Integrated spatial and multimodal single-cell transcriptomics reveal patient-dependent cell heterogeneity in splenic marginal zone lymphoma

J Pathol. 2024 Aug;263(4-5):442-453. doi: 10.1002/path.6296. Epub 2024 Jun 3.

Abstract

Biological hallmarks of splenic marginal zone lymphoma (SMZL) remain poorly described. Herein, we performed in-depth SMZL characterization through multimodal single-cell analyses of paired blood/spleen samples. The 3'-single-cell RNA-sequencing, Cellular Indexing of Transcriptomes and Epitopes by sequencing, and 5'-V(D)J single-cell RNA-sequencing datasets were integrated to characterize SMZL transcriptome profiles, including B-cell receptor and T-cell receptor repertoires. Hyperexpanded B-cell clones in the spleen were at a memory-like stage, whereas recirculating tumor B-cells in blood encompassed multiple differentiation stages, indicating an unexpected desynchronization of the B-cell maturation program in SMZL cells. Spatial transcriptomics showed the enrichment of T-effector and T-follicular helper (TFH) signatures in the nodular subtype of SMZL. This latter also exhibited gene-based cell-cell interactions suggestive of dynamic crosstalk between TFH and cancer cells in transcriptomics, further substantiated by using imaging mass cytometry. Our findings provide a comprehensive high-resolution description of SMZL biological hallmarks and characterize, for the first time in situ, inter- and intra-patient heterogeneity at both transcriptomic and protein levels. © 2024 The Authors. The Journal of Pathology published by John Wiley & Sons Ltd on behalf of The Pathological Society of Great Britain and Ireland.

Keywords: lymphoma; microenvironment; multimodal omics; single‐cell RNA‐sequencing; spatial transcriptomics.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Aged
  • B-Lymphocytes / metabolism
  • B-Lymphocytes / pathology
  • Female
  • Gene Expression Profiling / methods
  • Humans
  • Lymphoma, B-Cell, Marginal Zone* / genetics
  • Lymphoma, B-Cell, Marginal Zone* / immunology
  • Lymphoma, B-Cell, Marginal Zone* / metabolism
  • Lymphoma, B-Cell, Marginal Zone* / pathology
  • Male
  • Middle Aged
  • Single-Cell Analysis*
  • Spleen / immunology
  • Spleen / metabolism
  • Spleen / pathology
  • Splenic Neoplasms* / genetics
  • Splenic Neoplasms* / metabolism
  • Splenic Neoplasms* / pathology
  • Transcriptome*