ObjectiveTo explore the clinical value of three early predictive scale of lung injury (ALI) in patients with high risk of acute lung injury (ALI) after lung cancer surgery.MethodsA convenient sampling method was used in this study. A retrospective analysis was performed on patients with lung cancer underwent lung surgery. The patients were divided into an ALI group and a non-ALI group according to ALI diagnostic criteria. Three kinds of lung injury predictive scoring methods were used, including lung injury prediction score (LIPS), surgical lung injury prediction (SLIP) and SLIP-2. The differences in the scores of the two groups were compared. The correlation between the three scoring methods was also analyzed. The diagnostic value was analyzed by drawing receiver operating characteristic (ROC) curves.ResultsA total of 400 patients underwent lung cancer surgery, and 38 patients (9.5%) developed ALI after operation. Among them, 2 cases progressed to acute respiratory distress syndrome and were treated in intensive care unit. There were no deaths. The predictive scores of the patients in the ALI group were higher than those in the non-ALI group, and the difference was statistically significant (all P<0.001). There was a good correlation between the three scoring methods (allP<0.001). The three scoring methods had better diagnostic value for early prediction of high risk ALI patients after lung cancer surgery and their area under ROC curve (AUC) were larger than 0.8. LIPS score performed better than others, with an AUC of 0.833, 95%CI (0.79, 0.87).ConclusionThree predictive scoring methods may be applied to early prediction of high risk ALI patients after lung cancer surgery, in which LIPS performs better than others.
Objective To analyze the relationship between Glasgow prognostic score （GPS）， liver metastasis， and prognosis of rectal caner. Methods Clinical data of 223 patients with rectal cancer who underwent operation in Chinese PLA General Hospital from Jun. 2005 to Dec. 2011 were retrospectively analyzed， and the relationship between preoperative GPS score， liver metastasis， and prognosis of rectal cancer were analyzed. Results Preoperative GPS score of patients with rectal cancer was related to invasion depth （P＜0.001）， vascular or lymphatic invasion （P＜0.001）， liver metastasis （P＜0.001）， TNM stage （P＜0.001）， levels of carcinoembryonic antigen （P=0.009）， levels of CA19-9（P＜0.001）， and levels of CA724 （P＜0.001）. Multivariate analysis results revealed that differentiation of tumor （poorly：OR=10.688）， vascular or lymphatic invasion （OR=4.918）， lymph node metastasis （OR=3.359）， and preoperative GPS score （score 2：OR=15.907） were related to liver metastasis；age （RR=2.121）， differentiation of tumor （poorly：RR=2.846）， invasion depth （RR=1.754）， TNM stage （stageⅡ：RR=7.447， stageⅢ：RR=9.030， stage Ⅳ：RR=13.325）， and preoperative GPS score （score 2：RR=2.471） were the independently prognostic factors of rectal cancer. The preo- perative GPS score were related with both liver metastasis and prognosis of rectal cancer. Conclusion Preoperative GPS score is associated with liver metastasis of rectal cancer， and it is considered to be a useful predictor of postoperative prognosis in rectal cancer.
ObjectiveTo analyze factors affecting post-hepatectomy liver failure (PHLF) of patients with hepatocellular carcinoma (HCC) and explore value of combining albumin-bilirubin (ALBI) score with standardized future liver remnant (sFLR) in prediction of PHLF.MethodsThe clinical data of patients with HCC underwent curative hepatectomy in the Second and the Fifth Departments of General Surgery of the First Hospital of Lanzhou University from January 2016 to June 2018 were retrospectively reviewed. The risk factors of PHLF were identified through the logistic regression, the area under the receiver operating characteristic curve (AUC) was used to analyze the predictive value of the ALBI score, sFLR, or ALBI score×sFLR.ResultsA total of 72 patients with HCC were enrolled, all of them were the Child-Pugh A grade. The incidence of PHLF was 27.78% (20/72) in these 72 patients with HCC, which was 12.96% (7/54) and 72.22% (13/18) in the 54 patients with ALBI- Ⅰ grade and 18 patients with ALBI- Ⅱ grade respectively, the difference was statistically significant (P<0.001). The results of multivariable analysis of PHLF showed that the PLT (OR=0.030, P=0.018), ALBI grade (OR=11.758, P=0.020), and sFLR (OR=0.835, P=0.003) were identified as the independent predictors of PHLF. The AUC for the ALBI score×sFLR in predicting the PHLF was 0.892, it was greater than that of the ALBI score (AUC=0.799) or the sFLR (AUC=0.773).ConclusionCompared with Child-pugh grade, ALBI grade is more accurate in predicting PHLF of HCC patients, and combining ALBI score with sFLR is better than sFLR or ALBI score alone in predicting PHLF of patients with HCC.
The drug-target protein interaction prediction can be used for the discovery of new drug effects. Recent studies often focus on the prediction of an independent matrix filling algorithm, which apply a single algorithm to predict the drug-target protein interaction. The single-model matrix-filling algorithms have low accuracy, so it is difficult to obtain satisfactory results in the prediction of drug-target protein interaction. AdaBoost algorithm is a strong multiple classifier combination framework, which is proved by the past researches in classification applications. The drug-target interaction prediction is a matrix filling problem. Therefore, we need to adjust the matrix filling problem to a classification problem before predicting the interaction among drug-target protein. We make full use of the AdaBoost algorithm framework to integrate several weak classifiers to improve performance and make accurate prediction of drug-target protein interaction. Experimental results based on the metric datasets show that our algorithm outperforms the other state-of-the-art approaches and classical methods in accuracy. Our algorithm can overcome the limitations of the single algorithm based on machine learning method, exploit the hidden factors better and improve the accuracy of prediction effectively.
ObjectiveTo compare the intraoperative, postoperative indicators and economic costs of varicose veins patients between day surgery and inpatient surgery, and to explore the safety and benefit of large-scale varicose veins day surgery in China.MethodsA retrospective study was conducted to collect varicose veins patients in West China Hospital of Sichuan University from January 2016 to January 2019. Patients were divided into the day surgery group and the inpatient surgery group, and the subjects were matched by the propensity score matching (PSM) method according to the basic characteristic data. Intraoperative and postoperative indicators and economic costs were compared between the two groups.ResultsA total of 1 806 varicose vein patients were enrolled in the study, and 502 patients were enrolled in each of the two groups after PSM matching. After matching, there were no statistically significant differences in gender, age, nationality, marriage status, working status, residence, number of operative legs, medical insurance type, grade of American Society of Anesthesiologists, and complications (including hypertension, diabetes, coronary heart disease, and respiratory system diseases) between the two groups (P>0.05), which were comparable and the differences were not statistically significant. Compared with the inpatient surgery group, the day surgery group had shorter hospital stay, less intraoperative infusion volume, lower total cost, bed cost, nursing cost, drug cost, examination cost, medical insurance, and out-of-pocket (P<0.05). ConclusionThe varicose veins day surgery is not only safe and effective, but also can reduce the medication insurance payment.
Abstract: Objective To compare the multiple organ dysfunction score (MODS), the sequential organ failure assessment (SOFA), the acute physiology, age, and chronic health evaluation system Ⅱ(APACHE Ⅱ), the acute physiology, age, and chronic health evaluation system Ⅲ(APACHE Ⅲ) in evaluating risks for patients after cardiac surgery, in order to provide better treatment and prediction of prognosis after cardiac operation. Methods A prospective study was carried out on 1 935 cardiac postoperative patients, including 1 050 males and 885 females, enrolled in cardiac postoperative intensive care unitof Anzhen hospital between October 2007 and April 2008. The age of the patients ranged from 18 to 86 years with the mean age of 53.96 years. The patients underwent the surgery because of various cardiac diseases including coronary heart disease, valve disease, congenital heart disease, aortic aneurysm, pericardial disease, atrial fibrillation, and pulmonary embolism. We used MODS, SOFA, APACHE Ⅱ, and APACHE Ⅲ respectively to calculate the value of the first day after operation, the maximum value during the first three days, the maximum value, and the change of the value between the third day and the first day for every patient, and then we compared the calibration and discrimination of these different systems using HosmerLemeshow goodnessoffit analysis and Receiver Operating Characteristic (ROC) curve. Results There were 47 perioperative deaths because of circulating system failure, respiration failure, kidney failure, liver failure or nervous system diseases. The death rate was 2.43%. In discrimination analysis, the area under the curve (AUC) in ROC of the first day value after operation, the maximum value, the maximum value during the first three days, and the change of value between the third day and the first day for MODS were respectively 0.747, 0.901, 0.892, and 0.786; for SOFA were respectively 0.736, 0.891, 0.880, and 0.798; for APACHE Ⅱ were respectively 0.699, 0.848, 0,827, and 0.562; for APACHE Ⅲ were respectively 0.721, 0.872, 0.869, and 0.587. In calibration analysis, we compared the χ2 value of the first day value, the maximum value, the maximum value during the first 3 days, and the change of value between the third day and the first day of these systems. χ2 value of MODS was 4.712, 5.905, 5.384, and 13.215; χ2 value of SOFA was 8.673, 3.189, 3.111, and 14.225; χ2 value of APACHE Ⅱ was 15.688, 10.132, 8.061, and 42.253; χ2 value of APACHE Ⅲ was 13.608, 11.196, 19.310, and 47.576. AUC value of MODS and SOFA were all larger than those of APACHE Ⅱ and APACHE Ⅲ (Plt;0.05); AUC value of APACHE Ⅱ was smaller than that of APACHE Ⅲ (Plt;0.05). Conclusion MODS, SOFA, APACHE Ⅱ and APACHE Ⅲ are all applicable in evaluating risks for patients after cardiac surgery. However, MODS and SOFA are better than APACHE Ⅱ、APACHE Ⅲ in predicting mortality after cardiac surgery. In cardiac surgery, the complicated APACHE Ⅱ and APACHE Ⅲ systems can be replaced by MODS and SOFA systems which are simpler for use.
Objective To investigate the relationship between preoperative mean daily step counts and pulmonary complications after thoracoscopic lobectomy in elderly patients. Methods From 2018 to 2021, the elderly patients with pulmonary complications after thoracoscopic lobectomy were included. A 1∶1 propensity score matching was performed with patients without pulmonary complications. The clinical data were compared between the two groups. ResultsTotally, 100 elderly patients with pulmonary complications were enrolled, including 78 males and 22 females, aged 66.4±4.5 years. And 100 patients without pulmonary complications were matched, including 71 males and 29 females aged 66.2±5.0 years. There was no significant difference in the preoperative data between the two groups (P>0.05). Compared to the patients with pulmonary complications, the ICU stay was shorter (8.1±4.4 h vs. 12.9±7.5 h, P＜0.001), the first out-of-bed activity time was earlier (8.8±4.5 h vs. 11.2±6.1 h, P=0.002), and the tube incubation time was shorter (19.3±9.2 h vs. 22.5±9.4 h, P=0.015) in the patients wihout pulmonary complications. There was no statistical difference in other perioperative data between the two groups (P>0.05). The mean daily step counts in the pulmonary complications group were significantly less than that in the non-pulmonary complications group (4 745.5±2 190.9 steps vs. 6 821.1±2 542.0 steps, P＜0.001). The daily step counts showed an upward trend for three consecutive days in the two groups, but the difference was not significant. Conclusion The decline of preoperative mean daily step counts is related to pulmonary complications after thoracoscopic lobectomy in elderly patients. Recording daily step counts can promote preoperative active exercise training for hospitalized patients.
ObjectiveTo assess the accuracy of European System for Cardiac Operative Risk Evaluation (EuroSCORE) model in predicting the in-hospital mortality of Uyghur patients and Han nationality patients undergoing heart valve surgery. MethodsClinical data of 361 consecutive patients who underwent heart valve surgery at our center from September 2012 to December 2013 were collected, including 209 Uyghur patients and 152 Han nationality patients. According to the score for additive and logistic EuroSCORE models, the patients were divided into 3 subgroups including a low risk subgroup, a moderate risk subgroup, and a high risk subgroup. The actual and predicted mortality of each risk subgroup were studied and compared. Calibration of the EuroSCORE model was assessed by the test of goodness of fit, discrimination was tested by calculating the area under the receiver operating characteristic (ROC) curve. ResultsThe actual mortality was 8.03% for overall patients, 6.70% for Uyghur patients,and 9.87% for Han nationality patients. The predicted mortality by additive EuroSCORE and logistic EuroSCORE for Uyghur patients were 4.03% and 3.37%,for Han nationality patients were 4.43% and 3.77%, significantly lower than actual mortality (P<0.01). The area under the ROC curve of additive EuroSCORE and logistic EuroSCORE for overall patients were 0.606 and 0.598, for Han nationality patients were 0.574 and 0.553,and for Uyghur patients were 0.609 and 0.610. ConclusionThe additive and logistic EuroSCORE are unable to predict the in-hospital mortality accurately for Uyghur and Han nationality patients undergoing heart valve surgery. Clinical use of these model should be considered cautiously.
ObjectiveTo investigate the impact of postoperative application of Pseudomonas aeruginosa injection on recurrence free survival (RFS) and overall survival (OS) in patients with abnormal serum calcitonin levels following surgery for medullary thyroid carcinoma (MTC). MethodsA retrospective collection of data was conducted for 214 patients with abnormal serum calcitonin levels following MTC surgery at West China Hospital of Sichuan University from January 2015 to April 2024. Propensity score matching (1∶2) was utilized to match patients’ data to reduce confounding bias, comparing RFS and OS between patients who used (Pseudomonas group) and did not use (control group) Pseudomonas aeruginosa injection. ResultsAfter propensity score matching, 72 patients with abnormal postoperative calcitonin levels were included, with 24 in the Pseudomonas group and 48 in the control group. The median follow-up time for the 72 patients was 66 months (11–168 months). The 1-year RFS rates for the Pseudomonas group and the control group were 100% and 75.0%, respectively, and the 2-year RFS rates were 87.5% and 56.3%, respectively. The RFS in the Pseudomonas group was superior to that in the control group (χ2=4.791, P=0.029). The 5-year OS rates for the Pseudomonas group and the control group were 90.9% and 93.5%, respectively, with no significant difference between the two groups (χ2=0.469, P=0.491). The Cox proportional hazards regression model indicated that the median RFS was extended in the Pseudomonas group [25 months vs. 21 months, RR=0.350, 95%CI (0.135, 0.900), P=0.029], but there was no significant impact on OS [66 months vs. 69 months, RR=2.22, 95%CI (0.229, 21.444), P=0.503]. ConclusionPostoperative use of Pseudomonas aeruginosa injection in MTC patients with abnormal serum calcitonin level shows significant improvement in RFS, but no significant change in OS.
ObjectiveTo analyze prognostic ability of inflammation-based Glasgow prognostic score (GPS) in patients with ST-segment elevation myocardial infarction (STEMI).MethodsWe retrospectively analyzed the clinical data of 289 patients with STEMI admitted to the Department of Emergency in West China Hospital from April 2015 to January 2016. All study subjects were divided into three groups: a group of GPS 0 (190 patients including 150 males and 40 females aged 62.63±12.98 years), a group of GPS 1 (78 patients including 58 males and 20 females aged 66.57±15.25 years), and a group of GPS 2 (21 patients including 16 males and 5 females aged 70.95±9.58 years). Cox regression analysis was conducted to analyze the independent risk factors of predicting long-term mortality of patients with STEMI.ResultsThere was a statistical difference in long-term mortality (9.5% vs. 23.1% vs. 61.9%, P<0.001) and in-hospital mortality (3.7% vs. 7.7% vs. 23.8%, P<0.001) among the three groups. The Global Registry of Acute Coronary Events (GRACE) scores and Gensini scores increased in patients with higher GPS scores, and the differences were statistically different (P<0.001). Multivariable Cox regression analysis showed that the GPS was independently associated with STEMI long-term all-cause mortality (1 vs. 0, HR: 2.212, P=0.037; 2 vs. 0, HR: 8.286, P<0.001).ConclusionGPS score is helpful in predicting the long-term and in-hospital prognosis of STEMI patients, and thus may guide clinical precise intervention by early risk stratification.