tumor B cells.

## Abstract

Primary testicular diffuse large B-cell lymphomas (PT-DLBCL) are a collection of 1%–9% of testicular tumors. However, the characterization of the tumor microenvironment and spatial organization of PT-DLBCL is poorly understood. We profiled the transcriptomes of 19,559 single cells derived from a PT-DLBCL patient via single-cell RNA sequencing. We found that the tumor microenvironment was majorly composed of three exhausted CD8+ T cell subpopulations and two B cell subpopulations, and the genetic heterogeneity was further analyzed. Then, transcription factors related to PT-DLBCL cell proliferation and development were identified. Our results demonstrated that inhibiting E2F and CREB could decrease cell proliferation, induce apoptosis in human B-lymphoma cells, and inhibit tumor growth in xenograft testicular DLBCL models. Subsequently, chromatin immunoprecipitation sequencing was performed to identify the enriched loci of E2F and CREB that regulate human B-lymphoma cell proliferation and apoptosis. To annotate the precise spatial cellular composition of testicular DLBCL, we performed spatial transcriptomics. The spatial organization of PT-DLBCL, especially the spatial location of exhausted CD8+ T and B cells, was identified. Concurrently, we delineated the expression patterns of key genes, including MALAT1, RPS3A, RPS7, RPS23, RPS27A, IGHM, HINT1, and HSPA8, across various regions. In this study, we unveiled the spatial architecture of the tumor microenvironment in DLBCL, where exhausted T cells were strategically positioned around tumor B cells, and macrophages, in turn, encircled the exhausted T cells. Inhibition of E2F and CREB in the tumor microenvironment may be a novel therapeutic option for testicular DLBCL patients.

## Linked entities

- **Genes:** E2f (transcription factor E2F) [NCBI Gene 5000391], CREB1 (cAMP responsive element binding protein 1) [NCBI Gene 1385], MALAT1 (metastasis associated lung adenocarcinoma transcript 1) [NCBI Gene 378938], RPS3A (ribosomal protein S3A) [NCBI Gene 6189], RPS7 (ribosomal protein S7) [NCBI Gene 6201], RPS23 (ribosomal protein S23) [NCBI Gene 6228], RPS27A (ribosomal protein S27a) [NCBI Gene 6233], IGHM (immunoglobulin heavy constant mu) [NCBI Gene 3507], HINT1 (histidine triad nucleotide binding protein 1) [NCBI Gene 3094], HSPA8 (heat shock protein family A (Hsp70) member 8) [NCBI Gene 3312]

## Full-text entities

- **Genes:** CREB1 (cAMP responsive element binding protein 1) [NCBI Gene 1385] {aka CREB, CREB-1}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, RPS23 (ribosomal protein S23) [NCBI Gene 6228] {aka BTDD, MABAS, MCINS, PAMAS, S23, uS12}, HSPA8 (heat shock protein family A (Hsp70) member 8) [NCBI Gene 3312] {aka HEL-33, HEL-S-72p, HSC54, HSC70, HSC71, HSP71}, RPS27A (ribosomal protein S27a) [NCBI Gene 6233] {aka CEP80, HEL112, S27A, UBA80, UBCEP1, UBCEP80}, MALAT1 (metastasis associated lung adenocarcinoma transcript 1) [NCBI Gene 378938] {aka HCN, LINC00047, NCRNA00047, NEAT2, PRO2853, miPEP-52}, HINT1 (histidine triad nucleotide binding protein 1) [NCBI Gene 3094] {aka HINT, NMAN, PKCI-1, PRKCNH1}, RPS3A (ribosomal protein S3A) [NCBI Gene 6189] {aka FTE1, MFTL, S3A, eS1}, IGHM (immunoglobulin heavy constant mu) [NCBI Gene 3507] {aka AGM1, MU, VH}, RPS7 (ribosomal protein S7) [NCBI Gene 6201] {aka DBA8, S7, eS7}
- **Diseases:** PT-DLBCL (MESH:D016403), testicular (MESH:D013733), tumor (MESH:D009369), B-lymphoma (MESH:D016393), testicular tumors (MESH:D013736)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12126957/full.md

## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12126957/full.md

## References

65 references — full list in the complete paper: https://tomesphere.com/paper/PMC12126957/full.md

---
Source: https://tomesphere.com/paper/PMC12126957