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Record W4414654223 · doi:10.3390/curroncol32100550

From Chronic Lymphocytic Leukemia to Plasmablastic Myeloma: Beyond the Usual Richter Transformation

2025· article· en· W4414654223 on OpenAlexaffvenue
Mathias Castonguay, Marie-France Gagnon, Alexandre Le‐Nguyen, Rafik Terra, Sarah-Jeanne Pilon, Guylaine Lépine, Richard LeBlanc, Jean Roy, Sandra Cohen, Isabelle Fleury, Luigina Mollica, Olivier Veilleux, Jean‐Sébastien Claveau

Bibliographic record

VenueCurrent Oncology · 2025
Typearticle
Languageen
FieldMedicine
TopicChronic Lymphocytic Leukemia Research
Canadian institutionsUniversité de MontréalHôpital Maisonneuve-Rosemont
Fundersnot available
KeywordsChronic lymphocytic leukemiaTransformation (genetics)Malignant transformationPlasmablastic lymphomaLeukemia

Abstract

fetched live from OpenAlex

Background: Richter transformation (RT) is defined as the histologic transformation of Chronic Lymphocytic Leukemia (CLL) to either diffuse large B-cell lymphoma or Hodgkin lymphoma. Transformation into lymphoproliferative neoplasms with plasmablastic differentiation is exceptionally rare and poorly characterized. Case Presentation: We present the first case of a patient with CLL evolving into plasmablastic myeloma (PBM). A 62-year-old man with previously treated CLL developed thrombocytopenia and rapidly progressive acute kidney injury. Serum electrophoresis showed new IgA-λ protein (2.2 g/L) with λ and κ light chains at 3445.4 and 7.3 mg/L. Bone marrow examination showed extensive infiltration (>95%) by plasmablasts and mature plasma cells, with a consistent immunophenotype (CD38+, CD138+, MUM1+, CD19−, CD20−). In situ hybridization with EBER was negative. Mutation assessment by NGS demonstrated a TP53 mutation and FISH prob panel revealed a new del17p. Clonal relatedness was confirmed by shared IGHV somatic hypermutation using NGS. The patient was primary refractory to frontline myeloma therapy with Dara-VRd and succumbed rapidly to his disease. Discussion: This case illustrates an exceptionally rare form of RT. Recognition and incorporation in new classifications of plasmablastic RT as a distinct entity is critical, as its biology and resistance profile differ from classical RT.

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)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Case report · Consensus signal: Case report
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.001

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 head0.045
GPT teacher head0.396
Teacher spread0.352 · 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 designCase report
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".

Quick stats

Citations0
Published2025
Admission routes2
Has abstractyes

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