Initial Validation of a Machine Learning-Derived Prognostic Test (KidneyIntelX) Integrating Biomarkers and Electronic Health Record Data To Predict Longitudinal Kidney Outcomes.

Kinsuk ChauhanGirish N NadkarniFergus FlemingJames McCulloughCijiang J HeJohn QuackenbushBarbara MurphyMichael J DonovanSteven G CocaJoseph V Bonventre

Published in: Kidney360 (2020)

-HR, a prognostic test (KidneyIntelX) integrating biomarker levels with longitudinal EHR data significantly improved prediction of a composite kidney end point of RKFD, 40% decline in eGFR, or kidney failure over validated clinical models.

Keyphrases

electronic health record
machine learning
clinical decision support
adverse drug
small cell lung cancer
cross sectional
big data
epidermal growth factor receptor
tyrosine kinase
deep learning
weight loss
insulin resistance