MIMIC-IV v3.1 · Beth Israel Deaconess Medical Center · Primary cohort n=273
| Variable | Broad n=784 (≥1 signal) |
Primary n=273 (≥2 signals) |
Specific n=67 (all 3 signals) |
p |
|---|---|---|---|---|
| Demographics | ||||
| Age, median (IQR), years | 67.0 (55–78) | 68.0 (57–79) | 63.0 (46–74) | 0.042 |
| Female | 503 (64.2%) | 179 (65.6%) | 41 (61.2%) | 0.787 |
| White | 491 (62.6%) | 171 (62.6%) | 34 (50.7%) | 0.152 |
| Black/African American | 122 (15.6%) | 43 (15.8%) | 11 (16.4%) | 0.982 |
| Asian | 31 (4.0%) | 13 (4.8%) | 5 (7.5%) | 0.375 |
| Hispanic/Latino | 26 (3.3%) | 7 (2.6%) | 3 (4.5%) | 0.690 |
| ICU & Hospital | ||||
| ICU LOS, median (IQR), days | 2.1 (1.0–4.0) | 2.2 (1.1–4.1) | 2.1 (1.2–3.8) | 0.927 |
| Hospital LOS, median (IQR), days | 7.2 (4.4–13.0) | 7.6 (4.7–13.4) | 10.0 (6.2–15.9) | 0.041 |
| Emergency admission | 442 (56.4%) | 154 (56.4%) | 42 (62.7%) | 0.601 |
| In-hospital mortality | 74 (9.4%) | 26 (9.5%) | 7 (10.4%) | 0.990 |
| Discharged home | 431 (55.0%) | 151 (55.3%) | 38 (56.7%) | 0.961 |
| SNF / Rehab | 202 (25.8%) | 69 (25.3%) | 16 (23.9%) | 0.938 |
| Explicit thyroid crisis ICD code | — | 14 (5.1%) | — | — |
| ICU Unit | ||||
| MICU | 179 (22.8%) | 72 (26.4%) | 18 (26.9%) | 0.421 |
| MICU/SICU | 137 (17.5%) | 47 (17.2%) | 15 (22.4%) | 0.582 |
| CCU | 122 (15.6%) | 50 (18.3%) | 17 (25.4%) | 0.089 |
| CVICU | 101 (12.9%) | 36 (13.2%) | 5 (7.5%) | 0.418 |
| SICU | 92 (11.7%) | 22 (8.1%) | 5 (7.5%) | 0.163 |
| Comorbidities | ||||
| Atrial fibrillation | 337 (43.0%) | 147 (53.8%) | 36 (53.7%) | 0.004 |
| Heart failure | 256 (32.7%) | 100 (36.6%) | 28 (41.8%) | 0.195 |
| Hypertension | 527 (67.2%) | 185 (67.8%) | 42 (62.7%) | 0.722 |
| Diabetes mellitus | 241 (30.7%) | 83 (30.4%) | 18 (26.9%) | 0.803 |
| Chronic kidney disease | 161 (20.5%) | 58 (21.2%) | 10 (14.9%) | 0.505 |
| COPD | 112 (14.3%) | 41 (15.0%) | 11 (16.4%) | 0.870 |
| Liver disease | 105 (13.4%) | 29 (10.6%) | 13 (19.4%) | 0.144 |
| Stroke / CVD (incl. TIA) † | 145 (18.5%) | 31 (11.4%) † | 7 (10.4%) | 0.006 |
| Cancer (ICD-9+10 corrected) ‡ | 109 (13.9%) | 35 (12.8%) ‡ | 5 (7.5%) | <0.001 |
| Thyroid Treatments | ||||
| Methimazole | 248 (31.6%) | 223 (81.7%) | 61 (91.0%) | <0.001 |
| Propylthiouracil (PTU) | 27 (3.4%) | 25 (9.2%) | 13 (19.4%) | <0.001 |
| Iodides (KI/Lugol's/SSKI) | 16 (2.0%) | 13 (4.8%) | 12 (17.9%) | <0.001 |
| Beta-blocker § | 489 (62.4%) | 197 (72.2%) | 56 (83.6%) | <0.001 |
| Corticosteroid ‖ | 187 (23.9%) | 62 (22.7%) | 19 (28.4%) | 0.623 |
| Bundle score, median (IQR) | 2 (1–2) | 2 (1–2) | 2 (2–3) | <0.001 |
| ICU Interventions (corrected definitions) | ||||
| Mechanical ventilation (invasive) ¶ | 245 (31.2%) | 81 (29.7%) ¶ | 16 (23.9%) | 0.431 |
| Non-invasive ventilation (NIV) | 25 (3.2%) | 5 (1.8%) ** | 2 (3.0%) | 0.991 |
| Vasopressors †† | 210 (26.8%) | 57 (20.9%) †† | 12 (17.9%) | 0.061 |
| Thyroidectomy (corrected) ‡‡ | 6 (0.8%) | 5 (1.8%) ‡‡ | 2 (3.0%) | 0.129 |
| Bounce-Back Outcomes ★ | ||||
| Any repeat ICU event | 308 (39.3%) ★ | 70 (25.6%) | 17 (25.4%) | <0.001 |
| Same-admission bounce-back | 80 (10.2%) | 21 (7.7%) | 6 (9.0%) | 0.470 |
| Separate thyroid ICU readmission | 308 (39.3%) ★ | 54 (19.8%) | 13 (19.4%) | <0.001 |
| Outcome | Broad n=784 (≥1 signal) |
Primary n=273 (≥2 signals) |
♀ Rate in females of 179 females (primary) |
Specific n=67 (all 3) |
|---|---|---|---|---|
| Any repeat ICU event | 308 (39.3%) ★ | 70 (25.6%) | 50/179 (27.9%) vs 20/94 (21.3%) M |
17 (25.4%) |
| ↳ Same-admission bounce-back | 80 (10.2%) | 21 (7.7%) | 14/179 (7.8%) vs 7/94 (7.4%) M |
6 (9.0%) |
| ↳ Separate thyroid readmission | 308 (39.3%) ★ | 54 (19.8%) | 43/163 (26.4%) p=0.016 vs 11/84 (13.1%) M |
13 (19.4%) |
| Variable | Readmitted n=54 |
Not readmitted n=219 |
p |
|---|---|---|---|
| Demographics | |||
| Age, median (IQR), years | 67.0 (60–78) | 68.0 (57–79) | 0.811 |
| Female key predictor | 43 (79.6%) | 136 (62.1%) | 0.016 |
| White | 27 (50.0%) | 144 (65.8%) | 0.041 |
| Black/African American | 19 (35.2%) | 24 (11.0%) | <0.001 |
| Asian | 3 (5.6%) | 10 (4.6%) | 0.725 |
| Hispanic/Latino | 1 (1.9%) | 6 (2.7%) | 1.000 |
| ICU & Hospital | |||
| ICU LOS, median (IQR), days | 2.8 (1.2–4.3) | 2.1 (1.1–4.0) | 0.471 |
| Hospital LOS, median (IQR), days | 7.6 (4.5–13.0) | 7.6 (4.8–13.5) | 0.592 |
| Emergency admission | 30 (55.6%) | 124 (56.6%) | 1.000 |
| In-hospital mortality | 0 (0.0%) | 26 (11.9%) | 0.004 |
| Comorbidities | |||
| Atrial fibrillation | 27 (50.0%) | 120 (54.8%) | 0.545 |
| Heart failure | 19 (35.2%) | 81 (37.0%) | 0.875 |
| Hypertension | 43 (79.6%) | 142 (64.8%) | 0.050 |
| Diabetes mellitus | 21 (38.9%) | 62 (28.3%) | 0.140 |
| Chronic kidney disease | 12 (22.2%) | 46 (21.0%) | 0.854 |
| COPD | 8 (14.8%) | 33 (15.1%) | 1.000 |
| Liver disease | 3 (5.6%) | 26 (11.9%) | 0.223 |
| Stroke / CVD (incl. TIA) | 4 (7.4%) | 26 (11.9%) | 0.469 |
| Thyroid Treatments | |||
| Methimazole | 48 (88.9%) | 175 (79.9%) | 0.169 |
| PTU protective | 1 (1.9%) | 24 (11.0%) | 0.036 |
| Iodides | 2 (3.7%) | 11 (5.0%) | 1.000 |
| Beta-blocker | 37 (68.5%) | 160 (73.1%) | 0.502 |
| Corticosteroid | 8 (14.8%) | 54 (24.7%) | 0.148 |
| Bundle score, median (IQR) | 2.0 (1–2) | 2.0 (1–2) | 0.320 |
| ICU Interventions | |||
| Mechanical ventilation | 16 (29.6%) | 75 (34.2%) | 0.629 |
| Vasopressors † | 10 (18.5%) | 54 (24.7%) | 0.376 |
| Thyroidectomy (corrected) ‡ | 0 (0.0%) | 5 (2.3%) | 0.587 |
| Explicit crisis code | 2 (3.7%) | 12 (5.5%) | 1.000 |
Survivors only n=247 · Censored at 730 days · Competing risk: in-hospital deaths excluded
Subsequent ICU admission for thyroid disease after index discharge
| Variable | OR | 95% CI | p |
|---|---|---|---|
| Female sex | 2.39 | 1.17–4.88 | 0.017 |
| Hypertension | 2.12 | 1.03–4.35 | 0.040 |
| PTU (protective) | 0.15 | 0.02–1.16 | 0.069 |
| Methimazole | 2.01 | 0.81–5.00 | 0.133 |
| Diabetes | 1.61 | 0.87–3.00 | 0.132 |
| Corticosteroid | 0.53 | 0.24–1.20 | 0.127 |
| Age | 1.01 | 0.99–1.03 | 0.521 |
| Atrial fibrillation | 0.82 | 0.45–1.50 | 0.527 |
| Heart failure | 0.92 | 0.50–1.72 | 0.806 |
| Mech ventilation | 0.81 | 0.42–1.54 | 0.520 |
| Vasopressors | 0.69 | 0.33–1.47 | 0.342 |
| Hospital LOS | 0.98 | 0.94–1.02 | 0.232 |
| ICU LOS | 1.00 | 0.92–1.08 | 0.944 |
| Beta-blocker | 0.80 | 0.42–1.53 | 0.505 |
| CKD | 1.07 | 0.52–2.21 | 0.845 |
| Stroke / CVD | 0.59 | 0.20–1.78 | 0.352 |
| Bundle score | 0.83 | 0.58–1.20 | 0.325 |
| Explicit crisis code | 0.66 | 0.14–3.06 | 0.599 |
| Thyroidectomy | 0.00 | — | 0.999 |
| Variable | aOR | 95% CI | p |
|---|---|---|---|
| Female sex | 2.29 | 1.11–4.74 | 0.025 |
| Hypertension | 1.98 | 0.89–4.37 | 0.092 |
| PTU (protective) | 0.17 | 0.02–1.28 | 0.085 |
Return to ICU within same hospitalisation (ICU → floor → ICU)
| Variable | OR | 95% CI | p |
|---|---|---|---|
| Mech ventilation | 10.22 | 3.33–31.41 | <0.001 |
| Vasopressors † | 6.40 | 2.52–16.28 | <0.001 |
| Hospital LOS | 1.12 | 1.07–1.18 | <0.001 |
| Corticosteroid | 1.79 | 0.69–4.66 | 0.232 |
| COPD | 1.88 | 0.65–5.44 | 0.247 |
| Heart failure | 1.33 | 0.54–3.27 | 0.539 |
| Hypertension | 1.57 | 0.56–4.44 | 0.393 |
| Atrial fibrillation | 1.43 | 0.57–3.57 | 0.443 |
| Diabetes | 1.16 | 0.45–2.98 | 0.761 |
| Age | 0.99 | 0.97–1.02 | 0.527 |
| Female sex | 0.84 | 0.34–2.11 | 0.713 |
| ICU LOS | 1.02 | 0.91–1.13 | 0.737 |
| Bundle score | 1.00 | 0.58–1.73 | 1.000 |
| CKD | 0.86 | 0.28–2.67 | 0.798 |
| Variable | aOR | 95% CI | p |
|---|---|---|---|
| Mechanical ventilation | 8.57 | 2.58–28.45 | <0.001 |
| Hospital LOS (per day) | 1.12 | 1.06–1.18 | <0.001 |
Either same-admission bounce-back or separate thyroid readmission
| Variable | OR | 95% CI | p |
|---|---|---|---|
| Hospital LOS (per day) | 1.03 | 1.00–1.07 | 0.029 |
| Hypertension | 1.85 | 0.99–3.47 | 0.054 |
| Female sex | 1.57 | 0.86–2.86 | 0.138 |
| Vasopressors | 1.59 | 0.86–2.94 | 0.135 |
| Mech ventilation | 1.48 | 0.84–2.60 | 0.171 |
| Methimazole | 1.28 | 0.61–2.65 | 0.515 |
| Diabetes | 1.27 | 0.71–2.27 | 0.413 |
| Heart failure | 1.12 | 0.64–1.96 | 0.696 |
| Age | 1.00 | 0.98–1.02 | 0.854 |
| Atrial fibrillation | 0.95 | 0.55–1.63 | 0.847 |
| Beta-blocker | 0.72 | 0.40–1.30 | 0.278 |
| PTU | 0.53 | 0.17–1.59 | 0.254 |
| Stroke / CVD | 0.41 | 0.14–1.23 | 0.111 |
| Bundle score | 0.82 | 0.58–1.14 | 0.235 |
| Variable | aOR | 95% CI | p |
|---|---|---|---|
| Hypertension | 2.06 | 1.01–4.19 | 0.046 |
| Hospital LOS (per day) | 1.04 | 1.00–1.07 | 0.031 |
| Female sex | 1.59 | 0.85–2.96 | 0.144 |
| Mechanical ventilation | 1.36 | 0.75–2.46 | 0.307 |
| Variable | Died (n=26) | Survived (n=247) | p |
|---|---|---|---|
| Demographics | |||
| Age, median (IQR), years | 72.5 (61–82) | 68.0 (57–78) | 0.160 |
| Female | 16 (61.5%) | 163 (66.0%) | 0.668 |
| ICU & Hospital | |||
| ICU LOS, median (IQR), days | 3.9 (2.2–7.8) | 2.1 (1.1–3.7) | 0.002 |
| Hospital LOS, median (IQR), days | 11.0 (3.8–16.0) | 7.6 (4.8–13.1) | 0.646 |
| Comorbidities | |||
| Atrial fibrillation | 15 (57.7%) | 132 (53.4%) | 0.837 |
| Heart failure | 10 (38.5%) | 90 (36.4%) | 0.833 |
| Hypertension | 18 (69.2%) | 167 (67.6%) | 1.000 |
| Diabetes mellitus | 10 (38.5%) | 73 (29.6%) | 0.373 |
| Chronic kidney disease | 6 (23.1%) | 52 (21.1%) | 0.803 |
| COPD | 5 (19.2%) | 36 (14.6%) | 0.563 |
| Liver disease | 6 (23.1%) | 23 (9.3%) | 0.042 |
| Stroke / CVD | 5 (19.2%) | 25 (10.1%) | 0.181 |
| Thyroid treatments | |||
| Methimazole | 20 (76.9%) | 203 (82.2%) | 0.593 |
| PTU | 2 (7.7%) | 23 (9.3%) | 1.000 |
| Beta-blocker † | 14 (53.8%) | 183 (74.1%) | 0.038 |
| Corticosteroid † | 10 (38.5%) | 52 (21.1%) | 0.052 |
| Iodides | 1 (3.8%) | 12 (4.9%) | 1.000 |
| Bundle score, median (IQR) | 2.0 (1–2) | 2.0 (1–2) | 0.365 |
| ICU interventions | |||
| Mechanical ventilation | 16 (61.5%) | 75 (30.4%) | 0.002 |
| Vasopressors | 14 (53.8%) | 50 (20.2%) | <0.001 |
| Explicit crisis code | 2 (7.7%) | 12 (4.9%) | 0.631 |
Univariable and multivariable · EPV=10 rule · max 2–3 predictors
| Variable | OR | 95% CI | p |
|---|---|---|---|
| Vasopressors | 4.60 | 2.00 – 10.55 | <0.001 |
| ICU LOS (per day) | 1.16 | 1.07 – 1.25 | <0.001 |
| Mechanical ventilation | 3.67 | 1.59 – 8.46 | 0.002 |
| Liver disease | 2.92 | 1.07 – 8.01 | 0.037 |
| Beta-blocker (protective) † | 0.41 | 0.18 – 0.93 | 0.033 |
| Corticosteroid † | 2.34 | 1.00 – 5.47 | 0.049 |
| Stroke / CVD | 2.11 | 0.73 – 6.10 | 0.166 |
| Age (per year) | 1.02 | 0.99 – 1.05 | 0.113 |
| Hospital LOS (per day) | 1.03 | 0.99 – 1.07 | 0.124 |
| Diabetes mellitus | 1.49 | 0.65 – 3.44 | 0.350 |
| COPD | 1.40 | 0.49 – 3.94 | 0.529 |
| Atrial fibrillation | 1.19 | 0.52 – 2.69 | 0.679 |
| Heart failure | 1.09 | 0.47 – 2.50 | 0.839 |
| Hypertension | 1.08 | 0.45 – 2.58 | 0.867 |
| CKD | 1.13 | 0.43 – 2.94 | 0.810 |
| Bundle score | 0.86 | 0.53 – 1.42 | 0.563 |
| Methimazole | 0.72 | 0.27 – 1.90 | 0.511 |
| PTU | 0.81 | 0.18 – 3.66 | 0.786 |
| Variable | aOR | 95% CI | p |
|---|---|---|---|
| Vasopressors | 3.04 | 1.09 – 8.49 | 0.034 |
| Mechanical ventilation | 1.98 | 0.70 – 5.61 | 0.197 |
| Variable | aOR | 95% CI | p |
|---|---|---|---|
| Vasopressors | 2.62 | 0.92 – 7.46 | 0.071 |
| Liver disease | 2.90 | 0.98 – 8.57 | 0.054 |
| Mechanical ventilation | 2.29 | 0.79 – 6.64 | 0.126 |
Significant and clinically relevant variables shown · Log scale · Null line at OR = 1.0
All n=273 · Time variable = ICU LOS · Event = in-hospital death · Survivors censored at discharge