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Record W4407251866 · doi:10.3390/curroncol32020091

Chemotherapy-Induced Unconjugated Hyperbilirubinemia Complicated by Other Trigger Factors in a Child with T-Cell Acute Lymphoblastic Leukaemia and UGT1A1 Mutation-Associated Gilbert Syndrome

2025· article· en· W4407251866 on OpenAlexvenueno aff
Mohammad Shukri Khoo, Sharifah Naiema Jamalullail, C‐Khai Loh, Sie Chong Doris Lau, Hamidah Alias

Bibliographic record

VenueCurrent Oncology · 2025
Typearticle
Languageen
FieldMedicine
TopicNeonatal Health and Biochemistry
Canadian institutionsnot available
FundersUniversiti Kebangsaan Malaysia
KeywordsUnconjugated hyperbilirubinemiaMedicineGlucuronidationChemotherapyBilirubinInternal medicineGlucuronosyltransferaseLiver function testsGastroenterologyLiver functionPediatricsEnzymeMicrosome

Abstract

fetched live from OpenAlex

Gilbert syndrome (GS) is an inherited disorder characterised by unconjugated hyperbilirubinemia due to a deficiency in hepatic UDP-glucuronosyltransferase 1A1 (UGT1A1) enzyme activity, responsible for bilirubin glucuronidation. This results in decreased bilirubin conjugation and excretion, leading to elevated serum unconjugated bilirubin levels. In T-cell acute lymphoblastic leukaemia (T-ALL), treatment typically involves intensive chemotherapy regimens that include agents metabolised by the liver, requiring careful consideration of liver function and bilirubin metabolism in patients with concurrent GS. We present the case of a 15-year-old male who was diagnosed with T-ALL and treated with a chemotherapy regimen following the modified Dutch Child Oncology Group ALL-9 (High Risk) protocol. Concurrently, the patient was observed to have persistent unconjugated hyperbilirubinemia aggravated by infection and fasting despite normal to mildly deranged liver function, which was initially assumed to be attributed by 6-Mercaptopurine (6-MP). Further workup confirmed a diagnosis of GS based on clinical history, laboratory findings, and genetic testing. We recommend performing a genetic analysis of UGT1A1 in patients presenting with chemotherapy-induced hyperbilirubinemia with no signs of liver impairment. This aims to prevent unnecessary alterations in chemotherapy regimens that could potentially increase the risk of relapse.

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)0.002
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 score0.006
Threshold uncertainty score0.013

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0020.001
Scholarly communication0.0010.002
Open science0.0010.001
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.0020.000

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 head0.021
GPT teacher head0.330
Teacher spread0.309 · 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

Citations1
Published2025
Admission routes1
Has abstractyes

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