Integrated Single-Cell and Spatial Multi-Omics of Clonal Precursors and Immune Niches in Germinal Center Lymphomas

Mar 31, 2026 | Magazine: Cancers

Sofía Huerga-Domínguez 1 2, Beñat Ariceta 2 3, Paula Aguirre-Ruiz 2 3, Patxi San Martín-Uriz 2 3, Sarai Sarvide 2 3, Álvaro López-Janeiro 4, Diego Alignani 2 3, Aitziber López 2 3, Teresa Ezponda 2 3, Rocío Figueroa 1 2, Carlos Grande 1 2, Ana Alfonso 1 2, Esther Pena 1 2, Santiago Browne 1, Ramón Robledano 4, Amaia Vilas-Zornoza 2 3, Sergio Roa 2 3, Jose Ángel Martínez-Climent 2 3, Felipe Prósper 1 2 3, Miguel Canales 1 2

Abstract

Background: Follicular lymphoma (FL) and diffuse large B-cell lymphoma (DLBCL) exhibit substantial heterogeneity, reflecting the diversity of the germinal center (GC). Histologic transformation of FL to DLBCL is associated with poor prognosis, yet robust biomarkers predicting transformation remain limited.

Methods: We integrated single-cell DNA sequencing, single-cell RNA sequencing, and spatial transcriptomics in diagnostic lymph-node biopsies from non-transformed FL (ntFL), transformed FL (tFL), and DLBCL to characterize clonal states and immune niches in GC lymphomas. T-cell signatures associated with transformation were evaluated in an independently published single-cell FL dataset.

Results: Transcriptional profiling revealed similarities between tFL and DLBCL, consistent with a GC-related malignant program. The tFL microenvironment showed enrichment of exhausted CD4+ regulatory and CD8+ effector T cells, together with CD4+ follicular helper T cells (Tfh) displaying an adhesion-related phenotype. Spatial analysis suggested increased proximity of exhausted/immunosuppressive T cells and enhanced Tfh-B-cell interactions in tFL compared with ntFL. These immune signatures were also observed in an external cohort and were associated with early transformation. In addition, clonal hematopoiesis-associated mutations were detected in microenvironmental cells across samples, suggesting a potential contribution to the lymphoma microenvironment.

Conclusions: This work demonstrates the feasibility of integrating single-cell and spatial analyses in GC lymphomas and provides a framework for investigating tumor heterogeneity and immune organization. These findings may inform future studies on biomarker development and the rational design of immunotherapies.

CITA DEL ARTÍCULO: Cancers (Basel). 2026 Mar 31;18(7):1122. doi: 10.3390/cancers18071122.

see publication in pubmed