Fetal electrocardiogram signal extraction is of great significance for perinatal fetal monitoring. In order to improve the prediction accuracy of fetal electrocardiogram signal, this paper proposes a fetal electrocardiogram signal extraction method (GA-LSTM) based on genetic algorithm (GA) optimization with long and short term memory (LSTM) network. Firstly, according to the characteristics of the mixed electrocardiogram signal of the maternal abdominal wall, the global search ability of the GA is used to optimize the number of hidden layer neurons, learning rate and training times of the LSTM network, and the optimal combination of parameters is calculated to make the network topology and the mother body match the characteristics of the mixed signals of the abdominal wall. Then, the LSTM network model is constructed using the optimal network parameters obtained by the GA, and the nonlinear transformation of the maternal chest electrocardiogram signals to the abdominal wall is estimated by the GA-LSTM network. Finally, using the non-linear transformation obtained from the maternal chest electrocardiogram signal and the GA-LSTM network model, the maternal electrocardiogram signal contained in the abdominal wall signal is estimated, and the estimated maternal electrocardiogram signal is subtracted from the mixed abdominal wall signal to obtain a pure fetal electrocardiogram signal. This article uses clinical electrocardiogram signals from two databases for experimental analysis. The final results show that compared with the traditional normalized minimum mean square error (NLMS), genetic algorithm-support vector machine method (GA-SVM) and LSTM network methods, the method proposed in this paper can extract a clearer fetal electrocardiogram signal, and its accuracy, sensitivity, accuracy and overall probability have been better improved. Therefore, the method could extract relatively pure fetal electrocardiogram signals, which has certain application value for perinatal fetal health monitoring.
【摘要】 目的 探討影響糖皮質激素治療特發性血小板減少性紫癜療效的主要因素。 方法 回顧分析2008年1月-2010年7月173例特發性血小板減少性紫癜患者的臨床資料，采用χ2檢驗及Logistic回歸分析影響糖皮質激素療效的相關臨床因素。 結果 單因素χ2檢驗分析顯示性別、骨髓巨核細胞計數水平、骨髓產板巨核細胞比例、乙型肝炎表面抗原（HBsAg）、血清免疫球蛋白水平對糖皮質激素療效的影響有統計學意義（Plt;0.05）。脾臟長大、抗核抗體（ANA）陽性、補體C3水平降低與糖皮質激素療效無關。多因素Logistic回歸分析顯示性別、HBsAg是影響糖皮質激素療效的相關因素。 結論 男性、骨髓巨核細胞計數增多、產板巨比例降低者對糖皮質激素治療反應較好。女性、血清免疫球蛋白水平異常、骨髓巨核細胞不增多者及HBsAg陽性的患者對糖皮質激素治療反應相對較差。性別、HBsAg是影響糖皮質激素療效的主要因素。【Abstract】 Objective To discuss the influencing factors associated with the efficacy of glucocorticoid for idiopathic thrombocytopenic purpura. Methods We retrospectively analyzed the clinical data of 173 patients with idiopathic thrombocytopenic purpura who accepted their first treatment in West China Hospital between January 2008 and July 2010. The affecting factors on the efficacy of the treatment were analyzed by means of Chi-square test and binary logistic regression analysis. Results The results of Chi-square test showed that gender, bone marrow megakaryocyte count, the percentage of platelet-producing megakaryocytes, HBsAg, and the level of serum immunoglobulin could have a significant influence on the outcome of glucocorticoid treatment (Plt;0.05), while splenomegaly, positive ANA and decreasing of the level of complement C3 were not correlated with the outcome of glucocorticoid treatment. The results of multivariate logistic regression analysis showed that gender and HBsAg were correlated with the glucocorticoid treatment for patients with idiopathic thrombocytopenic purpura. Conclusion Male patients, patients with increasing bone marrow megakaryocytes and patients with decreasing percentage of platelet-producing megakaryocytes have better responses to glucocorticoid, while female patients, patients with abnormal serum immunoglobulin level and patients with non-increasing number of bone marrow megakaryocytes have poor responses toward glucocorticoid treatment. Gender and HBsAg are the main influencing factors for the response to glucocorticoid.
Objective To investigate the risk factors for end-stage liver disease (ESLD) complicated with fungal esophagitis (FE). Methods The clinical data of ESLD patients who underwent gastroscopy during their hospitalization in the Second Affiliated Hospital of Chongqing Medical University between January 1, 2017 and December 31, 2023 were retrospectively analyzed. The ESLD patients with FE were selected as the study group, and the ESLD patients without FE during the same period were included as the control group by 1∶2 propensity score matching method. Multivariate logistic regression model was used to analyze the risk factors of ESLD complicated with FE. Results A total of 75 ESLD patients with FE and 150 ESLD patients without FE were enrolled. There was no significant difference in age, gender, decompensated cirrhosis, liver cancer, diabetes mellitus, or etiology of ESLD between the two groups (P>0.05). Multivariate logistic regression analysis showed that longer hospital stay [odds ratio (OR)=1.115, 95% confidence interval (CI) (1.069, 1.164)], with invasive procedures [OR=10.820, 95%CI (4.393, 26.647)], and higher total bilirubin [OR=1.015, 95%CI (1.005, 1.024)] were risk factors for ESLD complicated with FE (P<0.05). In the study group, 41 patients were treated with antifungal drugs, and 4 of them developed invasive fungal infection. Among the 34 patients who did not receive antifungal drugs, 10 developed invasive fungal infection. Conclusions ESLD patients with longer hospital stay, worse liver function, and invasive procedures are more likely to develop FE, and regular gastroscopy should be performed. Once FE is found, active antifungal treatment should be taken to reduce the occurrence of invasive fungal infection and improve the prognosis of patients.
【Abstract】 Objective To investigate the effect of massage on quadriceps femoris repair and the expressions of Desmin and α-Actin in rabbits so as to explore the possible molecular mechanisms of massage in repair of muscle injury. Methods Twenty-seven New Zealand white rabbits, weighing (2.0 ± 0.5) kg, were randomly divided into 3 groups: groups A (n=3), B (n=12), and C (n=12). In group A, the rabbits were not treated as controls; in groups B and C, the rabbit models of quadriceps femoris injury were prepared by self-made beater. In group B, no massage therapy was given as nature recovery controls; in group C, RT-N2 intelligent massage device was used for massage therapy at 8 days after injury, at 3 000-3 100 r/min for 15 minutes, every day for 7 days or for 14 days. The quadriceps femoris specimens were taken from 6 rabbits of groups B and C at 14 days and 21 days, respectively. HE staining was employed to detect the histomorphological change. Immunohistochemistry staining and Western blot were used to detect Desmin and α-Actin expressions. The massage therapy effect was evaluated by the histomorphological change and Desmin and α-Actin expressions. Results All rabbits survived to the end of experiment in groups B and C. No histological change was found with regular order of muscle fibers and no connective tissue in group A; obvious tissue necrosis was seen with broken muscular fibers, muscle atrophy, and irregular order in group B; and in group C, the skeletal muscle morphology and muscle atrophy were obviously improved with regenerated muscle fibers when compared with group B. Immunohistochemistry staining showed that the Desmin and α-Actin expressions obviously reduced in groups B and C, which were significantly weaker than that in group A (P lt; 0.05); the Desmin and α-Actin expressions were significantly ber in group C than in group B (P lt; 0.05), and at 21 days than at 14 days in group C (P lt; 0.05). Western blot results showed that the Desmin and α-Actin expressions were significantly higher in group A than in groups B and C (P lt; 0.05), and the expressions were lowest at 14 days in group B. Conclusion The histomorphology and cytoskeletal structure can be significantly improved after massage, which may help to repair muscle injury by up-regulation of Desmin and α-Actin expressions.
Objective To determine the role of multi-slice spiral computed tomography (MSCT) compared with transrectal ultrasound (TRUS) in preoperative staging of rectal cancer. Methods Patients with rectal cancer from January to May 2009 in Department of Anal-Colorectal Surgery of West China Hospital were enrolled. All patients were preoperatively examined by both MSCT and TRUS for T and N staging, which were compared with postoperative pathological findings. Results The study population consisted of 81 patients. Regarding depth of tumor invasion, the accuracy of TRUS (88.89%) was not significantly higher than that of MSCT (77.78%), P=0.168. Regarding lymph node metastasis, the result of MSCT was more accurate than that of TRUS (66.67% vs. 48.15%, P=0.034). Conclusions Although TRUS remains the advantages in evaluating local invasion, the gap between MSCT and TRUS are significantly diminished. MSCT is superior to TRUS in evaluation of lymph node metastasis, however, further improvement on the diagnostic accuracies would be warranted in both modalities.
Objective To systematically evaluate the effect of psychological intervention on the survival outcome of breast cancer patients. Methods PubMed, Web of Science, China National Knowledge Infrastructure, Wanfang, Chongqing VIP were searched by computer. The search time ranged from the establishment of the databases to December 31, 2024. Randomized controlled trials of psychological intervention related to breast cancer were searched, and the studies that met the criteria were qualitatively described and meta-analyzed. Results A total of 11 randomized controlled trials were included. Meta-analysis included five studies, and the results showed that the survival rate of breast cancer patients receiving psychological intervention had no significant difference compared with breast cancer patients receiving only conventional treatment (P＞0.05). Meta-analysis of 3 studies involving early and middle stage breast cancer patients showed that there was no significant difference in survival rate between breast cancer patients receiving psychological intervention and breast cancer patients receiving only conventional treatment (P＞0.05). The qualitative analysis of the impact of psychological intervention on the survival of breast cancer patients showed that 3 studies found that psychological intervention could improve the survival of breast cancer patients, and the main outcome was to prolong the median survival or average survival. ConclusionsQualitative analysis shows that psychological intervention may improve the survival period of breast cancer patients. Due to the limited number of included studies and small sample size, the meta-analysis results failed to provide sufficient evidence that psychological intervention can improve the survival outcome of breast cancer, and this result needs further verification.
Objective To investigate the clinical characteristics of interstitial pneumonia patients with positive anti-signal recognition particle antibody (SRP-IP), and compare those with interstitial pneumonia patients with positive anti-Jo-1 antibody (Jo1-IP). Methods Clinical data of SRP-IP patients admitted to Department of Respiratory and Critical Care Medicine of Drum Tower Hospital affiliated to Nanjing University Medical School from May 2017 to May 2021, including clinical manifestations, laboratory examinations, pulmonary function tests and radiographic types, were retrospectively analyzed. The results were compared with those of Jo1-IP patients admitted during the same period. Results The SRP-IP patients were older than Jo1-IP patients (P=0.044). There were no significant differences in clinical manifestations or pulmonary function tests results between the two groups. The proportion of SRP-IP patients combined with positive anti-EJ antibody (P<0.001) or perinuclear anti-neutrophil cytoplasmic antibody (P=0.028) was significantly higher than that of Jo1-IP patients, while the proportion of SRP-IP patients combined positive anti-Ro-52 antibody was significantly lower than that of Jo1-IP patients (P=0.009). The erythrocyte sedimentation rate (ESR) of SRP-IP patients was faster than that of Jo1-IP patients (P=0.026). The serum IgM level (P=0.039) and peripheral NK cell counts (P=0.013) of SRP-IP patients were significantly lower than those of Jo1-IP patients. The most common chest CT findings in SRP-IP patients were organizing pneumonia and the proportion of usual interstitial pneumonia in SRP-IP patients was higher than that of Jo1-IP patients (P=0.032). The levels of creatine kinase (P=0.010), creatine kinase myocardial brand (P=0.025) and alanine aminotransferase (P=0.045) in interstitial pneumonia patients with high titer (++~+++) SRP antibody were higher than those in interstitial pneumonia patients with low titer (+) SRP antibody. SRP-IP and Jo1-IP patients were mainly treated with glucocorticoids combined with or without immunosuppressants, and there was no significant difference in the choice of treatment between the two groups. The proportion of patients with Jo1-IP evaluated as improved was significantly higher than that of patients with SRP-IP (p=0.005), while the proportion of patients with SRP-IP evaluated as stable was significantly higher than that of patients with Jo1-IP (P=0.035). The mortality of SRP-IP patients within 3 months was significantly higher than that of Jo1-IP patients (P=0.028). Conclusion Compared with Jo1-IP patients, SRP-IP patients are older, have faster ESR, are more likely to be combined with other autoantibodies, have lower serum IgM level and peripheral blood NK cell count, have more UIP imaging manifestations, and have a worse short-term prognosis.
ObjectiveTo compare the efficacy and safety of computed tomography (CT)-guided percutaneous versus electromagnetic navigation bronchoscopy (ENB)-guided microwave ablation (MWA) for the treatment of pulmonary nodules. MethodsA retrospective analysis was conducted on the data of high-risk pulmonary nodule patients who underwent MWA at the Nanjing Drum Tower Hospital between 2022 and 2023. The pathological diagnosis rate, complications, and progression-free survival (PFS) rate were compared between the CT group and the ENB group. ResultsThere were 61 patients in the CT group, including 30 males and 31 females, with an average age of (67.22±9.13) years. There were 53 patients in the ENB group, including 29 males and 24 females, with an average age of (65.29±13.76) years. The pathological diagnosis rate in the CT group was slightly higher than that in the ENB group (88.52% vs. 71.69%, P=0.03). However, the ENB group exhibited a lower incidence of perioperative complications, including pneumothorax (16.39% vs. 3.77%, P=0.03), hemoptysis (19.67% vs. 5.66%, P=0.05), and pain (22.95% vs. 7.55%, P=0.03). There was no statistically significant difference in PFS rate between the two groups [HR=1.17, 95%CI (0.23, 5.81), P=0.85]. ConclusionBoth CT-guided and ENB-guided MWA are effective treatment modalities for high-risk pulmonary nodules.
Objective To explore the feasibility and operation points of establishing duodenal-jejunal bypass （DJB）surgery animal model in Goto-Kakizaki （GK） rats. Methods Sixteen GK rats were randomly divided into experimental group （n=8） and control group （n=8）. In a standardized preoperative， intraoperative， and postoperative operation， the rats of experimental group and control group received DJB and sham surgery respectively. The fasting plasma glucose and body mass were observed before operation， and 1， 2， 3， and 4 weeks after operation in order to evaluate whether the models were established successfully. Survival situation of rats were observed too. Results All experimental rats survived at 4 weeks after the operation. Compared with the levels before operation， the fasting plasma glucose levels of experimental group decreased significantly （P＜0.05） at 1 week after operation， and remained stable at 2， 3， and 4 weeks after operation.The fasting plasma glucose levels of control group did not change statistically at all time points after operation （P＞0.05）. Compared with control group at the same time point， the fasting plasma glucose level of experimental group was lower （P＜0.05）， indicating that DJB models were established successfully. After 4 weeks， the value of body mass added in experimental group was significantly lower than those of control group （P＜0.05）. Conclusions DJB is a feasible， safe， and effective hypoglycemic surgery. The application of this set of experimental operating procedures can reduce the risk of intraoperative and postoperative mortality， and can develop a stable DJB model in Goto-Kakizaki rats.
ObjectiveTo investigate the diagnostic value and safety of electromagnetic navigation bronchoscopy combined with radial endobronchial ultrasound in peripheral pulmonary nodules.MethodsThe clinical imaging, surgical and pathological data of 60 patients with 76 peripheral pulmonary nodules who underwent electromagnetic navigation bronchoscopy combined with radial endobronchial ultrasound guided biopsy in the Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School from June 2020 to June 2021 were retrospectively analyzed. The diagnosis rate and complications were analyzed and summarized. The 76 pulmonary nodules were divided into a small pulmonary nodules group (10 nodules, diameter≤1 cm) and a pulmonary nodules group (1 cm<diameter≤3 cm, 66 nodules) according to diameter. The two groups were compared in terms of operation and diagnosis rate.ResultsPulmonary nodules diameter was 1.8±0.6 cm, operation time 29.8±8.6 min, navigation 2.9±0.9 times, biopsy 9.5±1.9 pieces. In the 76 pulmonary nodules, 55 were confirmed by pathology, with a total diagnosis rate of 72.4%, including 32 of malignant lesions and 23 of benign lesions. In the 76 pulmonary nodules, 59 had grade 0 hemorrhage, 17 had grade 1 hemorrhage, and none had grade 2 or more serious hemorrhage. Eight patients developed pneumothorax after surgery, and the degree of lung compression was less than 30%, which was improved after symptomatic treatment with oxygen inhalation. The operation time in the small pulmonary nodules group was significantly longer than that in the pulmonary nodules group, and there was no significant difference in diagnosis rate or complications between the two groups.ConclusionElectromagnetic navigation bronchoscopy combined with radial endobronchial ultrasound is a safe and effective method for the diagnosis of periphery pulmonary nodules, and it also has a high diagnostic rate for small pulmonary nodules (≤1 cm), which is worthy of clinical promotion and application.