Germinal center trajectories and transcriptional signatures define CLL subtypes and their pathway regulators

A Ahmed Mohamed L Luca Giudice (A.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland.) J José Basílio S Sabina Barresi P Pradeep Kumar Kopparapu V Vanda Friman M Marco Tartaglia T Tarja Malm (A.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland.) A Andreas Tilevik O Ola Grimsholm

Abstract

Chronic lymphocytic leukemia (CLL) is divided into unmutated (UM-CLL) and mutated (M-CLL) subtypes depending on somatic hypermutation (SHM) frequency in their immunoglobulin heavy chain V (IGHV) region. We previously demonstrated that CD27 bright memory B cells (MBCs) are germinal center (GC)-dependent with higher mutation rate, whereas CD27 dull MBCs accumulate fewer mutations and originate independently from the GC. We conducted a meta-transcriptomic analysis on bulk RNA data from 116 individuals combining four CLL cohorts and healthy B cell subsets (naïve, CD27 dull and CD27 bright MBCs) to decipher the transcriptional and mechanistic functions of CLL subtypes. CD27 bright MBCs showed more transcriptional similarity to M-CLL rather than UM-CLL. Functional enrichment analysis revealed that LPL , ZNF667 and ZNF667-AS1 are potential informative biomarkers for stratification of CLL subtypes. They are part of the mechanistic regulatory pathways of CLL pathology through cholesterol and Epithelial Mesenchymal Transition (EMT) regulation. We applied markers for the GC B-cell substages to map in silico the CLL cohorts to their potential GC B cell counterpart. UM-CLL represented transcriptional mimicry to an early intermediary GC substage whereas M-CLL mimicked later substages in the GC. This could potentially explain the IGHV mutational status of M-CLL as well as hypothesize that CLL subtypes could derive from a GC-dependent pathway.

Article Details

Journal PLoS ONE
Volume / Issue Vol. 20, Issue 10
Published October 22, 2025
Pages e0335069
ISSN 1932-6203
Publisher Public Library of Science

Journal Info

PLoS ONE

Public Library of Science

ISSN: 1932-6203 Open Access Health Sciences

Authors (10)

A

Ahmed Mohamed

L

Luca Giudice

A.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland.

J

José Basílio

S

Sabina Barresi

P

Pradeep Kumar Kopparapu

V

Vanda Friman

M

Marco Tartaglia

T

Tarja Malm

A.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland.

A

Andreas Tilevik

O

Ola Grimsholm