Mortality Risk Factors in Patients Admitted with the Primary Diagnosis of Tracheostomy Complications: An Analysis of 8026 Patients
Abstract
:1. Introduction
2. Materials and Methods
Statistical Analysis
3. Results
3.1. Gender Differences
3.1.1. Non-Elderly Patients
3.1.2. Elderly Patients
3.2. Mortality
3.2.1. Non-Elderly Patients
3.2.2. Elderly Patients
3.3. Operation vs. Non-Operation
3.3.1. Non-Elderly Patients
3.3.2. Elderly Patients
3.4. Risk Factors of Mortality
3.5. Lifestyle, Comorbidities, and Secondary Diagnoses
4. Discussion
4.1. The Impact of HLOS on Mortality
4.2. The Impact of Gender on Mortality
4.3. The Impact of Age on Mortality
4.4. The Impact of Comborbidities on Mortality
4.5. The Impact of an Invasive Diagnostic Procedure on Complications on Mortality
4.6. Strengths of the Study
4.7. Limitations of the Study
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Operations on the Digestive System (ICD 9) |
---|
Operations on Esophagus (42.01–42.19, 42.31–42.99) |
Operations on Stomach (43.0–44.03, 44.21–44.99) |
Operations on Intestine (45.00–45.03, 45.30–46.99) |
Operations on Appendix (47.01–47.99) |
Operations on Rectum, Rectosigmoid, and Perirectal Tissue (48.0–48.1, 48.31–48.99) |
Operations on Anus (49.01–49.12, 49.31–49.99) |
Operations on Liver (50.0, 50.21–50.99) |
Operations on Gallbladder and Biliary Tract (51.01–51.04, 51.21–51.99) |
Operations on Pancreas (52.01–52.09, 52.21–52.99) |
Operations on Hernia (53.00–53.9) |
Operations on Other Operations on Abdominal Region (54.0–54.19, 54.3–54.99) |
Invasive Diagnostic Procedures on the Digestive System (ICD 9) |
Invasive Diagnostic Procedure on Esophagus (42.21–42.29) |
Invasive Diagnostic Procedure on Stomach (44.11–44.19) |
Invasive Diagnostic Procedure on Intestine (45.11–45.29) |
Invasive Diagnostic Procedure on Rectum, Rectosigmoid, and Perirectal Tissue (48.21–48.29) |
Invasive Diagnostic Procedure on Anus (49.21–49.29) |
Invasive Diagnostic Procedure on Liver (50.11–50.19) |
Invasive Diagnostic Procedure on Gallbladder and Biliary Tract (51.10–51.19) |
Invasive Diagnostic Procedure on Pancreas (52.11–52.19) |
Invasive Diagnostic Procedure on Other Operations on Abdominal Region (54.21–54.29) |
Operations on the Respiratory System (ICD 9) |
Operations on Larynx and Trachea (30.01–31.3, 31.5–31.99) |
Operations on Lung and Bronchus (32.01–33.1, 33.31–33.99) |
Operations on Chest Wall, Pleura, Mediastinum, and Diaphragm (34.01–34.1, 34.3–34.99) |
Invasive Diagnostic Procedures on the Respiratory System (ICD 9) |
Invasive Diagnostic Procedure on Larynx and Trachea (31.41–31.49) |
Invasive Diagnostic Procedure on Lung and Bronchus (33.20–33.29) |
Invasive Diagnostic Procedure on Chest Wall, Pleura, Mediastinum, and Diaphragm (34.20–34.29) |
Patient Characteristics | Adults (18–64), N (%) | Elderly (65+), N (%) | |||
---|---|---|---|---|---|
Male | Female | Male | Female | ||
All Cases | 2616 (55.5%) * | 2095 (44.5%) * | 1737 (52.4%) * | 1578 (47.6%) * | |
Race | White | 1278 (57.0%) * | 914 (50.9%) * | 1058 (70.4%) * | 821 (60.9%) * |
Black | 545 (24.3%) * | 606 (33.7%) * | 225 (15.0%) * | 313 (23.2%) * | |
Hispanic | 271 (12.1%) * | 176 (9.8%) * | 121 (8.1%) * | 126 (9.3%) * | |
Asian/Pacific Islander | 60 (2.7%) * | 44 (2.4%) * | 46 (3.1%) * | 32 (2.4%) * | |
Native American | 10 (0.4%) * | 10 (0.6%) * | 5 (0.3%) * | 7 (0.5%) * | |
Other | 77 (3.4%) * | 47 (2.6%) * | 48 (3.2%) * | 49 (3.6%) * | |
Income Quartile | Quartile 1 | 894 (35.4%) * | 823 (40.1%) * | 477 (28.2%) | 477 (30.9%) |
Quartile 2 | 630 (25.0%) * | 491 (23.9%) * | 426 (25.2%) | 379 (24.5%) | |
Quartile 3 | 603 (23.9%) * | 422 (20.5%) * | 425 (25.1%) | 367 (23.8%) | |
Quartile 4 | 396 (15.7%) * | 318 (15.5%) * | 365 (21.6%) | 321 (20.8%) | |
Insurance | Private Insurance | 640 (24.5%) * | 470 (22.5%) * | 159 (9.2%) * | 98 (6.2%) * |
Medicare | 845 (32.3%) * | 713 (34.1%) * | 1475 (85.0%) * | 1395 (88.6%) * | |
Medicaid | 902 (34.5%) * | 806 (38.5%) * | 52 (3.0%) * | 62 (3.9%) * | |
Self-Pay | 103 (3.9%) * | 49 (2.3%) * | 16 (0.9%) * | 6 (0.4%) * | |
No Charge | 8 (0.3%) * | 9 (0.4%) * | 0 (0%) * | 1 (0.1%) * | |
Other | 115 (4.4%) * | 44 (2.1%) * | 33 (1.9%) * | 13 (0.8%) * | |
Hospital Location | Rural | 142 (5.4%) | 130 (6.2%) | 100 (5.8%) | 67 (4.2%) |
Urban: Non-Teaching | 772 (29.5%) | 585 (27.9%) | 590 (34.0%) | 540 (34.2%) | |
Urban: Teaching | 1702 (65.1%) | 1380 (65.9%) | 1047 (60.3%) | 971 (61.5%) | |
Comorbitdities | AIDS | 21 (0.8%) | 14 (0.7%) | 0 (0%) | 0 (0%) |
Alcohol Abuse | 155 (5.9%) * | 40 (1.9%) * | 57 (3.3%) * | 10 (0.6%) * | |
Deficiency Anemias | 541 (20.7%) * | 498 (23.8%) * | 485 (27.9%) | 463 (29.3%) | |
Rheumatoid Arthritis | 17 (0.6%) * | 65 (3.1%) * | 20 (1.2%) * | 55 (3.5%) * | |
Chronic Blood Loss | 31 (1.2%) | 18 (0.9%) | 26 (1.5%) | 24 (1.5%) | |
Congestive Heart Failure | 351 (13.4%) * | 419 (20.0%) * | 375 (21.6%) * | 468 (29.7%) * | |
Chronic Pulmonary Disease | 884 (33.8%) * | 910 (43.4%) * | 828 (47.7%) | 783 (49.6%) | |
Coagulopathy | 122 (4.7%) | 75 (3.6%) | 83 (4.8%) | 58 (3.7%) | |
Depression | 287 (11.0%) * | 355 (16.9%) * | 133 (7.7%) * | 200 (12.7%) * | |
Diabetes, Uncomplicated | 661 (25.3%) * | 726 (34.7%) * | 542 (31.2%) * | 630 (39.9%) * | |
Diabetes, Chronic Complications | 76 (2.9%) * | 114 (5.4%) * | 58 (3.3%) | 64 (4.1%) | |
Drug Abuse | 83 (3.2%) | 70 (3.3%) | 7 (0.4%) | 7 (0.4%) | |
Hypertension | 1209 (46.2%) * | 1131 (54.0%) * | 1048 (60.3%) * | 1030 (65.3%) * | |
Hypothyroidism | 249 (9.5%) * | 338 (16.1%) * | 283 (16.3%) * | 380 (24.1%) * | |
Liver Disease | 103 (3.9%) * | 48 (2.3%) * | 31 (1.8%) * | 15 (1.0%) * | |
Lymphoma | 13 (0.5%) | 6 (0.3%) | 11 (0.6%) | 17 (1.1%) | |
Fluid/Electrolyte Disorders | 602 (23.0%) | 529 (25.3%) | 473 (27.2%) * | 481 (30.5%) * | |
Metastatic Cancer | 175 (6.7%) * | 74 (3.5%) * | 124 (7.1%) * | 53 (3.4%) * | |
Other Neurological Disorders | 454 (17.4%) | 358 (17.1%) | 235 (13.5%) * | 253 (16.0%) * | |
Obesity | 422 (16.1%) * | 600 (28.6%) * | 122 (7.0%) * | 247 (15.7%) * | |
Paralysis | 420 (16.1%) * | 269 (12.8%) * | 134 (7.7%) | 122 (7.7%) | |
Peripheral Vascular Disorders | 75 (2.9%) | 43 (2.1%) | 129 (7.4%) * | 88 (5.6%) * | |
Psychoses | 107 (4.1%) * | 130 (6.2%) * | 43 (2.5%) | 56 (3.5%) | |
Pulmonary Circulation Disorders | 110 (4.2%) * | 122 (5.8%) * | 57 (3.3%) * | 101 (6.4%) * | |
Renal Failure | 276 (10.6%) * | 287 (13.7%) * | 290 (16.7%) | 276 (17.5%) | |
Solid Tumor | 353 (13.5%) * | 143 (6.8%) * | 294 (16.9%) * | 99 (6.3%) * | |
Peptic Ulcer | 0 (0%) | 0 (0%) | 0 (0%) | 0 (0%) | |
Valvular Disease | 56 (2.1%) | 62 (3.0%) | 95 (5.5%) | 102 (6.5%) | |
Weight Loss | 237 (9.1%) | 172 (8.2%) | 178 (10.2%) | 182 (11.5%) | |
Tracheostomy Complication | Unspecified Complication | 23 (0.9%) * | 23 (1.1%) * | 17 (1.0%) * | 15 (1.0%) * |
Infection | 341 (13.0%) * | 217 (10.4%) * | 172 (9.9%) * | 114 (7.2%) * | |
Mechanical Compilation | 802 (30.7%) * | 774 (36.9%) * | 469 (27.0%) * | 540 (34.2%) * | |
Other Tracheostomy Complication | 1450 (55.4%) * | 1081 (51.6%) * | 1079 (62.1%) * | 909 (57.6%) * | |
Invasive Diagnostic Procedure | 979 (37.4%) | 798 (38.1%) | 640 (36.8%) | 565 (35.8%) | |
Surgical Procedure | 727 (27.8%) | 621 (29.6%) | 373 (21.5%) * | 391 (24.8%) * | |
Deceased | 94 (3.6%) | 87 (4.2%) | 84 (4.8%) | 79 (5.0%) | |
Mean (SD) | Mean (SD) | Mean (SD) | Mean (SD) | ||
Age, Years | 49.51 (12.32) | 50.09 (11.42) | 74.15 (6.86) | 74.59 (7.00) | |
Time to Invasive Diagnostic Procedure, Days | 1.72 (3.49) * | 1.90 (3.15) * | 1.85 (3.44) | 1.92 (4.65) | |
Time to Surgical Procedure, Days | 2.43 (4.12) | 2.74 (4.61) | 2.65 (3.84) | 3.02 (5.12) | |
Hospital Length of Stay, Days | 6.33 (9.95) * | 6.97 (10.40) * | 6.43 (8.43) * | 6.70 (8.65) * | |
Total Charges, Dollars | 50,206 (77,755) * | 56,312 (91,144) * | 50,359 (76,610) * | 55,916 (101,092) * |
Patients’ Characteristics | Adult (18–64), N (%) | Elderly (65+), N (%) | |||||
---|---|---|---|---|---|---|---|
Survived | Deceased | p | Survived | Deceased | p | ||
All Cases | 4524 (96.2%) | 181 (3.8%) | 3145 (95.1%) | 163 (4.9%) | |||
Gender, Female | 2006 (44.3%) | 87 (48.1%) | 0.320 | 1495 (47.5%) | 79 (48.5%) | 0.820 | |
Race | White | 2100 (54.1%) | 90 (60.0%) | 0.650 | 1788 (66.1%) | 88 (62.4%) | 0.500 |
Black | 1113 (28.7%) | 38 (25.3%) | 510 (18.8%) | 27 (19.1%) | |||
Hispanic | 433 (11.1%) | 12 (8.0%) | 232 (8.6%) | 15 (10.6%) | |||
Asian/Pacific Islander | 99 (2.5%) | 5 (3.3%) | 71 (2.6%) | 7 (5.0%) | |||
Native American | 19 (0.5%) | 1 (0.7%) | 12 (0.4%) | 0 (0%) | |||
Other | 120 (3.1%) | 4 (2.7%) | 93 (3.4%) | 4 (2.8%) | |||
Income Quartile | Quartile 1 | 1662 (37.8%) | 54 (31.4%) | 0.380 | 900 (29.3%) | 54 (34.2%) | 0.130 |
Quartile 2 | 1075 (24.4%) | 44 (25.6%) | 768 (25.0%) | 35 (22.2%) | |||
Quartile 3 | 980 (22.3%) | 44 (25.6%) | 761 (24.8%) | 29 (18.4%) | |||
Quartile 4 | 682 (15.5%) | 30 (17.4%) | 643 (20.9%) | 40 (25.3%) | |||
Insurance | Private Insurance | 1056 (23.4%) | 52 (28.7%) | 0.230 | 248 (7.9%) | 9 (5.5%) | 0.860 |
Medicare | 1493 (33.1%) | 65 (35.9%) | 2717 (86.5%) | 147 (90.2%) | |||
Medicaid | 1653 (36.6%) | 53 (29.3%) | 109 (3.5%) | 4 (2.5%) | |||
Self-Pay | 149 (3.3%) | 3 (1.7%) | 21 (0.7%) | 1 (0.6%) | |||
No Charge | 16 (0.4%) | 1 (0.6%) | 1 (0.0%) | 0 (0%) | |||
Other | 150 (3.3%) | 7 (3.9%) | 44 (1.4%) | 2 (1.2%) | |||
Hospital Location | Rural | 265 (5.9%) | 7 (3.9%) | 0.380 | 157 (5.0%) | 10 (6.1%) | 0.800 |
Urban: Non-Teaching | 1297 (28.7%) | 58 (32.0%) | 1071 (34.1%) | 56 (34.4%) | |||
Urban: Teaching | 2962 (65.5%) | 116 (64.1%) | 1917 (61.0%) | 97 (59.5%) | |||
Comorbidities | AIDS | 35 (0.8%) | 0 (0%) | 0.640 | 0 (0%) | 0 (0%) | |
Alcohol Abuse | 189 (4.2%) | 6 (3.3%) | 0.570 | 66 (2.1%) | 1 (0.6%) | 0.260 | |
Deficiency Anemias | 992 (21.9%) | 45 (24.9%) | 0.350 | 897 (28.5%) | 47 (28.8%) | 0.930 | |
Rheumatoid Arthritis | 77 (1.7%) | 5 (2.8%) | 0.290 | 68 (2.2%) | 5 (3.1%) | 0.440 | |
Chronic Blood Loss | 46 (1.0%) | 3 (1.7%) | 0.440 | 48 (1.5%) | 2 (1.2%) | 0.999 | |
Congestive Heart Failure | 726 (16.0%) | 42 (23.2%) | 0.011 | 804 (25.6%) | 37 (22.7%) | 0.410 | |
Chronic Pulmonary Disease | 1723 (38.1%) | 69 (38.1%) | 0.990 | 1534 (48.8%) | 73 (44.8%) | 0.320 | |
Coagulopathy | 170 (3.8%) | 27 (14.9%) | <0.001 | 122 (3.9%) | 19 (11.7%) | <0.001 | |
Depression | 622 (13.7%) | 19 (10.5%) | 0.210 | 319 (10.1%) | 14 (8.6%) | 0.520 | |
Diabetes, Uncomplicated | 1323 (29.2%) | 62 (34.3%) | 0.150 | 1128 (35.9%) | 42 (25.8%) | 0.009 | |
Diabetes, Chronic Complications | 184 (4.1%) | 6 (3.3%) | 0.610 | 116 (3.7%) | 6 (3.7%) | 0.996 | |
Drug Abuse | 150 (3.3%) | 3 (1.7%) | 0.290 | 14 (0.4%) | 0 (0%) | 0.999 | |
Hypertension | 2259 (49.9%) | 79 (43.6%) | 0.100 | 1987 (63.2%) | 85 (52.1%) | 0.005 | |
Hypothyroidism | 563 (12.4%) | 23 (12.7%) | 0.920 | 636 (20.2%) | 26 (16.0%) | 0.180 | |
Liver Disease | 136 (3.0%) | 15 (8.3%) | <0.001 | 42 (1.3%) | 4 (2.5%) | 0.290 | |
Lymphoma | 18 (0.4%) | 1 (0.6%) | 0.530 | 27 (0.9%) | 1 (0.6%) | 0.999 | |
Fluid/Electrolyte Disorders | 1054 (23.3%) | 75 (41.4%) | <0.001 | 875 (27.8%) | 76 (46.6%) | <0.001 | |
Metastatic Cancer | 225 (5.0%) | 23 (12.7%) | <0.001 | 164 (5.2%) | 12 (7.4%) | 0.230 | |
Other Neurological Disorders | 784 (17.3%) | 28 (15.5%) | 0.520 | 463 (14.7%) | 24 (14.7%) | 0.999 | |
Obesity | 974 (21.5%) | 47 (26.0%) | 0.160 | 357 (11.4%) | 12 (7.4%) | 0.120 | |
Paralysis | 663 (14.7%) | 25 (13.8%) | 0.750 | 246 (7.8%) | 9 (5.5%) | 0.280 | |
Peripheral Vascular Disorders | 114 (2.5%) | 4 (2.2%) | 0.790 | 200 (6.4%) | 14 (8.6%) | 0.260 | |
Psychoses | 231 (5.1%) | 6 (3.3%) | 0.280 | 91 (2.9%) | 7 (4.3%) | 0.300 | |
Pulmonary Circulation Disorders | 223 (4.9%) | 9 (5.0%) | 0.980 | 146 (4.6%) | 11 (6.7%) | 0.220 | |
Renal Failure | 525 (11.6%) | 37 (20.4%) | <0.001 | 523 (16.6%) | 41 (25.2%) | 0.005 | |
Solid Tumor | 473 (10.5%) | 22 (12.2%) | 0.470 | 370 (11.8%) | 23 (14.1%) | 0.370 | |
Peptic Ulcer | 0 (0%) | 0 (0%) | 0 (0%) | 0 (0%) | |||
Valvular Disease | 116 (2.6%) | 2 (1.1%) | 0.330 | 181 (5.8%) | 16 (9.8%) | 0.033 | |
Weight Loss | 381 (8.4%) | 28 (15.5%) | 0.001 | 335 (10.7%) | 25 (15.3%) | 0.060 | |
Tracheostomy Complication | Unspecified Complication | 46 (1.0%) | 0 (0%) | <0.001 | 26 (0.8%) | 5 (3.1%) | 0.001 |
Infection | 545 (12.0%) | 12 (6.6%) | 270 (8.6%) | 14 (8.6%) | |||
Mechanical Compilation | 1539 (34.0%) | 36 (19.9%) | 975 (31.0%) | 33 (20.2%) | |||
Other Tracheostomy Complication | 2394 (52.9%) | 133 (73.5%) | 1874 (59.6%) | 111 (68.1%) | |||
Invasive Diagnostic Procedure | 1715 (37.9%) | 61 (33.7%) | 0.250 | 1141 (36.3%) | 64 (39.3%) | 0.440 | |
Surgical Procedure | 1312 (29.0%) | 35 (19.3%) | 0.005 | 733 (23.3%) | 30 (18.4%) | 0.150 | |
Mean (SD) | Mean (SD) | p | Mean (SD) | Mean (SD) | p | ||
Age, Years | 49.62 (12.01) | 53.36 (9.21) | <0.001 | 74.30 (6.93) | 75.32 (6.76) | 0.038 | |
Time to Invasive Diagnostic Procedure, Days | 1.76 (3.24) | 2.93 (5.50) | 0.990 | 1.74 (3.54) | 4.02 (8.62) | 0.051 | |
Time to First Surgical Procedure, Days | 2.54 (4.33) | 3.63 (5.09) | 0.260 | 2.71 (4.04) | 5.14 (9.95) | 0.440 | |
Hospital Length of Stay, Days | 6.48 (9.38) | 10.10 (21.76) | 0.035 | 6.32 (8.04) | 11.18 (14.55) | 0.014 | |
Total Charges, Dollars | 51,089 (81,336) | 99,849 (127,214) | <0.001 | 50.548 (83.517) | 100,726 (156,467) | <0.001 |
Patients’ Characteristics | Adult (18–64), N (%) | Elderly (65+), N (%) | |||||
---|---|---|---|---|---|---|---|
No Surgery | Surgery | p | No Surgery | Surgery | p | ||
All Cases | 3363 (71.4%) | 1348 (28.6%) | 2551 (77.0%) | 764 (23.0%) | |||
Gender, Female | 1474 (43.8%) | 621 (46.1%) | 0.160 | 1187 (46.5%) | 391 (51.2%) | 0.024 | |
Race | White | 1555 (53.9%) | 637 (55.2%) | 0.550 | 1436 (65.6%) | 443 (66.9%) | 0.290 |
Black | 838 (29.0%) | 313 (27.1%) | 429 (19.6%) | 109 (16.5%) | |||
Hispanic | 319 (11.1%) | 128 (11.1%) | 182 (8.3%) | 65 (9.8%) | |||
Asian/Pacific Islander | 74 (2.6%) | 30 (2.6%) | 63 (2.9%) | 15 (2.3%) | |||
Native American | 11 (0.4%) | 9 (0.8%) | 8 (0.4%) | 4 (0.6%) | |||
Other | 88 (3.1%) | 36 (3.1%) | 71 (3.2%) | 26 (3.9%) | |||
Income Quartile | Quartile 1 | 1230 (37.6%) | 487 (37.3%) | 0.910 | 729 (29.3%) | 225 (30.2%) | 0.940 |
Quartile 2 | 799 (24.4%) | 322 (24.6%) | 621 (24.9%) | 184 (24.7%) | |||
Quartile 3 | 738 (22.6%) | 287 (22.0%) | 609 (24.4%) | 183 (24.6%) | |||
Quartile 4 | 503 (15.4%) | 211 (16.1%) | 533 (21.4%) | 153 (20.5%) | |||
Insurance | Private Insurance | 772 (23.0%) | 338 (25.1%) | 0.025 | 198 (7.8%) | 59 (7.7%) | 0.480 |
Medicare | 1156 (34.4%) | 402 (29.9%) | 2204 (86.5%) | 666 (87.3%) | |||
Medicaid | 1212 (36.1%) | 496 (36.8%) | 90 (3.5%) | 24 (3.1%) | |||
Self-Pay | 99 (2.9%) | 53 (3.9%) | 17 (0.7%) | 5 (0.7%) | |||
No Charge | 13 (0.4%) | 4 (0.3%) | 0 (0%) | 1 (0.1%) | |||
Other | 106 (3.2%) | 53 (3.9%) | 38 (1.5%) | 8 (1.0%) | |||
Hospital Location | Rural | 219 (6.5%) | 53 (3.9%) | <0.001 | 141 (5.5%) | 26 (3.4%) | 0.049 |
Urban: Non-Teaching | 1055 (31.4%) | 302 (22.4%) | 873 (34.2%) | 257 (33.6%) | |||
Urban: Teaching | 2089 (62.1%) | 993 (73.7%) | 1537 (60.3%) | 481 (63.0%) | |||
Comorbidities | AIDS | 29 (0.9%) | 6 (0.4%) | 0.130 | 0 (0%) | 0 (0%) | |
Alcohol Abuse | 146 (4.3%) | 49 (3.6%) | 0.270 | 54 (2.1%) | 13 (1.7%) | 0.470 | |
Deficiency Anemias | 772 (23.0%) | 267 (19.8%) | 0.018 | 744 (29.2%) | 204 (26.7%) | 0.190 | |
Rheumatoid Arthritis | 54 (1.6%) | 28 (2.1%) | 0.260 | 55 (2.2%) | 20 (2.6%) | 0.450 | |
Chronic Blood Loss | 40 (1.2%) | 9 (0.7%) | 0.110 | 31 (1.2%) | 19 (2.5%) | 0.011 | |
Congestive Heart Failure | 556 (16.5%) | 214 (15.9%) | 0.580 | 649 (25.4%) | 194 (25.4%) | 0.980 | |
Chronic Pulmonary Disease | 1292 (38.4%) | 502 (37.2%) | 0.450 | 1244 (48.8%) | 367 (48.0%) | 0.720 | |
Coagulopathy | 135 (4.0%) | 62 (4.6%) | 0.370 | 108 (4.2%) | 33 (4.3%) | 0.920 | |
Depression | 463 (13.8%) | 179 (13.3%) | 0.660 | 255 (10.0%) | 78 (10.2%) | 0.860 | |
Diabetes, Uncomplicated | 975 (29.0%) | 412 (30.6%) | 0.290 | 870 (34.1%) | 302 (39.5%) | 0.006 | |
Diabetes, Chronic Complications | 143 (4.3%) | 47 (3.5%) | 0.230 | 93 (3.6%) | 29 (3.8%) | 0.850 | |
Drug Abuse | 109 (3.2%) | 44 (3.3%) | 0.970 | 12 (0.5%) | 2 (0.3%) | 0.440 | |
Hypertension | 1661 (49.4%) | 679 (50.4%) | 0.540 | 1591 (62.4%) | 487 (63.7%) | 0.490 | |
Hypothyroidism | 437 (13.0%) | 150 (11.1%) | 0.080 | 515 (20.2%) | 148 (19.4%) | 0.620 | |
Liver Disease | 112 (3.3%) | 39 (2.9%) | 0.440 | 34 (1.3%) | 12 (1.6%) | 0.620 | |
Lymphoma | 15 (0.4%) | 4 (0.3%) | 0.470 | 21 (0.8%) | 7 (0.9%) | 0.810 | |
Fluid/Electrolyte Disorders | 814 (24.2%) | 317 (23.5%) | 0.620 | 748 (29.3%) | 206 (27.0%) | 0.210 | |
Metastatic Cancer | 197 (5.9%) | 52 (3.9%) | 0.006 | 146 (5.7%) | 31 (4.1%) | 0.070 | |
Other Neurological Disorders | 616 (18.3%) | 196 (14.5%) | 0.002 | 384 (15.1%) | 104 (13.6%) | 0.320 | |
Obesity | 714 (21.2%) | 308 (22.8%) | 0.220 | 264 (10.3%) | 105 (13.7%) | 0.009 | |
Paralysis | 507 (15.1%) | 182 (13.5%) | 0.170 | 201 (7.9%) | 55 (7.2%) | 0.540 | |
Peripheral Vascular Disorders | 81 (2.4%) | 37 (2.7%) | 0.500 | 170 (6.7%) | 47 (6.2%) | 0.620 | |
Psychoses | 172 (5.1%) | 65 (4.8%) | 0.680 | 79 (3.1%) | 20 (2.6%) | 0.500 | |
Pulmonary Circulation Disorders | 162 (4.8%) | 70 (5.2%) | 0.590 | 128 (5.0%) | 30 (3.9%) | 0.210 | |
Renal Failure | 402 (12.0%) | 161 (11.9%) | 0.990 | 450 (17.6%) | 116 (15.2%) | 0.110 | |
Solid Tumor | 402 (12.0%) | 94 (7.0%) | <0.001 | 329 (12.9%) | 64 (8.4%) | 0.001 | |
Peptic Ulcer | 0 (0%) | 0 (0%) | 0 (0%) | 0 (0%) | |||
Valvular Disease | 78 (2.3%) | 40 (3.0%) | 0.200 | 154 (6.0%) | 43 (5.6%) | 0.680 | |
Weight Loss | 275 (8.2%) | 134 (9.9%) | 0.052 | 259 (10.2%) | 101 (13.2%) | 0.017 | |
Tracheostomy Complication | Unspecified Complication | 36 (1.1%) | 10 (0.7%) | <0.001 | 29 (1.1%) | 3 (0.4%) | <0.001 |
Infection | 514 (15.3%) | 44 (3.3%) | 263 (10.3%) | 23 (3.0%) | |||
Mechanical Compilation | 851 (25.3%) | 725 (53.8%) | 647 (25.4%) | 362 (47.4%) | |||
Other Tracheostomy Complication | 1962 (58.3%) | 569 (42.2%) | 1612 (63.2%) | 376 (49.2%) | |||
Respiratory System Invasive Diagnostic Procedure | 979 (29.1%) | 714 (53.0%) | <0.001 | 742 (29.1%) | 383 (50.1%) | <0.001 | |
Digestive System Invasive Diagnostic Procedure | 60 (1.8%) | 89 (6.6%) | <0.001 | 71 (2.8%) | 77 (10.1%) | <0.001 | |
Deceased | 146 (4.3%) | 35 (2.6%) | 0.005 | 133 (5.2%) | 30 (3.9%) | 0.150 | |
Mean (SD) | Mean (SD) | p | Mean (SD) | Mean (SD) | p | ||
Age, Years | 50.12 (11.77) | 48.88 (12.27) | 0.001 | 74.48 (6.97) | 73.97 (6.76) | 0.090 | |
Time to Invasive Diagnostic Procedure, Days | 1.47 (2.82) | 2.25 (3.90) | <0.001 | 1.54 (3.07) | 2.55 (5.44) | <0.001 | |
Hospital Length of Stay, Days | 5.46 (7.70) | 9.51 (14.17) | <0.001 | 5.81 (7.70) | 9.07 (10.49) | <0.001 | |
Total Charges, Dollars | 42,032 (64,680) | 80,147 (114,965) | <0.001 | 43,983 (72,933) | 82,925 (124,474) | <0.001 |
Patients’ Characteristics | Mortality | |
---|---|---|
N = 9306 | R2 = 0.142 | |
OR (95% CI) | p | |
Number of Events | N = 364 | |
Age, Years | 1.007 (1.001, 1.013) | 0.02 |
Hospital Length of Stay, Days | 1.008 (1.001, 1.016) | 0.018 |
Bacterial Infections (Other than Tuberculosis) | 1.44 (1.12, 1.85) | 0.004 |
Cardiac Diseases | 3.21 (2.48, 4.15) | <0.001 |
Liver Diseases | 2.61 (1.73, 3.93) | <0.001 |
Genitourinary System Diseases | 1.39 (1.10, 1.76) | 0.006 |
Fluid and Electrolyte Disorders | 1.55 (1.24, 1.95) | <0.001 |
Neoplasms | 1.63 (1.26, 2.10) | <0.001 |
Neurological Diseases | 1.94 (1.54, 2.44) | <0.001 |
Platelet and White Blood Cell Diseases | 1.52 (1.11, 2.10) | 0.01 |
Trauma, Burns, and Poisons | 1.90 (1.50, 2.42) | <0.001 |
Gender, Female | ||
Invasive Procedure | Removed Via Stepwise Backward Elimination | |
Surgical Procedure | ||
Tracheostomy Complication Type | ||
Respiratory Diseases | ||
Coagulopathy | ||
Peripheral Vascular Diseases | ||
Cerebrovascular Diseases | ||
Tuberculosis | ||
Nonbacterial Infections | ||
Anemia and/or Hemorrhage | ||
Digestive Diseases other than Liver | ||
Diabetes | ||
Drug Abuse/Withdrawal/Dependence | ||
Alcohol Abuse/Withdrawal/Dependence | ||
Tobacco Use | ||
Hypertension | ||
Endocrine Diseases | ||
Nutritional/Weight Disorders | ||
Musculoskeletal System and Connective Tissue Diseases | ||
Psychiatric Diseases | ||
Skin Diseases | ||
Long Term Medication Usage | ||
Diseases of Oral Cavity, Salivary Glands, and Jaw | ||
Sleep Disorders | ||
Lack of Physical Evidence | ||
Inappropriate Diet and Eating Habits | ||
High Risk Lifestyle Behaviors | ||
Social Factors |
Adult, N (%) | Elderly, N (%) | |||||
---|---|---|---|---|---|---|
Lifestyle, Comorbidities and Secondary Diagnoses (ICD-9 Codes) | Survived | Deceased | p Value | Survived | Deceased | p Value |
Observations | 4524 (96) | 181 (4) | 3145 (95) | 163 (5) | ||
Tuberculosis (010.0–018.96) | 1 (0.0) | 0 (0) | 0.840 | 1 (0.0) | 0 (0) | 0.820 |
Bacterial Infections Other than Tuberculosis (020.0–041.9, 790.7) | 806 (18) | 67 (37) | <0.001 | 609 (19) | 68 (42) | <0.001 |
Nonbacterial Infections (042, 795.71, V08, 045.0–139.8, 790.8, and/or presence of Comorbidity of AIDS) | 433 (10) | 9 (5) | 0.038 | 198 (6) | 15 (9) | 0.140 |
Diabetes (250.0–250.93, V58.67, and/or presence of Comorbidity of Diabetes Uncomplicated or Diabetes Chronic Complications) | 1513 (33) | 71 (39) | 0.110 | 1255 (40) | 49 (30) | 0.012 |
Hypertension (401.0–405.99, 796.2, and/or presence of Comorbidity of Hypertension) | 2262 (50) | 79 (44) | 0.090 | 1987 (63) | 85 (52) | 0.005 |
Anemia and/or Hemorrhage (280.0–285.9, 784.7, 784.8, and/or presence of Comorbidity of Anemia) | 1219 (27) | 57 (32) | 0.180 | 1109 (35) | 70 (43) | 0.046 |
Respiratory Diseases (415.0–417.9, 460–519.9, 784.91, 786, and/or presence of Comorbidity of COPD, ILD or Pulmonary Circulation Disease) | 3604 (80) | 162 (90) | 0.001 | 2665 (85) | 150 (92) | 0.011 |
Coagulopathy (286.0–286.9, 790.92, V58.61, V58.63, and/or presence of Comorbidity of Coagulopathy) | 452 (10) | 30 (17) | 0.004 | 361 (12) | 28 (17) | 0.028 |
Cardiac Diseases (391.X, 392.0, 393.398.99, 410.0–414.9, 420.0–429.9, 794.3X, 785.XX, and/or presence of Comorbidity of CHF or valvular diseases) | 1705 (38) | 126 (70) | <0.001 | 1867 (59) | 129 (79) | <0.001 |
Cerebrovascular Diseases (325, 430–438) | 335 (7) | 17 (9) | 0.320 | 323 (10) | 13 (8) | 0.340 |
Peripheral Vascular Diseases (440–457.9, and/or presence of Comorbidity of Peripheral Vascular Disorders) | 282 (6) | 18 (10) | 0.045 | 317 (10) | 23 (14) | 0.100 |
Liver Diseases (570–573.9, 790.4, 794.8, and/or presence of Comorbidity of Liver Diseases) | 168 (4) | 20 (11) | <0.001 | 66 (2) | 11 (7) | <0.001 |
Diseases of Digestive System other than Liver (530.00–569.9, 574.0–579.9, 787, 001.0–009.3, and/or presence of Comorbidity of Peptic Ulcer) | 1494 (33) | 57 (32) | 0.670 | 1152 (37) | 72 (44) | 0.052 |
Diseases of Oral Cavity, Salivary Glands, and Jaws (520–529) | 51 (1) | 2 (1) | 0.980 | 23 (1) | 1 (1) | 0.860 |
Nutritional/Weight Disorders (260–273.9, 275.XX,277.0–278.8, 783.XX, 799.3–799.4, and/or presence of Comorbidity of Weight Loss) | 1911 (42) | 84 (46) | 0.270 | 1352 (43) | 64 (39) | 0.350 |
Endocrine Diseases (240.0–259.9, 991.0–992.9, and/or presence of Comorbidity of Endocrine Diseases) | 1970 (44) | 84 (46) | 0.450 | 1659 (53) | 71 (44) | 0.022 |
Genitourinary System Diseases (580.0–629.9, 403.XX, 791.XX, 788.XX, and/or presence of Comorbidity of Renal Diseases) | 1264 (28) | 89 (49) | <0.001 | 1203 (38) | 94 (58) | <0.001 |
Neurological Diseases (317.0–326, 330.0–337.9, 340–359.9, 392, 780.0–780.09, 780.2–780.4, 317–319, 290.XX, 294.XX, 781.0–782.0, and/or presence of Comorbidity of Paralysis or Other Neurological Disorders or Paralysis) | 1699 (38) | 109 (60) | <0.001 | 1053 (34) | 74 (45) | 0.002 |
Diseases of the Musculoskeletal System and Connective Tissue (274.XX, 710.0–739, and/or presence of Comorbidity of Rheumatoid Arthritis or Lupus) | 680 (15) | 22 (12) | 0.290 | 524 (17) | 24 (15) | 0.520 |
Fluid and Electrolyte Disorders (275.0–276.9, 458.0–459.9, and/or presence of Comorbidity of Fluid and Electrolyte Disorders) | 1325 (29) | 88 (49) | <0.001 | 1001 (32) | 87 (53) | <0.001 |
Neoplasms (140.0–239.9, V10.XX, and/or presence of Comorbidity of Lymphoma, Metastatic Diseases, or Tumor) | 1235 (27) | 58 (32) | 0.160 | 1143 (36) | 52 (32) | 0.250 |
Platelet and White Blood Cell Diseases (204.0–208.92, 287.0–288.9, 238.71) | 311 (7) | 31 (17) | <0.001 | 249 (8) | 21 (13) | 0.024 |
Psychiatric Diseases (293.XX, 295.0–302.9, 306.0–316, 780.1, V62.8, V15.4, and/or presence of Comorbidity of Psychoses) | 1187 (26) | 33 (18) | 0.016 | 624 (20) | 30 (18) | 0.650 |
Skin Diseases (680.0–709.9, 782.1–782.9) | 961 (21) | 44 (24) | 0.320 | 655 (21) | 36 (22) | 0.700 |
Trauma, Burns and Poisoning (800–999) | 937 (21) | 69 (38) | <0.001 | 613 (20) | 80 (49) | <0.001 |
Drug Abuse/Withdrawal/Dependence (292.0–292.9, 304.0–304.93, 305.2–305.93, and/or presence of Comorbidity of Drug Abuse) | 154 (3) | 3 (2) | 0.200 | 16 (1) | 0 (0) | 0.360 |
Alcohol Abuse/Withdrawal/Dependence (291.0–291.9, 303.0–303.93, 305.0–305.03, and/or presence of Comorbidity of Alcohol Abuse) | 189 (4) | 6 (3) | 0.570 | 66 (2) | 1 (1) | 0.190 |
Tobacco Use (305.1) | 1003 (22) | 27 (15) | 0.021 | 585 (19) | 21 (13) | 0.070 |
Long-Term Medications/Radiotherapy (V58.0–V58-2, V58.62, V58.64–V58.66, V58.68–V58.69) | 343 (8) | 13 (7) | 0.840 | 244 (8) | 7 (4) | 0.100 |
Social Factors (V60.0–V62.6, V63.0–V64.3, V15.81) | 183 (4) | 1 (1) | 0.017 | 62 (2) | 1 (1) | 0.220 |
Sleep Disorders (327, 780.5, V69.4, V69.5) | 852 (19) | 23 (13) | 0.038 | 346 (11) | 7 (4) | 0.007 |
Lack of Physical Exercise (V69.0) | 0 (0) | 0 (0) | 0 (0) | 0 (0) | ||
Inappropriate Diet and Eating Habits (V69.1) | 0 (0) | 0 (0) | 0 (0) | 0 (0) | ||
High Risk Lifestyle Behaviors (V69.2, V69.3) | 0 (0) | 0 (0) | 0 (0) | 0 (0) | ||
Body Mass Index of Less than 18.9 (V85.0) | 73 (16) | 1 (4) | 0.300 | 38 (18) | 3 (23) | 0.360 |
Body Mass Index of 19–24.9 (V85.1) | 27 (6) | 2 (9) | 23 (11) | 3 (23) | ||
Body Mass Index of 25.0–29.9 (V85.21–V85.25) | 20 (4) | 0 (0) | 20 (9) | 0 (0) | ||
Body Mass Index of 30.0 and over (V85.30–V85.45) | 345 (74) | 20 (87) | 134 (62) | 7 (54) |
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Levy, L.; Smiley, A.; Latifi, R. Mortality Risk Factors in Patients Admitted with the Primary Diagnosis of Tracheostomy Complications: An Analysis of 8026 Patients. Int. J. Environ. Res. Public Health 2022, 19, 9031. https://doi.org/10.3390/ijerph19159031
Levy L, Smiley A, Latifi R. Mortality Risk Factors in Patients Admitted with the Primary Diagnosis of Tracheostomy Complications: An Analysis of 8026 Patients. International Journal of Environmental Research and Public Health. 2022; 19(15):9031. https://doi.org/10.3390/ijerph19159031
Chicago/Turabian StyleLevy, Lior, Abbas Smiley, and Rifat Latifi. 2022. "Mortality Risk Factors in Patients Admitted with the Primary Diagnosis of Tracheostomy Complications: An Analysis of 8026 Patients" International Journal of Environmental Research and Public Health 19, no. 15: 9031. https://doi.org/10.3390/ijerph19159031
APA StyleLevy, L., Smiley, A., & Latifi, R. (2022). Mortality Risk Factors in Patients Admitted with the Primary Diagnosis of Tracheostomy Complications: An Analysis of 8026 Patients. International Journal of Environmental Research and Public Health, 19(15), 9031. https://doi.org/10.3390/ijerph19159031