Machine learning analysis of serum biomarkers for cardiovascular risk assessment in chronic kidney disease.

Carles Forné IzquierdoSerafi CambrayMarcelino Bermudez-LopezElvira FernandezMilica BozicJose Manuel Valdivielsonull null

Published in: Clinical kidney journal (2019)

We conclude that the determination of four biomarkers in the serum of CKD patients could improve cardiovascular risk prediction in high-risk individuals.

Keyphrases

machine learning
end stage renal disease
risk assessment
chronic kidney disease
ejection fraction
newly diagnosed
prognostic factors
peritoneal dialysis
mass spectrometry
deep learning
human health
big data
molecularly imprinted
patient reported
simultaneous determination