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Published in: Cardiovascular Diabetology 1/2008

Open Access 01-12-2008 | Original investigation

Development and validation of a risk score for hospitalization for heart failure in patients with Type 2 Diabetes Mellitus

Authors: Xilin Yang, Ronald C Ma, Wing-Yee So, Alice P Kong, Gary T Ko, Chun-Shun Ho, Christopher W Lam, Clive S Cockram, Peter C Tong, Juliana C Chan

Published in: Cardiovascular Diabetology | Issue 1/2008

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Abstract

Background

There are no risk scores available for predicting heart failure in Type 2 diabetes mellitus (T2DM). Based on the Hong Kong Diabetes Registry, this study aimed to develop and validate a risk score for predicting heart failure that needs hospitalisation in T2DM.

Methods

7067 Hong Kong Chinese diabetes patients without history of heart failure, and without history and clinical evidence of coronary heart disease at baseline were analyzed. The subjects have been followed up for a median period of 5.5 years. Data were randomly and evenly assigned to a training dataset and a test dataset. Sex-stratified Cox proportional hazard regression was used to obtain predictors of HF-related hospitalization in the training dataset. Calibration was assessed using Hosmer-Lemeshow test and discrimination was examined using the area under receiver's operating characteristic curve (aROC) in the test dataset.

Results

During the follow-up, 274 patients developed heart failure event/s that needed hospitalisation. Age, body mass index (BMI), spot urinary albumin to creatinine ratio (ACR), HbA1c, blood haemoglobin (Hb) at baseline and coronary heart disease during follow-up were predictors of HF-related hospitalization in the training dataset. HF-related hospitalization risk score = 0.0709 × age (year) + 0.0627 × BMI (kg/m2) + 0.1363 × HbA1c(%) + 0.9915 × Log10(1+ACR) (mg/mmol) - 0.3606 × Blood Hb(g/dL) + 0.8161 × CHD during follow-up (1 if yes). The 5-year probability of heart failure = 1-S0(5)EXP{0.9744 × (Risk Score - 2.3961)}. Where S0(5) = 0.9888 if male and 0.9809 if female. The predicted and observed 5-year probabilities of HF-related hospitalization were similar (p > 0.20) and the adjusted aROC was 0.920 for 5 years of follow-up.

Conclusion

The risk score had adequate performance. Further validations in other cohorts of patients with T2DM are needed before clinical use.
Appendix
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Literature
1.
go back to reference Nichols GA, Koro CE, Gullion CM, Ephross SA, Brown JB: The incidence of congestive heart failure associated with antidiabetic therapies. Diabetes Metab Res Rev. 2005, 21 (1): 51-57. 10.1002/dmrr.480.CrossRefPubMed Nichols GA, Koro CE, Gullion CM, Ephross SA, Brown JB: The incidence of congestive heart failure associated with antidiabetic therapies. Diabetes Metab Res Rev. 2005, 21 (1): 51-57. 10.1002/dmrr.480.CrossRefPubMed
2.
go back to reference Thrainsdottir IS, Aspelund T, Thorgeirsson G, Gudnason V, Hardarson T, Malmberg K, Sigurdsson G, Ryden L: The association between glucose abnormalities and heart failure in the population-based Reykjavik study. Diabetes Care. 2005, 28 (3): 612-616. 10.2337/diacare.28.3.612.CrossRefPubMed Thrainsdottir IS, Aspelund T, Thorgeirsson G, Gudnason V, Hardarson T, Malmberg K, Sigurdsson G, Ryden L: The association between glucose abnormalities and heart failure in the population-based Reykjavik study. Diabetes Care. 2005, 28 (3): 612-616. 10.2337/diacare.28.3.612.CrossRefPubMed
3.
go back to reference Anderson KM, Odell PM, Wilson PW, Kannel WB: Cardiovascular disease risk profiles. Am Heart J. 1991, 121 (1 Pt 2): 293-298. 10.1016/0002-8703(91)90861-B.CrossRefPubMed Anderson KM, Odell PM, Wilson PW, Kannel WB: Cardiovascular disease risk profiles. Am Heart J. 1991, 121 (1 Pt 2): 293-298. 10.1016/0002-8703(91)90861-B.CrossRefPubMed
4.
go back to reference Stevens RJ, Kothari V, Adler AI, Stratton IM: The UKPDS risk engine: a model for the risk of coronary heart disease in Type II diabetes (UKPDS 56). Clin Sci (Lond). 2001, 101 (6): 671-679.CrossRef Stevens RJ, Kothari V, Adler AI, Stratton IM: The UKPDS risk engine: a model for the risk of coronary heart disease in Type II diabetes (UKPDS 56). Clin Sci (Lond). 2001, 101 (6): 671-679.CrossRef
5.
go back to reference Kothari V, Stevens RJ, Adler AI, Stratton IM, Manley SE, Neil HA, Holman RR: UKPDS 60: risk of stroke in type 2 diabetes estimated by the UK Prospective Diabetes Study risk engine. Stroke. 2002, 33 (7): 1776-1781. 10.1161/01.STR.0000020091.07144.C7.CrossRefPubMed Kothari V, Stevens RJ, Adler AI, Stratton IM, Manley SE, Neil HA, Holman RR: UKPDS 60: risk of stroke in type 2 diabetes estimated by the UK Prospective Diabetes Study risk engine. Stroke. 2002, 33 (7): 1776-1781. 10.1161/01.STR.0000020091.07144.C7.CrossRefPubMed
6.
go back to reference Yang XL, So WY, Kong AP, Clarke P, Ho CS, Lam CW, Ng MH, Lyu RR, Yin DD, Chow CC, Cockram CS, Tong PC, Chan JC: End-stage renal disease risk equations for Hong Kong Chinese patients with type 2 diabetes: Hong Kong Diabetes Registry. Diabetologia. 2006, 49 (10): 2299-2308. 10.1007/s00125-006-0376-3.CrossRefPubMed Yang XL, So WY, Kong AP, Clarke P, Ho CS, Lam CW, Ng MH, Lyu RR, Yin DD, Chow CC, Cockram CS, Tong PC, Chan JC: End-stage renal disease risk equations for Hong Kong Chinese patients with type 2 diabetes: Hong Kong Diabetes Registry. Diabetologia. 2006, 49 (10): 2299-2308. 10.1007/s00125-006-0376-3.CrossRefPubMed
7.
go back to reference Yang XL, So WY, Kong AP, Ho CS, Lam CW, Ng MH, Lyu RR, Yin DD, Chow CC, Cockram CS, Tong PC, Chan JC: Modified end-stage renal disease risk score for Chinese type 2 diabetic patients--the Hong Kong Diabetes Registry. Diabetologia. 2007, 50 (6): 1348-1350. 10.1007/s00125-007-0639-7.CrossRefPubMed Yang XL, So WY, Kong AP, Ho CS, Lam CW, Ng MH, Lyu RR, Yin DD, Chow CC, Cockram CS, Tong PC, Chan JC: Modified end-stage renal disease risk score for Chinese type 2 diabetic patients--the Hong Kong Diabetes Registry. Diabetologia. 2007, 50 (6): 1348-1350. 10.1007/s00125-007-0639-7.CrossRefPubMed
8.
go back to reference Yang X, So WY, Kong AP, Ho CS, Lam CW, Stevens RJ, Lyu RR, Yin DD, Cockram CS, Tong PC, Wong V, Chan JC: Development and validation of stroke risk equation for Hong Kong Chinese patients with type 2 diabetes: the Hong Kong Diabetes Registry. Diabetes Care. 2007, 30 (1): 65-70. 10.2337/dc06-1273.CrossRefPubMed Yang X, So WY, Kong AP, Ho CS, Lam CW, Stevens RJ, Lyu RR, Yin DD, Cockram CS, Tong PC, Wong V, Chan JC: Development and validation of stroke risk equation for Hong Kong Chinese patients with type 2 diabetes: the Hong Kong Diabetes Registry. Diabetes Care. 2007, 30 (1): 65-70. 10.2337/dc06-1273.CrossRefPubMed
9.
go back to reference Yang X, So WY, Kong AP, Ma RC, Ko GT, Ho CS, Lam CW, Cockram CS, Chan JC, Tong PC: Development and validation of a total coronary heart disease risk score in type 2 diabetes mellitus. Am J Cardiol. 2008, 101 (5): 596-601. 10.1016/j.amjcard.2007.10.019.CrossRefPubMed Yang X, So WY, Kong AP, Ma RC, Ko GT, Ho CS, Lam CW, Cockram CS, Chan JC, Tong PC: Development and validation of a total coronary heart disease risk score in type 2 diabetes mellitus. Am J Cardiol. 2008, 101 (5): 596-601. 10.1016/j.amjcard.2007.10.019.CrossRefPubMed
10.
go back to reference Yang X, So WY, Tong PC, Ma RC, Kong AP, Lam CW, Ho CS, Cockram CS, Ko GT, Chow CC, Wong VC, Chan JC: Development and validation of an all-cause mortality risk score in type 2 diabetes. Arch Intern Med. 2008, 168 (5): 451-457. 10.1001/archinte.168.5.451.CrossRefPubMed Yang X, So WY, Tong PC, Ma RC, Kong AP, Lam CW, Ho CS, Cockram CS, Ko GT, Chow CC, Wong VC, Chan JC: Development and validation of an all-cause mortality risk score in type 2 diabetes. Arch Intern Med. 2008, 168 (5): 451-457. 10.1001/archinte.168.5.451.CrossRefPubMed
11.
go back to reference Piwernetz K, Home PD, Snorgaard O, Antsiferov M, Staehr-Johansen K, Krans M: the DIABCARE Monitoring Group of the St. Vincent Declaration Steering Committee: Monitoring the targets of the St. Vincent Declaration and the implementation of quality management in diabetes care: the DIABCARE initiative. Diabet Med. 1993, 10: 371-377.CrossRefPubMed Piwernetz K, Home PD, Snorgaard O, Antsiferov M, Staehr-Johansen K, Krans M: the DIABCARE Monitoring Group of the St. Vincent Declaration Steering Committee: Monitoring the targets of the St. Vincent Declaration and the implementation of quality management in diabetes care: the DIABCARE initiative. Diabet Med. 1993, 10: 371-377.CrossRefPubMed
12.
go back to reference Hunt SA, Abraham WT, Chin MH, Feldman AM, Francis GS, Ganiats TG, Jessup M, Konstam MA, Mancini DM, Michl K, Oates JA, Rahko PS, Silver MA, Stevenson LW, Yancy CW, Antman EM, Smith SC, Adams CD, Anderson JL, Faxon DP, Fuster V, Halperin JL, Hiratzka LF, Jacobs AK, Nishimura R, Ornato JP, Page RL, Riegel B: ACC/AHA 2005 Guideline Update for the Diagnosis and Management of Chronic Heart Failure in the Adult: a report of the American College of Cardiology/American Heart Association Task Force on Practice Guidelines (Writing Committee to Update the 2001 Guidelines for the Evaluation and Management of Heart Failure): developed in collaboration with the American College of Chest Physicians and the International Society for Heart and Lung Transplantation: endorsed by the Heart Rhythm Society. Circulation. 2005, 112 (12): e154-235. 10.1161/CIRCULATIONAHA.105.167586.CrossRefPubMed Hunt SA, Abraham WT, Chin MH, Feldman AM, Francis GS, Ganiats TG, Jessup M, Konstam MA, Mancini DM, Michl K, Oates JA, Rahko PS, Silver MA, Stevenson LW, Yancy CW, Antman EM, Smith SC, Adams CD, Anderson JL, Faxon DP, Fuster V, Halperin JL, Hiratzka LF, Jacobs AK, Nishimura R, Ornato JP, Page RL, Riegel B: ACC/AHA 2005 Guideline Update for the Diagnosis and Management of Chronic Heart Failure in the Adult: a report of the American College of Cardiology/American Heart Association Task Force on Practice Guidelines (Writing Committee to Update the 2001 Guidelines for the Evaluation and Management of Heart Failure): developed in collaboration with the American College of Chest Physicians and the International Society for Heart and Lung Transplantation: endorsed by the Heart Rhythm Society. Circulation. 2005, 112 (12): e154-235. 10.1161/CIRCULATIONAHA.105.167586.CrossRefPubMed
13.
go back to reference Yang X, Ma RC, So WY, Ko GT, Kong AP, Lam CW, Ho CS, Cockram CS, Wong VC, Tong PC, Chan JC: Impacts of chronic kidney disease and albuminuria on associations between coronary heart disease and its traditional risk factors in type 2 diabetic patients - the Hong Kong diabetes registry. Cardiovasc Diabetol. 2007, 6: 37-10.1186/1475-2840-6-37.PubMedCentralCrossRefPubMed Yang X, Ma RC, So WY, Ko GT, Kong AP, Lam CW, Ho CS, Cockram CS, Wong VC, Tong PC, Chan JC: Impacts of chronic kidney disease and albuminuria on associations between coronary heart disease and its traditional risk factors in type 2 diabetic patients - the Hong Kong diabetes registry. Cardiovasc Diabetol. 2007, 6: 37-10.1186/1475-2840-6-37.PubMedCentralCrossRefPubMed
14.
go back to reference Ma YC, Zuo L, Chen JH, Luo Q, Yu XQ, Li Y, Xu JS, Huang SM, Wang LN, Huang W, Wang M, Xu GB, Wang HY: Modified glomerular filtration rate estimating equation for Chinese patients with chronic kidney disease. J Am Soc Nephrol. 2006, 17 (10): 2937-2944. 10.1681/ASN.2006040368.CrossRefPubMed Ma YC, Zuo L, Chen JH, Luo Q, Yu XQ, Li Y, Xu JS, Huang SM, Wang LN, Huang W, Wang M, Xu GB, Wang HY: Modified glomerular filtration rate estimating equation for Chinese patients with chronic kidney disease. J Am Soc Nephrol. 2006, 17 (10): 2937-2944. 10.1681/ASN.2006040368.CrossRefPubMed
15.
go back to reference Ingelsson E, Arnlov J, Sundstrom J, Zethelius B, Vessby B, Lind L: Novel metabolic risk factors for heart failure. J Am Coll Cardiol. 2005, 46 (11): 2054-2060. 10.1016/j.jacc.2005.07.059.CrossRefPubMed Ingelsson E, Arnlov J, Sundstrom J, Zethelius B, Vessby B, Lind L: Novel metabolic risk factors for heart failure. J Am Coll Cardiol. 2005, 46 (11): 2054-2060. 10.1016/j.jacc.2005.07.059.CrossRefPubMed
16.
go back to reference Lin DY, Wei LJ, Ying Z: Checking the Cox Model with Cumulative Sums of Martingale-Based Residuals. Biometrika. 1993, 80 (3): 557-572. 10.1093/biomet/80.3.557.CrossRef Lin DY, Wei LJ, Ying Z: Checking the Cox Model with Cumulative Sums of Martingale-Based Residuals. Biometrika. 1993, 80 (3): 557-572. 10.1093/biomet/80.3.557.CrossRef
17.
go back to reference Harrell FE, Lee KL, Mark DB: Multivariable prognostic models: issues in developing models, evaluating assumptions and adequacy, and measuring and reducing errors. Stat Med. 1996, 15 (4): 361-387. 10.1002/(SICI)1097-0258(19960229)15:4<361::AID-SIM168>3.0.CO;2-4.CrossRefPubMed Harrell FE, Lee KL, Mark DB: Multivariable prognostic models: issues in developing models, evaluating assumptions and adequacy, and measuring and reducing errors. Stat Med. 1996, 15 (4): 361-387. 10.1002/(SICI)1097-0258(19960229)15:4<361::AID-SIM168>3.0.CO;2-4.CrossRefPubMed
18.
go back to reference Pencina MJ, D'Agostino RB: Overall C as a measure of discrimination in survival analysis: model specific population value and confidence interval estimation. Stat Med. 2004, 23 (13): 2109-2123. 10.1002/sim.1802.CrossRefPubMed Pencina MJ, D'Agostino RB: Overall C as a measure of discrimination in survival analysis: model specific population value and confidence interval estimation. Stat Med. 2004, 23 (13): 2109-2123. 10.1002/sim.1802.CrossRefPubMed
19.
go back to reference Chambless LE, Diao G: Estimation of time-dependent area under the ROC curve for long-term risk prediction. Stat Med. 2006, 25 (20): 3474-3486. 10.1002/sim.2299.CrossRefPubMed Chambless LE, Diao G: Estimation of time-dependent area under the ROC curve for long-term risk prediction. Stat Med. 2006, 25 (20): 3474-3486. 10.1002/sim.2299.CrossRefPubMed
20.
go back to reference D'Agostino RB, Grundy S, Sullivan LM, Wilson P: Validation of the Framingham coronary heart disease prediction scores: results of a multiple ethnic groups investigation. JAMA. 2001, 286 (2): 180-187. 10.1001/jama.286.2.180.CrossRefPubMed D'Agostino RB, Grundy S, Sullivan LM, Wilson P: Validation of the Framingham coronary heart disease prediction scores: results of a multiple ethnic groups investigation. JAMA. 2001, 286 (2): 180-187. 10.1001/jama.286.2.180.CrossRefPubMed
21.
go back to reference Liu J, Hong Y, D'Agostino RB, Wu Z, Wang W, Sun J, Wilson PW, Kannel WB, Zhao D: Predictive value for the Chinese population of the Framingham CHD risk assessment tool compared with the Chinese Multi-Provincial Cohort Study. JAMA. 2004, 291 (21): 2591-2599. 10.1001/jama.291.21.2591.CrossRefPubMed Liu J, Hong Y, D'Agostino RB, Wu Z, Wang W, Sun J, Wilson PW, Kannel WB, Zhao D: Predictive value for the Chinese population of the Framingham CHD risk assessment tool compared with the Chinese Multi-Provincial Cohort Study. JAMA. 2004, 291 (21): 2591-2599. 10.1001/jama.291.21.2591.CrossRefPubMed
22.
go back to reference Guzder RN, Gatling W, Mullee MA, Mehta RL, Byrne CD: Prognostic value of the Framingham cardiovascular risk equation and the UKPDS risk engine for coronary heart disease in newly diagnosed Type 2 diabetes: results from a United Kingdom study. Diabet Med. 2005, 22 (5): 554-562. 10.1111/j.1464-5491.2005.01494.x.CrossRefPubMed Guzder RN, Gatling W, Mullee MA, Mehta RL, Byrne CD: Prognostic value of the Framingham cardiovascular risk equation and the UKPDS risk engine for coronary heart disease in newly diagnosed Type 2 diabetes: results from a United Kingdom study. Diabet Med. 2005, 22 (5): 554-562. 10.1111/j.1464-5491.2005.01494.x.CrossRefPubMed
23.
go back to reference Donnan PT, Donnelly L, New JP, Morris AD: Derivation and validation of a prediction score for major coronary heart disease events in a U.K. type 2 diabetic population. Diabetes Care. 2006, 29 (6): 1231-1236. 10.2337/dc05-1911.CrossRefPubMed Donnan PT, Donnelly L, New JP, Morris AD: Derivation and validation of a prediction score for major coronary heart disease events in a U.K. type 2 diabetic population. Diabetes Care. 2006, 29 (6): 1231-1236. 10.2337/dc05-1911.CrossRefPubMed
24.
go back to reference Chaowalit N, Arruda AL, McCully RB, Bailey KR, Pellikka PA: Dobutamine stress echocardiography in patients with diabetes mellitus: enhanced prognostic prediction using a simple risk score. J Am Coll Cardiol. 2006, 47 (5): 1029-1036. 10.1016/j.jacc.2005.10.048.CrossRefPubMed Chaowalit N, Arruda AL, McCully RB, Bailey KR, Pellikka PA: Dobutamine stress echocardiography in patients with diabetes mellitus: enhanced prognostic prediction using a simple risk score. J Am Coll Cardiol. 2006, 47 (5): 1029-1036. 10.1016/j.jacc.2005.10.048.CrossRefPubMed
25.
go back to reference Stratton IM, Adler AI, Neil HA, Matthews DR, Manley SE, Cull CA, Hadden D, Turner RC, Holman RR: Association of glycaemia with macrovascular and microvascular complications of type 2 diabetes (UKPDS 35): prospective observational study. BMJ. 2000, 321 (7258): 405-412. 10.1136/bmj.321.7258.405.PubMedCentralCrossRefPubMed Stratton IM, Adler AI, Neil HA, Matthews DR, Manley SE, Cull CA, Hadden D, Turner RC, Holman RR: Association of glycaemia with macrovascular and microvascular complications of type 2 diabetes (UKPDS 35): prospective observational study. BMJ. 2000, 321 (7258): 405-412. 10.1136/bmj.321.7258.405.PubMedCentralCrossRefPubMed
26.
go back to reference Tong PC, Kong AP, So WY, Ng MH, Yang X, Ng MC, Ma RC, Ho CS, Lam CW, Chow CC, Cockram CS, Chan JC: Hematocrit, independent of chronic kidney disease, predicts adverse cardiovascular outcomes in chinese patients with type 2 diabetes. Diabetes Care. 2006, 29 (11): 2439-2444. 10.2337/dc06-0887.CrossRefPubMed Tong PC, Kong AP, So WY, Ng MH, Yang X, Ng MC, Ma RC, Ho CS, Lam CW, Chow CC, Cockram CS, Chan JC: Hematocrit, independent of chronic kidney disease, predicts adverse cardiovascular outcomes in chinese patients with type 2 diabetes. Diabetes Care. 2006, 29 (11): 2439-2444. 10.2337/dc06-0887.CrossRefPubMed
27.
go back to reference Horwich TB, Fonarow GC, Hamilton MA, MacLellan WR, Borenstein J: Anemia is associated with worse symptoms, greater impairment in functional capacity and a significant increase in mortality in patients with advanced heart failure. J Am Coll Cardiol. 2002, 39 (11): 1780-1786. 10.1016/S0735-1097(02)01854-5.CrossRefPubMed Horwich TB, Fonarow GC, Hamilton MA, MacLellan WR, Borenstein J: Anemia is associated with worse symptoms, greater impairment in functional capacity and a significant increase in mortality in patients with advanced heart failure. J Am Coll Cardiol. 2002, 39 (11): 1780-1786. 10.1016/S0735-1097(02)01854-5.CrossRefPubMed
28.
go back to reference Metivier F, Marchais SJ, Guerin AP, Pannier B, London GM: Pathophysiology of anaemia: focus on the heart and blood vessels. Nephrol Dial Transplant. 2000, 15 Suppl 3: 14-18.CrossRefPubMed Metivier F, Marchais SJ, Guerin AP, Pannier B, London GM: Pathophysiology of anaemia: focus on the heart and blood vessels. Nephrol Dial Transplant. 2000, 15 Suppl 3: 14-18.CrossRefPubMed
29.
go back to reference Carr AA, Kowey PR, Devereux RB, Brenner BM, Dahlof B, Ibsen H, Lindholm LH, Lyle PA, Snapinn SM, Zhang Z, Edelman JM, Shahinfar S: Hospitalizations for new heart failure among subjects with diabetes mellitus in the RENAAL and LIFE studies. Am J Cardiol. 2005, 96 (11): 1530-1536. 10.1016/j.amjcard.2005.07.061.CrossRefPubMed Carr AA, Kowey PR, Devereux RB, Brenner BM, Dahlof B, Ibsen H, Lindholm LH, Lyle PA, Snapinn SM, Zhang Z, Edelman JM, Shahinfar S: Hospitalizations for new heart failure among subjects with diabetes mellitus in the RENAAL and LIFE studies. Am J Cardiol. 2005, 96 (11): 1530-1536. 10.1016/j.amjcard.2005.07.061.CrossRefPubMed
30.
go back to reference Hockensmith ML, Estacio RO, Mehler P, Havranek EP, Ecder ST, Lundgren RA, Schrier RW: Albuminuria as a predictor of heart failure hospitalizations in patients with type 2 diabetes. J Card Fail. 2004, 10 (2): 126-131. 10.1016/j.cardfail.2003.09.003.CrossRefPubMed Hockensmith ML, Estacio RO, Mehler P, Havranek EP, Ecder ST, Lundgren RA, Schrier RW: Albuminuria as a predictor of heart failure hospitalizations in patients with type 2 diabetes. J Card Fail. 2004, 10 (2): 126-131. 10.1016/j.cardfail.2003.09.003.CrossRefPubMed
31.
go back to reference Vaur L, Gueret P, Lievre M, Chabaud S, Passa P: Development of congestive heart failure in type 2 diabetic patients with microalbuminuria or proteinuria: observations from the DIABHYCAR (type 2 DIABetes, Hypertension, CArdiovascular Events and Ramipril) study. Diabetes Care. 2003, 26 (3): 855-860. 10.2337/diacare.26.3.855.CrossRefPubMed Vaur L, Gueret P, Lievre M, Chabaud S, Passa P: Development of congestive heart failure in type 2 diabetic patients with microalbuminuria or proteinuria: observations from the DIABHYCAR (type 2 DIABetes, Hypertension, CArdiovascular Events and Ramipril) study. Diabetes Care. 2003, 26 (3): 855-860. 10.2337/diacare.26.3.855.CrossRefPubMed
32.
go back to reference de Zeeuw D, Remuzzi G, Parving HH, Keane WF, Zhang Z, Shahinfar S, Snapinn S, Cooper ME, Mitch WE, Brenner BM: Albuminuria, a therapeutic target for cardiovascular protection in type 2 diabetic patients with nephropathy. Circulation. 2004, 110 (8): 921-927. 10.1161/01.CIR.0000139860.33974.28.CrossRefPubMed de Zeeuw D, Remuzzi G, Parving HH, Keane WF, Zhang Z, Shahinfar S, Snapinn S, Cooper ME, Mitch WE, Brenner BM: Albuminuria, a therapeutic target for cardiovascular protection in type 2 diabetic patients with nephropathy. Circulation. 2004, 110 (8): 921-927. 10.1161/01.CIR.0000139860.33974.28.CrossRefPubMed
33.
go back to reference Horwich TB, Fonarow GC, Hamilton MA, MacLellan WR, Woo MA, Tillisch JH: The relationship between obesity and mortality in patients with heart failure. J Am Coll Cardiol. 2001, 38 (3): 789-795. 10.1016/S0735-1097(01)01448-6.CrossRefPubMed Horwich TB, Fonarow GC, Hamilton MA, MacLellan WR, Woo MA, Tillisch JH: The relationship between obesity and mortality in patients with heart failure. J Am Coll Cardiol. 2001, 38 (3): 789-795. 10.1016/S0735-1097(01)01448-6.CrossRefPubMed
34.
go back to reference Bray GA: Health hazards of obesity. Endocrinol Metab Clin North Am. 1996, 25 (4): 907-919. 10.1016/S0889-8529(05)70361-3.CrossRefPubMed Bray GA: Health hazards of obesity. Endocrinol Metab Clin North Am. 1996, 25 (4): 907-919. 10.1016/S0889-8529(05)70361-3.CrossRefPubMed
35.
go back to reference Stevens RJ, Coleman RL, Adler AI, Stratton IM, Matthews DR, Holman RR: Risk factors for myocardial infarction case fatality and stroke case fatality in type 2 diabetes: UKPDS 66. Diabetes Care. 2004, 27 (1): 201-207. 10.2337/diacare.27.1.201.CrossRefPubMed Stevens RJ, Coleman RL, Adler AI, Stratton IM, Matthews DR, Holman RR: Risk factors for myocardial infarction case fatality and stroke case fatality in type 2 diabetes: UKPDS 66. Diabetes Care. 2004, 27 (1): 201-207. 10.2337/diacare.27.1.201.CrossRefPubMed
36.
go back to reference King H, Aubert RE, Herman WH: Global burden of diabetes, 1995-2025: prevalence, numerical estimates, and projections. Diabetes Care. 1998, 21 (9): 1414-1431. 10.2337/diacare.21.9.1414.CrossRefPubMed King H, Aubert RE, Herman WH: Global burden of diabetes, 1995-2025: prevalence, numerical estimates, and projections. Diabetes Care. 1998, 21 (9): 1414-1431. 10.2337/diacare.21.9.1414.CrossRefPubMed
Metadata
Title
Development and validation of a risk score for hospitalization for heart failure in patients with Type 2 Diabetes Mellitus
Authors
Xilin Yang
Ronald C Ma
Wing-Yee So
Alice P Kong
Gary T Ko
Chun-Shun Ho
Christopher W Lam
Clive S Cockram
Peter C Tong
Juliana C Chan
Publication date
01-12-2008
Publisher
BioMed Central
Published in
Cardiovascular Diabetology / Issue 1/2008
Electronic ISSN: 1475-2840
DOI
https://doi.org/10.1186/1475-2840-7-9

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