| Literature DB >> 33169527 |
Clara Hjalmarsson1, Michael Fu2, Tatiana Zverkova Sandström2, Maria Schaufelberger2, Charlotta Ljungman1, Björn Andersson3, Entela Bollano1, Ulf Dahlström4, Annika Rosengren2.
Abstract
AIMS: We investigated the 2 year rate of ischaemic stroke/transient ischaemic attack (IS) in patients with heart failure (HF) who were in sinus rhythm (HF-SR) and aimed to develop a score for stratifying risk of IS in this population. METHODS ANDEntities:
Keywords: Haemorrhagic stroke; Heart failure; Ischaemic stroke; Prognosis; Risk
Mesh:
Year: 2020 PMID: 33169527 PMCID: PMC7835566 DOI: 10.1002/ehf2.13091
Source DB: PubMed Journal: ESC Heart Fail ISSN: 2055-5822
Figure 1Flow chart showing selection of the study population. LVEF, left ventricular ejection fraction.
Characteristics of the study population at baseline by age group
| Age groups | <65 years | 65–74 years | 75–84 years | >84 years | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Case ( | Control ( |
| Case ( | Control ( |
| Case ( | Control ( |
| Case ( | Control ( |
| |
| Clinical characteristics | ||||||||||||
| Age, mean (SD) | 54.4 (8.9) | 54.4 (8.9) | 0.9806 | 69.7 (2.9) | 69.7 (2.9) | 0.8926 | 79.7 (2.8) | 79.6 (2.8) | 0.0763 | 88.2 (2.9) | 87.5 (2.3) | <0.0001 |
| Age, median (Q1, Q3) | 57 (50; 61) | 57 (50; 61) | 0.9732 | 70 (67; 72) | 70 (67; 72) | 0.8920 | 80 (77; 82) | 80 (77; 82) | 0.0750 | 88 (86; 90) | 87 (86; 89) | <0.001 |
| Women, % | 1268 (29.6) | 2536 (29.6) | 0.9871 | 1316 (34.2) | 2626 (34.3) | 0.9376 | 2009 (42.1) | 3934 (43.3) | 0.1495 | 1369 (54.4) | 2137 (60.9) | <0.001 |
| Obesity | 297 (6.9) | 99 (1.2) | <0.001 | 211 (5.5) | 80 (1.0) | <0.001 | 123 (2.6) | 31 (0.3) | <0.001 | 11 (0.4) | 4 (0.1) | 0.0130 |
| Ischaemic heart disease, % | 1651 (38.5) | 373 (4.4) | <0.001 | 2164 (56.2) | 806 (10.5) | <0.001 | 2864 (60.0) | 1268 (14.0) | <0.001 | 1403 (55.8) | 503 (14.3) | <0.001 |
| Dilated cardiomyopathy, % | 904 (21.1) | 83 (1.0) | <0.001 | 359 (9.3) | 26 (0.3) | <0.001 | 196 (4.1) | 19 (0.2) | <0.001 | 35 (1.4) | 1 (0.0) | <0.001 |
| Hypertrophic cardiomyopathy, % | 78 (1.8) | 38 (0.4) | <0.001 | 42 (1.1) | 11 (0.1) | <0.001 | 31 (0.6) | 8 (0.1) | <0.001 | 14 (0.6) | 1 (0.0) | 0.0001 |
| Co‐morbidities, n (%) | ||||||||||||
| Hypertension | 1530 (35.7) | 706 (8.2) | <0.001 | 1785 (46.4) | 1346 (17.6) | <0.001 | 2378 (49.8) | 2071 (22.8) | <0.001 | 1282 (51.0) | 949 (27.1) | <0.001 |
| Valvulopathy | 189 (4.4) | 18 (0.2) | <0.001 | 217 (5.6) | 33 (0.4) | <0.001 | 364 (7.6) | 49 (0.5) | <0.001 | 160 (6.4) | 11 (0.3) | <0.001 |
| Aortic or mitral | ||||||||||||
| Diabetes mellitus | 971 (22.7) | 417 (4.9) | <0.001 | 1217 (31.6) | 594 (7.7) | <0.001 | 1248 (26.1) | 788 (8.7) | <0.001 | 465 (18.5) | 290 (8.3) | <0.001 |
| Lung disease | 585 (13.7) | 278 (3.2) | <0.001 | 752 (19.5) | 384 (5.0) | <0.001 | 881 (18.4) | 514 (5.7) | <0.001 | 370 (14.7) | 184 (5.2) | <0.001 |
| Ischaemic stroke/TIA | 126 (2.9) | 75 (0.9) | <0.001 | 264 (6.9) | 277 (3.6) | <0.001 | 478 (10.0) | 528 (5.8) | <0.001 | 304 (12.1) | 263 (7.5) | <0.001 |
| Kidney dysfunction | 206 (4.8) | 61 (0.7) | <0.001 | 317 (8.2) | 70 (0.9) | <0.001 | 481 (10.1) | 111 (1.2) | <0.001 | 283 (11.3) | 70 (2.0) | <0.001 |
| Outcome (2 year follow‐up), n (%) | ||||||||||||
| Ischaemic stroke/TIA | 59 (1.4) | 38 (0.4) | <0.001 | 115 (3.0) | 92 (1.2) | <0.001 | 189 (4.0) | 203 (2.2) | <0.001 | 99 (3.9) | 79 (2.3) | 0.0001 |
| Haemorrhagic stroke | 5 (0.1) | 8 (0.1) | 0.6953 | 10 (0.3) | 12 (0.2) | 0.2315 | 16 (0.3) | 47 (0.5) | 0.1286 | 12 (0.5) | 13 (0.4) | 0.5259 |
| Cardiovascular mortality | 104 (2.4) | 8 (0.1) | <0.001 | 189 (4.9) | 22 (0.3) | <0.001 | 480 (10.0) | 127 (1.4) | <0.001 | 453 (18.0) | 128 (3.6) | <0.001 |
| All‐cause mortality | 349 (8.1) | 61 (0.7) | <0.001 | 653 (17.0) | 154 (2.0) | <0.001 | 1453 (30.4) | 566 (6.2) | <0.001 | 1333 (53.0) | 580 (16.5) | <0.001 |
| Per 1000 person‐years, IR (95% CI) | ||||||||||||
| Ischaemic stroke/TIA | 7.29 (5.65–9.41) | 2.23 (1.62–3.07) | <0.001 | 16.93 (14.11–20.33) | 6.09 (4.97–7.47) | <0.001 | 24.94 (21.62–28.76) | 11.66 (10.17–13.38) | <0.001 | 30.97 (25.43–37.72) | 12.46 (10.00–15.54) | <0.001 |
| Haemorrhagic stroke | 0.61 (0.26–1.48) | 0.47 (0.24–0.94) | 0.6371 | 1.45 (0.78–2.70) | 0.79 (0.45–1.39) | 0.1564 | 2.08 (1.27–3.39) | 2.68 (2.01–3.56) | 0.3794 | 3.68 (2.09–6.48) | 2.03 (1.18–3.50) | 0.1383 |
| Per 1000 person‐years, MR (95% CI) | ||||||||||||
| Cardiovascular mortality | 12.76 (10.53–15.47) | 0.47 (0.23–0.94) | <0.001 | 27.41 (23.77–31.61) | 1.45 (0.95–2.20) | <0.001 | 62.15 (56.83–67.97) | 7.22 (6.07–8.59) | <0.001 | 138.9 (126.6–152.2) | 20.00 (16.82–23.79) | <0.001 |
| All‐cause mortality | 42.83 (38.56–47.57) | 3.58 (2.78–4.59) | <0.001 | 94.71 (87.72–102.3) | 10.14 (8.66–11.88) | <0.001 | 188.1 (178.7–198.1) | 32.17 (29.63–34.94) | <0.001 | 408.6 (387.2–431.1) | 90.63 (83.55–98.32) | <0.001 |
Characteristics of the study population and outcomes by left ventricular ejection fraction
| Total | LVEF ≥ 40% | LVEF < 40% | ||
|---|---|---|---|---|
| LVEF groups | ( | ( | ( |
|
| Clinical characteristics | ||||
| Age, mean (SD) | 71.5 (13.3) | 73.6 (13.1) | 70.2 (13.3) | <0.0001 |
| Age, median (Q1, Q3) | 73 (63; 82) | 76 (66; 83) | 72 (62; 81) | <0.001 |
| Women, % | 5962 (38.7) | 2906 (47.5) | 3056 (32.8) | <0.001 |
| Obesity | 642 (4.2) | 328 (5.4) | 314 (3.4) | <0.001 |
| Smoking | 2126 (13.8) | 686 (11.2) | 1440 (15.5) | <0.001 |
| Duration of heart failure | ||||
| Up to 6 months | 8774 (56.9) | 3386 (55.4) | 5388 (57.9) | 0.0087 |
| >6 months | 6543 (42.4) | 2686 (43.9) | 3857 (41.4) | |
| Ischaemic heart disease | 9443 (61.2) | 3758 (61.5) | 5685 (61.1) | 0.6250 |
| Dilated cardiomyopathy, % | 1494 (9.7) | 415 (6.8) | 1079 (11.6) | <0.001 |
| Hypertrophic cardiomyopathy, % | 165 (1.1) | 110 (1.8) | 55 (0.6) | <0.001 |
| NTproBNP, median (Q1; Q3) | 2110 (740; 5805) | 1407 (506; 4091) | 2632 (982; 7000) | <0.001 |
| NTproBNP ( | 10 382 (67.3) | 4161 (68.0) | 6221 (66.8) | |
| Co‐morbidities, n (%) | ||||
| Hypertension | 9026 (58.5) | 4058 (66.4) | 4968 (53.4) | <0.001 |
| Valvulopathy (aortic or mitral) | 930 (6.0) | 421 (6.9) | 509 (5.5) | 0.0003 |
| Diabetes mellitus | 4454 (28.9) | 1843 (30.1) | 2611 (28.0) | 0.0050 |
| Lung disease | 2588 (16.8) | 1160 (19.0) | 1428 (15.3) | <0.001 |
| Ischaemic stroke/TIA | 1383 (9.0) | 650 (10.6) | 733 (7.9) | <0.001 |
| Kidney dysfunction | 1583 (10.3) | 712 (11.6) | 871 (9.4) | <0.001 |
| Baseline medication | ||||
| RAS inhibition | 13 049 (84.6) | 4738 (77.5) | 8311 (89.3) | <0.001 |
| Beta‐blockers | 13 066 (84.7) | 4772 (78.0) | 8294 (89.1) | <0.001 |
| MRA | 4030 (26.1) | 1235 (20.2) | 2795 (30.0) | <0.001 |
| Platelet inhibitor | 11 223 (72.8) | 4337 (70.9) | 6886 (74.0) | <0.001 |
| Statins | 8116 (52.6) | 3189 (52.2) | 4927 (52.9) | 0.3481 |
| Diuretics | 11 163 (72.4) | 4323 (70.7) | 6840 (73.5) | 0.0002 |
| Outcome (2 year follow‐up), n (%) | ||||
| Ischaemic stroke/TIA | 462 (3.0) | 181 (3.0) | 281 (3.0) | 0.8353 |
| Time to event, months, median (Q1; Q3) | 8.4 (2.6; 16.4) | 8.0 (2.5; 16.3) | 8.8 (2.8; 17.0) | 0.4464 |
| Haemorrhagic stroke | 43 (0.3) | 23 (0.4) | 20 (0.2) | 0.0631 |
| Time to event, months, median (Q1; Q3) | 10.9 (4.5; 19.5) | 11.7 (5.2; 19.5) | 10.5 (4.3; 19.3) | 0.6612 |
| Cardiovascular mortality | 1226 (8.0) | 460 (7.5) | 766 (8.2) | 0.1132 |
| All‐cause mortality | 3788 (24.6) | 1579 (25.8) | 2209 (23.7) | 0.0031 |
| Per 1000 person‐years | ||||
| Ischaemic stroke/TIA | 18.01 (16.44–19.72) | 17.93 (15.50–20.74) | 18.05 (16.06–20.29) | 0.9436 |
| Haemorrhagic stroke | 1.65 (1.23–2.23) | 2.25 (1.50–3.39) | 1.27 (0.82–1.96) | 0.0603 |
| Cardiovascular mortality | 47.10 (44.54–49.81) | 44.94 (41.01–49.24) | 48.51 (45.19–52.06) | 0.1954 |
| All‐cause mortality | 145.5 (141.0–150.2) | 154.3 (146.8–162.1) | 139.9 (134.2–145.8) | 0.0030 |
MRA, magnetic resonance angiography; NTproBNP, N‐terminal pro‐brain natriuretic peptide.
Odds ratios and corresponding number of points for variables included in the risk score
| Tested variables | OR for ischaemic stroke |
| Risk points |
|---|---|---|---|
| Age | |||
| <65 | 1.00 (ref.) | 0 | |
| 65–74 | 2.30 (1.68–3.15) | <0.0001 | 1 |
| 75–84 | 3.35 (2.50–4.48) | <0.001 | 2 |
| 85 + | 4.02 (2.91–5.55) | <0.001 | 3 |
| Smoking | 1.18 (0.98–1.42) | 0.0773 | 0 |
| Co‐morbidity | |||
| Ischaemic heart disease | 1.53 (1.26–1.87) | <0.001 | 1 |
| Hypertension | 1.58 (1.30–1.92) | <0.001 | 1 |
| Diabetes mellitus | 1.64 (1.36–1.98) | <0.001 | 1 |
| Ischaemic stroke/TIA | 2.51 (1.98–3.18) | <0.001 | 2 |
| Kidney dysfunction | 1.62 (1.35–1.95) | 0.0002 | 1 |
| Left ventricle ejection fraction | |||
| LVEF > 40 | 1.00 (ref.) | 0 | |
| LVEF ≤ 40 | 1.01 (0.84–1.22) | 0.9256 | 0 |
| NYHA class | |||
| I | 1.00 (ref.) | 0 | |
| II | 1.11 (0.84–1.48) | 0.4650 | |
| III | 1.52 (1.14–2.02) | 0.0047 | 1 |
| IV | 1.98 (1.39–2.81) | 0.0002 | |
Missing values: kidney dysfunction (0.06%) and NYHA class (0.01%).
Figure 2Performance of risk score: observed and predicted ischaemic stroke events by number of risk points.
Goodness of fit (observed vs. predicted ischaemic stroke/TIA events) by number of risk points according to ordinal logistic model and Poisson, scaled by deviance
| Score points | Study population | Observed events | Predicted values | |
|---|---|---|---|---|
|
|
| Logistic | Poisson | |
| 0 | 707 (4.6) | 3 (0.4) | 7.0 (5.5–9.1) | 6.2 (5.0–7.6) |
| 1 | 1548 (10.0) | 16 (1.0) | 20.1 (16.3–24.7) | 19.0 (16.0–22.4) |
| 2 | 2008 (13.0) | 35 (1.7) | 34.0 (28.8–40.0) | 33.5 (29.3–38.2) |
| 3 | 2329 (15.1) | 59 (2.5) | 50.6 (44.7–57.4) | 51.5 (46.5–57.0) |
| 4 | 2625 (17.0) | 77 (2.9) | 73.7 (66.9–81.2) | 76.0 (70.3–82.2) |
| 5 | 2642 (17.1) | 98 (3.7) | 95.7 (87.5–104.7) | 98.1 (91.3–105.5) |
| 6 | 1881 (12.2) | 87 (4.6) | 87.4 (78.5–97.2) | 87.2 (80.0–95.2) |
| ≥7 | 1685 (10.9) | 94 (5.6) | 100.5 (87.5–115.3) | 97.5 (87.0–109.4) |
| AUC | 63.7 (61.4–66.1) | |||
| Wald | <0.0001 | <0.0001 | ||
| Lack of fit/test of the model form | 0.4711 | 0.7062 | ||
| Akaike information criterion | 53.9 | 52.0 | ||
AUC, area under the curve.
| Model | Expression | Parameter | Test | Required |
|---|---|---|---|---|
| 1. Logit | ( |
|
Lack of fit
| ≥0.0565.0–74.0 satisfying; 75.0–84.0 good; 85.0 and higher excellent |
| 2. Poisson |
|
| Model form | ≥0.05 |
| 3. AIC | 2 |
log( | Quantity of information lost during a statistical procedure | The smallest value is preferred |