Using a multi-staged strategy based on machine learning and mathematical modeling to predict genotype-phenotype risk patterns in diabetic kidney disease: a prospective case–control cohort analysis

[1] Luk AO(2008)Metabolic syndrome predicts new onset of chronic kidney disease in 5,829 patients with type 2 diabetes: a 5-year prospective analysis of the Hong Kong Diabetes Registry Diabetes Care 31 2357-2361

[2] So WY(2007)Genetic factors in diabetic nephropathy Clin J Am Soc Nephrol 2 1306-1316

[3] Ma RC(2005)Genetics of progressive renal failure in diabetic kidney disease Kidney Int Suppl 99 S94-S97

[4] Kong AP(2009)Common vs. rare allele hypotheses for complex diseases Curr Opin Genet Dev 19 212-219

[5] Ozaki R(2005)How many genes underlie the occurrence of common complex diseases in the population? Int J Epidemiol 34 1129-1137

[6] Ng VS(2009)Detecting gene-gene interactions that underlie human diseases Nat Rev Genet 10 392-404

[7] Yu LW(2008)Metabolic syndrome: from epidemiology to systems biology Nat Rev Genet 9 819-830

[8] Lau WW(2009)Machine learning in genome-wide association studies Genet Epidemiol 33 S51-S57

[9] Yang X(2006)End-stage renal disease risk equations for Hong Kong Chinese patients with type 2 diabetes: Hong Kong Diabetes Registry Diabetologia 49 2299-2308

[10] Chow FC(2006)Modified glomerular filtration rate estimating equation for Chinese aatients with chronic kidney disease J Am Soc Nephrol 17 2937-2944

[1] Luk AO(2008)Metabolic syndrome predicts new onset of chronic kidney disease in 5,829 patients with type 2 diabetes: a 5-year prospective analysis of the Hong Kong Diabetes Registry Diabetes Care 31 2357-2361

[2] So WY(2007)Genetic factors in diabetic nephropathy Clin J Am Soc Nephrol 2 1306-1316

[3] Ma RC(2005)Genetics of progressive renal failure in diabetic kidney disease Kidney Int Suppl 99 S94-S97

[4] Kong AP(2009)Common vs. rare allele hypotheses for complex diseases Curr Opin Genet Dev 19 212-219

[5] Ozaki R(2005)How many genes underlie the occurrence of common complex diseases in the population? Int J Epidemiol 34 1129-1137

[6] Ng VS(2009)Detecting gene-gene interactions that underlie human diseases Nat Rev Genet 10 392-404

[7] Yu LW(2008)Metabolic syndrome: from epidemiology to systems biology Nat Rev Genet 9 819-830

[8] Lau WW(2009)Machine learning in genome-wide association studies Genet Epidemiol 33 S51-S57

[9] Yang X(2006)End-stage renal disease risk equations for Hong Kong Chinese patients with type 2 diabetes: Hong Kong Diabetes Registry Diabetologia 49 2299-2308

[10] Chow FC(2006)Modified glomerular filtration rate estimating equation for Chinese aatients with chronic kidney disease J Am Soc Nephrol 17 2937-2944