Novak, Anne J.

Abstract Recent single-cell transcriptomic studies of follicular lymphoma (FL) have revealed heterogeneity among malignant B (MB) cells and selected components of the tumor microenvironment (TME), but have been constrained by relatively small sample sizes and a lack of spatial context. We performed comprehensive cellular profiling and spatial dissection of over five million cells by integrating single-nucleus RNA sequencing (snRNA-seq) from 182 samples (FL, n = 167; control, n = 15) with single-cell spatial transcriptomics (ST) from 386 samples (FL, n = 365; control, n = 21). After stringent quality control, 1,289,073 and 3,968,427 cells from snRNA-seq and ST data, respectively, were analyzed. Unsupervised clustering of snRNA-seq data identified 58 TME cell subtypes. To extend this classification to the ST dataset, we integrated snRNA-seq and ST data by co-embedding them into a shared principal component space, enabling robust batch correction and cell-type label transfer across modalities. Using this supervised annotation framework, ST data recapitulated 54 TME cell subtypes. MB, proliferating MB (MBprolif), and healthy B (HB) cells were classified using sample-level unsupervised clustering in ST. Macrophages exhibited previously uncharacterized heterogeneity in transcriptomic profiles and spatial distribution. We identified CXCL13-expressing macrophage subtypes with high intra- and peri-follicular abundance, termed follicular macrophages (FMs). Non-negative matrix factorization of intrafollicular cell fractions identified five TME archetypes: FM, follicular stroma, two follicular T, and HB archetypes. The FM archetype was enriched for intrafollicular macrophages, including FMs, and showed a significantly higher proportion of grade 3A/3B cases (53.4%) compared to other archetypes (≤16.5%). It was also associated with a higher frequency of high tumor burden requiring treatment initiation rather than a watch-and-wait (WW) approach. Among patients managed by WW, those with the FM archetype showed significantly shorter event-free survival (EFS) compared to those with non-FM archetypes, whereas this association was not observed among treated patients. The percentage of intrafollicular macrophages (IFMP) showed excellent predictive performance for the FM archetype (area under the curve: 0.90). IFMP calculated in a published multiplex spatial protein imaging dataset from an independent cohort of 242 FL patients validated the associations between high IFMP and both pathology grade 3A/3B and shorter EFS in WW patients. Consistently, spatial neighborhood and cell–cell communication analyses revealed co-localization of FMs and MBprolif cells, forming a distinct niche with activated signaling mediated by FM-derived CXCL13, APRIL, and BAFF. Our integrative multi-modal analysis defines previously unrecognized cellular heterogeneity and spatial architecture in FL and highlights macrophage-enriched follicular ecosystems associated with aggressive clinicopathological features, providing a framework for improved biological understanding and patient management. Citation Format: Yoshiaki Abe, Bijal Thakkar, Atish Kizhakeyil, Ashley Wilson, Andrew L. Feldman, Jared Henderson, Amy Ayers, Sara Borgschatz, R. Andrew Harkins, Priya Lakra, Daisuke Kaji, Jonathon B. Cohen, David Russler-Germain, Eric Mou, Francisco Vega, Jennifer Chapman, Giorgio Inghirami, Carla Casulo, Izidore S. Lossos, Jean L. Koff, Chijioke Nze, Peter Martin, Sergei Syrbu, Kiran Vij, David L. Jaye, James R. Cerhan, Christopher R. Flowers, Anne J. Novak, Richard Burack, Dai Chihara, Mamiko Sakata-Yanagimoto, Joshua Tobin, Xubin Li, Michael R. Green. Spatially resolved microenvironment profiling reveals distinct follicular lymphoma archetypes [abstract]. In: Proceedings of the Fifth AACR International Meeting on Advances in Malignant Lymphoma: From Discovery to Clinical Impact; 2026 Jun 24-27; Philadelphia, PA. Philadelphia (PA): AACR; Blood Cancer Discov 2026;7(3_Suppl):Abstract nr A049.

Abstract Introduction: Large B-cell lymphoma (LBCL) harboring chromosomal rearrangements (double-hit, DH) or coexpression of MYC and BCL2 (double-expressor, DE) represents biologically aggressive subgroups with inferior clinical outcomes. Oncogene-driven DNA replication stress (ODRS) is a hallmark of MYC and BCL2 dysregulation; however, the DNA damage response (DDR) pathways that sustain replication and cell survival under ODRS remain incompletely defined in DLBCL. Identifying DDR dependencies induced by ODRS may reveal therapeutically actionable vulnerabilities in DH/DE-LBCL. Methods: We studied DH/DE-LBCL cell lines (OCILY1, SUDHL2, DOHH2), non-DH/DE-LBCL cell lines (HT, KARPAS422, HBL1), and benign retinal pigment epithelial (RPE) cells engineered to overexpress MYC and/or BCL2. ODRS and DNA damage were assessed by phosphorylation of RPA (S4/S8, S33) and H2AX histone (γH2AX), respectively, using immunofluorescence, immunohistochemistry, and western blot (WB). Activity of homologous recombination (HR), nonhomologous end-joining (NHEJ), and microhomology-mediated end joining (MMEJ) pathways were quantified with established reporter assays. POLΘ (gene: POLQ) expression, an MMEJ marker, was evaluated by qPCR and WB. DDR activity was assessed using genomic signatures from whole-exome sequencing data of 404 LBCL patients. In vitro sensitivity of LBCL cells to POLΘ and PARP inhibitors was assessed with publicly available small-molecule inhibitors using CellTiterGlo and clonogenic assays, and therapeutic efficacy was validated in a DH-LBCL xenograft model in NRG mice. Results: DH/DE-LBCL cells and primary tumors exhibited increased ODRS and persistent DNA damage compared with non-DH/DE-LBCL models, including accumulation of γH2AX in mitosis. Functional profiling revealed selective upregulation of MMEJ in MYC/BCL2-overexpressing cells, with minimal changes in HR or NHEJ activity. POLQ expression was significantly increased in DH/DE-LBCL cell lines and primary samples, and the ID6 signature (associated with MMEJ activity) was significantly enriched in DH-LBCL tumors compared to non-DH/DE-LBCL tumors. POLΘ inhibition demonstrated greater toxicity in DH/DE-LBCL and in MYC-overexpressing RPE cells compared to non-DH/DE-LBCL and wild-type RPEs. Combined inhibition of POLΘ and PARP resulted in marked synergy in vitro. The therapeutic efficacy of POLΘ inhibition, with the synthetic lethality of concurrent PARP inhibition, was validated in the DH-LBCL xenograft model. Concurrent POLΘ and PARP inhibition with small-molecule inhibitors induced an antitumor effect in vivo, with increased overall survival in mice compared with vehicle- or olaparib-single-agent-treated groups. Conclusions: ODRS in DH/DE-LBCL creates a selective dependence on MMEJ mediated by POLΘ. Therapeutic targeting of POLΘ, alone or in combination with PARP inhibition, exploits this vulnerability and represents a promising strategy for this high-risk LBCL subset. These findings provide a biological rationale for clinical translation of POLΘ-directed therapies in DH/DE-LBCL. Citation Format: Cecilia Ayala-Zambrano, Dongni Yi, Michelle Manske, Kimberly Gwin, Richar Kandasamy, Surendra Dasari, Anne Novak, Shuhei Asada, Xiaosheng Wu, Zhenkun Lou, Thomas Witzig, Jithma Abeykoon. c-MYC/BCL2 induced replication stress drives dependence on POLQ-mediated microhomology-mediated end joining in aggressive large B-cell lymphoma [abstract]. In: Proceedings of the Fifth AACR International Meeting on Advances in Malignant Lymphoma: From Discovery to Clinical Impact; 2026 Jun 24-27; Philadelphia, PA. Philadelphia (PA): AACR; Blood Cancer Discov 2026;7(3_Suppl):Abstract nr A029.

Abstract The purpose of this study was to explore epigenetic dysregulation resulting from deleterious SPEN mutations in diffuse large B cell lymphoma (DLBCL). Truncating (tr) SPEN mutations are among defining variants in LymphGen:BN2 and DLBclass:C1. We previously found SPEN mutations enriched in DLBCL that failed to reach EFS24, and inferior survival was observed in SPEN-tr vs all other BN2 and C1. Differential gene expression (DEG) in these groups identified >1000 DEGs including upregulation of IKZF3 and BCL2 and downregulation of MHC-II, overall suggesting an alternative, aggressive biology for a subset of BN2/C1 cases generally thought to have favorable outcomes. In healthy cells, SPEN is a dynamic epigenetic regulator with roles in chromatin formation and as a NOTCH co-repressor. We hypothesized that loss of SPEN reprograms the epigenetic landscape to drive the aggressive phenotype in affected DLBCL. Methods: OCI-LY3 cell line with CRISPR/Cas9-induced SPEN-tr mutations was analyzed by ATAC and RNA-seq. Diagnostic DLBCL FFPE tumor biopsies from the Molecular Epidemiology Resource (MER) were analyzed by 850k/EPIC methylation array (n=164). SPEN-depleted OCI-LY3 cells displayed significant (|Log2FC|>2) peaks of open (n=3083) and closed (n=1729) chromatin indicative of systemic epigenetic reprogramming, with enriched peaks (FDR<0.01, |Log2FC|>2) converging on pro-survival and immune evasion (ATP11C, BCL11B, RAG1/2 genes) and negatively enriched for cell cycle and apoptotic pathways (CDK6, TP63, CD80 genes). Chromatin accessibility featured enrichment for TCF3/4 and ZEB1 binding motifs and depletion of EBF1, REL, and NFKB1/2 motifs (FDR<0.0001, |Z-score|>5), suggesting a shift to an activated, post-germinal center program (via open TCF3/4 motifs) with reduced reliance on NF-kB signaling. Footprinting analysis further revealed decreased occupancy at NFKB2 and REL/B motifs, and reduced occupancy at HES1 with elevated occupancy at Rbpjl motifs (p<0.05, |Score|>0.2) indicating downregulation of NF-kB is in favor of non-canonical Notch transcription programming. Merging gene expression and accessibility, gene-peak concordance was observed for elevated CXCR4 and IL6 expression and decreased SOCS1, CD274 (PD-L1), and CCND1 expression (FDR<0.01, |Log2FC|>1), suggesting expression programs feature uncontrolled JAK/STAT signaling (via high IL6, low SOCS1) with immune evasion mechanisms independent of PD-L1. By methylation array, strong epigenetic reprogramming was observed in SPEN-tr DLBCL (n=8), where differential methylation analysis vs WT (n=146), vs BN2 (n=4), and vs C1 (n=15) samples revealed hypermethylation signatures (p<0.05, |FC|>1) indicative of reduced cell-cell signaling and antigen presentation pathways (including HLA-A/G/H). In conclusion, SPEN-depletion triggers systemic epigenetic reprogramming to enhance immune evasion and non-canonical Notch target genes. SPEN-tr DLBCL should be considered with heightened risk estimation and as prime candidates for personalized treatments beyond standard therapy. Citation Format: Janek S. Walker, Joseph P. Novak, Abigail R. Dropik, Zilin Xianyu, Michelle K. Manske, Matthew J. Maurer, Eric Mou, Rebecca L. King, Stephen M. Ansell, Thomas M. Habermann, Thomas E. Witzig, James R. Cerhan, Anne J. Novak. Deleterious SPEN mutations induce epigenetic reprogramming to promote survival and enhance immune evasion pathways in an aggressive subset of BN2/C1 DLBCL tumors [abstract]. In: Proceedings of the Fifth AACR International Meeting on Advances in Malignant Lymphoma: From Discovery to Clinical Impact; 2026 Jun 24-27; Philadelphia, PA. Philadelphia (PA): AACR; Blood Cancer Discov 2026;7(3_Suppl):Abstract nr A006.