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Full Length Article | Open Access

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

Xiaolong Wua,1Jie Shib,1Mujun Luc,1Damin YunbSheng GaobLongfei HudFei Suna( )
Department of Urology and Andrology, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang 310016, China
Institute of Reproductive Medicine, Nantong University School of Medicine, Nantong, Jiangsu 226001, China
Department of Urology and Andrology, Ren Ji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai 200001, China
Singleron Biotechnologies Ltd., 211 Pubin Road, Nanjing, Jiangsu 210061, China

Peer review under the responsibility of the Genes & Diseases Editorial Office, in alliance with the Association of Chinese Americans in Cancer Research (ACACR, Baltimore, MD, USA).

1 These authors contributed equally to this work.

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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.

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Genes & Diseases
Article number: 101475

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Cite this article:
Wu X, Shi J, Lu M, et al. The integration of single-cell RNA sequencing and spatial transcriptomics reveals the tumor microenvironment and spatial organization of testicular diffuse large B-cell lymphomas. Genes & Diseases, 2025, 12(4): 101475. https://doi.org/10.1016/j.gendis.2024.101475

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Received: 03 November 2023
Revised: 08 July 2024
Accepted: 02 November 2024
Published: 30 November 2024
© 2024 The Authors.

This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).