I am a mathematical biologist and a bioinformatics researcher in the pharmaceutical industry. I received my Ph.D. in Life Science from Hokkaido University in March 2025.
I study biological dynamics using mathematical models and data analysis, with an interest in pharmacometrics and systems biology.
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Aggregate AUC ratios estimate relative bioavailability. Public PopPK coefficients compare paired schedules in 4096 conditional virtual patients. Unresolved peak reconstruction and the limits of AUC-only E-R are explicit.
An audit of two public examples, seven original metadata fixtures and a hypothetical value-of-information calculation distinguish evidence scope from project decisions.
An independent audit of five metrics on three public Perturb-seq datasets, comparing technical duplicates with a mean baseline without evaluating predictive models.