| Before PSM | After PSM | ||||||
Characteristic | Overall N = 24,860 | Ramelteon unexposed N = 22,152 | Ramelteon exposed N = 2,708 | SMD | Overall N = 5,214 | Ramelteon unexposed N = 2,607 | Ramelteon exposed N = 2,607 | SMD |
Demographic parameters | ||||||||
 Gender(male), n (%) | 14,492.0 (58.3%) | 12,811.0 (57.8%) | 1,681.0 (62.1%) | 0.09 | 3,215.0 (61.7%) | 1,604.0 (61.5%) | 1,611.0 (61.8%) | 0.01 |
 Race(white), n (%) | 16,220.0 (65.2%) | 14,541.0 (65.6%) | 1,679.0 (62.0%) | 0.08 | 3,279.0 (62.9%) | 1,661.0 (63.7%) | 1,618.0 (62.1%) | 0.03 |
 Age (years), Median (Q1, Q3) | 68.0 (57.0, 79.0) | 68.0 (56.0, 79.0) | 69.0 (59.0, 79.0) | 0.07 | 69.0 (58.0, 79.0) | 69.0 (58.0, 80.0) | 69.0 (58.0, 79.0) | 0.01 |
 Height(cm), Median (Q1, Q3) | 170.0 (162.6, 178.0) | 170.0 (161.3, 178.0) | 170.0 (163.0, 178.0) | 0.06 | 170.0 (163.0, 178.0) | 170.0 (163.0, 178.0) | 170.0 (163.0, 178.0) | 0.02 |
 Weight(kg), Median (Q1, Q3) | 80.0 (67.3, 95.7) | 80.0 (67.2, 95.5) | 80.9 (68.0, 96.9) | 0.04 | 80.2 (67.3, 96.2) | 80.0 (66.8, 96.0) | 80.8 (68.0, 96.5) | 0.04 |
Vital signs | ||||||||
 Heart rate(bpm), Median (Q1, Q3) | 85.1 (75.4, 97.0) | 85.2 (75.5, 97.0) | 84.8 (74.5, 97.7) | 0.00 | 84.8 (75.0, 97.6) | 84.7 (75.3, 97.7) | 84.8 (74.6, 97.5) |  < 0.01 |
 MBP (mmHg), Median (Q1, Q3) | 75.7 (70.4, 82.4) | 75.5 (70.2, 82.2) | 77.1 (71.9, 84.0) | 0.19 | 77.1 (71.7, 84.0) | 77.2 (71.5, 84.3) | 77.1 (71.8, 83.9) | 0.01 |
 Respiratory rate(bpm), Median (Q1, Q3) | 19.0 (16.8, 22.1) | 18.9 (16.7, 22.0) | 19.8 (17.5, 22.8) | 0.19 | 19.7 (17.4, 22.8) | 19.7 (17.3, 23.0) | 19.8 (17.4, 22.7) | 0.01 |
 Temperature(°C), Median (Q1, Q3) | 36.9 (36.6, 37.2) | 36.9 (36.6, 37.2) | 36.9 (36.7, 37.2) | 0.09 | 36.9 (36.6, 37.2) | 36.9 (36.6, 37.2) | 36.9 (36.7, 37.2) | 0.03 |
 SPO2(%), Median (Q1, Q3) | 97.3 (95.8, 98.5) | 97.3 (95.9, 98.6) | 96.8 (95.3, 98.3) | 0.19 | 96.9 (95.3, 98.3) | 96.9 (95.3, 98.3) | 96.8 (95.3, 98.3) | 0.03 |
 Glucose(mg/dl), Median (Q1, Q3) | 132.0 (114.8, 160.5) | 131.8 (114.8, 159.7) | 133.9 (114.0, 165.7) | 0.03 | 133.3 (114.0, 167.3) | 133.2 (114.0, 169.4) | 133.7 (113.6, 165.3) |  < 0.01 |
 Urine output(ml), Median (Q1, Q3) | 1,545.0 (935.0, 2,350.0) | 1,560.0 (950.0, 2,368.0) | 1,375.0 (800.0, 2,180.0) | 0.12 | 1,372.5 (800.0, 2,170.0) | 1,365.0 (800.0, 2,160.0) | 1,375.0 (800.0, 2,175.0) | 0.01 |
Laboratory | ||||||||
 Hemoglobin(g/dl), Median (Q1, Q3) | 10.9 (9.3, 12.6) | 10.9 (9.3, 12.6) | 11.1 (9.2, 12.9) | 0.05 | 11.1 (9.3, 12.8) | 11.1 (9.4, 12.7) | 11.1 (9.2, 12.8) | 0.01 |
 Hematocrit (%), Median (Q1, Q3) | 33.3 (28.4, 38.0) | 33.2 (28.4, 37.9) | 34.4 (28.8, 39.4) | 0.15 | 34.3 (29.0, 39.1) | 34.2 (29.4, 38.9) | 34.4 (28.7, 39.3) | 0.02 |
 WBC (× 109), Median (Q1, Q3) | 10.8 (7.5, 15.3) | 10.8 (7.5, 15.3) | 10.8 (7.8, 15.5) | 0.06 | 10.9 (7.7, 15.5) | 10.9 (7.6, 15.6) | 10.8 (7.8, 15.4) | 0.03 |
 Platelet (× 1012), Median (Q1, Q3) | 190.0 (135.0, 256.0) | 189.0 (134.0, 255.0) | 199.0 (143.0, 266.0) | 0.10 | 196.0 (141.0, 264.0) | 194.0 (137.0, 263.0) | 197.0 (143.0, 265.0) | 0.01 |
 BUN (mg/dl), Median (Q1, Q3) | 20.0 (14.0, 34.0) | 20.0 (14.0, 33.0) | 22.0 (15.0, 37.0) | 0.09 | 22.0 (15.0, 37.0) | 22.0 (15.0, 37.0) | 22.0 (15.0, 37.0) | 0.01 |
 Creatinine(mg/dl), Median (Q1, Q3) | 1.0 (0.8, 1.6) | 1.0 (0.8, 1.5) | 1.1 (0.8, 1.7) | 0.11 | 1.1 (0.8, 1.7) | 1.1 (0.8, 1.7) | 1.1 (0.8, 1.7) | 0.01 |
 Sodium(mmol/L), Median (Q1, Q3) | 139.0 (136.0, 141.0) | 139.0 (136.0, 141.0) | 138.0 (135.0, 141.0) | 0.10 | 138.0 (135.0, 141.0) | 138.0 (135.0, 141.0) | 138.0 (135.0, 141.0) | 0.03 |
 Potassium(mmol/L), Median (Q1, Q3) | 4.1 (3.8, 4.6) | 4.1 (3.7, 4.6) | 4.2 (3.8, 4.7) | 0.15 | 4.2 (3.8, 4.7) | 4.2 (3.8, 4.7) | 4.2 (3.8, 4.7) | 0.01 |
 Calcium(mg/dl), Median (Q1, Q3) | 8.5 (7.9, 9.0) | 8.4 (7.9, 8.9) | 8.5 (8.0, 9.0) | 0.14 | 8.5 (7.9, 9.0) | 8.4 (7.9, 8.9) | 8.5 (8.0, 9.0) | 0.14 |
 Anion gap(mmol/L), Median (Q1, Q3) | 14.0 (12.0, 17.0) | 14.0 (12.0, 17.0) | 14.0 (11.0, 16.0) | 0.16 | 14.0 (11.0, 17.0) | 14.0 (12.0, 17.0) | 14.0 (11.0, 16.0) | 0.02 |
 Bicarbonate(mmol/L), Median (Q1, Q3) | 23.0 (20.0, 26.0) | 23.0 (20.0, 26.0) | 22.0 (19.0, 25.0) | 0.14 | 22.0 (19.0, 25.0) | 22.0 (19.0, 25.0) | 22.0 (19.0, 25.0) |  < 0.01 |
Source of infection, n (%) | Â | Â | Â | 0.47 | Â | Â | Â | 0.04 |
 Blood | 10,651.0 (42.8%) | 9,271.0 (41.9%) | 1,380.0 (51.0%) |  | 2,693.0 (51.6%) | 1,366.0 (52.4%) | 1,327.0 (50.9%) |  |
 Others/Uncertain | 8,853.0 (35.6%) | 8,366.0 (37.8%) | 487.0 (18.0%) |  | 926.0 (17.8%) | 447.0 (17.1%) | 479.0 (18.4%) |  |
 Pulmonary | 477.0 (1.9%) | 384.0 (1.7%) | 93.0 (3.4%) |  | 170.0 (3.3%) | 81.0 (3.1%) | 89.0 (3.4%) |  |
 Stool | 142.0 (0.6%) | 128.0 (0.6%) | 14.0 (0.5%) |  | 26.0 (0.5%) | 12.0 (0.5%) | 14.0 (0.5%) |  |
 Urine | 4,737.0 (19.1%) | 4,003.0 (18.1%) | 734.0 (27.1%) |  | 1,399.0 (26.8%) | 701.0 (26.9%) | 698.0 (26.8%) |  |
co-morbidities | ||||||||
 Myocardial infarct, n (%) | 4,310.0 (17.3%) | 3,668.0 (16.6%) | 642.0 (23.7%) | 0.18 | 1,207.0 (23.1%) | 607.0 (23.3%) | 600.0 (23.0%) | 0.01 |
 Congestive heart failure, n (%) | 7,181.0 (28.9%) | 6,131.0 (27.7%) | 1,050.0 (38.8%) | 0.24 | 1,972.0 (37.8%) | 986.0 (37.8%) | 986.0 (37.8%) |  < 0.01 |
 Peripheral vascular disease, n (%) | 2,976.0 (12.0%) | 2,624.0 (11.8%) | 352.0 (13.0%) | 0.03 | 659.0 (12.6%) | 324.0 (12.4%) | 335.0 (12.9%) | 0.01 |
 Cerebrovascular disease, n (%) | 3,800.0 (15.3%) | 3,324.0 (15.0%) | 476.0 (17.6%) | 0.07 | 904.0 (17.3%) | 454.0 (17.4%) | 450.0 (17.3%) |  < 0.01 |
 Chronic pulmonary disease, n (%) | 6,289.0 (25.3%) | 5,625.0 (25.4%) | 664.0 (24.5%) | 0.02 | 1,265.0 (24.3%) | 634.0 (24.3%) | 631.0 (24.2%) |  < 0.01 |
 Diabetes with complications, n (%) | 2,547.0 (10.2%) | 2,044.0 (9.2%) | 503.0 (18.6%) | 0.27 | 942.0 (18.1%) | 476.0 (18.3%) | 466.0 (17.9%) | 0.01 |
 Renal disease, n (%) | 5,367.0 (21.6%) | 4,622.0 (20.9%) | 745.0 (27.5%) | 0.16 | 1,416.0 (27.2%) | 710.0 (27.2%) | 706.0 (27.1%) |  < 0.01 |
 Malignant cancer, n (%) | 3,328.0 (13.4%) | 2,948.0 (13.3%) | 380.0 (14.0%) | 0.02 | 717.0 (13.8%) | 354.0 (13.6%) | 363.0 (13.9%) | 0.01 |
 Severe liver disease, n (%) | 1,866.0 (7.5%) | 1,725.0 (7.8%) | 141.0 (5.2%) | 0.10 | 291.0 (5.6%) | 150.0 (5.8%) | 141.0 (5.4%) | 0.02 |
 Delirium, n (%) | 2,289.0 (9.2%) | 1,732.0 (7.8%) | 557.0 (20.6%) | 0.37 | 964.0 (18.5%) | 469.0 (18.0%) | 495.0 (19.0%) | 0.03 |
 Sleep disorder, n (%) | 1,995.0 (8.0%) | 1,593.0 (7.2%) | 402.0 (14.8%) | 0.25 | 713.0 (13.7%) | 343.0 (13.2%) | 370.0 (14.2%) | 0.03 |
Severity scores and clinical interventions | ||||||||
 Sofa score, Median (Q1, Q3) | 3.0 (2.0, 4.0) | 3.0 (2.0, 4.0) | 3.0 (2.0, 5.0) | 0.06 | 3.0 (2.0, 5.0) | 3.0 (2.0, 5.0) | 3.0 (2.0, 5.0) | 0.01 |
 Respiration ≥ 1, n (%) | 8,121.0 (32.7%) | 7,417.0 (33.5%) | 704.0 (26.0%) | 0.16 | 1,346.0 (25.8%) | 659.0 (25.3%) | 687.0 (26.4%) | 0.02 |
 Coagulation ≥ 1, n (%) | 8,310.0 (33.4%) | 7,410.0 (33.5%) | 900.0 (33.2%) | 0.00 | 1,766.0 (33.9%) | 891.0 (34.2%) | 875.0 (33.6%) | 0.01 |
 Liver ≥ 1, n (%) | 3,605.0 (14.5%) | 3,179.0 (14.4%) | 426.0 (15.7%) | 0.04 | 825.0 (15.8%) | 415.0 (15.9%) | 410.0 (15.7%) | 0.01 |
 Cardiovascular ≥ 1, n (%) | 15,905.0 (64.0%) | 14,246.0 (64.3%) | 1,659.0 (61.3%) | 0.06 | 3,173.0 (60.9%) | 1,577.0 (60.5%) | 1,596.0 (61.2%) | 0.01 |
 CNS ≥ 1, n (%) | 6,590.0 (26.5%) | 5,807.0 (26.2%) | 783.0 (28.9%) | 0.06 | 1,497.0 (28.7%) | 754.0 (28.9%) | 743.0 (28.5%) | 0.01 |
 Renal ≥ 1, n (%) | 8,910.0 (35.8%) | 7,677.0 (34.7%) | 1,233.0 (45.5%) | 0.22 | 2,355.0 (45.2%) | 1,184.0 (45.4%) | 1,171.0 (44.9%) | 0.01 |
 SAPS II score, Median (Q1, Q3) | 39.0 (31.0, 48.0) | 38.0 (31.0, 48.0) | 40.0 (31.0, 49.0) | 0.06 | 39.0 (31.0, 49.0) | 39.0 (31.0, 49.0) | 40.0 (31.0, 49.0) |  < 0.01 |
 Charlson comorbidity index, Median (Q1, Q3) | 5.0 (3.0, 7.0) | 5.0 (3.0, 7.0) | 5.0 (3.0, 8.0) | 0.17 | 5.0 (3.0, 8.0) | 5.0 (3.0, 8.0) | 5.0 (3.0, 8.0) | 0.01 |
 Aminoglycosides, n (%) | 938.0 (3.8%) | 862.0 (3.9%) | 76.0 (2.8%) | 0.06 | 149.0 (2.9%) | 74.0 (2.8%) | 75.0 (2.9%) |  < 0.01 |
 Beta lactams, n (%) | 17,850.0 (71.8%) | 15,812.0 (71.4%) | 2,038.0 (75.3%) | 0.09 | 3,913.0 (75.0%) | 1,956.0 (75.0%) | 1,957.0 (75.1%) |  < 0.01 |
 Macrolides, n (%) | 3,017.0 (12.1%) | 2,556.0 (11.5%) | 461.0 (17.0%) | 0.16 | 871.0 (16.7%) | 437.0 (16.8%) | 434.0 (16.6%) |  < 0.01 |
 Glycopeptides, n (%) | 16,109.0 (64.8%) | 14,203.0 (64.1%) | 1,906.0 (70.4%) | 0.13 | 3,668.0 (70.3%) | 1,832.0 (70.3%) | 1,836.0 (70.4%) |  < 0.01 |
 Sulfonamides, n (%) | 200.0 (0.8%) | 174.0 (0.8%) | 26.0 (1.0%) | 0.02 | 51.0 (1.0%) | 27.0 (1.0%) | 24.0 (0.9%) | 0.01 |
 Tetracyclines, n (%) | 648.0 (2.6%) | 506.0 (2.3%) | 142.0 (5.2%) | 0.16 | 263.0 (5.0%) | 134.0 (5.1%) | 129.0 (4.9%) | 0.01 |
 Quinolones, n (%) | 4,939.0 (19.9%) | 4,717.0 (21.3%) | 222.0 (8.2%) | 0.38 | 438.0 (8.4%) | 216.0 (8.3%) | 222.0 (8.5%) | 0.01 |
 other Antibiotics use, n (%) | 708.0 (2.8%) | 613.0 (2.8%) | 95.0 (3.5%) | 0.04 | 183.0 (3.5%) | 91.0 (3.5%) | 92.0 (3.5%) |  < 0.01 |
 propofol, n (%) | 14,785.0 (59.5%) | 13,014.0 (58.7%) | 1,771.0 (65.4%) | 0.14 | 3,368.0 (64.6%) | 1,675.0 (64.3%) | 1,693.0 (64.9%) | 0.01 |
 Dexmedetomidine, n (%) | 5,733.0 (23.1%) | 4,431.0 (20.0%) | 1,302.0 (48.1%) | 0.62 | 2,397.0 (46.0%) | 1,187.0 (45.5%) | 1,210.0 (46.4%) | 0.02 |
 Benzodiazepines, n (%) | 7,806.0 (31.4%) | 6,996.0 (31.6%) | 810.0 (29.9%) | 0.04 | 1,550.0 (29.7%) | 773.0 (29.7%) | 777.0 (29.8%) |  < 0.01 |
 Neuromuscular blocking agents, n (%) | 1,148.0 (4.6%) | 1,023.0 (4.6%) | 125.0 (4.6%) | 0.00 | 248.0 (4.8%) | 124.0 (4.8%) | 124.0 (4.8%) |  < 0.01 |
 Vasoactive agent, n (%) | 12,424.0 (50.0%) | 11,324.0 (51.1%) | 1,100.0 (40.6%) | 0.21 | 2,148.0 (41.2%) | 1,075.0 (41.2%) | 1,073.0 (41.2%) |  < 0.01 |
 CRRT, n (%) | 1,719.0 (6.9%) | 1,449.0 (6.5%) | 270.0 (10.0%) | 0.12 | 510.0 (9.8%) | 256.0 (9.8%) | 254.0 (9.7%) |  < 0.01 |
 IMV, n (%) | 13,221.0 (53.2%) | 11,961.0 (54.0%) | 1,260.0 (46.5%) | 0.15 | 2,419.0 (46.4%) | 1,193.0 (45.8%) | 1,226.0 (47.0%) | 0.03 |
 Duration of ramelteon exposure(days), Median (Q1, Q3) | 0.0 (0.0, 0.0) | 0.0 (0.0, 0.0) | 8.0 (4.0, 14.0) | 1.2 | 0.0 (0.0, 7.0) | 0.0 (0.0, 0.0) | 7.0 (4.0, 14.0) | 1.2 |
Outcomes | Overall N = 24,860 | Ramelteon unexposed N = 22,152 | Ramelteon exposed N = 2,708 | P value | Overall N = 5,214 | Ramelteon unexposed N = 2,607 | Ramelteon exposed N = 2,607 | P value |
In-hospital mortality, n (%) | 3,885 (15.6%) | 3,562 (16.1%) | 323 (11.9%) |  < 0.001 | 816 (15.7%) | 513 (19.7%) | 303 (11.6%) |  < 0.001 |
30-day mortality, n (%) | 4,612 (18.6%) | 4,246 (19.2%) | 366 (13.5%) |  < 0.001 | 954 (18.3%) | 605 (23.2%) | 349 (13.4%) |  < 0.001 |
90-day mortality, n (%) | 6,187 (24.9%) | 5,576 (25.2%) | 611 (22.6%) | 0.003 | 1,358 (26.0%) | 781 (30.0%) | 577 (22.1%) |  < 0.001 |
Length of hospital stay (days), Median (Q1, Q3) | 9.3 (5.7, 16.7) | 8.8 (5.4, 15.3) | 16.9 (9.7, 28.9) |  < 0.001 | 13.4 (7.7, 23.8) | 10.5 (6.3, 18.6) | 16.8 (9.6, 28.8) |  < 0.001 |
Length of ICU stay (days), Median (Q1, Q3) | 3.4 (1.9, 7.0) | 3.2 (1.9, 6.6) | 5.2 (2.6, 11.0) |  < 0.001 | 4.6 (2.3, 9.7) | 4.1 (2.2, 8.6) | 5.1 (2.6, 11.0) |  < 0.001 |