ObjectiveTo predict the risk factors affecting postoperative recurrence of granulomatous lobular mastitis (GLM) in the mass stage by machine learning algorithm, and to provide a reference for the early identification and prevention of postoperative recurrence of GLM in the mass stage. MethodsThe electronic medical records and follow-up data of patients with GLM in the Department of Breast Disease Unit, the First Affiliated Hospital of Henan University of Traditional Chinese Medicine from October 2020 to January 2023 were selected. A total of 340 patients with GLM in the mass stage who met the inclusion and exclusion criteria were selected as the research subjects. According to whether the patients relapsed after surgery, they were divided into recurrence group and non-recurrence group. The collected cases were randomly divided into training set and test set according to the ratio of 7:3. In the training set, the recurrence prediction model was constructed by using traditional logistic regression and three machine learning algorithms: artificial neural network, random forest and XGBoost (extrem gradient boosting). In the test set, the performance of the model was evaluated by sensitivity, specificity, accuracy,positive predictive value, negative predictive value, F1 value and area under the curve (AUC) value. The Shapley Additive exPlanation (SHAP) method was used to explore the important variables that affect the optimal model in identifying postoperative recurrence in the GLM mass phase. The optimal risk cutoff value of the prediction model was determined by the Youden index. Based on this, the postoperative patients in the GLM mass phase of the external test set were divided into high-risk and low-risk groups. ResultsA total of 392 patients who met the GLM mass stage were included, and 52 cases were excluded according to the exclusion criteria, and 340 cases were finally included, including 60 cases in the recurrence group and 280 cases in the non-recurrence group. Based on the results of univariate analysis, correlation analysis and clinically meaningful influencing factors, 12 non-zero coefficient characteristic variables were screened for the construction of the prediction model, and these 12 characteristic variables included other disease history, number of miscarriages, breastfeeding duration of the affected breast, history of milk stasis, lesion location, nipple indentation, fluctuation sensation, low-density lipoprotein, testosterone, previous antibiotic therapy, previous oral hormone medication, and perioperative traditional Chinese medicine treatment duration. The logistic regression prediction model, artificial neural network, random forest and XGBoost prediction models were constructed, and the results showed that the accuracy, positive predictive value and negative predictive value of the four prediction models were all >75%, among which the XGBoost model had the best performance, with accuracy, specificity, sensitivity, AUC, positive predictive value, negative predictive value and F1 values of 0.93, 0.99, 0.65, 0.87, 0.92, 0.93 and 0.76, respectively. SHAP method found that the duration of traditional Chinese medicine treatment during perioperative period, the duration of breast-feeding on the affected side, low density lipoprotein, testosterone and previous hormone drugs were the top five factors affecting XGBoost model to identify postoperative recurrence of GLM in mass stage. ConclusionsCompared with the traditional Logistic regression prediction model, the models based on machine learning for identifying postoperative recurrence in the GLM mass phase showed better performance, among which the XGBoost model performed best. Targeted preventive measures can be given based on the above risk factors to improve the postoperative prognosis of the GLM mass phase.
Objective To develope a modified surgical lavage tube to improve the efficacy of the treatment of orthopaedic postoperative infection. Methods A retrospective analysis was performed on 126 patients who received the pulsed lavage therapy with side-hole double valve lavage tube between March 2005 and March 2010. There were 98 males and28 females, aged 19-63 years (mean, 35 years). The infected sites included femur in 61 cases, tibiofibula in 46 cases, humerus in 12 cases, and patella in 7 cases. The lavage tube obstruction and defluvium, secondary infection of drainage opening, and wound heal ing were observed during treatment. Results No lavage tube defluvium occured during the lavage in all cases. Lavage tube obstruction occurred in 68 cases, edema at the peri pheral tissue was caused by obstruction in 9 cases; secondary infection at the lavage and drainage opening in 10 cases, which were cured after corresponding treatment. All cases achieved wound healing by first intention within 2 weeks. Lavage tube and drainage opening were closed within 1 month. All patients were followed up 1-5 years (mean, 18 months) with no recurrence. Conclusion Pulsed lavage therapy with side-hole double valve lavage tube can obviously improve the efficacy of the treatment of orthopaedic postoperative infection, so it is an effective modification to convention lavage.
[Abstract]The number of lung transplantation is gradually increasing worldwide, which brings new challenges to the multi-disciplinary team of lung transplantation. The prognosis of lung transplant recipients is seriously affected by the pathophysiological state of specific lung diseases and perioperative risk factors. It is of great significance for these patients to optimize perioperative management according to these factors. Recently, several expert consensus have been published regarding anesthesia management of lung transplantation. Based on the current evidence and clinical practice of West China Hospital, this review summarizes the key points of anesthesia management for lung transplant recipients to guide anesthesiologists' clinical practice.
Objective To compare and analyze the occurrence of acute and chronic pain after subxiphoid and transcostal thoracoscopic extended thymectomy. MethodsA retrospective analysis was performed on 150 patients who underwent thoracoscopic extended thymectomy in our hospital from July 2020 to June 2022, among whome 30 patients received subxiphoid video-assisted thoracic surgery, and 120 patients received transcostal video-assisted thoracic surgery. The patients were matched by the propensity score matching method. Postoperative pain was evaluated by numeric rating scale (NRS). The intraoperative conditions and postoperative pain incidence were compared between the two groups. ResultsAfter matching, 60 patients were enrolled, 30 in each group, including 30 males and 30 females with an average age of 50.78±12.13 years. There was no difference in the general clinical data between the two groups (P>0.05), and no perioperative death. There were statistical differences in the intraoperative blood loss, postoperative drainage volume, postoperative catheter duration, postoperative hospital stay, postoperative pain on 1 d, 2 d, 3 d, 7 d, 3 months and 6 months after the surgery (P<0.05), but there was no statistical difference in the operation time or the postoperative 14 d NRS score (P>0.05). Further univariate and multivariate analyses for postoperative chronic pain showed that surgical method and postoperative 14 d NRS score were risk factors for chronic pain at the 3 months and 6 months after the surgery (P<0.05). Conclusion The subxiphoid thoracoscopic extended thymectomy has advantages over transcostal thoracoscopic surgery in the postoperative acute and chronic pain.
ObjectiveTo explore the effect of different ventilation modes on pulmonary complications (PCs) after laparoscopic weight loss surgery in obese patients. MethodsThe obese patients who underwent laparoscopic weight loss surgery in the Xiaolan People’s Hospital of Zhongshan from January 2019 to June 2023 were retrospectively collected, then were assigned into pressure-controlled ventilation-volume guaranteed (PCV-VG) group and volume controlled ventilation (VCV) group according to the different ventilation modes during anesthesia. The clinicopathologic data of the patients between the PCV-VG group and VCV group were compared. The occurrence of postoperative PCs was understood and the risk factors affecting the postoperative PCs for the obese patients underwent laparoscopic weight loss surgery were analyzed by multivariate logistic regression analysis. ResultsA total of 294 obese patients who underwent laparoscopic weight loss surgery were enrolled, with 138 males and 156 females; Body mass index (BMI) was 30–55 kg/m2, (42.40±4.87) kg/m2. The postoperative PCs occurred in 63 cases (21.4%). There were 160 cases in the PCV-VG group and 134 cases in the VCV group. The anesthesia time, tidal volume at 5 min after tracheal intubation, peak inspiratory pressure and driving pressure at 5 min after tracheal intubation, 60 min after establishing pneumoperitoneum, and the end of surgery, as well as incidence of postoperative PCs in the PCV-VG group were all less or lower than those in the VCV group (P<0.05). The indicators with statistical significance by univariate analysis in combination with significant clinical indicators were enrolled in the multivariate logistic regression model, such as the smoking history, American Society of Anesthesiologists classification, hypertension, BMI, operation time, forced expiratory volume in 1 second (FEV1), FEV1/forced vital capacity, and intraoperative ventilation mode. It was found that the factors had no collinearity (tolerance>0.1, and variance inflation factor<10). The results of the multivariate logistic regression analysis showed that the patients with higher BMI and intraoperative VCV mode increased the probability of postoperative PCs (P<0.05). ConclusionsFrom the preliminary results of this study, for the obese patients underwent laparoscopic weight loss surgery, the choice of ventilation mode is closely related to the risk of developing postoperative PCs. In clinical practice, it is particularly important to pay attention to the risk of postoperative PCs for the patients with higher degree obesity.
ObjectiveTo observe the status of thrombocytopenia in adult patients after cardiac surgery, and to explore its mechanism and clinical significance.MethodsRetrospective analysis of 240 patients after cardiac surgery in the 2nd ward of surgical intensive care unit (ICU) of Fuwai Hospital from May to June 2020 was conducted, including 137 males and 103 females with a mean age of 56.0±12.0 years. According to postoperative platelet status, the patients were divided into a thrombocytopenia group and a non-thrombocytopenia group. The clinical baseline data, preoperative platelet count, postoperative minimum platelet count, volume of drainage, transfusion of blood products, mechanical ventilator time, ICU stay, hospital stay and complications were compared between the two groups.ResultsThe mean preoperative platelet count was 199×109/L±55×109/L and the mean postoperative platelet nadir was 109×109/L±37×109/L, with a mean reduction rate of 44.1%±15.8%. The platelet count of 235 (97.9%) patients after operation was lower than that before operation. Among them, 98 (40.8%) patients had platelet count<100×109/L, 46 (19.2%)<75×109/L and 8 (3.3%)<50×109/L. Results of multivariable logistic analysis showed that cardiopulmonary bypass time>120 min (OR=2.576, 95%CI 1.313-5.053, P<0.05) was an independent risk factor for postoperative thrombocytopenia. Mechanical ventilator time (25.5±16.8 h vs. 17.3±8.5 h, P<0.05), ICU stay (85.2±54.7 h vs. 60.0±33.9 h, P<0.05) and hospital stay (15.8±6.2 d vs. 14.2±3.9 d, P<0.05) were longer in the thrombocytopenia group (<100×109/L) compared with the non-thrombocytopenia group (>100×109/L). More drainage volume [685 (510, 930) mL vs. 560 (440, 790) mL, P<0.05] and complications occurred in the thrombocytopenia group. In multivariable analysis, thrombocytopenia was significantly inversely associated with prolonged ICU stay (OR=2.993, 95%CI 1.622-5.524, P<0.05).ConclusionThrombocytopenia occurs commonly after adult cardiac surgery, and the incidence in different types of surgery varies. Postoperative thrombocytopenia is related to the prolonged recovery. Extracorporeal circulation may be a contributing factor to thrombocytopenia, and further studies investigating mechanism and strategies to reduce postoperative thrombocytopenia are needed.
Objective To analyze the safety of surgical treatment and optimal surgical procedure for lung cancer patients with prior history of lung resection. Methods The medical records of 69 lung cancer patients with history of lung resection was retrospectively collected. There were 53 males and 16 females with a median age of 68 years ranging from 45 to 80 years. The risk factors for postoperative complications were analyzed using one-way ANOVA and logistic regression analysis. By comparing the data between the lobectomy and sublobectomy groups, the best surgical procedure was chosen. Results The 90-day mortality rate was 4.3%. Postoperative complication rate was 24.6%. Results of one-way ANOVA showed that blood loss during operation (P=0.020), tumor size (P=0.007), smoking (P=0.028) and FEV1%pre (P=0.018) were associated with increased major postoperative complications. Logistic regression analysis showed that FEV1%pre<77.0% (OR=0.935, 95%CI 0.888 to 0.984, P=0.010) and tumor size≥2 cm (OR=4.288, 95%CI 1.375 to 13.373, P=0.012) were independent risk factors for major postoperative complications. Lobectomy and sublobectomy groups had similar postoperative mortality and complication rate (P=0.063). Conclusion Surgical resection for selected lung cancer patients with history of lung resection is safe with low postoperative mortality and complication rate. Lobectomy with lymph node resection is the first choice if cardiopulmonary function permits. Pneumonectomy is not recommended.
Objective To investigate the short-term postoperative pain between robot-assisted and thoracolaparoscopic McKeown esophagectomy for esophageal carcinoma. Methods We prospectively analyzed clinical data of 77 patients with esophageal carcinoma in our hospital between September 2016 and February 2017. The patients were allocated into two groups including a robot group and a thoracolaparoscopic group. The patients underwent robot assisted McKeown esophagectomy in the robot group and thoracolaparoscopic McKeown esophagectomy in the thoracolaparoscopic group. There were 38 patients with 30 males and 8 females at average age of 60.80±6.20 years in the thoracolaparoscopic group, and 39 patients with 35 males and 4 females at average age of 60.90±7.20 years in the robot group. Results There was no statistical difference between the two groups in terms of the postoperative usage of analgesic drugs. The patients in the robot group experienced less postoperative pain on postoperative day 1, 3, 5, 6 and 7 than the patients in the thoracolaparoscopic group. The mean value of visual analogue scale (VAS) on postoperative day 1, 3, 5, 6 and 7 for the robot group and the thoracolaparoscopic group was 3.20±1.10 versus 2.70±0.90 (P=0.002), 2.75±0.96 versus 2.40±0.98 (P=0.030), 2.68±1.08 versus 2.02±0.8 (P=0.005); 2.49±0.99 versus 1.81±0.88 (P=0.003), 2.27±0.83 versus 1.51±0.61 (P<0.001), respectively. Conclusion Compared with the thoracolaparoscopic group, patients receiving robot assisted McKeown esophagectomy experience less postoperative short-term pain. However, the long-term postoperative pain for these patients needs to be further studied.
Objective To review the diagnosis and treatment of tuberculosis infection after total knee arthro-plasty (TKA). Methods The recent literature concerning the diagnosis and treatment of tuberculosis infection after TKA were extensively reviewed and summarized. Results The diagnosis of tuberculosis infection after TKA is difficult. It should be combined with the patient’s medical history, symptoms, signs, blood examinations, and imaging examinations, among which the bacterial culture and histopathological examination are the gold standard of diagnosis. Treatment strategy is combined with the drug treatment and a variety of surgical procedures that depends on the clinical situation. Conclusion At present, there is no guideline for the diagnosis and treatment of tuberculosis infection after TKA, it still needs further study and improvement.
ObjectiveTo compare the postoperative enhanced recovery outcomes of lobectomy performed under non-intubated video-assisted thoracic surgery (NIVATS) versus intubated video-assisted thoracic surgery (IVATS). Methods Computerized searches were performed in the following databases: China National Knowledge Infrastructure (CNKI), Wanfang Data, VIP Information, China Biomedical Literature Database (CBMdisc), Web of Science, Clinicaltrials.gov, The Cochrane Library, EMbase, and PubMed. We collected randomized controlled trials (RCTs) and observational studies comparing NIVATS and IVATS. The search period extended from the inception of each database to April 1, 2023. Two independent researchers screened the literature and assessed study quality. ResultsA total of 14 studies were included, comprising 4 RCTs, 7 retrospective cohort studies, and 3 propensity score matching studies, involving 1 840 patients. Meta-analysis results indicated that, compared to IVATS, NIVATS was associated with significantly shorter operative time [MD=–13.39, 95%CI (–20.16, –6.62), P<0.001], shorter length of hospital stay [MD=–0.81, 95%CI (–1.39, –0.22), P=0.005], shorter chest tube duration [MD=–0.73, 95%CI (–1.36, –0.10), P=0.02], shorter postoperative anesthesia recovery time [MD=–20.34, 95%CI (–26.83, –13.84), P<0.001], and shorter time to oral intake after surgery [MD=–5.68, 95%CI (–7.63, –3.73), P<0.001]. Furthermore, NIVATS showed a lower incidence of postoperative airway complications [OR=0.49, 95%CI (0.34, 0.71), P<0.001] and less total chest tube drainage volume [MD=–251.11, 95%CI (–398.25, –103.98), P<0.001], all contributing to significantly accelerated postoperative enhanced recovery for patients. Conclusion NIVATS is a safe and technically feasible anesthesia method in thoracoscopic lobectomy, which can to some extent replace IVATS.