Deep learning-based electrocardiographic screening for chronic kidney disease.

Lauri HolmstromMatthew ChristensenNeal YuanJ Weston HughesJohn TheurerMelvin JujjavarapuPedram FatehiAlan C KwanRoopinder K SandhuJoseph EbingerSusan ChengJames Y ZouSumeet S ChughDavid Ouyang

Published in: Communications medicine (2023)

Our deep learning algorithm is able to detect CKD using ECG waveforms, with stronger performance in younger patients and more severe CKD stages. This ECG algorithm has the potential to augment screening for CKD.

Keyphrases

chronic kidney disease
end stage renal disease
deep learning
machine learning
artificial intelligence
convolutional neural network
heart rate variability
peritoneal dialysis
ejection fraction
heart rate
left ventricular
prognostic factors
newly diagnosed
early onset
human health
patient reported