Skip to main content
Top
Published in: BMC Geriatrics 1/2020

Open Access 01-12-2020 | Myocardial Infarction | Research article

Frailty assessment and risk prediction by GRACE score in older patients with acute myocardial infarction

Authors: Atul Anand, Sarah Cudmore, Shirley Robertson, Jacqueline Stephen, Kristin Haga, Christopher J. Weir, Scott A. Murray, Kirsty Boyd, Julian Gunn, Javaid Iqbal, Alasdair MacLullich, Susan D. Shenkin, Keith A. A. Fox, Nicholas Mills, Martin A. Denvir

Published in: BMC Geriatrics | Issue 1/2020

Login to get access

Abstract

Background

Risk prediction after myocardial infarction is often complex in older patients. The Global Registry of Acute Coronary Events (GRACE) model includes clinical parameters and age, but not frailty. We hypothesised that frailty would enhance the prognostic properties of GRACE.

Methods

We performed a prospective observational cohort study in two independent cardiology units: the Royal Infirmary of Edinburgh, UK (primary cohort) and the South Yorkshire Cardiothoracic Centre, Sheffield, UK (external validation). The study sample included 198 patients ≥65 years old hospitalised with type 1 myocardial infarction (primary cohort) and 96 patients ≥65 years old undergoing cardiac catheterisation for myocardial infarction (external validation). Frailty was assessed using the Clinical Frailty Scale (CFS). The GRACE 2.0 estimated risk of 12-month mortality, Charlson comorbidity index and Karnofsky disability scale were also determined for each patient.

Results

Forty (20%) patients were frail (CFS ≥5). These individuals had greater comorbidity, functional impairment and a higher risk of death at 12 months (49% vs. 9% in non-frail patients, p < 0.001). The hazard of 12-month all-cause mortality nearly doubled per point increase in CFS after adjustment for age, sex and comorbidity (Hazard Ratio [HR] 1.90, 95% CI 1.47–2.44, p < 0.001). The CFS had good discrimination for mortality by Receiver Operating Characteristic (ROC) curve analysis (Area Under the Curve [AUC] 0.81, 95% CI 0.72–0.89) and enhanced the GRACE estimate (AUC 0.86 vs. 0.80 without CFS, p = 0.04). At existing GRACE thresholds, the CFS resulted in a Net Reclassification Improvement (NRI) of 0.44 (95% CI 0.28–0.60, p < 0.001), largely through reductions in risk estimates amongst non-frail patients. Similar findings were observed in the external validation cohort (NRI 0.46, 95% CI 0.23–0.69, p < 0.001).

Conclusions

The GRACE score overestimated mortality risk after myocardial infarction in these cohorts of older patients. The CFS is a simple guided frailty tool that may enhance prediction in this setting. These findings merit evaluation in larger cohorts of unselected patients.

Trial registration

Clinicaltrials.gov; NCT02302014 (November 26th 2014, retrospectively registered).
Appendix
Available only for authorised users
Literature
1.
go back to reference Roth GA, Forouzanfar MH, Moran AE, Barber R, Nguyen G, Feigin VL, et al. Demographic and epidemiologic drivers of global cardiovascular mortality. Massachusetts Medical Society. N Engl J Med. 2015;372(14):1333–41.CrossRefPubMedPubMedCentral Roth GA, Forouzanfar MH, Moran AE, Barber R, Nguyen G, Feigin VL, et al. Demographic and epidemiologic drivers of global cardiovascular mortality. Massachusetts Medical Society. N Engl J Med. 2015;372(14):1333–41.CrossRefPubMedPubMedCentral
2.
go back to reference Lozano R, Naghavi M, Foreman K, Lim S, Shibuya K, Aboyans V, et al. Global and regional mortality from 235 causes of death for 20 age groups in 1990 and 2010: a systematic analysis for the global burden of disease study 2010. Lancet. 2012;380(9859):2095–128.PubMed Lozano R, Naghavi M, Foreman K, Lim S, Shibuya K, Aboyans V, et al. Global and regional mortality from 235 causes of death for 20 age groups in 1990 and 2010: a systematic analysis for the global burden of disease study 2010. Lancet. 2012;380(9859):2095–128.PubMed
3.
go back to reference Lee PY, Alexander KP, Hammill BG, Pasquali SK, Peterson ED. Representation of elderly persons and women in published randomized trials of acute coronary syndromes. JAMA. 2001 Aug 8;286(6):708–13.CrossRefPubMed Lee PY, Alexander KP, Hammill BG, Pasquali SK, Peterson ED. Representation of elderly persons and women in published randomized trials of acute coronary syndromes. JAMA. 2001 Aug 8;286(6):708–13.CrossRefPubMed
4.
go back to reference Fox KAA, Gore JM, Eagle KA, Steg PG, Agnelli G, Avezum A, et al. Rationale and design of the grace (global registry of acute coronary events) project: a multinational registry of patients hospitalized with acute coronary syndromes. Am Heart J. 2001;141(2):190–9.CrossRef Fox KAA, Gore JM, Eagle KA, Steg PG, Agnelli G, Avezum A, et al. Rationale and design of the grace (global registry of acute coronary events) project: a multinational registry of patients hospitalized with acute coronary syndromes. Am Heart J. 2001;141(2):190–9.CrossRef
5.
go back to reference Avezum A, Makdisse M, Spencer F, Gore JM, Fox K, Montalescot G, et al. Impact of age on management and outcome of acute coronary syndrome: observations from the global registry of acute coronary events (GRACE). Am Heart J. 2005 Jan;149(1):67–73.CrossRefPubMed Avezum A, Makdisse M, Spencer F, Gore JM, Fox K, Montalescot G, et al. Impact of age on management and outcome of acute coronary syndrome: observations from the global registry of acute coronary events (GRACE). Am Heart J. 2005 Jan;149(1):67–73.CrossRefPubMed
6.
go back to reference Fox KAA, Dabbous OH, Goldberg RJ, Pieper KS, Eagle KA, Van De Werf F, et al. Prediction of risk of death and myocardial infarction in the six months after presentation with acute coronary syndrome: prospective multinational observational study (GRACE). BMJ. 2006;333(7578):1091.CrossRefPubMedPubMedCentral Fox KAA, Dabbous OH, Goldberg RJ, Pieper KS, Eagle KA, Van De Werf F, et al. Prediction of risk of death and myocardial infarction in the six months after presentation with acute coronary syndrome: prospective multinational observational study (GRACE). BMJ. 2006;333(7578):1091.CrossRefPubMedPubMedCentral
7.
go back to reference Fox KAA, Fitzgerald G, Puymirat E, Huang W, Carruthers K, Simon T, et al. Should patients with acute coronary disease be stratified for management according to their risk? Derivation, external validation and outcomes using the updated GRACE risk score. BMJ Open. British Medical Journal Publishing Group. 2014;4(2):e004425.CrossRefPubMedPubMedCentral Fox KAA, Fitzgerald G, Puymirat E, Huang W, Carruthers K, Simon T, et al. Should patients with acute coronary disease be stratified for management according to their risk? Derivation, external validation and outcomes using the updated GRACE risk score. BMJ Open. British Medical Journal Publishing Group. 2014;4(2):e004425.CrossRefPubMedPubMedCentral
8.
go back to reference Clegg A, Young J, Iliffe S, Rikkert MO, Rockwood K. Frailty in elderly people. Lancet. 2013 Mar;381(9868):752–62.CrossRefPubMed Clegg A, Young J, Iliffe S, Rikkert MO, Rockwood K. Frailty in elderly people. Lancet. 2013 Mar;381(9868):752–62.CrossRefPubMed
9.
go back to reference von Haehling S, Anker SD, Doehner W, Morley JE, Vellas B. Frailty and heart disease. Int J Cardiol. 2013;168(3):1745–7.CrossRef von Haehling S, Anker SD, Doehner W, Morley JE, Vellas B. Frailty and heart disease. Int J Cardiol. 2013;168(3):1745–7.CrossRef
10.
go back to reference Afilalo J, Alexander KP, Mack MJ, Maurer MS, Green P, Allen LA, et al. Frailty assessment in the cardiovascular care of older adults. J Am Coll Cardiol. 2014 Mar 4;63(8):747–62.CrossRefPubMed Afilalo J, Alexander KP, Mack MJ, Maurer MS, Green P, Allen LA, et al. Frailty assessment in the cardiovascular care of older adults. J Am Coll Cardiol. 2014 Mar 4;63(8):747–62.CrossRefPubMed
11.
go back to reference Matsuzawa Y, Konishi M, Akiyama E, Suzuki H, Nakayama N, Kiyokuni M, et al. Association between gait speed as a measure of frailty and risk of cardiovascular events after myocardial infarction. J Am Coll Cardiol. 2013;61(19):1964–72.CrossRefPubMed Matsuzawa Y, Konishi M, Akiyama E, Suzuki H, Nakayama N, Kiyokuni M, et al. Association between gait speed as a measure of frailty and risk of cardiovascular events after myocardial infarction. J Am Coll Cardiol. 2013;61(19):1964–72.CrossRefPubMed
12.
go back to reference White HD, Westerhout CM, Alexander KP, Roe MT, Winters KJ, Cyr DD, et al. Frailty is associated with worse outcomes in non-ST-segment elevation acute coronary syndromes: insights from the TaRgeted platelet inhibition to cLarify the optimal strateGy to medicallY manage acute coronary syndromes (TRILOGY ACS) trial. Eur Heart J Acute Cardiovasc Care. 2016 Jun;5(3):231–42.CrossRefPubMed White HD, Westerhout CM, Alexander KP, Roe MT, Winters KJ, Cyr DD, et al. Frailty is associated with worse outcomes in non-ST-segment elevation acute coronary syndromes: insights from the TaRgeted platelet inhibition to cLarify the optimal strateGy to medicallY manage acute coronary syndromes (TRILOGY ACS) trial. Eur Heart J Acute Cardiovasc Care. 2016 Jun;5(3):231–42.CrossRefPubMed
13.
go back to reference Sanchis J, Bonanad C, Ruiz V, Fernández J, García-Blas S, Mainar L, et al. Frailty and other geriatric conditions for risk stratification of older patients with acute coronary syndrome. Am Heart J. 2014;168(5):784–791.e2.CrossRefPubMed Sanchis J, Bonanad C, Ruiz V, Fernández J, García-Blas S, Mainar L, et al. Frailty and other geriatric conditions for risk stratification of older patients with acute coronary syndrome. Am Heart J. 2014;168(5):784–791.e2.CrossRefPubMed
14.
go back to reference Rockwood K, Song X, MacKnight C, Bergman H, Hogan DB, McDowell I, et al. A global clinical measure of fitness and frailty in elderly people. CMAJ. 2005;173(5):489–95.CrossRefPubMedPubMedCentral Rockwood K, Song X, MacKnight C, Bergman H, Hogan DB, McDowell I, et al. A global clinical measure of fitness and frailty in elderly people. CMAJ. 2005;173(5):489–95.CrossRefPubMedPubMedCentral
15.
go back to reference Buta BJ, Walston JD, Godino JG, Park M, Kalyani RR, Xue Q-L, et al. Frailty assessment instruments: systematic characterization of the uses and contexts of highly-cited instruments. Ageing Res Rev. 2016 Mar;26:53–61.CrossRefPubMed Buta BJ, Walston JD, Godino JG, Park M, Kalyani RR, Xue Q-L, et al. Frailty assessment instruments: systematic characterization of the uses and contexts of highly-cited instruments. Ageing Res Rev. 2016 Mar;26:53–61.CrossRefPubMed
16.
go back to reference Denvir MA, Cudmore S, Highet G, Robertson S, Donald L, Stephen J, et al. Phase 2 randomised controlled trial and feasibility study of future care planning in patients with advanced heart disease. Sci Rep. Nature Publishing Group. 2016;6(1):1787.CrossRef Denvir MA, Cudmore S, Highet G, Robertson S, Donald L, Stephen J, et al. Phase 2 randomised controlled trial and feasibility study of future care planning in patients with advanced heart disease. Sci Rep. Nature Publishing Group. 2016;6(1):1787.CrossRef
17.
go back to reference Charlson ME, Pompei P, Ales KL, MacKenzie CR. A new method of classifying prognostic comorbidity in longitudinal studies: development and validation. J Chronic Dis. 1987;40(5):373–83.CrossRefPubMed Charlson ME, Pompei P, Ales KL, MacKenzie CR. A new method of classifying prognostic comorbidity in longitudinal studies: development and validation. J Chronic Dis. 1987;40(5):373–83.CrossRefPubMed
18.
go back to reference Crooks V, Waller S, Smith T, Hahn TJ. The use of the Karnofsky performance scale in determining outcomes and risk in geriatric outpatients. J Gerontology. 1991;46(4):M139–44.CrossRef Crooks V, Waller S, Smith T, Hahn TJ. The use of the Karnofsky performance scale in determining outcomes and risk in geriatric outpatients. J Gerontology. 1991;46(4):M139–44.CrossRef
19.
go back to reference Murali-Krishnan R, Iqbal J, Rowe R, Hatem E, Parviz Y, Richardson J, et al. Impact of frailty on outcomes after percutaneous coronary intervention: a prospective cohort study. Open Heart. 2015;2(1):e000294.CrossRefPubMedPubMedCentral Murali-Krishnan R, Iqbal J, Rowe R, Hatem E, Parviz Y, Richardson J, et al. Impact of frailty on outcomes after percutaneous coronary intervention: a prospective cohort study. Open Heart. 2015;2(1):e000294.CrossRefPubMedPubMedCentral
20.
go back to reference Moretti C, Iqbal J, Murray S, Bertaina M, Parviz Y, Fenning S, et al. Prospective assessment of a palliative care tool to predict one-year mortality in patients with acute coronary syndrome. Eur Heart J Acute Cardiovasc Care. 2016;6(3):272–9.CrossRefPubMed Moretti C, Iqbal J, Murray S, Bertaina M, Parviz Y, Fenning S, et al. Prospective assessment of a palliative care tool to predict one-year mortality in patients with acute coronary syndrome. Eur Heart J Acute Cardiovasc Care. 2016;6(3):272–9.CrossRefPubMed
21.
go back to reference Robin X, Turck N, Hainard A, Tiberti N, Lisacek F, Sanchez J-C, et al. pROC: an open-source package for R and S+ to analyze and compare ROC curves. BMC Bioinformatics. 2011;12(1):77.CrossRefPubMedPubMedCentral Robin X, Turck N, Hainard A, Tiberti N, Lisacek F, Sanchez J-C, et al. pROC: an open-source package for R and S+ to analyze and compare ROC curves. BMC Bioinformatics. 2011;12(1):77.CrossRefPubMedPubMedCentral
22.
go back to reference Ekerstad N, Swahn E, Janzon M, Alfredsson J, Löfmark R, Lindenberger M, et al. Frailty is independently associated with short-term outcomes for elderly patients with non-ST-segment elevation myocardial infarction. Circulation. 2011;124(22):2397–404.CrossRefPubMed Ekerstad N, Swahn E, Janzon M, Alfredsson J, Löfmark R, Lindenberger M, et al. Frailty is independently associated with short-term outcomes for elderly patients with non-ST-segment elevation myocardial infarction. Circulation. 2011;124(22):2397–404.CrossRefPubMed
23.
go back to reference Alonso Salinas GL, Sanmartín Fernández M, Pascual Izco M, Martín Asenjo R, Recio-Mayoral A, Salvador Ramos L, et al. Frailty is a short-term prognostic marker in acute coronary syndrome of elderly patients. Eur Heart J Acute Cardiovasc Care. 2016 Sep 1;5(5):434–40.CrossRefPubMed Alonso Salinas GL, Sanmartín Fernández M, Pascual Izco M, Martín Asenjo R, Recio-Mayoral A, Salvador Ramos L, et al. Frailty is a short-term prognostic marker in acute coronary syndrome of elderly patients. Eur Heart J Acute Cardiovasc Care. 2016 Sep 1;5(5):434–40.CrossRefPubMed
24.
go back to reference Tjia J, Allison J, Saczynski JS, Tisminetzky M, Givens JL, Lapane K, et al. Encouraging trends in acute myocardial infarction survival in the oldest old. Am J Med. 2013 Sep;126(9):798–804.CrossRefPubMed Tjia J, Allison J, Saczynski JS, Tisminetzky M, Givens JL, Lapane K, et al. Encouraging trends in acute myocardial infarction survival in the oldest old. Am J Med. 2013 Sep;126(9):798–804.CrossRefPubMed
26.
go back to reference Pencina MJ, D'Agostino RB, Vasan RS. Evaluating the added predictive ability of a new marker: from area under the ROC curve to reclassification and beyond. Stat Med. 2008;27(2):157–72.CrossRefPubMed Pencina MJ, D'Agostino RB, Vasan RS. Evaluating the added predictive ability of a new marker: from area under the ROC curve to reclassification and beyond. Stat Med. 2008;27(2):157–72.CrossRefPubMed
27.
go back to reference Roffi M, Patrono C, Collet JP, Mueller C, Valgimigli M, Andreotti F, et al. 2015 ESC guidelines for the management of acute coronary syndromes in patients presenting without persistent st-segment elevation. Eur Heart J. 2016;37(3):267–315.CrossRefPubMed Roffi M, Patrono C, Collet JP, Mueller C, Valgimigli M, Andreotti F, et al. 2015 ESC guidelines for the management of acute coronary syndromes in patients presenting without persistent st-segment elevation. Eur Heart J. 2016;37(3):267–315.CrossRefPubMed
28.
go back to reference Brown TM, Hernandez AF, Bittner V, Cannon CP, Ellrodt G, Liang L, et al. Predictors of cardiac rehabilitation referral in coronary artery disease patients: findings from the American Heart Association's get with the guidelines program. J Am Coll Cardiol. 2009 Aug 4;54(6):515–21.CrossRefPubMedPubMedCentral Brown TM, Hernandez AF, Bittner V, Cannon CP, Ellrodt G, Liang L, et al. Predictors of cardiac rehabilitation referral in coronary artery disease patients: findings from the American Heart Association's get with the guidelines program. J Am Coll Cardiol. 2009 Aug 4;54(6):515–21.CrossRefPubMedPubMedCentral
29.
go back to reference Pahor M, Guralnik JM, Ambrosius WT, Blair S, Bonds DE, Church TS, et al. Effect of structured physical activity on prevention of major mobility disability in older adults: the LIFE study randomized clinical trial. JAMA. 2014 Jun 18;311(23):2387–96.CrossRefPubMedPubMedCentral Pahor M, Guralnik JM, Ambrosius WT, Blair S, Bonds DE, Church TS, et al. Effect of structured physical activity on prevention of major mobility disability in older adults: the LIFE study randomized clinical trial. JAMA. 2014 Jun 18;311(23):2387–96.CrossRefPubMedPubMedCentral
30.
go back to reference Vigorito C, Abreu A, Ambrosetti M, Belardinelli R, Corrà U, Cupples M, et al. Frailty and cardiac rehabilitation: a call to action from the EAPC cardiac rehabilitation section. Eur J Prev Cardiol. 2017 Apr;24(6):577–90.CrossRefPubMed Vigorito C, Abreu A, Ambrosetti M, Belardinelli R, Corrà U, Cupples M, et al. Frailty and cardiac rehabilitation: a call to action from the EAPC cardiac rehabilitation section. Eur J Prev Cardiol. 2017 Apr;24(6):577–90.CrossRefPubMed
31.
go back to reference Farmer C, Fenu E, O'Flynn N, Guthrie B. Clinical assessment and management of multimorbidity: summary of NICE guidance. BMJ. 2016;354:i4843.CrossRefPubMed Farmer C, Fenu E, O'Flynn N, Guthrie B. Clinical assessment and management of multimorbidity: summary of NICE guidance. BMJ. 2016;354:i4843.CrossRefPubMed
Metadata
Title
Frailty assessment and risk prediction by GRACE score in older patients with acute myocardial infarction
Authors
Atul Anand
Sarah Cudmore
Shirley Robertson
Jacqueline Stephen
Kristin Haga
Christopher J. Weir
Scott A. Murray
Kirsty Boyd
Julian Gunn
Javaid Iqbal
Alasdair MacLullich
Susan D. Shenkin
Keith A. A. Fox
Nicholas Mills
Martin A. Denvir
Publication date
01-12-2020
Publisher
BioMed Central
Published in
BMC Geriatrics / Issue 1/2020
Electronic ISSN: 1471-2318
DOI
https://doi.org/10.1186/s12877-020-1500-9

Other articles of this Issue 1/2020

BMC Geriatrics 1/2020 Go to the issue
Obesity Clinical Trial Summary

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine

Highlights from the ACC 2024 Congress

Year in Review: Pediatric cardiology

Watch Dr. Anne Marie Valente present the last year's highlights in pediatric and congenital heart disease in the official ACC.24 Year in Review session.

Year in Review: Pulmonary vascular disease

The last year's highlights in pulmonary vascular disease are presented by Dr. Jane Leopold in this official video from ACC.24.

Year in Review: Valvular heart disease

Watch Prof. William Zoghbi present the last year's highlights in valvular heart disease from the official ACC.24 Year in Review session.

Year in Review: Heart failure and cardiomyopathies

Watch this official video from ACC.24. Dr. Biykem Bozkurt discuss last year's major advances in heart failure and cardiomyopathies.