Defining Phenotypes in Diabetic Nephropathy: a novel approach using a cross-sectional analysis of a single centre cohort.
Rosa M MonteroAthula HerathAshfaq QureshiEhsanollah EsfandiariCharles D PuseyAndrew H FrankelFrederick Wai Keung TamPublished in: Scientific reports (2018)
The global increase in Diabetes Mellitus (DM) has led to an increase in DM-Chronic Kidney Disease (DM-CKD). In this cross-sectional observational study we aimed to define phenotypes for patients with DM-CKD that in future may be used to individualise treatment We report 4 DM-CKD phenotypes in 220 patients recruited from Imperial College NHS Trust clinics from 2004-2012. A robust principal component analysis (PCA) was used to statistically determine clusters with phenotypically different patients. 163 patients with complete data sets were analysed: 77 with CKD and 86 with DM-CKD. Four different clusters were identified. Phenotypes 1 and 2 are entirely composed of patients with DM-CKD and phenotypes 3 and 4 are predominantly CKD (non-DM-CKD). Phenotype 1 depicts a cardiovascular phenotype; phenotype 2: microvascular complications with advanced DM-CKD; phenotype 3: advanced CKD with less anaemia, lower weight and HbA1c; phenotype 4: hypercholesteraemic, younger, less severe CKD. We are the first group to describe different phenotypes in DM-CKD using a PCA approach. Identification of phenotypic groups illustrates the differences and similarities that occur under the umbrella term of DM-CKD providing an opportunity to study phenotypes within these groups thereby facilitating development of precision/personalised targeted medicine.
Keyphrases
- chronic kidney disease
- end stage renal disease
- glycemic control
- diabetic nephropathy
- newly diagnosed
- type diabetes
- healthcare
- ejection fraction
- physical activity
- primary care
- early onset
- peritoneal dialysis
- machine learning
- artificial intelligence
- risk factors
- systematic review
- patient safety
- quality improvement
- drug delivery
- african american
- body weight
- cancer therapy