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Shetty-et-al-2025-Cross-sex-ECG-translator

Shetty R, Morotti S, Sobota V, Bayer JD, Ni H & Grandi E. Development and Clinical Validation of a Cross-Sex Translator of ECG Drug Responses. JACC Clin Electrophysiol; DOI: 10.1016/j.jacep.2025.05.015. Link

Folders

  • male_female_cables_pseudo_ecgs: code for running baseline male and female 1D models and to simulate male and female populations. The folder also contains code to obatin the pseudo-ECGs.
  • compute_ECG_features: code to calculate pseudo-ECG features. The feature values for the male and female populations have been stored as .mat.
  • build_regression_model: lasso regression to build the 'bcross' matrix comprising regression coefficients.
  • translate_simulated_drugs: code to translate ECG features for simulated drug responses for a dataset of 98 formulations of compounds (including anti-arrhythmic and other miscellaneous pharmacological agents)
  • clinical_ECG_translation: code to translate the clinical ECG data from Johanessen et al. 2014, 2016.

Dependencies

  • All simulations were run using MATLAB 2023b.
  • OS specifications: Ubuntu 22.04.4 LTS; 64 bit
  • Processor: Intel® Core™ i7-8700 CPU @ 3.20GHz × 12

Clinical data used in the study were obtained from Johannesen et al. 2014 & 2016 freely available on PhysioNet

  1. Johannesen L, Vicente J, Mason JW, et al. Differentiating Drug-Induced Multichannel Block on the Electrocardiogram: Randomized Study of Dofetilide, Quinidine, Ranolazine, and Verapamil. Clinical Pharmacology & Therapeutics. 2014;96:549–558.

  2. Johannesen L, Vicente J, Mason J, et al. Late sodium current block for drug-induced long QT syndrome: Results from a prospective clinical trial. Clinical Pharmacology & Therapeutics. 2016;99:214–223.

  3. Goldberger AL, Amaral LA, Glass L, et al. PhysioBank, PhysioToolkit, and PhysioNet: components of a new research resource for complex physiologic signals. Circulation. 2000;101:E215-220.

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