A152 INVESTIGATING THE ROLE OF NOVEL NUDT15 VARIANT IN AZATHIOPRINE-RELATED MYELOTOXICITY
Bibliographic record
Abstract
Abstract Background Azathioprine (AZA), an immunosuppressant, has classically been used to treat patients with inflammatory bowel disease (IBD). AZA inhibits purine synthesis, and its metabolism occurs via a pathway involving thiopurine methyltransferase (TPMT). While standard TPMT genetic screening is conducted for IBD patients initiating AZA treatment to minimize adverse drug effects (ADE), a majority of patients experiencing ADE have wildtype TPMT. Another gene, NUDT15, has been found to be associated with AZA-related myelotoxicity Aims In this study we report two novel variants in NUDT15 and aim to evaluate the impact of NUDT15 variation on its gene expression. We hypothesize that the mutations found within novel NUDT15 variant are detrimental either to the gene’s expression levels or its translation process, resulting in a lower amount of NUDT15 product present and hence translating to AZA-related myelotoxicity observed clinically. Methods IBD patients experiencing AZA-related myelotoxicity were recruited for this study. Patients were then genotyped and the NUDT15 variants were replicated through site-directed mutagenesis. The NUDT15 variants were subsequently transformed into mammalian cell lines then E. coli cells. DNA products were isolated, and transcription levels were assessed through RT-PCR. Results Patient cohort consisted of 27 AZA-exposed IBD patients who developed myelotoxicity despite their TPMT wildtype genotype. Two novel NUDT15 variants were found. The mutation in one of the variants was placed in 3’ UTR, and hence further research was not pursued. Further analysis was conducted for the variant with mutation in coding region. RT-PCR was conducted to assess and compare gene transcription levels between wildtype and variant NUDT15. Wildtype NUDT15 had a relative gene expression level of 0.8x107, whereas variant NUDT15’s relative gene expression level was at 1.1x107. The two groups were not significantly different in terms of gene expression. Conclusions Contrary to our initial hypothesis, it appears that the mutation in the start codon for variant NUDT15 gene does not significantly impact its gene expression as compared to the wildtype gene. We are currently pursuing protein expression analysis studies to assess for translational deficits possibly present in the novel NUDT15 variant. Funding Agencies SRTP - Schulich School of Medicine
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".