Deep learning method can be used to automatically analyze electrocardiogram (ECG) data and rapidly implement arrhythmia classification, which provides significant clinical value for the early screening of arrhythmias. How to select arrhythmia features effectively under limited abnormal sample supervision is an urgent issue to address. This paper proposed an arrhythmia classification algorithm based on an adaptive multi-feature fusion network. The algorithm extracted RR interval features from ECG signals, employed one-dimensional convolutional neural network (1D-CNN) to extract time-domain deep features, employed Mel frequency cepstral coefficients (MFCC) and two-dimensional convolutional neural network (2D-CNN) to extract frequency-domain deep features. The features were fused using adaptive weighting strategy for arrhythmia classification. The paper used the arrhythmia database jointly developed by the Massachusetts Institute of Technology and Beth Israel Hospital (MIT-BIH) and evaluated the algorithm under the inter-patient paradigm. Experimental results demonstrated that the proposed algorithm achieved an average precision of 75.2%, an average recall of 70.1% and an average F ₁-score of 71.3%, demonstrating high classification accuracy and being able to provide algorithmic support for arrhythmia classification in wearable devices.
Humans ; Arrhythmias, Cardiac/diagnosis* ; Algorithms ; Electrocardiography/methods* ; Neural Networks, Computer ; Signal Processing, Computer-Assisted ; Deep Learning ; Classification Algorithms

Objective:To investigate the clinical effect of composite surgery in the treatment of chronic common carotid artery occlusion(CCAO).Methods:A retrospective descriptive study was conducted. The clinical data of 7 patients with CCAO admitted to Xuanwu Hospital, Capital Medical University from October 2020 to December 2023 were collected retrospectively. There were 6 males and 1 female. The age was (66.7±10.9) years, ranging from 52 to 83 years. Outpatient or telephone follow-up were conducted after surgery, carotid artery ultrasound or computed tomography angiography were performed at 3 months, 6 months, and 1 year postoperatively to determine vascular patency. The selection of surgical methods and clinical effect were analyzed. Normally distributed measurement data were expressed as mean±standard deviation ( ± s). The measurement data of skewed distribution were expressed by M ( Q1, Q3). Count data were expressed as frequency. Results:All 7 patients were diagnosed with chronic CCAO before operation, 6 on the left and 1 on the right. 3 cases affected the middle and distal segments of the common carotid artery, 1 case affected the proximal segment, and 1 case each affected the middle and distal segments, the remaining case involves the entire common carotid artery. All the procedures were successfully performed, among which 4 cases underwent carotid endarterectomy combined with stent placement, and 3 cases did not receive stent placement after carotid endarterectomy. 1 patient developed neck hematoma after surgery and the remaining patients recovered well after surgery without any complications or deaths. The follow-up time was 13.5(4.0, 20.5) months; 1 patient was lost to follow-up, and 6 patients received effective follow-up. the common carotid artery remained unobstructed in all 6 patients, and there were no transient ischemic attacks or strokes during the follow-up period.Conclusion:Composite surgery is a safe and feasible method that can be used to treat chronic CCAO lesions, and has satisfactory short-term results.

Objective:To screen key genes of renal clear cell carcinoma based on bioinformatics methods, identify possible microRNA (miRNA)-mRNA action axis, and explore the expression of related genes in clear cell renal cell carcinoma tissues and cells.Methods:Gene expression profiles of GSE40435 and GSE71302 datasets were obtained from the Gene Expression Omnibus (GEO) database. TCGA-KIRC datasets were obtained from The Cancer Genome Atlas (TCGA) database. R software was used to identify the differentially expressed mRNA and miRNA, and the functional enrichment analysis was performed. STRING database and Cytoscape software were used to perform the protein interaction analysis. The prognosis-related differentially expressed miRNA was evaluated by the Oncomir database. The potential targeted genes regulated by miRNA were determined by using TargetScan and miRDB targeted gene prediction tools. The tissue samples and clinicopathological features of 34 patients with clear cell renal cell carcinoma in the First Hospital of Shanxi Medical University from June to December 2021 were collected, and normal renal cell line 293T and clear cell renal cell carcinoma cell line 786O were selected. The real-time fluorescence quantitative polymerase chain reaction (qRT-PCR), was used to detect the relative expression of genes; Western blotting and immunohistochemical staining were used to detect the expression levels of the targeted proteins. The dual luciferase reporter gene assay was carried out to verify the targeting relationship between genes.Results:A total of 1 351 differentially expressed mRNA and 50 differentially expressed miRNA were screened and identified. The result of functional enrichment analysis suggested that the fatty acid metabolism pathway and xenobiotic metabolism pathway were suppressed in clear cell renal cell carcinoma, while the apoptosis and immune response pathways were activated. Protein interaction analysis suggested that the signal transduction and protein ubiquitination pathways might play a key role in clear cell renal cell carcinoma. The screening results showed that miRNA-224-5p (miR-224-5p) was most closely associated with clear cell renal cell carcinoma progression and was highly expressed in tumor tissues, and its prognosis-related target gene was NEDD4L. The relative expression of NEDD4L mRNA in clear cell renal cell carcinoma tissues and paraneoplastic tissues were 0.138±0.103 and 1.000±0.026 ( t = 46.23, P < 0.05), and the relative expression of miR-224-5p was 1.000±0.043 and 0.129±0.108 ( t = 45.28, P < 0.05). The differences of NEDD4L mRNA and miR-224-5p expressions in different grades and stages of clear cell renal cell carcinoma tissues were statistically significant (all P < 0.05). The expression of NEDD4L protein was decreased in clear cell renal cell carcinoma. The relative expression of NEDD4L gene in 293T and 786O cells were 1.000±0.125 and 0.210±0.044 ( t = 17.52, P < 0.05); the relative expressions of miR-224-5p gene were 0.209±0.049 and 1.000±0.234 ( t = 10.61, P < 0.05). The relative expressions of NEDD4L mRNA in miRNA mimic group and negative control group were 0.236±0.062 and 1.000±0.024, and the difference was statistically significant ( t = 43.56, P < 0.05). NEDD4L protein expression was reduced in the miRNA mimic group. Dual luciferase reporter gene assay suggested that NEDD4L was a direct target gene of miR-224-5p. Conclusions:In clear cell renal cell carcinoma, miR-224-5p targets and regulates NEDD4L expression, and this mechanism may be related to carcinogenesis and progression of clear cell renal cell carcinoma.

Objective:To investigate the value of a cuproptosis-related differential long non-coding RNA (lncRNA) scoring formula related to the prognosis of clear cell renal cell carcinoma (ccRCC) patients in the clinical diagnosis, prognosis prediction and treatment options based on bioinformatics.Methods:Gene matrix and clinical data of ccRCC patients were obtained from the Cancer Genome Atlas (TCGA) database (update to 29 March, 2022). The expression data of 539 ccRCC tissues and 72 paracancerous normal tissues were collected from gene matrix; the data of 530 ccRCC were collected from clinical data. Pearson correlation analysis, Wilcoxon signed rank test and univariate Cox proportional risk model were used to analyze the screened cuproptosis-related differential lncRNA related to the prognosis. R software was used to randomly divide 530 ccRCC patients with survival data into training set (266 cases) and validation set (264 cases) according to approximate 1∶1 ratio. LASSO regression analysis was used to construct a cuproptosis-related differential lncRNA scoring formula and cross-validation was performed. Receiver operating characteristic (ROC) curve analysis was used to evaluate the specificity and sensitivity of cuproptosis-related differential lncRNA scoring formula, and the area of the curve (AUC) was calculated. According to the median risk value, all patients were divided into the low-risk group and high-risk group; Kaplan-Meier method was used to analyze the difference in the overall survival (OS) of patients in the low-risk group and high-risk group. T test was used to detect the differences in the risk value of patients with different clinicopathological characteristics. R package rms was used to construct the nomogram for predicting 1-year, 3-year, 5-year OS rates of ccRCC patients, R package pRRophetic was used to predict the half-inhibitory concentration ( IC50) of common targeted drugs such as sorafenib and sunitinib in clinical treatment of ccRCC patients, and IC50 value of patients in low-risk group and high-risk group was compared by using Wilcoxon signed rank test. Tissue samples of 20 ccRCC patients who underwent radical nephrectomy and were diagnosed with pathology and the matched paracancerous normal tissues were collected from the First Hospital of Shanxi Medical University between June 2021 and December 2021. Real-time fluorescence quantitative polymerase chain reaction (qRT-PCR) was used to detect the expression of key lncRNA in ccRCC tissues. Results:Based on the expression matrix of 10 cuproptosis genes (FDX1, LIAS, LIPT1, DLD, DLAT, PDHA1, PDHB, MTF1, GLS, CDKN2A) of ccRCC patients in TCGA database, 153 cuproptosis-related differential lncRNA related to the prognosis were identified. According to LASSO regression analysis, a scoring formula of 4 cuproptosis-related differential lncRNA related to the prognosis was obtained, risk value was calculated as 0.020×AC015912.3+0.011×AC026401.3+0.063×AC103706.1+(-0.076)×EPB41L4A-DT. All patients were divided into high-risk group (≥0.76) and low-risk group (<0.76) based on the median value (0.76). ROC curve analysis showed that the scoring formula had good prediction accuracy in 1-year, 3-year, 5-year OS rates. In training set, validation set, the total cohort, the OS of patients in the high-risk group was worse than that in the low-risk group (all P < 0.001). The age, pathological degree, tumor staging, risk value calculated by cuproptosis-related differential lncRNA were independent influencing factors of OS (all P < 0.001). There were statistically significant differences in the risk value calculated by cuproptosis-related differential lncRNA scoring formula among patients with different pathological degree, tumor staging, T staging, N staging, M staging (all P < 0.01), while there were no statistically significant differences among patients with different gender and age (all P > 0.05). The established nomogram had good prediction accuracy in the 1-year, 3-year, 5-year OS rates. Sunitinib and sirolimus showed higher sensitivity in the high-risk group; axitinib, sorafenib and pazopanib showed higher sensitivity in the low-risk group. qRT-PCR results showed that relative expression level of AC015912.3 in ccRCC tissues was up-regulated compared with paracancerous tissues (1.00±0.04 vs. 0.68±0.24, t = 6.37, P < 0.01); the relative expression level of AC026401.3 in ccRCC tissues was up-regulated compared with paracancerous tissues (1.00±0.05 vs. 0.64±0.22, t = 7.29, P < 0.01); the relative expression level of AC103706.1 in ccRCC tissues was up-regulated compared with paracancerous tissues (1.00±0.04 vs. 0.64±0.21, t = 7.49, P < 0.01); the relative expression level of EPB41L4A-DT in ccRCC tissues was up-regulated compared with paracancerous tissues (1.00±0.06 vs. 0.73±0.10, t = 10.68, P < 0.01). Conclusions:Cuproptosis-related differential lncRNA scoring formula based on TCGA database can be used as a new marker for clinical diagnosis and prognosis prediction of ccRCC patients, which can help guide the clinical drug treatment of patients and facilitate accurate diagnosis and treatment.

Background:Therapeutic drug monitoring(TDM)has emerged as the important method for managing loss of response to infliximab.The effect of reactive and proactive TDM on clinical outcomes in inflammatory bowel disease(IBD)is uncertain.Aims:To evaluate the effect of proactive and reactive TDM of infliximab on the prognosis of patients with IBD.Methods:Clinical data of 99 IBD patients treated with IFX from January 2017 to October 2021 at the First Affiliated Hospital of Air Force Military Medical University were retrospectively analyzed,including 34 patients with proactive TDM and 65 patients with reactive TDM.The rate of treatment failure,IBD-related surgery or hospitalization were compared between the two groups.Logistic regression analysis was used to determine the independent risk factors of treatment failure.Results:The median follow-up of the patients was 21(13,32)months.The rate of treatment failure,IBD-related hospitalization rate of proactive TDM group were significantly lower than those of reactive TDM group(P<0.05),however,no significant difference in IBD-related surgery rate was found between two groups(P=0.081).Univariate analysis showed that ileocolonic resection before TDM,antibodies to infliximab(ATI)and reactive TDM might be correlated with treatment failure(P<0.05).Logistic regression analysis showed that reactive TDM(OR=5.829,95%CI:1.070-31.754,P=0.042)was the risk factor of treatment failure,and ileocolonic resection before TDM(OR=0.119,95%CI:0.019-0.736,P=0.022)was the protective factor of treatment failure.Conclusions:Compared with reactive TDM group,proactive TDM can significantly decrease the rate of treatment failure and IBD-related hospitalization rate.Reactive TDM is the risk factor of treatment failure,and ileocolonic resection before TDM is the protective factor of treatment failure.

Objective:To analyze the early risk warning factors of clinical characteristics in children with acute lymphoblastic leukemia (ALL) complicated with acute pancreatitis (AP).Methods:Retrospective study.A total of 39 children with ALL complicated with AP admitted to the Hematology Center of Beijing Children′s Hospital, Capi-tal Medical University from May 2018 to December 2020 were selected as the case group, and 78 ALL patients were randomly selected as the control group according to the exact matching of 1∶2 of the same age and sex.The measurment data and counting data were analyzed by Rank sum test ( Mann Whitney U test) and χ2 test between the 2 groups, respectively, and further multivariate Logistic regression analysis was performed to find out the risk factors of ALL complicated with pancreatitis.At the same time, the relationship between each index and severity was explored. Results:The incidence of ALL complicated with AP was 8.55% (39/456 cases). The high incidence age was 3-10 years old.Sixty-four point nine percent (24/37 cases) of the pancreatitis occurred in the early stage of chemotherapy, and 66.7% (26/39 cases) was associated with asparaginase.There were significant differences in ALL risk stratification ( χ2=21.404, P<0.001), C-reactive protein (CRP)( U=232.000, P<0.001), procalcitonin (PCT)( t=3.950, P<0.001), hematocrit( t=3.981, P<0.001), serum calcium( t=-9.609, P<0.001), indirect bilirubin( U=1 142.000, P<0.05), triglyceride( t=3.600, P=0.001) and albumin( t=-6.296, P<0.001) between the 2 groups.The sensitivity of abdominal CT, abdominal ultrasound and pancreatic magnetic resonance imaging in the case group were 70.8%, 81.6% and 100.0%, respectively.Multivariate Logistic regression analysis showed that differences between albumin( OR=11.444, 95% CI: 3.240-40.423), triglyceride( OR=18.047, 95% CI: 5.020-65.074) and risk stra-tification( OR=8.894, 95% CI: 1.889-41.885) were statistically significant, and there were obvious differences in PCT( U=3.000, 2.000, all P<0.05) and serum calcium( U=4.500, 8.500, all P<0.05) between patients with severe pancreatitis and patients with mild or moderate severe pancreatitis. Conclusions:ALL complicated with AP often occurs in the early stage of chemotherapy, mainly caused by asparaginase.In imaging examination, the sensitivity of pancreatic magnetic resonance imaging is the highest, followed by abdominal ultrasound.Risk stratification, decreased albumin and elevated triglyceride are risk factors of ALL complicated with AP, which are helpful for early identification of high-risk patients with ALL complicated with AP.PCT and serum calcium may play an important role in severe pancreatitis.

Background: The efficacy of ustekinumab (UST) in the treatment of patients with inflammatory bowel disease (IBD) has been affirmed abroad, but its efficacy and safety have not been reported in China due to its short term of use. Aims: To analyze the clinical efficacy and safety of UST in the treatment of IBD. Methods: The clinical data of IBD patients treated with UST from November 2020 to June 2022 in the First Affiliated Hospital of Air Force Medical University were analyzed retrospectively. Results: A total of 46 patients with IBD treated with UST were enrolled, including 41 patients with Crohn’s disease (CD) and 5 patients with ulcerative colitis (UC). At the 8

Chronic atrophic gastritis (CAG) and gastric intestinal metaplasia (GIM) significantly increase the risk of gastric cancer. Blocking the development of CAG and GIM would help to decrease the incidence of gastric cancer. It was revealed that eradication of Helicobacter pylori could reverse gastric mucosa atrophy. Recent studies reported that GIM could also be reversed to a certain extent. Clinical studies demonstrated that Lamb’s tripe extract and vitamin B12 capsule exhibited significant reversal effect on GIM. The present study systemically reviewed the diagnosis and treatment of CAG and clinical application of Lamb’s tripe extract and vitamin B12 capsule, and established the specialist instruction that would guide the reversal treatment of CAG and GIM.

Objective:To explore the feasibility and efficacy of subpatellar artery balloon molding in the treatment of diabetic foot ulcer caused by arterial ischemia.Methods:The clinical data of patients with diabetic foot ulcer caused by subpatellar artery disease treated in Xuanwu Hospital of Capital Medical University from December 2020 to April 2022 were retrospectively analyzed. Among them, 29 patients received medical balloon dilatation (drug balloon group) and 30 patients received balloon dilatation alone (simple balloon group). The improvement of lower limb ischemia at 3 and 6 months after surgery was analyzed in the two groups. The observation indicators included case-fatality rate, limb preservation rate, ulcer healing, Rutherford grading and pain score.Results:There was no significant difference in preoperative Rutherford grading between the two groups ( P>0.05). Three and six months after operation, the Rutherford grading in both groups was significantly improved compared with that before surgery (all P<0.05), and there was no statistical significance between the two groups ( P>0.05). There was no significant difference in preoperative pain scores between the two groups ( P>0.05). The pain scores of both groups were significantly decreased 3 and 6 months after surgery ( P<0.05), and there was no statistical significance between the two groups ( P>0.05). Three and six months after surgery, the wound ulcer healing rate in the drug balloon group was higher than that in the simple balloon group [51.7%(15/29) vs 43.3%(13/30), P=0.519; 86.2%(25/29) vs 50.0%(15/30), P=0.002]. There was no death or amputation in the two groups 3 and 6 months after surgery. Conclusions:Balloon dilatation can improve severe limb ischemia of diabetic foot. Compared with balloon dilatation alone, drug balloon dilatation is more beneficial to the healing of ulcer wounds in diabetic limb ischemia patients.

Objective:To compare the efficacy and safety of retroperitoneal laparoscopic adrenalectomy (RLA) and transperitoneal laparoscopic adrenalectomy (TLA) in the treatment of localized adrenocortical carcinoma (ACC).Methods:The data of 22 patients with stage Ⅰ/Ⅱ ACC underwent laparoscopic adrenalectomy in our institution from January 2009 to December 2018 were retrospectively analyzed. According to the different surgical approaches, these patients were divided into RLA and TLA groups. Eleven patients underwent RLA and 11 patients underwent TLA. There were no significant differences between the RLA group and the TLA group in terms of age at first diagnosis[44 (35, 54) vs. 46(41, 55) years, P= 0.793], sex (male/female: 3/8 vs. 4/7, P = 1.00), secreting tumor ratio (3/11 vs. 4/11, P = 1.00), tumor location (left/right: 6/6 vs. 7/4, P = 1.00), with hypertension or diabetes mellitus (4/11 vs. 3/11, P = 1.00). However, RLA has significantly smaller tumor size [3.0(2.5, 8.4) cm vs. 7.7(5.2, 8.4)cm, P= 0.001], and more stage Ⅰ patients [90.9%(10/11) vs. 18.2%(2/11), P=0.002], compared with those in TLA group. The perioperative indicators and oncology prognosis outcomes were collected and compared between the two groups. The Kaplan-Meier method was performed to calculate the overall survival (OS) and disease-free survival (DFS). Results:Compared with TLA, RLA had shorter operation time[90(70, 100) vs. 110 (90, 120) min, P = 0.005] and postoperative drainage tube removal time [2 (2, 3) vs. 3 (2, 6) day, P = 0.002), and the difference was statistically significant. In the TLA group, one patient was converted to open operation due to intraoperative tumor capsule rupture. For postoperative complications, one patient in the TLA group suffered with wound infection. There were no perioperative deaths in either group. All postoperative pathological examinations confirmed ACC, and there was no significant difference in Ki-67 index between the two groups [10%(3%, 35%) vs. 10%(9%, 25%), P = 0.484]. The median follow-up was similar in the two groups [48(26, 98) vs. 31(18, 49) months, P=0.237]. The local recurrence and metastasis rates were 36.4% for RLA group and 63.6% for TLA group ( P = 0.395). Survival analysis showed no statistically significant difference in DFS [5-year DFS rate: 33.6% vs. 73.2%, P = 0.118] between the two groups. The 5-year OS rates for RLA group versus TLA group were 58.3% vs. 45.5% ( P=0.485). Conclusions:For localized (stage Ⅰ/Ⅱ) ACC, both RLA and TLA seem safe and feasible, based on the similar long-term oncological prognosis. However, compared with TLA, RLA has the advantage of shorter operation time and postoperative drainage tube removal time. Due to the small number of cases included in this study, further multi-center, large-sample studies are required to demonstrate clear benefit of one surgical approach in the future.