Interpretable Machine Learning-Based Risk Score for Predicting 10-Year Corneal Graft Survival After Penetrating Keratoplasty and Deep Anterior Lamellar Keratoplasty in Asian Eyes.

Journal: Cornea
PMID:

Abstract

PURPOSE: To predict 10-year graft survival after deep anterior lamellar keratoplasty (DALK) and penetrating keratoplasty (PK) using a machine learning (ML)-based interpretable risk score.

Authors

  • Clarissa Ng Yin Ling
    Singapore National Eye Centre, Singapore.
  • Feng He
    Department of Ophthalmology, Peking Union Medical College Hospital, Dongcheng District, Beijing, China.
  • Stephanie Lang
    Department of Radiation Oncology, University Hospital Zurich, Switzerland.
  • Charumathi Sabanayagam
    Singapore National Eye Centre, Singapore Eye Research Institute, Singapore, Singapore.
  • Ching-Yu Cheng
    Singapore National Eye Centre, Singapore Eye Research Institute, Singapore, Singapore.
  • Anshu Arundhati
    Singapore National Eye Centre, Singapore.
  • Jodhbir S Mehta
    Singapore National Eye Centre, Singapore, Singapore.
  • Marcus Ang
    Singapore National Eye Centre, Singapore, Singapore.