| Literature DB >> 34705879 |
Sung Jun Ko1, Jaeyoung Cho2, Sun Mi Choi2, Young Sik Park2, Chang-Hoon Lee2, Chul-Gyu Yoo2, Jinwoo Lee2, Sang-Min Lee2.
Abstract
BACKGROUND: The intensive care unit (ICU) staffing model affects clinical outcomes of critically ill patients. However, the benefits of a closed unit model have not been extensively compared to those of a mandatory critical care consultation model.Entities:
Mesh:
Year: 2021 PMID: 34705879 PMCID: PMC8550369 DOI: 10.1371/journal.pone.0259092
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Baseline characteristics of the participants.
| Characteristic | Mandatory critical care consultation model group (n = 987) | Closed unit model group (n = 539) | |
|---|---|---|---|
| Age, years | 64.5 ± 14.8 | 64.9 ± 15.1 | 0.592 |
| Male sex (n, %) | 616 (62.4%) | 338 (62.7%) | 0.909 |
| APACHE II score | 21.3 ± 9.8 | 22.7 ± 9.5 | 0.008 |
| ECOG grade | 3.0 ± 1.1 | 3.3 ± 0.9 | <0.001 |
| ICU admission diagnosis | |||
| Respiratory, n (%) | 642 (65.0%) | 378 (70.1%) | 0.044 |
| Cardiovascular, n (%) | 191 (19.4%) | 92 (17.1%) | 0.273 |
| Acute kidney injury, n (%) | 163 (16.5%) | 106 (19.7%) | 0.123 |
| Sepsis, n (%) | 152 (15.4%) | 89 (16.5%) | 0.569 |
| Neurologic, n (%) | 47 (4.8%) | 23 (4.3%) | 0.659 |
| Others | 123 (12.5%) | 74 (13.7%) | 0.480 |
| CPR within 24 hours of ICU admission, n (%) | 128 / 971 (13.2%) | 73 / 528 (13.8%) | 0.727 |
| Referred to palliative care within 24 hours of ICU admission, n (%) | 84 / 962 (8.7%) | 51 / 528 (9.7%) | 0.551 |
* Values are presented as number/total number (%) for categorical variables or mean ± standard deviation for continuous variables.
*APACHE II score, Acute Physiology and Chronic Health Evaluation II score; ECOG, Eastern Cooperative Oncology Group; ICU, intensive care unit; CPR, cardiopulmonary resuscitation.
† Multiple choices were available for ICU admission diagnosis.
†† Others included gastrointestinal bleeding, for close observation after surgery or procedure, psychiatric, poisoning and etc.
The study participants’ treatments and clinical outcomes.
| Treatment and outcome | Mandatory critical care consultation model group (n = 987) | Closed unit model group (n = 539) | |
|---|---|---|---|
| Invasive procedures | |||
| Mechanical ventilation, n (%) | 652 / 987 (66.1%) | 381 / 539 (70.7%) | 0.065 |
| RRT, n (%) | 313 / 948 (33.0%) | 153 / 514 (29.8%) | 0.203 |
| Tracheostomy, n (%) | 150 / 945 (15.9%) | 77 / 512 (15.0%) | 0.675 |
| ECMO, n (%) | 36 / 950 (3.8%) | 27 / 520 (5.2%) | 0.201 |
| Central venous catheter, n (%) | 498 / 959 (51.9%) | 198 / 514 (38.5%) | <0.001 |
| VAP, n (%) | 81 / 939 (8.6%) | 18 / 517 (3.5%) | <0.001 |
| Delirium, n (%) | 104 / 937 (11.1%) | 50 / 516 (9.7%) | 0.404 |
| In-ICU mortality, n (%) | 347 (35.2%) | 168 (31.2%) | 0.115 |
| Overall LOS in ICU, days | 7.3 ± 8.1 | 6.4 ± 7.6 | 0.024 |
| LOS in ICU among survivors | 6.7 ± 6.9 | 5.5 ± 6.0 | 0.005 |
| LOS in ICU among non-survivors | 8.5 ± 9.8 | 8.4 ± 10.0 | 0.841 |
| The overall duration of MV care, days | 2.5 ± 4.6 | 2.2 ± 4.2 | 0.326 |
| MV care duration among survivors | 2.5 ± 4.5 | 2.2 ± 4.1 | 0.439 |
| MV care duration among non-survivors | 2.6 ± 4.9 | 2.1 ± 4.4 | 0.537 |
| ICU readmission rate, n (%) | 15 (1.5%) | 4 (0.7%) | 0.190 |
*Values are presented as number/total number (%) for categorical variables or mean ± standard deviation for continuous variables.
*RRT, renal replacement therapy; ECMO, extracorporeal membrane oxygenation; VAP, ventilator-associated pneumonia; ICU, intensive care unit; LOS, length of stay; MV, mechanical ventilator.
Independent predictors of in-ICU mortality by multiple logistic regression analysis.
| Independent variables | Univariate analysis | Multivariate analysis | ||
|---|---|---|---|---|
| Odds ratio | Odds ratio | |||
| (95% CI) | (95% CI) | |||
| Age | 0.99 (0.99–1.00) | 0.059 | 0.99 (0.98–0.99) | 0.001 |
| Sex | 1.06 (0.85–1.32) | 0.579 | ||
| APACHE II score | 1.08 (1.06–1.09) | <0.001 | 1.07 (1.05–1.08) | <0.001 |
| (increase in 1 point) | ||||
| ECOG grade | 1.55 (1.38–1.74) | <0.001 | 1.37 (1.21–1.56) | <0.001 |
| (increase in 1 point) | ||||
| Closed unit model | 0.84 (0.67–1.04) | 0.115 | 0.65 (0.51–0.83) | <0.001 |
| ICU admission diagnosis | ||||
| Respiratory | 1.14 (0.91–1.43) | 0.262 | ||
| Cardiovascular | 1.18 (0.90–1.54) | 0.237 | ||
| Acute kidney injury | 2.24 (1.71–2.93) | <0.001 | 1.67 (1.25–2.23) | <0.001 |
| Sepsis | 2.74 (2.07–3.63) | <0.001 | 1.83 (1.34–2.49) | <0.001 |
| Neurologic | 1.33 (0.80–2.16) | 0.259 | ||
*ICU, intensive care unit; APACHE II score, Acute Physiology and Chronic Health Evaluation II score; ECOG, Eastern Cooperative Oncology Group.
Independent predictors of ICU length of stay among survivors by multiple regression analysis.
| Independent variables | Univariate analysis | Multivariate analysis | ||
|---|---|---|---|---|
| β-coefficient | β-coefficient | |||
| Age | -0.03 | 0.022 | -0.06 | <0.001 |
| Sex | 0.42 | 0.322 | ||
| APACHE II score | 0.16 | <0.001 | 0.16 | <0.001 |
| ECOG grade | 0.78 | <0.001 | 0.56 | 0.004 |
| Closed unit model | -1.20 | 0.005 | -1.88 | <0.001 |
| ICU admission diagnosis | ||||
| Respiratory | 2.24 | <0.001 | 2.35 | <0.001 |
| Cardiovascular | 0.30 | 0.579 | ||
| Acute kidney injury | 0.31 | 0.604 | ||
| Sepsis | 1.40 | 0.034 | 1.46 | 0.022 |
| Neurologic | 1.68 | 0.106 | ||
*ICU: Intensive Care Unit, APACHE II score: Acute Physiology and Chronic Health Evaluation II score, RRT: Renal Replacement Therapy.
Patient outcomes changes in the five subgroups according to the staffing model of ICU.
| Patient outcome | Mandatory critical care consultation model | Closed unit model | |
|---|---|---|---|
| Overall patients | n = 987 | n = 539 | |
| Mortality, n (%) | 347 (35.2%) | 168 (31.2%) | 0.115 |
| LOS in ICU of survivors, days | 6.7 ± 6.9 | 5.5 ± 6.0 | 0.005 |
| Duration of MV care of survivors, days | 2.5 ± 4.5 | 2.2 ± 4.1 | 0.439 |
| Patients with admission diagnosis of respiratory disease | n = 642 | n = 378 | |
| Mortality, n (%) | 239 (37.2%) | 115 (30.4%) | 0.028 |
| LOS in ICU of survivors, days | 7.5 ± 7.1 | 6.3 ± 6.6 | 0.027 |
| Duration of MV care of survivors, days | 3.5 ± 5.2 | 2.9 ± 4.7 | 0.187 |
| Patients with admission diagnosis of cardiovascular disease | n = 191 | n = 92 | |
| Mortality, n (%) | 67 (35.1%) | 37 (40.2%) | 0.401 |
| LOS in ICU of survivors, days | 7.4 ± 7.6 | 4.4 ± 5.4 | 0.010 |
| Duration of MV care of survivors, days | 3.0 ± 4.0 | 1.1 ± 3.1 | 0.002 |
| Patients with admission diagnosis of acute kidney injury | n = 163 | n = 106 | |
| Mortality, n (%) | 84 (51.5%) | 49 (46.2%) | 0.395 |
| LOS in ICU of survivors, days | 6.3 ± 4.7 | 6.8 ± 6.8 | 0.549 |
| Duration of MV care of survivors, days | 1.7 ± 5.2 | 2.6 ± 5.1 | 0.333 |
| Patients with admission diagnosis of sepsis | n = 152 | n = 89 | |
| Mortality, n (%) | 84 (55.3%) | 46 (51.7%) | 0.591 |
| LOS in ICU of survivors, days | 7.7 ± 6.9 | 7.1 ± 7.1 | 0.644 |
| Duration of MV care of survivors, days | 2.1 ± 3.7 | 2.4 ± 3.7 | 0.753 |
| Patients with admission diagnosis of neurologic disease | n = 47 | n = 23 | |
| Mortality, n (%) | 17 (36.2%) | 11 (47.8%) | 0.350 |
| LOS in ICU of survivors, days | 9.3 ± 9.2 | 4.3 ± 3.2 | 0.074 |
| Duration of MV care of survivors, days | 3.5 ± 9.2 | 1.0 ± 2.0 | 0.405 |
*Values are presented as number (%) for categorical variables or mean ± standard deviation for continuous variables.
*ICU, intensive care unit; LOS, length of stay; MV, mechanical ventilator.