Notes

Notes on pharmacometrics, PK/PD modelling and data science that I write up as I go, mostly for my own reference. They’re grouped by topic here, and the archive lists everything by date.

Genomics

  1. 2022-07-12 ATAC-seq and Deep Learning in Genomics: A Reading List
  2. 2022-07-09 Basic Transcription Note

Machine Learning

  1. 2025-08-08 Variational Autoencoder (VAE) for Model-Informed Precision Dosing and Complex Pharmacokinetic Profiles

Omics

  1. 2026-09-14 Untargeted Metabolomics: From Feature Table to Association List

Pharmacodynamics

  1. 2024-02-02 Indirect Response Models: Mechanistic Framework for Delayed Pharmacodynamic Effects
  2. 2023-05-20 Exposure-Response Analysis: Linking Pharmacokinetics to Clinical Outcomes
  3. 2022-11-06 Emax Model

Pharmacokinetics

  1. 2022-10-15 Target-Mediated Drug Disposition (TMDD) - Nonlinear Pharmacokinetics at Low Concentrations
  2. 2022-07-04 Pharmacokinetic Notes for Special Populations
  3. 2022-07-03 Drug Development and Drug-Drug Interactions

Pharmacometrics

  1. 2026-09-25 Dosing Piperacillin-Tazobactam in Children During Surgery
  2. 2026-09-25 Population PK Models of Isoniazid: What Twelve Studies Show
  3. 2025-08-08 Variational Autoencoder (VAE) for Model-Informed Precision Dosing and Complex Pharmacokinetic Profiles
  4. 2024-01-10 D-Optimal Design Optimization for Pediatric Clinical Trials
  5. 2023-09-22 Monte Carlo Simulation for Model-Informed Dose Optimization

Programming

  1. 2022-08-13 Object Oriented Programming

R

  1. 2023-06-15 Building Interactive R-Shiny Dashboards for Pharmacokinetic Simulation Visualization
  2. 2022-08-03 Scatterplots with ggplot2

Statistics

  1. 2022-09-03 Maximum Likelihood Estimation (MLE) vs. Maximum A Posteriori (MAP)

Wearables

  1. 2026-09-21 Wearable Data and Molecular Phenotypes: Aggregation, Diurnal Structure and Associations

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