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Record W4415931315 · doi:10.1159/000549388

Progressive Multifocal Leukoencephalopathy after Administration of Front-Line Obinutuzumab and Venetoclax in a Patient with Chronic Lymphocytic Leukemia: Case Report

2025· article· en· W4415931315 on OpenAlexaff
Andrew R. Maher, Rouslan Kotchetkov

Bibliographic record

VenueCase Reports in Oncology · 2025
Typearticle
Languageen
FieldMedicine
TopicPolyomavirus and related diseases
Canadian institutionsRoyal Victoria Regional Health CentreQueen's University
Fundersnot available
KeywordsVenetoclaxProgressive multifocal leukoencephalopathyObinutuzumabChronic lymphocytic leukemiaComplicationJC virusMonoclonalMonoclonal antibody

Abstract

fetched live from OpenAlex

Introduction: Progressive multifocal leukoencephalopathy (PML) is a rare and often fatal demyelinating disease of the central nervous system caused by the reactivation of the John Cunningham virus (JCV) in immunocompromised patients. Obinutuzumab is type II anti-CD 20 antibody, used in combination with venetoclax for chronic lymphocytic leukemia (CLL). Case Presentation: A 75-year-old female patient was diagnosed with PML after a short course of obinutuzumab and venetoclax started for a newly diagnosed CLL. There was no history of hepatitis B, C, or human-immunodeficiency virus. Quantitative immunoglobulin levels were normal. She completed four infusions of obinutuzumab and subsequently started venetoclax, ramping up dose. Five days after the last dose of obinutuzumab, she developed forgetfulness and irrational behavior. Simultaneously, she had a new onset of cough and dyspnea and was subsequently diagnosed with a COVID-19 infection. One week later, her neurological condition began to deteriorate. Neurological examination did not reveal any focal neurological deficits. Magnetic resonance imaging head showed a nonspecific white matter signal change extensively involving the left frontal lobe, crossing the corpus callosum into the deep white matter of the right frontal lobe. Analysis of the cerebrospinal fluid was positive for the JCV, leading to a diagnosis of PML. Following a single dose of intravenous immunoglobulin 0.4 g/kg, the patient had a transient improvement of symptoms but subsequently deteriorated and died 1 month later. Conclusion: PML is a rare complication of anti-CD 20 monoclonal antibodies, including obinutuzumab. Early recognition of PML is essential to discontinue an affecting drug and initiate therapy.

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)0.001
metaresearch head score (Gemma)0.002
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 score0.005
Threshold uncertainty score0.016

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.002
Science and technology studies0.0030.002
Scholarly communication0.0020.002
Open science0.0010.001
Research integrity0.0050.004
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 head0.007
GPT teacher head0.301
Teacher spread0.293 · 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".

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Citations1
Published2025
Admission routes1
Has abstractyes

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