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Record W4417015458 · doi:10.1182/blood-2025-628

Molecular profiling of lupus b cells reveals expansion of somatic mutations in lymphoma-related pathways

2025· article· en· W4417015458 on OpenAlexaff
Pathum Kossinna, Loïc Caloren, Xuyao Li, Lizzy Pijpers, Dennisse Bonilla, Zahi Touma, Leandro Venturutti, Federico Gaiti

Bibliographic record

VenueBlood · 2025
Typearticle
Languageen
FieldMedicine
TopicSystemic Lupus Erythematosus Research
Canadian institutionsUniversity Health NetworkInstitute of Cancer ResearchPrincess Margaret Cancer Centre
Fundersnot available
KeywordsSomatic cellGermlineGermline mutationB cellImmune dysregulationPopulationAutoimmune diseaseSystemic lupus erythematosus

Abstract

fetched live from OpenAlex

Abstract Systemic lupus erythematosus (SLE) is a chronic autoimmune disease characterized by sustained immune activation, disrupted B cell tolerance, and multi-organ damage. SLE presentation and severity are highly variable, with some patients developing life-threatening complications. Among these, SLE patients exhibit a 2-7x increased lifetime risk of developing B-cell non-Hodgkin lymphoma (B-NHL) compared to the general population. While genetic alterations play an essential role in B-NHL pathogenesis, their contribution to SLE remains poorly defined, limiting our ability to provide risk assessment and intervene early in patients at risk for malignant transformation. Previous studies have shown minimal overlap in germline susceptibility loci for SLE and B-NHL. Conversely, case studies in other autoimmune syndromes suggest that autoreactive B cells can acquire somatic mutations, which may act as early hallmarks of transformation. Here, we hypothesized that double-negative B cells (DN; IgD⁻CD27⁻; the central autoreactive population in SLE) are especially prone to accumulating somatic mutations, including alterations capable of driving overt dysregulation and malignant transformation. To test this, we performed whole-exome sequencing (WES) on flow-sorted circulating naïve, memory, and DN B cells from 35 SLE patients. Matched hematopoietic stem/progenitor cells, monocytes, and buccal DNA were used to filter out germline and lineage-shared variants. Somatic mutations were called using Mutect2, Strelka2, and CaVEMan, retaining variants identified by ≥2 callers and absent in non–B compartments. This design enabled direct comparison of mutational burden and clonal dynamics across B cell subsets within each patient. Higher disease activity (SLEDAI-2K score) correlated with increased proportions of DN and memory B cells and reduced naïve B cells (ρ=0.54, p<0.001; ρ=0.42, p=0.013; ρ=-0.53, p=0.001, respectively), reflecting an imbalance toward antigen-experienced or autoreactive compartments under chronic inflammation. DN and memory B cells also had significantly higher somatic mutation burden than naïve B cells (p=0.001 and p=0.017, respectively). Notably, DN B cells harbored 1,723 unique mutations absent from both naïve and memory subsets. These were significantly enriched in JAK2 and PI3K-Akt-mTOR signaling pathways (FDR<0.05), which regulate B cell activation and differentiation and contribute to tolerance breakdown and sustained immune activation when dysregulated. To distinguish passive mutation accumulation from a clonal selection process, we analyzed variant allele frequencies (VAFs) of mutations shared between B cell subsets within each patient. Among shared mutations, 71.3% (382/536) had higher VAF in DN vs. naïve B cells, and 63.1% (512/812) in DN vs. memory B cells, consistent with selective clonal expansion in the DN compartment. DN B cells also had a higher proportion of non-synonymous shared mutations than memory B cells (71.7% vs. 63.0%, p=0.020). Notably, among DN-expanded mutations, those enriched in canonical B-NHL-associated pathways, including NF-κB and BCR signaling (FDR < 0.05), had significantly higher predicted pathogenicity compared to DN-expanded mutations not in these pathways (CADD score, p = 0.032). Together, these findings suggest that both de novo acquisition and clonal expansion of somatic mutations contribute to the elevated mutational burden and pathogenic potential of DN B cells. Supporting their involvement in transformation events, DN were significantly more likely than memory B cells to carry mutations in genes recurrently mutated in B-NHL (p=0.019), including CARD11, MYD88, and MTOR. Over half of patients (19/35) harbored at least one non-synonymous mutation in a known lymphoma driver gene in the DN compartment. Collectively, these results identify DN B cells as a clonally evolving population that acquires a high burden of mutations under chronic inflammatory conditions in SLE, with some variants affecting genes and pathways relevant to malignant transformation. The accumulation of protein-altering variants in oncogenic signaling pathways further highlights DN cells as a plausible cell of origin for transformation in SLE. These results underscore the value of DN-focused molecular profiling to identify SLE patients with high-risk clonal features, improving monitoring of disease progression and lymphoma transformation potential.

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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.005

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.014
GPT teacher head0.274
Teacher spread0.260 · 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 designObservational
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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