Serum protein signature of coronary artery disease in type 2 diabetes mellitus.
Ramu AdelaPodduturu Naveen Chander ReddyTarini Shankar GhoshSuruchi AggarwalAmit Kumar YadavBhabatosh DasSanjay Kumar BanerjeePublished in: Journal of translational medicine (2019)
We have identified three distinct sets of serum markers for diabetes, CAD and diabetes associated with CAD in Indian patients using nonparametric-based machine learning approach. These multiple marker classifiers may be useful for monitoring progression from a healthy person to T2DM and T2DM to T2DM_CAD. However, these findings need to be further confirmed in the future studies with large number of samples.
Keyphrases
- coronary artery disease
- glycemic control
- type diabetes
- machine learning
- end stage renal disease
- cardiovascular disease
- percutaneous coronary intervention
- cardiovascular events
- ejection fraction
- coronary artery bypass grafting
- newly diagnosed
- peritoneal dialysis
- chronic kidney disease
- prognostic factors
- artificial intelligence
- big data
- current status
- small molecule
- aortic stenosis
- acute coronary syndrome
- patient reported outcomes
- skeletal muscle
- metabolic syndrome
- aortic valve
- adipose tissue