| Literature DB >> 35497987 |
Haozhang Huang1,2,3, Wenguang Lai1,2,4, Qiang Li1,2, Haiyan Wei5, Nuerbahaer Remutula5, Tilakezi Tuersun5, Zhou Yang6, Kunming Bao7, Zelin Yan6, Bo Wang1,2, Yibo He1,2, Shiqun Chen1,2, Chun-Quan Ou6, Heyin Yang5, Jiyan Chen1,2,3, Jin Liu1,2, Yong Liu1,2,3.
Abstract
Background: The sex difference trend of short-term mortality in coronary artery disease (CAD) is narrowing, which has been reported in the previous studies. However, no studies assess the sex difference temporal trends of CAD mortality in China especially long-term mortality trend.Entities:
Keywords: coronary artery disease; gender; mortality; sex differences; trend
Year: 2022 PMID: 35497987 PMCID: PMC9039363 DOI: 10.3389/fcvm.2022.774365
Source DB: PubMed Journal: Front Cardiovasc Med ISSN: 2297-055X
Clinical and biochemical characteristics of patients with CAD stratified by male and female.
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| Age, (years), mean (SD) | 62.96 (10.72) | 61.84 (10.86) | 66.25 (9.55) | <0.001 |
| <60 | 9,020 (36.9) | 7,542 (41.4) | 1,478 (23.8) | <0.001 |
| 60–75 | 11,716 (48.0) | 8,300 (45.5) | 3,416 (55.0) | |
| ≥75 | 3,696 (15.1) | 2,382 (13.1) | 1,314 (21.2) | |
| Self-paying | 5,436 (22.3) | 4,240 (23.3) | 1,196 (19.3) | <0.001 |
| Urban insurance | 13,168 (54.0) | 9,718 (53.5) | 3,450 (55.7) | |
| Rural insurance | 1,407 (5.8) | 1,098 (6.0) | 309 (5.0) | |
| Other | 4,358 (17.9) | 3,122 (17.2) | 1,236 (20.0) | |
| AMI | 5,344 (21.9) | 4,446 (24.4) | 898 (14.5) | <0.001 |
| HT | 13,616 (55.7) | 9,470 (52.0) | 4,146 (66.8) | <0.001 |
| DM | 6,292 (25.8) | 4,310 (23.7) | 1,982 (31.9) | <0.001 |
| AF | 701 (2.9) | 474 (2.6) | 227 (3.7) | <0.001 |
| CHF | 1,772 (15.6) | 1,317 (16.0) | 455 (14.6) | 0.062 |
| Stroke | 1,162 (4.8) | 855 (4.7) | 307 (4.9) | 0.438 |
| Cancer | 268 (1.1) | 184 (1.0) | 84 (1.4) | 0.030 |
| CKD | 5,179 (22.5) | 3,651 (21.3) | 1,528 (25.9) | <0.001 |
| COPD | ||||
| PCI | 18,006 (73.7) | 13,892 (76.2) | 4,114 (66.3) | <0.001 |
| DES | 16,857 (69.0) | 12,989 (71.3) | 3,868 (62.3) | <0.001 |
| BES | 1,114 (4.6) | 881 (4.8) | 233 (3.8) | <0.001 |
| CMV, mean (SD) | 144.49 (82.40) | 149.44 (84.02) | 130.09 (75.66) | <0.001 |
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| eGFR, mean (SD) | 78.28 (25.05) | 78.74 (24.22) | 76.94 (27.28) | <0.001 |
| HGB, mean (SD) | 133.06 (16.73) | 136.37 (16.17) | 123.44 (14.48) | <0.001 |
| LDL-C, median [IQR] | 2.65 [2.09, 3.31] | 2.64 [2.08, 3.28] | 2.71 [2.12, 3.38] | <0.001 |
| HDLC, median [IQR] | 0.97 [0.82, 1.15] | 0.94 [0.80, 1.11] | 1.07 [0.90, 1.26] | <0.001 |
| HbA1c, mean (SD) | 6.56 (1.39) | 6.50 (1.37) | 6.70 (1.43) | <0.001 |
| LVEF, mean (SD) | 59.70 (11.85) | 58.95 (12.04) | 61.92 (10.98) | <0.001 |
| ACEI/ARB | 13,194 (55.3) | 10,185 (57.2) | 3,009 (49.7) | <0.001 |
| β-blocker | 19,681 (82.4) | 14,783 (83.0) | 4,898 (80.9) | <0.001 |
| Statins | 22,404 (93.8) | 16,865 (94.6) | 5,539 (91.5) | <0.001 |
| Aspirin | 21,586 (90.4) | 16,345 (91.7) | 5,241 (86.6) | <0.001 |
| Clopidogrel | 20,380 (85.4) | 15,648 (87.8) | 4,732 (78.2) | <0.001 |
| CCB | 5,205 (21.8) | 3,526 (19.8) | 1,679 (27.7) | <0.001 |
ACEI/ARB, angiotensin-converting enzyme inhibitor/angiotensin receptor blocker. CCB, calcium channel blocker; CHF, congestive heart failure; CKD, chronic kidney disease; DM, diabetes mellitus; eGFR, estimated glomerular filtration rate; HbA1c, hemoglobin A1c; LDL-C, low-density lipoprotein cholesterol; LVEF, left ventricular ejection fraction; PCI, percutaneous coronary intervention.
Figure 1Patients admitted between January 2007 and December 2017.
Clinical and biochemical characteristics of male patients with CAD from 2007 to 2014.
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| Age, (years), mean (SD) | 61.8 (10.9) | 61.4 (11.1) | 61.1 (10.9) | 62.1 (11.0) | 61.9 (11.0) | 61.7 (10.8) | 61.8 (10.9) | 62.0 (10.8) | 62.2 (10.7) | <0.001 |
| <60 | 7,542 (41.4) | 521 (42.9) | 625 (44.0) | 747 (40.0) | 876 (41.7) | 947 (41.5) | 1,118 (41.6) | 1,336 (40.9) | 1,372 (40.5) | 0.085 |
| 60–75 | 8,300 (45.5) | 562 (46.3) | 619 (43.6) | 878 (47.0) | 947 (45.0) | 1,050 (46.0) | 1,209 (45.0) | 1,475 (45.2) | 1,560 (46.1) 0.89 | |
| ≥75 | 2,382 (13.1) | 132 (10.9) | 175 (12.3) | 243 (13.0) | 280 (13.3) | 287 (12.6) | 358 (13.3) | 453 (13.9) | 454 (13.4) | 0.0207 |
| Self-paying | 4,240 (23.3) | 809 (66.6) | 807 (56.9) | 481 (25.7) | 543 (25.8) | 480 (21.0) | 305 (11.4) | 457 (14.2) | 358 (10.6) | <0.001 |
| Urban insurance | 9,718 (53.5) | 298 (24.5) | 450 (31.7) | 949 (50.8) | 1,049 (49.9) | 1,264 (55.3) | 1,552 (57.8) | 1,909 (59.3) | 2,247 (66.4) <0.001 | |
| Rural insurance | 1,098 (6.0) | 99 (8.1) | 114 (8.0) | 143 (7.7) | 157 (7.5) | 133 (5.8) | 149 (5.6) | 145 (4.5) | 158 (4.7) | <0.001 |
| other | 3,122 (17.2) | 9 (0.7) | 48 (3.4) | 295 (15.8) | 354 (16.8) | 407 (17.8) | 677 (25.2) | 709 (22.0) | 623 (18.4) | <0.001 |
| AMI | 4,446 (24.4) | 429 (35.3) | 426 (30.0) | 496 (26.6) | 437 (20.8) | 442 (19.4) | 623 (23.2) | 732 (22.4) | 861 (25.4) | <0.001 |
| HT | 9,470 (52.0) | 583 (48.0) | 730 (51.4) | 955 (51.1) | 1,015 (48.3) | 1,207 (52.8) | 1,399 (52.1) | 1,726 (52.9) | 1,855 (54.8) | <0.001 |
| DM | 4,310 (23.7) | 252 (20.7) | 301 (21.2) | 436 (23.3) | 488 (23.2) | 580 (25.4) | 656 (24.4) | 780 (23.9) | 817 (24.1) | 0.0049 |
| AF | 474 (2.6) | 33 (2.7) | 33 (2.3) | 42 (2.2) | 54 (2.6) | 62 (2.7) | 83 (3.1) | 74 (2.3) | 93 (2.7) | 0.577 |
| CHF | 1,317 (16.0) | 80 (11.2) | 79 (10.1) | 88 (9.2) | 66 (8.3) | 61 (5.9) | 180 (15.4) | 358 (27.1) | 405 (28.0) | <0.001 |
| Stroke | 855 (4.7) | 46 (3.8) | 56 (3.9) | 85 (4.6) | 75 (3.6) | 106 (4.6) | 121 (4.5) | 158 (4.8) | 208 (6.1) | <0.001 |
| Cancer | 184 (1.0) | 11 (0.9) | 20 (1.4) | 26 (1.4) | 24 (1.1) | 26 (1.1) | 17 (0.6) | 27 (0.8) | 33 (1.0) | 0.317 |
| CKD | 3,651 (21.3) | 299 (28.1) | 300 (24.2) | 449 (27.4) | 385 (19.6) | 411 (18.4) | 483 (18.7) | 631 (19.9) | 693 (21.2) | <0.001 |
| COPD | 182 (1.0) | 16 (1.3) | 12 (0.8) | 23 (1.2) | 19 (0.9) | 14 (0.6) | 18 (0.7) | 21 (0.6) | 59 (1.7) | 0.341 |
| PCI | 13,892 (76.2) | 873 (71.9) | 1,049 (73.9) | 1,464 (78.4) | 1,624 (77.2) | 1,801 (78.9) | 2,052 (76.4) | 2,457 (75.3) | 2,572 (76.0) | 0.317 |
| DES | 12,989 (71.3) | 614 (50.5) | 950 (66.9) | 1,351 (72.3) | 1,487 (70.7) | 1,709 (74.8) | 1,987 (74.0) | 2,388 (73.2) | 2,503 (73.9) | <0.001 |
| BES | 881 (4.8) | 305 (25.1) | 109 (7.7) | 136 (7.3) | 130 (6.2) | 77 (3.4) | 46 (1.7) | 47 (1.4) | 31 (0.9) | <0.001 |
| CMV, mean (SD) | 149.4 (84.0) | 169.4 (97.0) | 162.4 (93.5) | 164.4 (89.8) | 161.1 (91.1) | 150.4 (82.5) | 141.3 (78.0) | 140.9 (80.1) | 136.1 (71.5) | <0.001 |
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| eGFR, mean (SD) | 78.7 (24.2) | 73.3 (20.4) | 73.0 (20.5) | 71.8 (21.6) | 78.9 (23.3) | 81.8 (25.7) | 83.4 (25.4) | 79.9 (24.1) | 79.4 (25.0) | <0.001 |
| HGB, mean (SD) | 136.4 (16.2) | 137.1 (16.7) | 138.0 (16.3) | 136.0 (16.3) | 135.9 (16.0) | 136.2 (16.1) | 136.0 (15.7) | 137.3 (15.8) | 135.6 (16.7) | 0.047 |
| LDL-C, median [IQR] | 2.64 [2.08, 3.28] | 2.49 [1.96, 3.07] | 2.40 [1.90, 2.92] | 2.76 [2.16, 3.35] | 2.66 [2.12, 3.28] | 2.54 [2.01, 3.14] | 2.68 [2.07, 3.36] | 2.78 [2.19, 3.48] | 2.64 [2.06, 3.34] | <0.001 |
| HDLC, median [IQR] | 0.94 [0.80, 1.11] | 1.00 [0.85, 1.19] | 1.00 [0.85, 1.19] | 0.97 [0.81, 1.15] | 0.96 [0.80, 1.15] | 0.87 [0.74, 1.03] | 0.91 [0.78, 1.07] | 0.94 [0.81, 1.09] | 0.93 [0.80, 1.09] | <0.001 |
| HbA1c, mean (SD) | 6.50 (1.37) | 6.41 (1.30) | 6.53 (1.35) | 6.49 (1.22) | 6.47 (1.33) | 6.60 (1.50) | 6.58 (1.34) | 6.47 (1.40) | 6.43 (1.37) | 0.386 |
| LVEF, mean (SD) | 59.0 (12.0) | 59.2 (12.2) | 58.6 (12.4) | 59.3 (12.7) | 59.6 (11.7) | 58.4 (12.1) | 59.2 (11.7) | 58.8 (12.0) | 58.7 (11.8) | 0.183 |
| ACEI/ARB | 10,185 (57.2) | 772 (65.6) | 927 (67.0) | 1,283 (70.3) | 1,262 (61.7) | 1,336 (59.9) | 1,484 (56.3) | 1,535 (48.0) | 1,586 (47.7) | <0.001 |
| β-blocker | 14,783 (83.0) | 969 (82.3) | 1,172 (84.7) | 1,535 (84.2) | 1,699 (83.1) | 1,859 (83.3) | 2,228 (84.5) | 2,649 (82.8) | 2,672 (80.4) | 0.004 |
| Statins | 16,865 (94.6) | 1,050 (89.2) | 1,255 (90.7) | 1,732 (95.0) | 1,940 (94.9) | 2,135 (95.7) | 2,532 (96.0) | 3,057 (95.6) | 3,164 (95.2) | <0.001 |
| Aspirin | 16,345 (91.7) | 1,078 (91.6) | 1,246 (90.1) | 1,686 (92.4) | 1,890 (92.4) | 2,048 (91.8) | 2,430 (92.1) | 2,936 (91.8) | 3,031 (91.2) | 0.943 |
| Clopidogrel | 15,648 (87.8) | 1,059 (90.0) | 1,196 (86.5) | 1,623 (89.0) | 1,825 (89.2) | 2,015 (90.3) | 2,323 (88.1) | 2,772 (86.7) | 2,835 (85.3) | <0.001 |
| CCB | 3,526 (19.8) | 238 (20.2) | 307 (22.2) | 432 (23.7) | 400 (19.6) | 433 (19.4) | 473 (17.9) | 668 (20.9) | 575 (17.3) | <0.001 |
Clinical and biochemical characteristics of female patients with CAD from 2007 to 2014.
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| Age, (years), mean (SD) | 66.3 (9.6) | 65.6 (9.2) | 66.4 (9.1) | 66.8 (9.5) | 66.6 (9.7) | 66.1 (9.6) | 66.0 (9.9) | 66.3 (9.5) | 66.2 (9.4) | 0.758 |
| <60 | 1,478 (23.8) | 83 (23.9) | 86 (20.6) | 132 (22.5) | 155 (22.6) | 194 (24.3) | 252 (26.4) | 281 (23.7) | 295 (23.9) | 0.209 |
| 60–75 | 3,416 (55.0) | 214 (61.7) | 260 (62.2) | 325 (55.5) | 380 (55.3) | 432 (54.1) | 493 (51.6) | 647 (54.6) | 665 (53.9) | 0.001 |
| ≥75 | 1,314 (21.2) | 50 (14.4) | 72 (17.2) | 129 (22.0) | 152 (22.1) | 172 (21.6) | 210 (22.0) | 256 (21.6) | 273 (22.1) | 0.008 |
| Self-paying | 1,196 (19.3) | 202 (58.2) | 212 (50.7) | 136 (23.2) | 137 (19.9) | 144 (18.0) | 91 (9.5) | 139 (11.9) | 135 (10.9) | <0.001 |
| Urban insurance | 3,450 (55.7) | 116 (33.4) | 166 (39.7) | 314 (53.6) | 395 (57.5) | 457 (57.3) | 537 (56.3) | 685 (58.6) | 780 (63.3) <0.001 | |
| Rural insurance | 309 (5.0) | 25 (7.2) | 24 (5.7) | 45 (7.7) | 27 (3.9) | 39 (4.9) | 47 (4.9) | 55 (4.7) | 47 (3.8) | 0.002 |
| other | 1,236 (20.0) | 4 (1.2) | 16 (3.8) | 91 (15.5) | 128 (18.6) | 158 (19.8) | 279 (29.2) | 289 (24.7) | 271 (22.0) <0.001 | |
| AMI | 898 (14.5) | 63 (18.2) | 85 (20.3) | 93 (15.9) | 81 (11.8) | 86 (10.8) | 151 (15.8) | 159 (13.4) | 180 (14.6) | 0.028 |
| HT | 4,146 (66.8) | 224 (64.6) | 286 (68.4) | 392 (66.9) | 444 (64.6) | 539 (67.5) | 638 (66.8) | 775 (65.5) | 848 (68.8) | 0.401 |
| DM | 1,982 (31.9) | 94 (27.1) | 128 (30.6) | 191 (32.6) | 218 (31.7) | 264 (33.1) | 315 (33.0) | 366 (30.9) | 406 (32.9) | 0.20 |
| AF | 227 (3.7) | 16 (4.6) | 17 (4.1) | 20 (3.4) | 23 (3.3) | 32 (4.0) | 32 (3.4) | 45 (3.8) | 42 (3.4) | 0.418 |
| CHF | 455 (14.6) | 27 (12.4) | 26 (9.6) | 28 (8.1) | 16 (5.1) | 18 (4.6) | 70 (15.2) | 148 (26.1) | 122 (22.0) | <0.001 |
| Stroke | 307 (4.9) | 9 (2.6) | 22 (5.3) | 24 (4.1) | 32 (4.7) | 39 (4.9) | 52 (5.4) | 62 (5.2) | 67 (5.4) | 0.053 |
| Cancer | 84 (1.4) | 2 (0.6) | 6 (1.4) | 12 (2.0) | 7 (1.0) | 14 (1.8) | 18 (1.9) | 11 (0.9) | 14 (1.1) | 0.638 |
| CKD | 1,528 (25.9) | 100 (31.9) | 133 (35.2) | 175 (32.9) | 169 (26.2) | 185 (23.8) | 217 (23.5) | 274 (23.9) | 275 (23.1) | <0.001 |
| COPD | 31 (0.5) | 2 (0.6) | 2 (0.5) | 1 (0.2) | 3 (0.4) | 2 (0.3) | 6 (0.6) | 7 (0.6) | 8 (0.6) | 0.296 |
| PCI | 4,114 (66.3) | 232 (66.9) | 295 (70.6) | 407 (69.5) | 480 (69.9) | 526 (65.9) | 619 (64.8) | 729 (61.6) | 826 (67.0) | <0.001 |
| DES | 3,868 (62.3) | 163 (47.0) | 268 (64.1) | 359 (61.3) | 444 (64.6) | 510 (63.9) | 603 (63.1) | 703 (59.4) | 818 (66.3) | <0.001 |
| BES | 233 (3.8) | 75 (21.6) | 29 (6.9) | 51 (8.7) | 38 (5.5) | 11 (1.4) | 9 (0.9) | 18 (1.5) | 2 (0.2) | <0.001 |
| CMV, mean (SD) | 130.09 (75.66) | 158.18 (90.05) | 150.87 (86.27) | 150.00 (84.39) | 146.33 (85.15) | 127.19 (72.98) | 120.86 (67.19) | 115.27 (64.87) | 120.48 (68.03) | <0.001 |
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| eGFR, mean (SD) | 76.9 (27.3) | 70.7 (21.8) | 69.3 (24.6) | 69.1 (22.0) | 75.3 (26.3) | 79.5 (28.6) | 81.2 (29.9) | 78.2 (27.8) | 79.8 (27.1) | <0.001 |
| HGB, mean (SD) | 123.4 (14.5) | 123.4 (14.9) | 123.6 (15.3) | 125.4 (14.5) | 123.9 (14.9) | 123.4 (14.2) | 123.2 (14.3) | 123.1 (14.0) | 122.8 (14.7) | 0.009 |
| LDL-C, median [IQR] | 2.71 [2.12, 3.38] | 2.64 [2.06, 3.18] | 2.34 [1.86, 2.85] | 2.81 [2.23, 3.54] | 2.79 [2.21, 3.41] | 2.61 [2.09, 3.27] | 2.71 [2.14, 3.44] | 2.81 [2.16, 3.51] | 2.75 [2.15, 3.46] | <0.001 |
| HDLC, median [IQR] | 1.07 [0.90, 1.26] | 1.18 [1.02, 1.38] | 1.16 [0.99, 1.33] | 1.11 [0.94, 1.31] | 1.09 [0.90, 1.28] | 0.99 [0.83, 1.16] | 1.03 [0.87, 1.20] | 1.08 [0.91, 1.26] | 1.07 [0.92, 1.26] | <0.001 |
| HbA1c, mean (SD) | 6.70 (1.43) | 6.78 (1.50) | 6.68 (1.27) | 6.71 (1.42) | 6.68 (1.35) | 6.70 (1.37) | 6.90 (1.60) | 6.65 (1.36) | 6.63 (1.46) | 0.415 |
| LVEF, mean (SD) | 61.9 (11.0) | 63.5 (11.2) | 61.5 (13.1) | 64.1 (10.5) | 62.7 (10.7) | 61.4 (11.6) | 61.2 (10.7) | 60.8 (10.8) | 61.9 (10.2) | <0.001 |
| ACEI/ARB | 3,009 (49.7) | 190 (57.6) | 236 (59.6) | 358 (62.3) | 366 (54.3) | 420 (54.0) | 450 (48.3) | 483 (41.7) | 506 (41.9) | <0.001 |
| β-blocker | 4,898 (80.9) | 254 (77.0) | 329 (83.1) | 474 (82.4) | 567 (84.1) | 637 (81.9) | 790 (84.8) | 902 (77.8) | 945 (78.2) | 0.0221 |
| Statins | 5,539 (91.5) | 284 (86.1) | 354 (89.4) | 527 (91.7) | 629 (93.3) | 716 (92.0) | 871 (93.5) | 1,045 (90.2) | 1,113 (92.1) | 0.0502 |
| Aspirin | 5,241 (86.6) | 279 (84.5) | 350 (88.4) | 512 (89.0) | 601 (89.2) | 686 (88.2) | 804 (86.3) | 970 (83.7) | 1,039 (85.9) | 0.0175 |
| Clopidogrel | 4,732 (78.2) | 271 (82.1) | 326 (82.3) | 483 (84.0) | 546 (81.0) | 610 (78.4) | 727 (78.0) | 833 (71.9) | 936 (77.4) | <0.001 |
| CCB | 1,679 (27.7) | 84 (25.5) | 127 (32.1) | 182 (31.7) | 189 (28.0) | 206 (26.5) | 205 (22.0) | 352 (30.4) | 334 (27.6) | 0.379 |
ACEI/ARB, angiotensin-converting enzyme inhibitor/angiotensin receptor blocker. CCB, calcium channel blocker; CHF, congestive heart failure; CKD, chronic kidney disease; DM, diabetes mellitus; eGFR, estimated glomerular filtration rate; HbA1c, hemoglobin A1c; LDL-C, low-density lipoprotein cholesterol; LVEF, left ventricular ejection fraction; PCI, percutaneous coronary intervention.
Figure 2Trends in proportion of different age group among patients with coronary artery disease between 2007 and 2014. (A) Whole patients; (B) age < 60-year group; (C) 60 ≤ age < 5-year group; (D) age ≥ 75-year group. *P < 0.05; **P < 0.001.
Figure 31-year and 5-year mortality among patients with coronary artery disease stratified by sex between 2007 and 2014. *p for trend < 0.001.
Trend in 1-year Mortality (2007–2014).
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| 2007 | 15/45 | 1.02 | 0.39–2.67 | 0.14 |
| 2008 | 16/43 | 2.01 | 0.89–4.57 | |
| 2009 | 21/74 | 0.84 | 0.43-1.65 | |
| 2010 | 29/77 | 1.04 | 0.51–2.12 | |
| 2011 | 22/85 | 0.89 | 0.40–1.98 | |
| 2012 | 43/75 | 1.09 | 0.65–1.83 | |
| 2013 | 42/132 | 0.76 | 0.47–1.21 | |
| 2014 | 31/130 | 0.66 | 0.39–1.12 |
Adjusted for age,insurance type, hypertension, CKD, acute myocardial infarction, congestive heart failure, stroke, diabetes mellitus, percutaneous coronary intervention, AF COPD, cancer,and anemia.
Figure 4Trends in the 5-year mortality of different age groups among patients with coronary artery disease stratified by sex, from 2007 to 2014. *p for tend < 0.01 **p for trend < 0.001.
Trend in 5-year mortality (2007–2014).
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| 2007 | 40/121 | 1.23 | 0.64–2.36 | 0.04 |
| 2008 | 35/383 | 0.91 | 0.54–1.53 | |
| 2009 | 45/203 | 0.72 | 0.47–1.11 | |
| 2010 | 86/241 | 1.04 | 0.70–1.56 | |
| 2011 | 75/268 | 0.78 | 0.52–1.18 | |
| 2012 | 123/280 | 0.90 | 0.67–1.22 | |
| 2013 | 127/385 | 0.78 | 0.59–1.02 | |
| 2014 | 100/395 | 0.59 | 0.44–0.79 |
Adjusted for demographic characteristics (age and insurance type), diagnosis (hypertension, CKDs, acute myocardial infarction, congestive heart failure, stroke, diabetes mellitus, percutaneous coronary intervention, AF COPD, cancer, and anemia).