From: Deep learning prediction of hospital readmissions for asthma and COPD
Asthma | COPD | p-value | |
---|---|---|---|
N = 1893 | N = 3901 | ||
Age (years) | 41 (26–58) | 71 (61–81) | < 0.01 |
Female sex n (%) | 1288 (68) | 2151 (55) | < 0.01 |
Race n (%) | |||
African American/Black | 669 (35) | 500 (13) | < 0.01 |
White | 770 (41) | 3154 (81) | < 0.01 |
Other | 403 (21) | 220 (6) | < 0.01 |
Not Available* | 53 | 27 | |
Hispanic Ethnicity n (%) | 479 (25) | 234 (6) | < 0.01 |
BMI (kg/m2) | 30 (25–37) | 27 (23–34) | < 0.01 |
Smoking status (n) | 1812 | 3778 | < 0.01 |
Never n (%) | 1022 (56) | 287 (7) | |
Current n (%) | 326 (18) | 971 (26) | |
Former n (%) | 464 (25) | 2520 (67) | |
Length of Stay | 2 (2–4) | 4 (3–8) | < 0.01 |
ICU admission n (%) | 267 (14) | 880 (23) | < 0.01 |
Death during hospitalization n (%) | 7 (0.4) | 111 (3) | 0.51 |
Death within a year n (%) | 48 (3) | 721 (18) | < 0.01 |
Readmission within 30 days n (%) | 72 (4) | 214 (6) | < 0.01 |
Multiple hospitalizations n (%) | 386 (21) | 1359 (35) | < 0.01 |
Comorbidities | |||
CAD | 330 (17) | 2026 (52) | < 0.01 |
CHF | 270 (14) | 2011 (52) | < 0.01 |
Cerebrovascular disease | 200 (11) | 770 (20) | < 0.01 |
Diabetes Mellitus | 739 (39) | 1960 (50) | < 0.01 |
CKD | 238 (13) | 1391 (36) | < 0.01 |
Allergic rhinitis | 497 (26) | 312 (8) | < 0.01 |
Nasal polyposis | 34 (2) | 31 (0.8) | < 0.01 |
Lung cancer | 16 (0.8) | 559 (14) | < 0.01 |
Sleep apnea | 474 (25) | 1322 (34) | < 0.01 |
GERD | 836 (44) | 2033 (52) | < 0.01 |
Hypertension | 976 (52) | 3399 (87) | < 0.01 |
Multiple comorbidities | 1133 (60) | 3467 (89) | < 0.01 |
Medications during hospitalization | |||
N = 1856 | N = 3863 | ||
Albuterol | 1481 (80) | 2547 (66) | < 0.01 |
Theophylline | 18 (1) | 113 (3) | < 0.01 |
Antibiotic | 993 (54) | 3362 (87) | < 0.01 |
ICS | 349 (19) | 436 (11) | < 0.01 |
ICS + LABA | 892 (48) | 2498 (65) | < 0.01 |
LAMA | 122 (7) | 1758 (46) | < 0.01 |
LAMA + LABA | 0 | 4 (0.1) | 0.39 |
LTRA | 572 (31) | 512 (13) | < 0.01 |
Nicotine replacement | 159 (9) | 809 (21) | < 0.01 |
Systemic steroids | 1433 (77) | 3033 (79) | 0.2527 |
Varenicline | 0 | 1 | 1 |
Roflumilast | 0 | 24 | < 0.01 |