Publications

2025

  1. Pretrained transformers applied to clinical studies improve predictions of treatment efficacy and associated biomarkers
    Gustavo Arango-Argoty, Elly Kipkogei, Ross Stewart, Gerald J Sun, Arijit Patra, Ioannis Kagiampakis, and Etai Jacob
    Nature Communications, 2025
  2. AI-driven predictive biomarker discovery with contrastive learning to improve clinical trial outcomes
    Gustavo Arango-Argoty, Damian E Bikiel, Gerald J Sun, Elly Kipkogei, Kaitlin M Smith, Sebastian Carrasco Pro, Elizabeth Y Choe, and Etai Jacob
    Cancer Cell, 2025

2021

  1. Explainable transformer-based neural network for the prediction of survival outcomes in non-small cell lung cancer (NSCLC)
    Elly Kipkogei, Gustavo Alonso Arango Argoty, Ioannis Kagiampakis, Arijit Patra, and Etai Jacob
    medRxiv, 2021