Citations

Abstract Germinal center (GC)-derived lymphomas arise within a specialized immune ecosystem, yet whether malignant cells direct its remodeling remains unclear. Integrating genomic, transcriptomic, spatial, and functional analyses across follicular lymphoma and diffuse large B-cell lymphoma, we define a developmental framework linking malignant B-cell differentiation state to tumor microenvironment (TME) organization. Rather than segregating by histology, lymphomas align along a shared differentiation continuum in which proliferative dark zone (DZ) states associate with immune-depleted TMEs, whereas post-GC/memory B-cell (MBC) states drive inflamed but immunosuppressed TMEs. Spatial profiling reveals collapse of GC architecture and emergence of suppressive myeloid niches along this trajectory. Single-cell lineage reconstruction uncovers a DZ-to-MBC developmental axis underlying lymphoma evolution. Genetic reprogramming in vivo demonstrates that malignant differentiation state is sufficient to instruct TME remodeling. Collectively, these findings establish malignant differentiation state as a causal determinant of immune architecture across GC-derived lymphomas and identify lineage-directed immune reprogramming as a potential therapeutic strategy.

ABSTRACT Soluble tumor necrosis factor receptor 2 (sTNFR2) is a member of the TNF superfamily whose normal bodily distribution is largely limited to low level expression on lymphoid cells. It has emerged as an important inducible receptor that activates a signaling pathway for cancer growth. We evaluated sTNFR2 as a prognostic biomarker for overall survival (OS) in newly diagnosed lymphoma using a prospective cohort study with banked pretreatment serum samples. sTNFR2 was higher in 1513 lymphoma patients compared to 499 age and sex matched controls ( p < 0.0001). Using Kaplan–Meier curves and Cox proportional hazards models to estimate hazard ratios [HR] (high vs. low tertile), higher levels of sTNFR2 at diagnosis were associated with inferior OS across all seven major lymphoma subtypes: Hodgkin lymphoma ( p < 0.0001; HR = 12.6), diffuse large B‐cell lymphoma ( p < 0.0001; HR = 2.6), follicular lymphoma ( p = 0.00017; HR = 2.5), mantle cell lymphoma ( p < 0.0001; HR = 4.2), small lymphocytic lymphoma ( p = 0.012; HR = 2.4), marginal zone lymphoma ( p = 0.0012; HR = 3.1), and T‐cell lymphoma ( p < 0.0001; HR = 3.1). Using CITE‐seq profiling of tumor microenvironment tissue, we sought to identify cellular source(s) of circulating sTNFR2. In tumor tissue from follicular lymphoma, high TNFR2‐expressing cells were found to be T‐regulatory (Treg) cells, suggestive of a Treg‐driven cancer. In tissue from a case of marginal zone lymphoma, high TNFR2 expression was found on CD4+ and CD8+ T cells, B cells, and monocytes but also directly on tumor cells. We conclude sTNRF2 is a strong prognostic biomarker of OS across major lymphoma subtypes and may be useful to guide therapeutic choices, including targeted therapies against immunosuppressive TNFR2‐expressing Tregs.

Abstract Background: Follicular lymphoma (FL) is a germinal center–derived B cell malignancy characterized by the clonal expansion of a dominant malignant B cell population. While prior studies have identified transcriptional subtypes across patients, most analyses have treated B cells within individual tumors as a transcriptionally uniform population. However, this assumption has not been systematically tested using high-resolution, clonotype-resolved transcriptomic data. The broader landscape of intratumoral B cells—including those not belonging to the dominant clone—remains poorly defined, and their roles in disease biology are not well understood. These unexpanded, intratumoral B (ITB) cells may include residual non-malignant populations, early-stage malignant cells, or immune-modulating cells with distinct roles in the tumor microenvironment. It is also unknown whether their presence varies across patients or correlates with clinical features or immune microenvironmental interactions. Methods: We performed integrated single-cell 5′ RNA sequencing and B cell receptor (BCR) repertoire sequencing on 7 newly diagnosed FL 1-3A fresh-frozen lymph node biopsies (Dasari et al., Blood Cancer Discov 2025). Using a high-confidence approach that incorporates heavy and light chain pairing, V and J gene usage, and CDR3 nucleotide junction identity, we classified B cells into two groups: (1) cells belonging to the dominant expanded clone (FL B cells) and (2) all other B cells with detectable and non-expanded BCRs (ITB). These clonal identities were then integrated with single-cell transcriptomic profiles using Seurat and Immcantation pipelines. Differential expression analysis was conducted using edgeR to compare FL B cells to ITB cells across all FL biopsies. Results: After quality filtering, a total of 44,637 single cells were retained across all 7 samples (minimum per sample: 3,847 cells), including malignant and non-malignant B cells as well as diverse tumor microenvironment populations. The proportion of B cells assigned to the dominant FL clone varied substantially across tumors, ranging from 22% to 89%, indicating that some tumors contain a substantial population of ITB cells. In one tumor, we identified two expanded malignant B cell clones comprising 40.6% and 34.4% of all cells. These clones exhibited non-overlapping V and J gene usage (IGHV3-11/IGHJ5 vs. IGHV3-72/IGHJ3), distinct CDR3 junctions, and different immunoglobulin isotypes (IGHG1 vs. IGM). BCL2 was expressed in most cells within both clones (Clone 1: 87.8%, Clone 2: 67.0%), with mean log-normalized expression levels of 1.79 and 0.95, respectively. Both clones formed distinct UMAP clusters and showed transcriptional divergence from ITBs, with 453 differentially expressed genes (DEGs) identified for Clone 1 and 98 for Clone 2 (adjusted p&lt;0.01, |log₂FC|&gt;1, min.pct≥0.25). Additionally, 748 DEGs were identified between the two clones. This evidence of clonal divergence within a single FL tumor reinforces the need to reconsider intratumoral homogeneity in FL and suggests that multiple malignant clones may sometimes coexist. When comparing FL clones to ITB cells across tumors we found that FL clones exhibited a transcriptional program enriched for proliferation and cell cycle regulators, including MKI67 (p&lt;0.005), E2F1 (p&lt;0.0001), CDKN2A (p&lt;0.0001), and CDKN2B (p&lt;0.01), as well as elevated expression of AICDA (p&lt;0.01), EZH2 (p&lt;0.0001), and PD-L1 (p&lt;0.05). As expected, the malignant cells also had higher expression of BCL2 (p&lt;0.01) and CD10/MME (p&lt;0.0001). In contrast, ITB cells demonstrated relatively higher expression of SELL (p&lt;0.0001) and TNFRSF14 (p&lt;0.05), which were significantly downregulated in the FL clone. Conclusions: Together, these findings challenge the prevailing notion that FL tumors are defined by a single homogeneous malignant B cell population. Instead, our data support a model in which multiple transcriptionally and functionally distinct B cell populations coexist within tumors, including dominant clones and a diverse population of ITB cells. This is, to our knowledge, the first study to comprehensively characterize these populations using integrated, lineage-aware single-cell multiomic profiling across FL patients. These insights may ultimately inform new strategies for understanding tumor evolution, immune evasion, and therapeutic targeting in follicular lymphoma.

Abstract Description A subset of follicular lymphoma patients has an early relapse with a poor outcome. We showed that this unfavorable group displays increased expression of IRF4, dysregulated immune signaling and an immunosuppressive microenvironment. However, little is known on the molecular mechanisms whereby IRF4 controls the crosstalk between B and T cells. To this aim, we leveraged Cγ1cre;irf4fl/fl mice that yield conditional deletion of irf4 (cKO) in germinal center B cells (GCB). After 10 days of immunization, cKO GCB showed significant increase of HLA-DR and CD40 expression, a skewed LZ:DZ ratio towards increased DZ, and suppression of plasma cells compared to WT. Upon irf4 deletion, we also found a significant increase of total CD4 and TFH cells and a decrease in Treg cells. To test if this effect was antigen-dependent, we cocultured sorted GCB from NP-OVA-immunized cKO and WT mice with CSFE-labeled OVA-specific OT-II CD4 T cells at a ratio of 2:1 for 5 days. We observed increased antigen specific proliferation of CD4 T cells with cKO GCB compared to WT. We then performed seahorse assay and mass spectrometry of the same GCB to define if IRF4-dependent B cell metabolic reprogramming influences immune responses. GCB cKO had lower glycolytic ECAR and increased intracellular glucose and non-essential amino acids than WT cells, suggesting a metabolic shift from glycolysis to the TCA cycle. Thus, IRF4 controls immune and metabolic signaling with functional effects on the B-T cell crosstalk. Funding Sources NCI K08CA279652, LRF Clinical Investigator Award (CDA 1020588), the Gerstner Family Career Development Award, the ASH Junior Faculty Scholar Award. Topic Categories Tumor Immunology: Cellular Responses and Tumor Microevironment (TIME)

Abstract Description Signal regulatory protein-α (SIRPα) is a key member of the “do-not-eat-me” signaling pathway and is expressed on intratumoral monocytes/macrophages in lymphoma. In this study, we found that SIRPα is also expressed by a subset of malignant B cells in lymphoma. SIRPα+ B cells have a memory phenotype with germinal center (GC) dark-zone features, and RNA velocity analysis showed that SIRPα+ B cells exhibit higher spliced transcripts confirming a more mature phenotype. SIRPα expression is substantially upregulated by treating lymphoma B cells with LPS or CpG and SIRPα+ B cells showed increased proliferation when compared to SIRPα- B cells, which was associated with reduced cellular autophagy. SIRPα+ B cells exhibited increased expression of BAFF signaling pathway molecules as the likely mechanism of increased proliferation and survival. Furthermore, in co-culture, SIRPα+ lymphoma B cells suppressed T-cell function and blocking SIRPa/CD47 signaling reversed T cell inhibition. Clinically, we found that a greater number of SIRPα+ B cells present in the diagnostic tumor biopsies of FL patients was associated with a significantly poorer overall survival. We conclude that SIRPα+ lymphoma B cells are a proliferative component of indolent lymphomas, are associated with T-cell suppression, and increased prevalence of these cells is associated with a poor prognosis. Targeting SIRPα+ B cells in lymphoma may therefore be a promising therapeutic strategy. Topic Categories Tumor Immunology: Cellular Responses and Tumor Microevironment (TIME)

Abstract Description The efficacy of immunotherapy for splenic marginal zone lymphoma (SMZL) remains limited due to the strong immune suppression present in the tumor microenvironment (TME). Tregs play a key role in maintaining TME homeostasis by suppressing effector T cells and malignant B cells. Previously, we identified two Treg subsets CD26+ and CD161+ in SMZL. CD161+ Tregs were more effective at suppressing both CD8+T cells and malignant B cells, whereas CD26+Tregs primarily inhibited CD8+T cells. Patients with higher levels of CD26+ Tregs and fewer CD161+ Tregs tend to have worse outcomes. In this study, we found that cytokine-inducible SH2-containing protein (CISH), a known negative regulator of immune activation, is highly expressed in CD26+Tregs compared to CD161+ Tregs. Co-culturing B cells enhanced the expression of CISH and CD26 in CD4+CD25- Treg cells, knockdown of CISH in Tregs reduced CD26 expression and their immune suppression activity of CD8+T cells, while CRISPR knockout of CISH in Karpas 299 cells led to higher expression CD70, a molecule associated with less immunesuppression. Our findings suggest that increased CISH expression in Tregs could result in increased immune suppression and unfavorable outcome in SMZL, suggesting CISH is a potential therapeutic tagrget in SMZL by dempening immunosuppressive property of the Treg cells hence boosting the antitumor immunity. Topic Categories Tumor Immunology: Cellular Responses and Tumor Microevironment (TIME)

Abstract Twenty percent of patients with follicular lymphoma relapse early with poor outcomes; however, the molecular mechanisms underlying this aggressive behavior are unknown. Using a multiomic approach, we show that patients with follicular lymphoma with elevated IRF4 expression (IRF4hi) have increased transformation risk, dysregulated immune signaling, and a suppressive tumor microenvironment. Loss- and gain-of-function experiments in IRF4hi lymphoma cells, along with chromatin profiling, demonstrate that IRF4 impairs their interaction with T cells by repressing antigen presentation and co-receptor gene modules while promoting the expression of cytokines that antagonize T-follicular helper cell and regulatory T-cell functions. Additionally, IRF4 rewires tumor metabolism and restricts glucose availability to immune cells. Silencing of IRF4 inhibits tumor cell growth and restores immune surveillance mechanisms, thus representing a promising target for therapy. Our data suggest that IRF4hi lymphoma cells co-opt a developmental mechanism used to exit the germinal center response in promoting a more aggressive cancer via engagement of multiple immune-evasive mechanisms. Significance: We show that IRF4 controls immune and metabolic signaling with functional effects on the cross-talk between B and T cells, resulting in a suppressive immune microenvironment when IRF4 is overexpressed in lymphoma. This underscores the importance of IRF4 as a pivotal therapeutic target to restore antitumor immunosurveillance for IRF4-associated lymphomas.