Computed tomography (CT) imaging is a vital tool for the diagnosis and assessment of lung adenocarcinoma, and using CT images to predict the recurrence-free survival (RFS) of lung adenocarcinoma patients post-surgery is of paramount importance in tailoring postoperative treatment plans. Addressing the challenging task of accurate RFS prediction using CT images, this paper introduces an innovative approach based on self-supervised pre-training and multi-task learning. We employed a self-supervised learning strategy known as “image transformation to image restoration” to pretrain a 3D-UNet network on publicly available lung CT datasets to extract generic visual features from lung images. Subsequently, we enhanced the network’s feature extraction capability through multi-task learning involving segmentation and classification tasks, guiding the network to extract image features relevant to RFS. Additionally, we designed a multi-scale feature aggregation module to comprehensively amalgamate multi-scale image features, and ultimately predicted the RFS risk score for lung adenocarcinoma with the aid of a feed-forward neural network. The predictive performance of the proposed method was assessed by ten-fold cross-validation. The results showed that the consistency index (C-index) of the proposed method for predicting RFS and the area under curve (AUC) for predicting whether recurrence occurs within three years reached 0.691 ± 0.076 and 0.707 ± 0.082, respectively, and the predictive performance was superior to that of existing methods. This study confirms that the proposed method has the potential of RFS prediction in lung adenocarcinoma patients, which is expected to provide a reliable basis for the development of individualized treatment plans.
Objective To investigate the application of enhanced recovery after surgery (ERAS) in da Vinci robotic McKeown surgery for esophageal cancer. Methods Clinical data of patients admitted to the First Hospital of Lanzhou University and undergoing da Vinci robotic McKeown surgery for esophageal cancer from 2017 to 2021 were retrospectively analyzed. According to the treatment, they were divided into two groups, a conventional group and an ERAS group. Patients in the conventional group were treated with the conventional perioperative treatment mode of thoracic surgery, and patients in the ERAS group were treated with accelerated rehabilitation surgical treatment mode. Relevant hospitalization indicators and postoperative complication rates were compared between the two groups. Results Finally 128 patients were collected, including 106 males and 22 females, with an average age of 61.91 years. There were 71 patients in the conventional group and 57 patients in the ERAS group. The postoperative pain index in the ERAS group was significantly lower than that in the conventional group (P<0.05), and the duration of postoperative analgesic pump used in the ERAS group was shorter than that in the conventional group (2.39±0.49 d vs. 3.13±0.63 d, P<0.001). There was no statistical difference in the incidence of postoperative related complications (gastroesophageal reflux, anastomotic stenosis, anastomotic fistula, arrhythmia, recurrent laryngeal nerve injury, chylothorax, anastomosis stomatitis or incisional infection) between the two groups (P>0.05), but the incidence of postoperative lung infection in the ERAS group was statistically lower (12.28% vs. 26.76%, P=0.043), and the volume of postoperative pleural effusion was statistically less compared with the conventional group (P<0.05). In the ERAS group, the surgery time (294.35±15.19 min vs. 322.79±59.09 min, P<0.001), postoperative exhaust time (1.44±0.39 d vs. 1.94±0.43 d, P<0.001), postoperative removal time of nasolasal tube (6.79±0.73 d vs. 8.21±0.86 d, P<0.001), hospital stay (19.88±3.36 d vs. 21.34±3.59 d, P=0.020), hospitalization costs (105 575.28±8 960.75 yuan vs. 137 894.64±19 518.60 yuan, P<0.001) were all lower or shorter than those of the conventional group. Postoperative activity was longer in the ERAS group than that in the conventional group (P<0.05), but there was no statistical difference in preoperative anesthesia time between the two groups (P=0.841). Conclusion The application of ERAS in da Vinci robotic McKeown surgery for esophageal cancer can effectively alleviate the physiological and psychological burden of patients, reduce the occurrence of postoperative related complications, effectively shorten the total hospital stay, save hospitalization costs, and reduce the economic burden of patients and society. Therefore, it can be promoted and applied in the clinic.
ObjectiveTo investigate the effect of multi-sided foramen ultrafine drainage tube with metal support on the formation of thoracic residual cavity after uniportal video-assisted thoracoscopic (VATS) upper lobectomy. MethodsThe clinical data of the patients who underwent uniportal VATS upper lobectomy for lung cancer in the Department of Thoracic Surgery of the First Hospital of Lanzhou University from January 2021 to April 2022 were retrospectively analyzed. According to the type of ultrafine drainage tube used in the surgery, the patients were divided into a test group (using metal-supported multi-sided foramen ultrafine drainage tube) and a control group (using ordinary 12F ultrafine drainage tube). The incidence of postoperative thoracic residual cavity and operation-related data were compared between the two groups. ResultsA total of 200 patients were enrolled, including 126 males and 74 females, with a mean age of 57.52 years. There were 90 patients in the test group, and 110 patients in the control group. The incidence of postoperative thoracic residual cavity in the test group was lower than that in the control group (P=0.045). The differences in the postoperative bedtime, postoperative visual analogue scale, postoperative analgesic pump using time, postoperative hospitalization time, times of postoperative thoracentration and drainage, postoperative drainage time and hospitalization cost between the two groups were statistically significant (P<0.05). The incidences of postoperative lung infection, pleural effusion and atelectasis complications were lower in the test group than those in the control group (P<0.05). The differences in the preoperative anesthesia time, operation time, intraoperative bleeding and postoperative lung leakage were not statistically significant (P>0.05). ConclusionThe use of multi-sided foramen ultrafine drainage tube with metal support can reduce the incidence of thoracic residual cavity after uniportal VATS upper lobectomy, and can reduce pain and economical burdens and the incidence of operation-related complications, accelerating the recovery of patients after surgery. The application of multi-sided foramen ultrafine drainage tube with metal support in uniportal VATS upper lobectomy can be widely used in the clinic.
ObjectiveTo investigate the clinical effect of metal supported multi-sided versus ordinary ultra-fine drainage tube in the uniportal video-assisted thoracic surgery (VATS) lower pulmonary lobectomy. MethodsFrom January 2021 to June 2022, the clinical data of patients who underwent uniportal VATS lower lobectomy in our hospital were retrospectively analyzed. According to the different types of ultra-fine drainage tubes used in the surgery, the patients were divided into an experimental group (using multi-sided hole 10F ultra-fine drainage tubes with metal support) and a control group (using ordinary 12F ultra-fine drainage tubes). The clinical data of the two groups were compared. ResultsA total of 190 patients were enrolled, including 108 males and 82 females. There were 90 patients in the experimental group aged 56.60±10.14 years; and 100 patients in the control group aged 57.07±11.04 years. The incidences of postoperative lung infection and pleural effusion in the experimental group were lower than those in the control group, with statistically significant differences (P<0.05). The postoperative visual analogue scale score, the need to adjust the chest drainage tube after the surgery, the need for chest puncture after the surgery, the time of postoperative chest tube removal, and the hospitalization cost were statistically different (P<0.05). There was no statistical difference in the length of postoperative hospital stay or the incidences of postoperative lung leakage, arrhythmia, and atelectasis complications (P>0.05). ConclusionCompared with the ordinary ultra-fine drainage tubes, multi-sided hole ultra-fine drainage tubes with metal support can reduce the incidences of lung infection and pleural effusion complications after the uniportal VATS lower lobectomy, reduce the pain and economic burden, which can be applied in the uniportal VATS lower lobectomy.
Objective To explore the clinical application in the prevention of post-ERCP pancreatitis (PEP) for high-risk patients undergoing endoscopic duct stent placement. Methods The clinical data of 112 patients with high-risk PEP between January 2005 and June 2010 in this hospital were analyzed retrospectively. According to stents placement or not, 112 patients were divided into stent placement group (n=52) treated by ERCP and stents placement and non-stent placement group (n=60) treated by ERCP without stent retaining. PEP was diagnosed according to Cotton standard, the incidence rate of PEP was compared between two groups and the high-risk influencing factors were analyzed. Results According to Cotton standard, there were only 3 patients (5.8%) diagnosed PEP in the stent placement group, all symptoms disappeared on 48 h after operation, without a diagnosis for severe acute pancreatitis. There were 9 patients (15.0%) diagnosed PEP in the non-stent placement group, and 2 patients were severe acute pancreatitis, The status was better undergoing fasting, aprotinin, anti-inflammatory, and enteral nutrition supporting treatment. The incidence of PEP was associated with younger women (age ≤45 years), Oddi sphincter dysfunction, and no dilation of bile duct (Plt;0.05). Conclusion It can obviously reduce PEP occurrence in high-risk patients with stent placement.
Objective To overview the systematic reviews/meta-analysis (SR/MA) for the effectiveness of yoga on patients with type 2 diabetes mellitus. Methods The CNKI, WanFang Data, VIP, CBM, PubMed, Cochrane Library, Embase, Web of Science, JBI and CINAHL databases were electronically searched to collect SR/MA on the intervention of yoga in diabetes mellitus from inception to November 6th, 2023. Two researchers independently screened the literature and extracted data. AMSTAR was used to evaluate the quality of methodology, and GRADE was used to evaluate the certainty of evidence, and the outcome indicators were statistically analyzed. Results A total of 14 SR/MA were included. The evaluation results of AMSTAR showed that 7 articles were of high quality and 7 articles were of moderate quality. The result of GRADE showed that there were 2 items of high-level evidence, 26 items of intermediate evidence, and the remaining 31 items were low-level or very low-level evidence. The results showed that yoga could significantly reduce fasting blood glucose (FBG) (moderate confidence), glycosylated hemoglobin (HA1C) (moderate confidence) and postprandial blood glucose (PPBG) levels (moderate confidence), and was also superior to other interventions in high-density cholesterol (HDL) (moderate confidence), low-density cholesterol (LDL) (moderate confidence), triglyceride (TG) (moderate confidence), total cholesterol (TC) (moderate confidence), systolic blood pressure (SBP) and diastolic blood pressure (DBP) (moderate confidence), muscle strength (high confidence), cardiorespiratory fitness (moderate confidence) and weight (moderate confidence). Conclusion The existing evidence shows that yoga has a good effect on blood glucose control (moderate confidence) and also has a certain effect on lipid parameters (moderate confidence) and anthropometric indicators (moderate confidence), but the quality and confidence of the current research evidence are low. Future researchers should standardize the research design to provide more high-quality evidence for the prognosis and treatment of type 2 diabetes mellitus.
Objective To investigate clinical application and safety evaluation of sedative demulcent anesthesia in therapeutic endoscopic retrograde cholangiopancreatography (ERCP).Methods Totally 1660 patients underwent ERCP at the First Hospital of Lanzhou University were prospectively divided into two groups: venous sedative demulcent group (n=800, using sufentanil and midazolam and propofol continuing infusion) and conventional sedative demulcent group (n=860, using common medicine). The heart rate (HR), respiration (R), blood pressure (BP) and peripheral oxygen saturation (SpO2) of pre-anesthesia, post-anesthesia, during operation and after analepsia in every group were detected. The narcotism was evaluated by Ramsaymin grading method and the related adverse reactions such as cough, restlessness, harmful memory, and abdominal pain after operation were recorded. Results Compared with conventional sedative demulcent group, vital signs of patients in venous sedative demulcent group were more stable. For postoperative adverse reactions, abdominal pain, abdominal distension and nausea and vomiting were respectively 4.4%(35/800), 2.6%(21/800) and 3.6%(29/800) in venous sedative demulcent group, which were respectively higher of the incidence of 36.3%(312/860), 49.0%(421/860) and 53.0%(456/860) in conventional sedative demulcent group (P＜0.01). The postoperative satisfaction and adverse reactions recall between venous sedative demulcent group and conventional sedative demulcent group was respectively significant different (96.9% vs. 2.9%, 4.8% vs. 97.9%, P＜0.01). Conclusion Sufentanil and midazolam and propofol continuing infusion have good effect of sedative demulcent anesthesia, which can be widely used.