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Record W4417017817 · doi:10.1182/blood-2025-140

Spen loss drives extra-follicular diffuse large B cell lymphoma with female-specific lethality and TLR pathway therapeutic vulnerabilities

2025· article· en· W4417017817 on OpenAlexaff
Benedikt W. Pelzer, Cem Meydan, Ioannis Karagiannidis, Min Xia, Matthew Teater, Emma M. Welter, Zowie Searcy, Laura K. Hilton, Darko Barišić, Pengyan Fa, Shenon Sethi, Irem Isgor, Jessie Fielding, Alireza Karbalyhareh, Colin Burdette, Sravya Tumuluru, Sonia Dębek, Sunjae Lee, Ramon Massoni-Badosa, Ceyda Durmaz, Eralda Salataj, Prasath Pararajalingam, Zhengming Chen, Richard Pelzl, Sanket Shah, Martín A. Rivas, Kenneth B. Hoehn, Coraline Mlynarczyk, Hannah M. Isles, Ahmet Doǧan, Kojo S.J. Elenitoba‐Johnson, David W. Scott, Kostiantyn Dreval, Ryan D. Morin, Christina C. Leslie, Rishi Puri, Jacob B. Geri, Christopher R. Chin, Amy Chadburn, Christopher E. Mason, Hans Christian Reinhardt, Montserrat C. Anguera, Wendy Béguelin, Leandro Venturutti, Ari Melnick

Bibliographic record

VenueBlood · 2025
Typearticle
Languageen
FieldMedicine
TopicLymphoma Diagnosis and Treatment
Canadian institutionsSimon Fraser UniversityUniversity of British ColumbiaSpinal Cord Injury BC
Fundersnot available
KeywordsDiffuse large B-cell lymphomaLymphomaGerminal centerSomatic hypermutationPathogenesisBCL6B cellMutationPhenocopy

Abstract

fetched live from OpenAlex

Abstract Diffuse large B cell lymphomas (DLBCL) are the most common lymphoid malignancies in adults. Despite advances in molecular classification, the pathogenesis of DLBCL, particularly of the BN2 subtype, remains poorly understood, which limits the advancement of tailored and more effective therapeutic strategies. BN2-DLBCL are characterized by alterations in BCL6 and NOTCH2, lack an AICDA mutational signature, and are presumed to arise outside germinal centers (GC). Among its defining alterations, truncating mutations in SPEN (SPENTRUNC) are significantly enriched, but the effects and clinical relevance of these alterations remain unexplored. Here, we found that SPENTRUNC likely represent loss-of-function (LOF) events, as they led to reduced SPEN protein levels (p=0.04). Clinically, SPENTRUNC mutations correlated with significantly worse overall survival (OS), especially in non-GCB DLBCL patients (HR: 1.82; p<0.0001). Co-occurring truncating mutations in NOTCH2 (NOTCH2TRUNC), which confer gain-of-function (GOF) effects, further worsened prognosis when in combination with SPENTRUNC (HR: 3.33; p<0.0001). Patients with dual SPENTRUNC/NOTCH2TRUNC (SN2) mutations were also older (p=0.03) and had poorer ECOG performance status (p=0.02), defining a high-risk subgroup urgently needing targeted therapies. To understand how SN2 mutations shape disease biology, we introduced B cell–specific SpenLOF and Notch2GOF mutations in mice. The SN2 genotype led to a cumulative expansion of autoimmune/aged B cells (AiBCs), a hyper-reactive inflammatory B cell subset implicated in autoimmunity and lymphomagenesis. Given the hypothesized extra-follicular origin of BN2-DLBCL, we tested whether AiBCs could arise in SN2 mice lacking Bcl6, which is essential for GC formation. Indeed, AiBC expansion occurred independently of GC formation, as SN2;Bcl6–/– and SN2 mice showed comparable AiBC levels, supporting their extra-follicular derivation. To further evaluate their malignant potential, we assessed clonality and proliferation in SN2 AiBCs versus their wild-type (WT) counterparts. SN2 AiBCs exhibited significantly higher clonality and proliferation (p<0.05). Notably, female SN2 AiBCs showed even greater proliferation (KI67+) than male SN2 AiBCs (p<0.0001), a difference not observed in WT mice. This disproportionate fitness of female SN2 cells translated to a competitive advantage, as shown by bone marrow chimera assays (p=0.04), regardless of the hormonal sex status of the recipient animal. Accordingly, female SN2 mice had significantly reduced survival due to lymphoma development than their male counterparts (OS HR: 13.4; p=0.001), a trend mirrored in human SN2-DLBCL patients (OS HR: 4.14; p=0.07). This sex-bias is of particular interest, as SPEN is known to be essential in X-chromosomal inactivation (XCI), a process happening in females to equilibrate X chromosomal gene dosage to male cells. Although XIST RNA-FISH did not reveal changes in XCI (p=0.2), SN2 lymphomas showed significant hypomethylation of the X chromosome compared to WT B cells and N2 lymphomas (p=5.9e-4). Autosomal regions, in contrast, were hypermethylated (p<2.2e-18), suggesting X-chromosome–specific dysregulation due to SPEN loss. Among X-linked genes, TLR7, a known AiBC driver, emerged as a candidate mediator. Indeed, female SN2 lymphomas expressed higher TLR7 levels than males (p=0.05). To test whether the TLR7 pathway confers an exploitable therapeutic vulnerability, we treated SN2 lymphoma cells with AZ1495, an IRAK1/4 inhibitor acting downstream of TLR7, and found that only female cells showed in vitro and in vivo sensitivity (p<0.05). Efficacy was further confirmed using a female human SN2-DLBCL PDX model (p=0.01), supporting the translational potential of targeting this axis. In summary, SPENTRUNC defines a poor-prognosis marker in DLBCL, and cooperates with NOTCH2TRUNC to drive aggressive, extra-follicular lymphomas via expansion of pathogenic AiBCs. We identify a novel, sex-biased pathogenic mechanism involving X-chromosomal dysregulation and TLR7 overexpression, offering a rationale for precision therapy in BN2-DLBCL.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.004
Threshold uncertainty score0.012

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0040.001

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.013
GPT teacher head0.237
Teacher spread0.224 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Citations0
Published2025
Admission routes1
Has abstractyes

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