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Bcl6 expression is associated with a distinct immune landscape and spatial transcriptome in COVID-19
Cloé Brenna, … , Raphael Gottardo, Constantinos Petrovas
Cloé Brenna, … , Raphael Gottardo, Constantinos Petrovas
Published September 9, 2025
Citation Information: JCI Insight. 2025;10(20):e189134. https://doi.org/10.1172/jci.insight.189134.
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Research Article Immunology Infectious disease

Bcl6 expression is associated with a distinct immune landscape and spatial transcriptome in COVID-19

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Abstract

The regulation of follicular (F) and germinal center (GC) immune reactivity in human lymph nodes (LNs), particularly during the acute stages of viral infection, remains poorly understood. We have analyzed lung-draining lymph nodes (LD-LNs) from COVID-19 autopsies using multiplex imaging and spatial transcriptomics to examine the immune landscape with respect to follicular immune reactivity. We identified 3 groups of donors based on the Bcl6 prevalence of their reactive follicles (RFs): RF-Bcl6no/lo, RF-Bcl6int, and RF-Bcl6hi. A distinct B/Tfh immune landscape, associated with increased prevalence of proliferating B cell and Tfh cell subsets, was found in RF-Bcl6hi LD-LNs. The comparison between LD-LNs and subdiaphragmatic (SD) LNs from the same donor revealed a divergent Bcl6 expression between the 2 anatomical sites. LD-LN Bcl6 expression was also associated with a distinct spatial transcriptomic profile. TH1-associated genes/pathways (e.g., CXCR3, STAT5, TNF signaling) were significantly upregulated in RF-Bcl6no/lo tissues, while the RF-Bcl6hi tissues exhibited significant upregulation of GC-promoting genes/pathways (e.g., CXCL13, B-cell receptor signaling). Our findings reveal a heterogeneous F/GC landscape in COVID-19 LD-LNs, highlighting specific molecular targets and pathways that could regulate human F/GC immune dynamics during acute viral infections.

Authors

Cloé Brenna, Bernat Bramon Mora, Kalliopi Ioannidou, Julien Bodelet, Mia L. Siebmanns, Simon Burgermeister, Spiros Georgakis, Michail Orfanakis, Yannick D. Muller, Nazanin Sédille, Matthew J. Feinstein, Jon W. Lomasney, Oliver Y. Chén, Giuseppe Pantaleo, Sabina Berezowska, Laurence de Leval, Raphael Gottardo, Constantinos Petrovas

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Figure 6

Association between TNF-family gene expression and follicular B cells or Tfh cells.

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Association between TNF-family gene expression and follicular B cells or...
(A) Dot plots illustrating the correlation between the expression levels of selected control genes — chosen for their established cell type specificity — and the inferred percentages of B cells or Tfh cells obtained through transcriptomic cell deconvolution analysis. The y axis displays batch-corrected and normalized gene expression values, allowing for cross-sample comparability. Each data point represents an individual follicle (region of interest, ROI) derived from tissue samples classified as either RF-Bcl6no/lo (green) or RF-Bcl6hi (orange), enabling visualization of expression trends across reactive follicle subtypes. (B) Dot plots showing the correlation between the expression levels of TNF family genes and the inferred proportions of B cells or Tfh cells, as determined by transcriptomic deconvolution. The y axis represents batch-corrected and normalized gene expression values, facilitating robust comparison across samples. Each point corresponds to a distinct follicle (region of interest, ROI) originating from either the RF-Bcl6no/lo group (green) or the RF-Bcl6hi group (orange), allowing assessment of how TNF-related signaling may associate with specific immune cell populations. For each correlation, the coefficient of determination (R²) and corresponding P value are reported, indicating the strength and significance of the observed associations.

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