| Literature DB >> 34595836 |
Sumio Yamada1, Takuji Adachi1, Hideo Izawa2, Toyoaki Murohara3, Takaaki Kondo1.
Abstract
BACKGROUND: In patients with heart failure (HF), physical frailty should be assessed to enable risk stratification. No conventional frailty criteria have so far been developed considering HF-specific outcomes. This study aimed to propose a frailty-based prognostic score using a nationwide cohort study of Japanese patients with HF.Entities:
Keywords: Cohort study; Frailty; Heart failure; Prognosis
Mesh:
Year: 2021 PMID: 34595836 PMCID: PMC8718028 DOI: 10.1002/jcsm.12803
Source DB: PubMed Journal: J Cachexia Sarcopenia Muscle ISSN: 2190-5991 Impact factor: 12.910
Figure 1Flowchart of patient selection.
Participant characteristics in the derivation cohort and validation cohort
| Overall ( | Derivation cohort ( | Validation cohort ( | |||||
|---|---|---|---|---|---|---|---|
| Missing | Missing | Missing |
| ||||
| Age (years) | 0 | 76 [67–83] | 0 | 76 [67–83] | 0 | 76 [68–83] | 0.870 |
| Men (%) | 0 | 60.5 | 0 | 60.6 | 0 | 60.4 | 0.948 |
| Past HF hospitalization | 0 | 29.7 | 0 | 29.7 | 0 | 29.6 | 0.952 |
| SBP at discharge | 6 | 112 [100–125] | 4 | 111 [100–124] | 2 | 113 [100–127] | 0.086 |
| DBP at discharge | 6 | 64 [55–72] | 4 | 63 [55–72] | 2 | 64 [56–73] | 0.672 |
| HR at discharge | 8 | 73 [64–82] | 5 | 73 [64–83] | 3 | 73 [64–82] | 0.879 |
| Main aetiology | 0 | 0 | 0 | ||||
| Ischemic (%) | 26.9 | 26.4 | 27.7 | 0.825 | |||
| Arrhythmic (%) | 17.5 | 17.6 | 17.3 | ||||
| Valvular (%) | 17.1 | 17.4 | 16.3 | ||||
| Cardiomyopathy (%) | 14.0 | 13.9 | 14.1 | ||||
| Hypertensive (%) | 10.4 | 10.8 | 9.7 | ||||
| Others (%) | 14.1 | 13.9 | 14.9 | ||||
| Af at hospitalization (%) | 0 | 35.2 | 0 | 36.1 | 0 | 33.5 | 0.186 |
| Comorbidities | |||||||
| Diabetes (%) | 0 | 34.9 | 0 | 35.9 | 0 | 33.1 | 0.240 |
| Cardiac surgery (%) | 0 | 12.2 | 0 | 12.3 | 0 | 11.9 | 0.738 |
| Cancer (%) | 0 | 7.2 | 0 | 7.1 | 0 | 7.5 | 0.912 |
| COPD (%) | 0 | 5.7 | 0 | 5.6 | 0 | 6.0 | 0.300 |
| Orthopaedic disease (%) | 0 | 4.7 | 0 | 4.7 | 0 | 4.7 | 0.899 |
| Stroke (%) | 0 | 1.3 | 0 | 1.3 | 0 | 1.3 | 0.756 |
| Biochemical data at discharge | |||||||
| High BNP level (%) | 44 | 61.6 | 26 | 61.5 | 18 | 61.9 | 0.811 |
| Creatinine (mg/dL) | 1 | 1.08 [0.84–1.42] | 1 | 1.07 [0.84–1.40] | 0 | 1.09 [0.85–1.46] | 0.342 |
| eGFR (mL/min/1.73 m2) | 1 | 47 [34–61] | 1 | 47 [34–62] | 0 | 47 [34–61] | 0.414 |
| Sodium (mEq/L) | 0 | 139 [137–141] | 0 | 139 [137–141] | 0 | 140 [138–141] | 0.221 |
| Albumin (g/dL) | 34 | 3.6 [3.3–3.9] | 23 | 3.6 [3.3–3.9] | 11 | 3.6 [3.3–3.9] | 0.291 |
| Anaemia (%) | 6 | 57.7 | 4 | 57.0 | 2 | 59.0 | |
| hs‐CRP (mg/dL) | 74 | 0.28 [0.10–0.80] | 51 | 0.29 [0.10–0.80] | 23 | 0.26 [0.10–0.80] | 0.702 |
| LVEF at discharge (%) | 58 | 39 | 19 | ||||
| <40% | 38.0 | 38.4 | 37.4 | 0.822 | |||
| 40–50% | 17.6 | 17.3 | 18.2 | ||||
| ≥50% | 44.4 | 44.3 | 44.4 | ||||
| Prescription at discharge | |||||||
| Beta blocker (%) | 0 | 74.6 | 0 | 74.2 | 0 | 75.3 | 0.549 |
| HFrEF (<40%) | 88.7 | 88.1 | 89.9 | 0.371 | |||
| HFpEF (≥50%) | 62.5 | 62.5 | 62.4 | 0.979 | |||
| ACEi/ARB (%) | 0 | 63.0 | 0 | 62.4 | 0 | 64.3 | 0.331 |
| HFrEF (<40%) | 71.1 | 70.8 | 71.7 | 0.762 | |||
| HFpEF (≥50%) | 56.7 | 55.3 | 59.5 | 0.160 | |||
| MRA (%) | 0 | 42.1 | 0 | 42.7 | 0 | 40.9 | 0.377 |
| HFrEF (<40%) | 52.6 | 52.5 | 52.9 | 0.900 | |||
| HFpEF (≥50%) | 32.9 | 33.7 | 31.5 | 0.432 | |||
| ≥1 of ACEi, ARB, or MRA (%) | 0 | 76.8 | 0 | 76.6 | 0 | 77.2 | 0.725 |
| HFrEF (<40%) | 85.3 | 84.9 | 86.1 | 0.588 | |||
| HFpEF (≥50%) | 69.3 | 69.0 | 69.8 | 0.789 | |||
| Diuretic (%) | 0 | 81.3 | 0 | 81.5 | 0 | 80.9 | 0.710 |
| Oral inotropic agent (%) | 0 | 11.2 | 0 | 11.1 | 0 | 11.2 | 0.934 |
| Statin (%) | 0 | 37.4 | 0 | 36.2 | 0 | 39.6 | 0.087 |
| Anticoagulant (%) | 0 | 47.8 | 0 | 48.0 | 0 | 47.3 | 0.715 |
| MMSE (points) | 51 | 27 [25–30] | 29 | 27 [25–29] | 22 | 27 [25–30] | 0.594 |
| Depression (%) | 8 | 41.1 | 4 | 40.6 | 4 | 41.9 | 0.542 |
| BMI (kg/m2) | 0 | 21.9 [19.6–24.6] | 0 | 21.9 [19.6–24.7] | 0 | 21.9 [19.7–24.5] | 0.966 |
| Walking speed (m/s) | 0 | 0.97 [0.78–1.15] | 0 | 0.97 [0.78–1.15] | 0 | 0.97 [0.78–1.15] | 0.721 |
| Grip strength | |||||||
| Men (kg) | 0 | 29.6 [23.9–35.9] | 0 | 29.7 [23.8–36.3] | 0 | 29.3 [24.1–35.3] | 0.555 |
| Women (kg) | 0 | 17 [14.2–20.2] | 0 | 16.8 [14.1–19.9] | 0 | 17.2 [14.2–20.6] | 0.100 |
| PMADL‐8 (points) | 0 | 20 [15–24] | 0 | 20 [15–24] | 0 | 20 [15–24] | 0.999 |
| SEW‐7 (points) | 0 | 18 [13–24] | 0 | 18 [13–24] | 0 | 19 [13–24] | 0.831 |
| Length of stay (days) | 0 | 16 [12–24] | 0 | 16 [12–24] | 0 | 16 [12–26] | 0.163 |
ACEi, angiotensin‐converting enzyme; Af, atrial fibrillation; ARB, angiotensin II receptor blocker; BMI, body mass index; BNP, brain natriuretic peptide; COPD, chronic obstructive pulmonary disease; DBP, diastolic blood pressure; HF, heart failure; HR, heart rate; eGFR, estimated glomerular filtration rate; hs‐CRP, high‐sensitive C‐reactive protein; SBP, systolic blood pressure; LVEF, left ventricular ejection fraction; MMSE, Mini‐Mental State Examination; MRA, mineral corticoid antagonist; PMADL‐8, Performance Measure for Activities of Daily Living‐8; SEW‐7, Self‐Efficacy for Walking‐7.
High BNP level was defined as BNP ≥ 200 pg/mL or N‐terminal pro BNP ≥ 900 pg/mL. Anaemia is defined as haemoglobin <13 g/dL for men and <12 g/dL for women. Depression is defined as 5‐item Geriatric Depression Scale ≥ 2 points
Development of frailty score based on the ROC curve analysis and the Cox proportional hazards model
| Domain | Indicator | ROC curve analysis | Cox proportional hazards model | Score | ||
|---|---|---|---|---|---|---|
| AUC (95% CI) | Cut‐off | Coefficient (95% CI) |
| |||
| Weakness | Grip strength | Men: 0.61 (0.58–0.65) Women: 0.62 (0.57–0.66) | Men: <30.0 kg Women: <17.5 kg | 0.53 (0.34–0.72) | <0.001 | 5 |
| Slowness | Walking speed | 0.63 (0.60–0.65) | <0.98 m/s | 0.39 (0.18–0.59) | <0.001 | 4 |
| Physical inactivity | SEW‐7 | 0.62 (0.59–0.64) | ≤20 points | 0.27 (0.05–0.48) | 0.004 | 3 |
| Exhaustion | PMADL‐8 | 0.60 (0.58–0.63) | ≥21 points | 0.17 (−0.02–0.36) | 0.081 | 2 |
| Weight loss | BMI | 0.54 (0.52–0.57) | <20.8 kg/m2 | — | — | — |
AUC, area under the curve; BMI, body mass index; CI confidence interval; ROC, receiver operating characteristic; PMADL‐8, Performance Measure for Activities of Daily Living‐8; SEW‐7, Self‐Efficacy for Walking‐7.
Figure 2Prevalence of each frailty category according to age.
Patient characteristics according to the categorized physical frailty in the derivation cohort
| Category I ( | Category II ( | Category III ( | Category IV ( |
| |
|---|---|---|---|---|---|
| Age (years) | 66 [57–74] | 73 [67–80] | 80 [73–84] | 83 [77–87] | <0.001 |
| Men (%) | 76.2 | 67.0 | 51.6 | 43.9 | <0.001 |
| Past HF hospitalization | 20.3 | 27.0 | 33.5 | 40.4 | <0.001 |
| SBP at discharge | 110 [99–122] | 111 [99–125] | 112 [101–126] | 112 [101–126] | 0.077 |
| DBP at discharge | 66 [58–75] | 63 [56–72] | 62 [53–71] | 61 [54–70] | <0.001 |
| HR at discharge | 74 [65–84] | 74 [64–84] | 71 [63–80] | 73 [65–81] | 0.036 |
| Main aetiology | |||||
| Ischemic (%) | 25.9 | 26.6 | 25.8 | 27.8 | <0.001 |
| Arrhythmic (%) | 16.6 | 16.3 | 17.1 | 21.1 | |
| Valvular (%) | 11.7 | 17.4 | 20.3 | 21.4 | |
| Cardiomyopathy (%) | 21.6 | 12.9 | 12.4 | 7.0 | |
| Hypertensive (%) | 11.1 | 11.4 | 11.3 | 9.1 | |
| Others (%) | 13.1 | 15.4 | 13.2 | 13.6 | |
| Af at hospitalization (%) | 34.5 | 36.4 | 36.0 | 38.2 | 0.660 |
| Comorbidities | |||||
| Diabetes (%) | 31.8 | 35.3 | 37.5 | 39.8 | 0.084 |
| Cardiac surgery (%) | 8.0 | 11.6 | 15.8 | 14.4 | 0.002 |
| Cancer (%) | 2.3 | 5.4 | 7.0 | 8.0 | 0.002 |
| COPD (%) | 4.5 | 5.6 | 9.6 | 9.4 | <0.001 |
| Orthopaedic disease (%) | 1.4 | 2.7 | 4.1 | 12.3 | <0.001 |
| Stroke (%) | 0 | 0.9 | 2.8 | 1.9 | 0.002 |
| Biochemical data at discharge | |||||
| High BNP level (%) | 51.1 | 60.2 | 68.3 | 67.8 | <0.001 |
| Creatinine (mg/dL) | 0.99 [0.83–1.23] | 1.11 [0.85–1.45] | 1.09 [0.84–1.46] | 1.16 [0.86–1.55] | <0.001 |
| eGFR (mL/min/1.73 m2) | 57 [45–66] | 48 [36–62] | 43 [32–57] | 40 [29–54] | <0.001 |
| Sodium (mEq/L) | 140 [138–141] | 140 [137–141] | 139 [137–141] | 139 [137–141] | 0.080 |
| Anaemia (%) | 36.5 | 54.9 | 65.8 | 75.3 | <0.001 |
| Albumin (g/dL) | 3.8 [3.5–4.0] | 3.6 [3.3–3.9] | 3.5 [3.2–3.8] | 3.4 [3.2–3.7] | <0.001 |
| hs‐CRP (mg/dL) | 0.27 [0.10–0.70] | 0.26 [0.10–0.78] | 0.31 [0.10–0.95] | 0.30 [0.11–0.91] | 0.370 |
| LVEF (%) | |||||
| <40% | 49.8 | 41.4 | 31.2 | 28.8 | <0.001 |
| 40–50 | 19.8 | 16.4 | 16.4 | 17.8 | |
| >50% | 30.4 | 42.3 | 52.4 | 53.4 | |
| Medications | |||||
| Beta blocker (%) | 81.5 | 78.1 | 71.6 | 63.4 | <0.001 |
| HFrEF (<40%) | 92.8 | 92.9 | 87.1 | 69.6 | <0.001 |
| HFpEF (≥50%) | 64.6 | 64.5 | 62.2 | 58.3 | 0.545 |
| ACEi/ARB (%) | 72.5 | 63.4 | 56.3 | 55.6 | <0.001 |
| HFrEF (<40%) | 78.8 | 73.6 | 65.3 | 54.9 | <0.001 |
| HFpEF (≥50%) | 65.3 | 55.9 | 48.6 | 55.7 | 0.016 |
| MRA (%) | 48.3 | 43.3 | 41.8 | 35.8 | 0.004 |
| HFrEF (<40%) | 55.9 | 52.8 | 53.1 | 43.1 | 0.193 |
| HFpEF (≥50%) | 34.7 | 32.3 | 35.6 | 32.0 | 0.822 |
| ≥1 of ACEi, ARB, or MRA (%) | 85.0 | 78.6 | 71.2 | 70.1 | <0.001 |
| HFrEF (<40%) | 91.5 | 87.4 | 79.6 | 72.6 | <0.001 |
| HFpEF (≥50%) | 75.7 | 69.9 | 65.2 | 68.0 | 0.183 |
| Diuretic (%) | 78.2 | 80.1 | 81.4 | 87.4 | 0.005 |
| Oral inotropic agent (%) | 9.2 | 10.0 | 11.1 | 15.0 | 0.049 |
| Statin (%) | 37.8 | 38.4 | 36.0 | 31.8 | 0.174 |
| Anticoagulant (%) | 45.2 | 50.7 | 47.1 | 49.7 | 0.470 |
| MMSE (points) | 29 [27–30] | 28 [25–30] | 26 [24–29] | 26 [24–28] | <0.001 |
| Depression (%) | 27.0 | 32.4 | 45.4 | 62.2 | <0.001 |
| BMI (kg/m2) | 23.1 [20.7–26.0] | 21.9 [19.8–24.7] | 21.48746 | 20.9 [18.5–23.5] | <0.001 |
| Walking speed (m/s) | 1.21 [1.11–1.32] | 1.05 [0.93–1.16] | 0.84 [0.71–0.94] | 0.69 [0.54–0.82] | <0.001 |
| Grip strength | |||||
| Men (kg) | 37.2 [33.5–41.8] | 28.4 [25.1–33.2] | 24.9 [20.3–29.1] | 22.0 [18.2–25.3] | <0.001 |
| Women (kg) | 22.0 [19.5–25.5] | 18.7 [16.8–21.1] | 16.7 [14.1–18.9] | 14.0 [11.3–15.7] | <0.001 |
| PMADL‐8 (points) | 15 [11–18] | 17 [14–20] | 21 [18–24] | 25 [23–28] | <0.001 |
| SEW‐7 (points) | 25 [22–29] | 21 [16–25] | 16 [13–21] | 11 [8–15] | <0.001 |
| Length of stay (days) | 16 [11–22] | 16 [12–26] | 17 [12–25] | 18 [13–28] | <0.001 |
ACEi, angiotensin‐converting enzyme; Af, atrial fibrillation; ARB, angiotensin II receptor blocker; BMI, body mass index; BNP, brain natriuretic peptide; COPD, chronic obstructive pulmonary disease; DBP, diastolic blood pressure; HF, heart failure; HR, heart rate; eGFR, estimated glomerular filtration rate; hs‐CRP, high‐sensitive C‐reactive protein; SBP, systolic blood pressure; LVEF, left ventricular ejection fraction; MMSE, Mini‐Mental State Examination; MRA, mineral corticoid antagonist; PMADL‐8, Performance Measure for Activities of Daily Living‐8; SEW‐7, Self‐Efficacy for Walking‐7.
Anaemia is defined as haemoglobin < 13 g/dL for men and <12 g/dL for women. High BNP level was defined as BNP ≥ 200 pg/mL or N‐terminal pro BNP ≥ 900 pg/mL. Depression is defined as 5‐item Geriatric Depression Scale ≥ 2 points.
Figure 3Kaplan–Meier curves for the composite outcome, HF rehospitalization, and all‐cause mortality according to frailty status. HF, heart failure; HR, hazard ratio.
Results of multivariate Cox proportional hazards model in the derivation cohort
| Variables | Hazard ratio | 95% Confidence interval |
|
|---|---|---|---|
| Frailty category I | 1 (reference) | — | — |
| Frailty category II | 1.51 | [0.84–2.72] | 0.169 |
| Frailty category III | 2.37 | [1.32–4.23] | 0.004 |
| Frailty category IV | 2.66 | [1.45–4.89] | 0.002 |
| Age, per 1 SD | 1.04 | [0.83–1.31] | 0.730 |
| Women | 0.84 | [0.61–1.14] | 0.266 |
| Past HF hospitalization | 2.51 | [1.83–3.43] | <0.001 |
| SBP at discharge, per 1 SD | 1.08 | [0.91–1.27] | 0.376 |
| HR at discharge, per 1 SD | 1.08 | [0.94–1.25] | 0.282 |
| Diabetes | 1.24 | [0.91–1.68] | 0.167 |
| Past cardiac surgery | 0.97 | [0.66–1.43] | 0.896 |
| Cancer | 1.21 | [0.76–1.91] | 0.419 |
| COPD | 1.17 | [0.68–2.00] | 0.567 |
| Orthopaedic disease | 0.84 | [0.45–1.57] | 0.585 |
| Stroke | 0.44 | [0.13–1.42] | 0.171 |
| High BNP level | 1.74 | [1.19–2.54] | 0.004 |
| eGFR, per 1 SD | 0.80 | [0.67–0.95] | 0.013 |
| Sodium, per 1 SD | 0.91 | [0.79–1.04] | 0.186 |
| Anaemia | 1.19 | [0.84–1.68] | 0.334 |
| Albumin, per 1 SD | 0.89 | [0.77–1.04] | 0.140 |
| LVEF < 40% | 1.05 | [0.75–1.48] | 0.775 |
| Beta blocker | 0.98 | [0.70–1.37] | 0.907 |
| ACEi/ARB | 0.82 | [0.60–1.10] | 0.181 |
| MRA | 1.15 | [0.85–1.57] | 0.367 |
| Diuretic | 1.42 | [0.89–2.26] | 0.138 |
| Oral inotropic agent | 1.50 | [1.03–2.19] | 0.036 |
| MMSE, per 1 SD | 0.91 | [0.84–0.99] | 0.049 |
| Depression | 1.30 | [0.97–1.76] | 0.081 |
| BMI, per 1 SD | 0.85 | [0.70–1.13] | 0.096 |
ACEi, angiotensin‐converting enzyme; ARB, angiotensin II receptor blocker; BMI, body mass index; BNP, brain natriuretic peptide; COPD, chronic obstructive pulmonary disease; eGFR, estimated glomerular filtration rate; HF, heart failure; HR, heart rate; LVEF, left ventricular ejection fraction; MMSE, Mini‐Mental State Examination; MRA, mineral corticoid antagonist; SBP, systolic blood pressure.
Anaemia is defined as haemoglobin < 13 g/dL for men and <12 g/dL for women. High BNP level was defined as BNP ≥ 200 pg/mL or N‐terminal pro BNP ≥ 900 pg/mL. Depression is defined as 5‐item Geriatric Depression Scale ≥ 2 points.
Figure 4Cumulative incidence of the study outcomes according to frailty status in the deviation cohort and the validation cohort. HF, heart failure.