Skip to main content
Top
Published in: BMC Primary Care 1/2010

Open Access 01-12-2010 | Research article

Predicting the risk of Chronic Kidney Disease in Men and Women in England and Wales: prospective derivation and external validation of the QKidney®Scores

Authors: Julia Hippisley-Cox, Carol Coupland

Published in: BMC Primary Care | Issue 1/2010

Login to get access

Abstract

Background

Chronic Kidney Disease is a major cause of morbidity and interventions now exist which can reduce risk. We sought to develop and validate two new risk algorithms (the QKidney® Scores) for estimating (a) the individual 5 year risk of moderate-severe CKD and (b) the individual 5 year risk of developing End Stage Kidney Failure in a primary care population.

Methods

We conducted a prospective open cohort study using data from 368 QResearch® general practices to develop the scores. We validated the scores using two separate sets of practices - 188 separate QResearch® practices and 364 practices contributing to the THIN database.
We studied 775,091 women and 799,658 men aged 35-74 years in the QResearch® derivation cohort, who contributed 4,068,643 and 4,121,926 person-years of observation respectively.
We had two main outcomes (a) moderate-severe CKD (defined as the first evidence of CKD based on the earliest of any of the following: kidney transplant; kidney dialysis; diagnosis of nephropathy; persistent proteinuria; or glomerular filtration rate of < 45 mL/min) and (b) End Stage Kidney Failure.
We derived separate risk equations for men and women. We calculated measures of calibration and discrimination using the two separate validation cohorts.

Results

Our final model for moderate-severe CKD included: age, ethnicity, deprivation, smoking, BMI, systolic blood pressure, diabetes, rheumatoid arthritis, cardiovascular disease, treated hypertension, congestive cardiac failure; peripheral vascular disease, NSAID use and family history of kidney disease. In addition, it included SLE and kidney stones in women. The final model for End Stage Kidney Failure was similar except it did not include NSAID use.
Each risk prediction algorithms performed well across all measures in both validation cohorts. For the THIN cohort, the model to predict moderate-severe CKD explained 56.38% of the total variation in women and 57.49% for men. The D statistic values were high with values of 2.33 for women and 2.38 for men. The ROC statistic was 0.875 for women and 0.876 for men.

Conclusions

These new algorithms have the potential to identify high risk patients who might benefit from more detailed assessment, closer monitoring or interventions to reduce their risk.
Appendix
Available only for authorised users
Literature
1.
go back to reference Go AS, Chertow GM, Fan D, McCulloch CE, Hsu C-y: Chronic Kidney Disease and the Risks of Death, Cardiovascular Events, and Hospitalization. N Engl J Med. 2004, 351 (13): 1296-1305. 10.1056/NEJMoa041031.CrossRefPubMed Go AS, Chertow GM, Fan D, McCulloch CE, Hsu C-y: Chronic Kidney Disease and the Risks of Death, Cardiovascular Events, and Hospitalization. N Engl J Med. 2004, 351 (13): 1296-1305. 10.1056/NEJMoa041031.CrossRefPubMed
2.
go back to reference Rahman M, Pressel S, Davis BR, Nwachuku C, Wright JT, Whelton PK, Barzilay J, Batuman V, Eckfeldt JH, Farber MA, et al: Cardiovascular outcomes in high-risk hypertensive patients stratified by baseline glomerular filtration rate. Ann Intern Med. 2006, 144 (3): 172-180.CrossRefPubMed Rahman M, Pressel S, Davis BR, Nwachuku C, Wright JT, Whelton PK, Barzilay J, Batuman V, Eckfeldt JH, Farber MA, et al: Cardiovascular outcomes in high-risk hypertensive patients stratified by baseline glomerular filtration rate. Ann Intern Med. 2006, 144 (3): 172-180.CrossRefPubMed
3.
go back to reference Drey N, Roderick P, Mullee M, Rogerson M: A population-based study of the incidence and outcomes of diagnosed chronic kidney disease. American journal of kidney diseases: the official journal of the National Kidney Foundation. 2003, 42 (4): 677-684.CrossRef Drey N, Roderick P, Mullee M, Rogerson M: A population-based study of the incidence and outcomes of diagnosed chronic kidney disease. American journal of kidney diseases: the official journal of the National Kidney Foundation. 2003, 42 (4): 677-684.CrossRef
5.
go back to reference McClellan WM, Ramirez SP, Jurkovitz C: Screening for chronic kidney disease: unresolved issues. J Am Soc Nephrol. 2003, 14 (7 Suppl 2): S81-87. 10.1097/01.ASN.0000070144.86024.04.CrossRefPubMed McClellan WM, Ramirez SP, Jurkovitz C: Screening for chronic kidney disease: unresolved issues. J Am Soc Nephrol. 2003, 14 (7 Suppl 2): S81-87. 10.1097/01.ASN.0000070144.86024.04.CrossRefPubMed
6.
go back to reference John RI, Webb M, Young A, Stevens PE: Unreferred chronic kidney disease: a longitudinal study. American journal of kidney diseases: the official journal of the National Kidney Foundation. 2004, 43 (5): 825-835.CrossRef John RI, Webb M, Young A, Stevens PE: Unreferred chronic kidney disease: a longitudinal study. American journal of kidney diseases: the official journal of the National Kidney Foundation. 2004, 43 (5): 825-835.CrossRef
7.
go back to reference Jungers P, Zingraff J, Albouze G, Chauveau P, Page B, Hannedouche T, Man NK: Late referral to maintenance dialysis: detrimental consequences. Nephrol Dial Transplant. 1993, 8 (10): 1089-1093.PubMed Jungers P, Zingraff J, Albouze G, Chauveau P, Page B, Hannedouche T, Man NK: Late referral to maintenance dialysis: detrimental consequences. Nephrol Dial Transplant. 1993, 8 (10): 1089-1093.PubMed
8.
go back to reference Department of Health: Putting prevention first: vascular checks: risk assessment and management. 2008, Health Do: Department of Health, 1: 15- Department of Health: Putting prevention first: vascular checks: risk assessment and management. 2008, Health Do: Department of Health, 1: 15-
9.
go back to reference Crowe E, Halpin D, Stevens P, on behalf of the Guideline Development Group: Early identification and management of chronic kidney disease: summary of NICE guidance. BMJ. 2008, 337 (sep29_1): a1530-10.1136/bmj.a1530.CrossRefPubMed Crowe E, Halpin D, Stevens P, on behalf of the Guideline Development Group: Early identification and management of chronic kidney disease: summary of NICE guidance. BMJ. 2008, 337 (sep29_1): a1530-10.1136/bmj.a1530.CrossRefPubMed
10.
go back to reference Hippisley-Cox J, Coupland C, Vinogradova Y, Robson J, Minhas R, Sheikh A, Brindle P: Predicting cardiovascular risk in England and Wales: prospective derivation and validation of QRISK2. BMJ. 2008, bmj.39609.449676.449625. Hippisley-Cox J, Coupland C, Vinogradova Y, Robson J, Minhas R, Sheikh A, Brindle P: Predicting cardiovascular risk in England and Wales: prospective derivation and validation of QRISK2. BMJ. 2008, bmj.39609.449676.449625.
11.
go back to reference Hippisley-Cox J, Coupland C: Predicting risk of osteoporotic fracture in men and women in England and Wales: prospective derivation and validation of QFractureScores. BMJ. 2009, 339 (nov19_1): b4229-10.1136/bmj.b4229.CrossRefPubMedPubMedCentral Hippisley-Cox J, Coupland C: Predicting risk of osteoporotic fracture in men and women in England and Wales: prospective derivation and validation of QFractureScores. BMJ. 2009, 339 (nov19_1): b4229-10.1136/bmj.b4229.CrossRefPubMedPubMedCentral
12.
go back to reference Hippisley-Cox J, Coupland C, Robson J, Sheikh A, Brindle P: Predicting risk of type 2 diabetes in England and Wales: prospective derivation and validation of QDScore. BMJ. 2009, 338 (mar17_2): b880.-10.1136/bmj.b880.CrossRefPubMedPubMedCentral Hippisley-Cox J, Coupland C, Robson J, Sheikh A, Brindle P: Predicting risk of type 2 diabetes in England and Wales: prospective derivation and validation of QDScore. BMJ. 2009, 338 (mar17_2): b880.-10.1136/bmj.b880.CrossRefPubMedPubMedCentral
13.
go back to reference McClellan WM, Flanders WD: Risk factors for progressive chronic kidney disease. J Am Soc Nephrol. 2003, 14 (7 Suppl 2): S65-70. 10.1097/01.ASN.0000070147.10399.9E.CrossRefPubMed McClellan WM, Flanders WD: Risk factors for progressive chronic kidney disease. J Am Soc Nephrol. 2003, 14 (7 Suppl 2): S65-70. 10.1097/01.ASN.0000070147.10399.9E.CrossRefPubMed
14.
go back to reference Hippisley-Cox J, Coupland C, Vinogradova Y, Robson J, May M, Brindle P: Derivation and validation of QRISK, a new cardiovascular disease risk score for the United Kingdom: prospective open cohort study. BMJ. 2007, bmj.39261.471806.471855. Hippisley-Cox J, Coupland C, Vinogradova Y, Robson J, May M, Brindle P: Derivation and validation of QRISK, a new cardiovascular disease risk score for the United Kingdom: prospective open cohort study. BMJ. 2007, bmj.39261.471806.471855.
15.
go back to reference Collins GS, Altman DG: An independent external validation and evaluation of QRISK cardiovascular risk prediction: a prospective open cohort study. BMJ. 2009, 339 (jul07_2): b2584-10.1136/bmj.b2584.CrossRefPubMedPubMedCentral Collins GS, Altman DG: An independent external validation and evaluation of QRISK cardiovascular risk prediction: a prospective open cohort study. BMJ. 2009, 339 (jul07_2): b2584-10.1136/bmj.b2584.CrossRefPubMedPubMedCentral
16.
go back to reference Hippisley-Cox J, Coupland C, Vinogradova Y, Robson J, Brindle P: Performance of the QRISK cardiovascular risk prediction algorithm in an independent UK sample of patients from general practice: a validation study. Heart. 2008, 94: 34-39. 10.1136/hrt.2007.134890.CrossRefPubMed Hippisley-Cox J, Coupland C, Vinogradova Y, Robson J, Brindle P: Performance of the QRISK cardiovascular risk prediction algorithm in an independent UK sample of patients from general practice: a validation study. Heart. 2008, 94: 34-39. 10.1136/hrt.2007.134890.CrossRefPubMed
17.
go back to reference Levey AS, Bosch JP, Lewis JB, Greene T, Rogers N, Roth D: A more accurate method to estimate glomerular filtration rate from serum creatinine: a new prediction equation. Modification of Diet in Renal Disease Study Group. Ann Intern Med. 1999, 130 (6): 461-470.CrossRefPubMed Levey AS, Bosch JP, Lewis JB, Greene T, Rogers N, Roth D: A more accurate method to estimate glomerular filtration rate from serum creatinine: a new prediction equation. Modification of Diet in Renal Disease Study Group. Ann Intern Med. 1999, 130 (6): 461-470.CrossRefPubMed
18.
go back to reference Drawz P, Rahman M: In the clinic. Chronic kidney disease. Ann Intern Med. 2009, 150 (3): ITC2 1-15; quiz ITC12-16. Drawz P, Rahman M: In the clinic. Chronic kidney disease. Ann Intern Med. 2009, 150 (3): ITC2 1-15; quiz ITC12-16.
19.
go back to reference Taal MW, Brenner BM: Predicting initiation and progression of chronic kidney disease: Developing renal risk scores. Kidney Int. 2006, 70 (10): 1694-1705. 10.1038/sj.ki.5001794.CrossRefPubMed Taal MW, Brenner BM: Predicting initiation and progression of chronic kidney disease: Developing renal risk scores. Kidney Int. 2006, 70 (10): 1694-1705. 10.1038/sj.ki.5001794.CrossRefPubMed
20.
go back to reference White SL, McGeechan K, Jones M, Cass A, Chadban SJ, Polkinghorne KR, Perkovic V, Roderick PJ: Socioeconomic Disadvantage and Kidney Disease in the United States, Australia, and Thailand. Am J Public Health. 2008, 98 (7): 1306-1313. 10.2105/AJPH.2007.116020.CrossRefPubMedPubMedCentral White SL, McGeechan K, Jones M, Cass A, Chadban SJ, Polkinghorne KR, Perkovic V, Roderick PJ: Socioeconomic Disadvantage and Kidney Disease in the United States, Australia, and Thailand. Am J Public Health. 2008, 98 (7): 1306-1313. 10.2105/AJPH.2007.116020.CrossRefPubMedPubMedCentral
21.
go back to reference Royston P, Ambler G, Sauerbrei W: The use of fractional polynomials to model continuous risk variables in epidemiology. Int J Epidemiol. 1999, 28: 964-974. 10.1093/ije/28.5.964.CrossRefPubMed Royston P, Ambler G, Sauerbrei W: The use of fractional polynomials to model continuous risk variables in epidemiology. Int J Epidemiol. 1999, 28: 964-974. 10.1093/ije/28.5.964.CrossRefPubMed
22.
go back to reference Schafer J, Graham J: Missing data: our view of the state of the art. Psychological Methods. 2002, 7: 147-177. 10.1037/1082-989X.7.2.147.CrossRefPubMed Schafer J, Graham J: Missing data: our view of the state of the art. Psychological Methods. 2002, 7: 147-177. 10.1037/1082-989X.7.2.147.CrossRefPubMed
23.
go back to reference Group TAM: Academic Medicine: problems and solutions. British Medical Journal. 1989, 298: 573-579. 10.1136/bmj.298.6673.573.CrossRef Group TAM: Academic Medicine: problems and solutions. British Medical Journal. 1989, 298: 573-579. 10.1136/bmj.298.6673.573.CrossRef
24.
go back to reference Steyerberg EW, van Veen M: Imputation is beneficial for handling missing data in predictive models. J Epidemiol Community Health. 2007, 60 (9): 979- Steyerberg EW, van Veen M: Imputation is beneficial for handling missing data in predictive models. J Epidemiol Community Health. 2007, 60 (9): 979-
25.
go back to reference Moons KGM, Donders RART, Stijnen T, Harrell FJ: Using the outcome for imputation of missing predictor values was preferred. J Epidemiol Community Health. 2006, 59 (10): 1092- Moons KGM, Donders RART, Stijnen T, Harrell FJ: Using the outcome for imputation of missing predictor values was preferred. J Epidemiol Community Health. 2006, 59 (10): 1092-
26.
go back to reference Royston P, Sauerbrei W: A new measure of prognostic separation in survival data. Stat Med. 2004, 23: 723-748. 10.1002/sim.1621.CrossRefPubMed Royston P, Sauerbrei W: A new measure of prognostic separation in survival data. Stat Med. 2004, 23: 723-748. 10.1002/sim.1621.CrossRefPubMed
27.
go back to reference Hippisley-Cox J, Coupland C: Predicting the risk of osteoporotic fracture in England and Wales: prosepctive derivation and validation of the QFractureScore. BMJ. 2009. Hippisley-Cox J, Coupland C: Predicting the risk of osteoporotic fracture in England and Wales: prosepctive derivation and validation of the QFractureScore. BMJ. 2009.
28.
go back to reference North of England Hypertension Guideline Development Group: Essential hypertension: managing adult patients in primary care (NICE guideline). University of Newcastle upon Tyne, Crown. 2004 North of England Hypertension Guideline Development Group: Essential hypertension: managing adult patients in primary care (NICE guideline). University of Newcastle upon Tyne, Crown. 2004
29.
go back to reference NICE: Statins for the prevention of cardiovascular events in patients at increased risk of developing cardiovascular disease or those with established cardiovascular disease guidance type: Technology appraisal. 2006, NICE. London: NICE NICE: Statins for the prevention of cardiovascular events in patients at increased risk of developing cardiovascular disease or those with established cardiovascular disease guidance type: Technology appraisal. 2006, NICE. London: NICE
30.
go back to reference National Collaborating Centre for Primary Care: Section 4.3 of the Guideline on Cardiovascular Risk Assessment: the modification of blood lipids for the primary and secondary prevention of cardiovascular disease. London: NICE. 2008, 43- National Collaborating Centre for Primary Care: Section 4.3 of the Guideline on Cardiovascular Risk Assessment: the modification of blood lipids for the primary and secondary prevention of cardiovascular disease. London: NICE. 2008, 43-
31.
go back to reference Kshirsagar AV, Bang H, Bomback AS, Vupputuri S, Shoham DA, Kern LM, Klemmer PJ, Mazumdar M, August PA: A simple algorithm to predict incident kidney disease. Arch Intern Med. 2008, 168 (22): 2466-2473. 10.1001/archinte.168.22.2466.CrossRefPubMedPubMedCentral Kshirsagar AV, Bang H, Bomback AS, Vupputuri S, Shoham DA, Kern LM, Klemmer PJ, Mazumdar M, August PA: A simple algorithm to predict incident kidney disease. Arch Intern Med. 2008, 168 (22): 2466-2473. 10.1001/archinte.168.22.2466.CrossRefPubMedPubMedCentral
32.
go back to reference Victora C, Vaughan J, Barros F, Anamaria C, Tomasi E: Explainng trends in inequities: evidence from Brazilian child health studies. Lancet. 2000, 356: 1093-1098. 10.1016/S0140-6736(00)02741-0.CrossRefPubMed Victora C, Vaughan J, Barros F, Anamaria C, Tomasi E: Explainng trends in inequities: evidence from Brazilian child health studies. Lancet. 2000, 356: 1093-1098. 10.1016/S0140-6736(00)02741-0.CrossRefPubMed
Metadata
Title
Predicting the risk of Chronic Kidney Disease in Men and Women in England and Wales: prospective derivation and external validation of the QKidney®Scores
Authors
Julia Hippisley-Cox
Carol Coupland
Publication date
01-12-2010
Publisher
BioMed Central
Published in
BMC Primary Care / Issue 1/2010
Electronic ISSN: 2731-4553
DOI
https://doi.org/10.1186/1471-2296-11-49

Other articles of this Issue 1/2010

BMC Primary Care 1/2010 Go to the issue