| Literature DB >> 34179069 |
Congya Zhang1,2, Lijing Yang2, Sheng Shi2, Zhongrong Fang2, Jun Li2, Guyan Wang1.
Abstract
Background: Prolonged mechanical ventilation (PMV) is common after cardiothoracic surgery, whereas the mechanical ventilation strategy after pulmonary endarterectomy (PEA) has not yet been reported. We aim to identify the incidence and risk factors for PMV and the relationship between PMV and short-term outcomes.Entities:
Keywords: chronic thromboembolic pulmonary hypertension; outcome; prolonged mechanical ventilation; pulmonary endarterectomy; risk factors
Year: 2021 PMID: 34179069 PMCID: PMC8222625 DOI: 10.3389/fsurg.2021.679273
Source DB: PubMed Journal: Front Surg ISSN: 2296-875X
Figure 1Cox regression model with restricted cubic splines of the relationship between the postoperative mechanical ventilation time and the risk of prolonged length of hospital stay. The log of the adjusted hazard ratios of mechanical ventilation time derived from the multivariate Cox model after adjustment of pulmonary hypertension crisis, pulmonary infection, and pericardial effusion is shown on the y-axis. The 95% confidence intervals of the adjusted hazard ratios are represented by the gray area. The risk function demonstrates an inflection point at 48 h.
Perioperative characteristics of study patients (n = 171).
| Age (y) | 47 (33, 55) | 52 (40, 58) | 0.135 | 50 (34, 57) |
| Female sex (%) | 28 (32.9%) | 33 (38.4%) | 0.631 | 61 (35.7%) |
| Body mass index (Kg/m2) | 23.7 (21.2, 26.3) | 22.45 (20.29, 24.5) | 0.013 | 23.1 (20.9, 25.4) |
| Diabetes (%) | 5 (5.9%) | 1 (1.2%) | 0.111 | 6 (3.5%) |
| Hypertension (%) | 14 (16.5%) | 14 (16.3%) | 0.946 | 28 (16.4%) |
| Coronary artery disease (%) | 4 (4.7%) | 8 (9.3%) | 0.370 | 12 (7%) |
| Smoking (%) | 13 (15.3%) | 23 (26.7%) | 0.072 | 36 (21.1%) |
| PaO2 (mmHg) | 52.1 (39.1, 65) | 51.7 (35, 64.4) | 0.273 | 51.9 (38, 64.8) |
| PaCO2 (mmHg) | 38.3 (34.6, 43.5) | 38.2 (33.7, 42.5) | 0.542 | 38.2 (34, 43) |
| FEV1.0 (L) | 2.52 (1.97, 3.16) | 2.24 (1.69, 2.67) | 0.071 | 2.26 (1.8, 2.95) |
| FEV1.0 (% of predicted value) | 79 (68, 91.5) | 73.5 (62.5, 81) | 0.055 | 77 (64.5, 88) |
| Vital capacity (L) | 3.59 (2.68, 4.35) | 3.24 (2.33, 3.66) | 0.044 | 3.33 (2.57, 4.01) |
| Vital capacity (% of predicted value) | 86 (79, 94.5) | 83.5 (71.5, 89.5) | 0.163 | 84 (73.5, 92.5) |
| Anteroposterior diameter of right ventricular (mm) | 28 (25, 34.5) | 34 (29, 41.2) | <0.001 | 31 (27, 38) |
| left ventricular end-diastolic diameter (mm) | 44 (40, 47) | 40 (35.8, 45) | <0.001 | 43 (38, 46) |
| Internal diameter of major pulmonary artery (mm) | 29 (24, 31.5) | 31 (27, 35) | <0.001 | 30 (25, 33) |
| Left ventricular ejection fraction (%) | 65 (62, 71) | 67.1 (60, 73.5) | 0.437 | 66 (60, 72) |
| NYHA class III | 55 (64.7%) | 62 (72.1) | 0.327 | 117 (68.4%) |
| NYHA class IV | 5 (5.9%) | 1 (1.2%) | 0.094 | 6 (3.5%) |
| Mean pulmonary arterial pressure in RHC (mmHg) | 44 (31.5, 51) | 51.5 (46, 59) | <0.001 | 48 (40, 56.5) |
| Pulmonary vascular resistance in RHC (Wood U) | 7 (5.09, 0.02) | 9.52 (7.46, 14.9) | <0.001 | 8.4 (6.0, 11.7) |
| Cardiac output in RHC (L min−1) | 4.73 (3.99, 5.65) | 4.43 (3.65, 5.27) | 0.129 | 4.53 (3.76, 5.51) |
| Preoperative hematocrit (L/L) | 0.426 (0.385, 0.459) | 0.439 (0.417, 0.470) | 0.044 | 0.432 (0.401, 0.458) |
| Preoperative alkaline phosphatase (IU/L) | 61 (51, 79) | 70.5 (55.8, 94.8) | 0.016 | 65 (54, 87) |
| Preoperative total bilirubin (μmol/L) | 13.9 (10.5, 19.3) | 21.6 (13.2, 28.9) | <0.001 | 16.7 (11.5, 24.3) |
| Preoperative serum creatinine (μmol/L) | 79.3 (69.5, 93.2) | 87.1 (73.8, 99.9) | 0.036 | 82 (71.1, 95.6) |
| Preoperative isoenzyme of creatine kinase-MB | 9 (2.37, 12) | 11 (8, 13) | 0.001 | 10 (7, 13) |
| Red blood cells use (%) | 0 (0%) | 2 (2.3%) | 0.497 | 2 (1.2%) |
| Fresh frozen plasma use (%) | 3 (3.5%) | 11 (12.8%) | 0.048 | 11 (6.4%) |
| Platelets use (%) | 4 (4.7%) | 6 (7%) | 0.746 | 6 (3.5%) |
| Procedure time (min) | 325 (292, 362) | 335 (306.5, 375.3) | 0.084 | 330 (302, 370) |
| Cardiopulmonary bypass time (min) | 211 (175.5, 245) | 235.5 (214.5, 252.3) | <0.001 | 233 (189, 250) |
| Aortic cross-clamp time (min) | 98 (79, 120) | 112 (95.5, 131) | 0.003 | 106 (85, 124) |
| DHCA time (min) | 32 (21, 43.5) | 41 (31, 48.3) | 0.001 | 37 (27, 46) |
| Lowest rectal temperature (°C) | 19.6 (18.7, 20.3) | 19.2 (18.6, 20) | 0.135 | 19.3 (18.6, 20.1) |
| Lowest nasopharyngeal temperature (°C) | 17.9 (17.6, 18.3) | 18 (17.7, 18.5) | 0.455 | 18 (17.6, 8.4) |
| Maximal VIS during surgery | 8 (3, 14.7) | 15 (7, 23) | <0.001 | 10 (5.0, 18.5) |
PMV, prolonged mechanical ventilation; PaO2, Arterial partial pressure of oxygen; PaCO.
Figure 2(A) Selection of tuning parameter (lambda [λ]) in the least absolute shrinkage and selection operator (LASSO) model via 10-fold cross-validation. The optimal ln (λ) = 8.4703, was chosen based on minimum criteria. (B) LASSO coefficients produced by the LASSO logistic regression analysis. Twenty-eight variables (total 102 variables) with non-zero coefficients were chosen in the LASSO logistic regression model based on the optimal ln λ-value and were chosen as the most important variables after considering the correlation among candidate variables.
Univariate and multivariate analysis odds ratios for prolonged mechanical ventilation.
| Female sex | 1.268 (0.677–2.373) | 0.459 | 2.911 (1.303–6.501) | 0.009 |
| UCSD classification | 0.783 (0.305–2.009) | 0.223 | ||
| Deep venous embolism | 1.142 (0.613–2.126) | 0.677 | ||
| Acute pulmonary embolism | 0.920 (0.444–1.905) | 0.821 | ||
| Hyperlipidemia | 0.609 (0.307–1.207) | 0.156 | ||
| Hypertension | 0.986 (0.439–2.217) | 0.973 | ||
| Smoking | 2.022 (0.946–4.321) | 0.069 | ||
| Intraoperative blood product use | 2.167 (0.828–5.671) | 0.115 | ||
| Intraoperative total amount of fluid (ml) | 1.000 (0.999–1.001) | 0.772 | ||
| Intraoperative etomidate use | 0.954 (0.900–1.011) | 0.112 | ||
| Maximal VIS during surgery | 1.041 (1.011–1.071) | 0.007 | ||
| CPB time (min) | 1.014 (1.006–1.022) | <0.001 | ||
| DHCA time (min) | 1.015 (1.004–1.027) | 0.006 | 1.027 (1.002, 1.053) | 0.036 |
| Postoperative blood product use within first 72 h | 2.400 (1.135–5.074) | 0.022 | 3.542 (1.203, 10.423) | 0.022 |
| Chest drainage within first 72 h (ml) | 0.998 (0.997–0.999) | 0.006 | ||
| Preoperative lymphocyte (*109/L) | 1.003 (0.694–1.448) | 0.988 | ||
| Preoperative platelet (*109/L) | 0.999 (0.994–1.003) | 0.543 | ||
| Preoperative total protein (g/L) | 1.002 (0.954–1.054) | 0.923 | ||
| Preoperative creatine kinase (IU/L) | 0.998 (0.991–1.004) | 0.471 | ||
| Preoperative prothrombin time (s) | 0.997 (0.990–1.003) | 0.317 | ||
| Postoperative aspartate aminotransferase (IU/L) | 1.006 (0.998–1.014) | 0.121 | ||
| Postoperative alkaline phosphatase (IU/L) | 1.012 (0.996–1.028) | 0.140 | ||
| Postoperative isoenzyme of creatine kinase-MB (IU/L) | 1.029 (1.008–0.0500) | 0.006 | ||
| Postoperative total bilirubin (μmol/L) | 1.021 (1.009–1.033) | <0.001 | 1.021 (1.007–1.034) | 0.002 |
| Postoperative hemoglobin (g/dL) | 0.987 (0.967–1.009) | 0.242 | ||
| Preoperative left ventricular end diastolic diameter (mm) | 0.917 (0.871–0.967) | 0.001 | ||
| Preoperative pulmonary artery pressure (mmHg) | 1.036 (1.022–1.052) | <0.001 | 1.031 (1.014–1.048) | <0.001 |
| Postoperative anteroposterior diameter of right ventricular (mm) | 1.146 (1.065–0.234) | <0.001 | 1.119 (1.026–1.221) | 0.011 |
UCSD classification, The University of California, San Diego (UCSD) classification; VIS, maximum vasoactive-inotropic score during surgery; CPB, Cardiopulmonary bypass; DHCA, Deep hypothermia circulatory arrest.
Figure 3The area under the receiver operating characteristic curve (AU-ROC) for prolonged mechanical ventilation.
Postoperative short-term outcomes in study patients.
| Tracheotomy (n) | 0 (0%) | 12 (14%) | <0.001 |
| Re-operation for bleeding (n) | 1 (1.2%) | 5 (5.8%) | 0.210 |
| Transfusion (n) | 13 (15.3%) | 26 (30.2%) | 0.028 |
| RRT (n) | 0 (0%) | 6 (7%) | 0.029 |
| ECMO (n) | 0 (0%) | 4 (4.7%) | 0.121 |
| Delirium (n) | 5 (5.9%) | 15 (17.4%) | 0.011 |
| Reperfusion pulmonary edema (n) | 1 (1.2%) | 8 (9.3%) | 0.047 |
| Pulmonary hypertension crisis (n) | 0 (0%) | 5 (5.8%) | 0.059 |
| Pulmonary infection (n) | 21 (24.7%) | 44 (51.2%) | <0.001 |
| Pericardial effusion (n) | 4 (4.7%) | 7 (8.1%) | 0.563 |
| Arrhythmia (n) | 1 (1.2%) | 6 (7%) | 0.117 |
| ICU LOS (d) | 4 (3, 5) | 6 (5, 10) | <0.001 |
| Hospital LOS (d) | 10 (8, 13) | 14.5 (11, 21) | <0.001 |
| Total costs ($1,000) | 22.15 (18.59, 25.89) | 27.38 (22.38, 38.01) | <0.001 |
| 90-day mortality (n) | 0 (0%) | 3 (3.5%) | 0.246 |
PMV, prolonged mechanical ventilation; RRT, Renal replacement therapy; ECMO, Extracorporeal membrane oxygenation; ICU, intensive care unit; LOS, length of stay.