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find Keyword "logistic回归" 20 results
  • Analysis of Influential Factors on Shortterm Outcome after Total Correction of Tetralogy of Fallot

    Abstract: Objective To investigate the method of improving effect, by investigating and analyzing the possible risk factors affecting shortterm outcome after total correction of tetralogy of Fallot (TOF). Methods Data of 219 patients who received total correction of TOF were divided into two groups according to the length of postoperative stay in hospital and recovery of heart function in the near future. Group A(n=110): patients had good recovery of heart function classified as gradeⅠorⅡ(NYHA classification), and could smoothly be discharged from the hospital within two weeks without serious complications. The left ventricular ejection fraction (LVEF) had to exceed to 0.50 during 6 months followup visit. Group B(n=109): patients had worse recovery of heart function classified as grade Ⅱ or Ⅲ, and could not be discharged within two weeks with severe complications. LVEF was less than 0.50 during 6 months followup visit. The clinical data of two groups were compared, and risk factors affecting shortterm outcome after total correction of TOF operation were analyzed by logistic regression and model selection. Results There were good recovery of heart function classified as gradeⅠorⅡ(NYHA classification)in discharge, no death, and LVEF all exceeded to 0.50 in group A; there were 8 deaths in group B (7.34 %), and recovery of heart function was worse classified as grade Ⅱ or Ⅲ, with LVEF being less than 0.50(Plt;0.01). Amount of postoperative daily thoracic drainage, assisted respiration time, time of inotropic agent stabilizing circulation, and the average length of postoperative stay in group A were all less or short than those in group B(Plt;0.01). But the bypass and clamping time of group B were exceeded group A. The ratio of patching astride annulus in group B was greater than that in group A, and Nakata index was less than that in group A(Plt;0.01). The results of logistic regression and model selection indicate: age at repair (OR=0.69), oxygen saturation(OR=0.98), haematocrit before operation (OR=0.94), and patching astride annulus (OR=46.86), Nakata index (OR=16.90), amount of postoperative daily thoracic drainage (OR=0.84), presence of arrhythmia(OR=0.87), and wound infection(OR=63.57) have significant effect with shortterm outcome after total correction of TOF operation. Conclusions The probable methods to improving effect of shortterm outcome after total correction of TOF are an earlier age at repair, decreasing haematocrit, rising oxygen saturation before surgery, performing a palliative operation facilitating development of arteriae pulmonalis in earlier time, improving the surgical technique, and strengthening the perioperative care. 

    Release date:2016-08-30 06:16 Export PDF Favorites Scan
  • A New Method for Diagnosing Erythemato-squamous Diseases Based on Virtual Coding and Multinomial Logistic Regression Penalized via Elastic Net

    Erythemato-squamous diseases are a general designation of six common skin diseases, of which the differential diagnosis is a difficult problem in dermatology. This paper presents a new method based on virtual coding for qualitative variables and multinomial logistic regression penalized via elastic net. Considering the attributes of variables, a virtual coding is applied and contributes to avoid the irrationality of calculating nominal values directly. Multinomial logistic regression model penalized via elastic net is thence used to fit the correlation between the features and classification of diseases. At last, parameter estimations can be attained through coordinate descent. This method reached accuracy rate of 98.34%±0.0027% using 10-fold cross validation in the experiments. Our method attained equivalent accuracy rate compared to the results of other methods, but steps are simpler and stability is higher.

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  • Factors associated with the adoption of targeted therapy for human epidermal growth factor receptor 2 (HER 2) positive breast cancer

    Objective To analyze the factors associated with the adoption of targeted therapy in patients with human epidermal growth factor receptor 2 (HER2)-positive breast cancer and to generate evidence to inform decision-making on public security policy regarding innovative anticancer medicines for the benefit of patients. Methods The study population comprised female patients diagnosed with HER2-positive breast cancer and treated at Fujian Cancer Hospital from 2014 to 2020. The patients were eligible for targeted therapy. The demographic and sociological characteristics and clinical information of patients were extracted from the hospital information system. We performed binary logistic regression analysis of factors associated with the adoption of targeted therapy in patients with HER2-positive breast cancer. We also divided the participants into two groups according to their tumor stage for subgroup analysis. Results A total of 1 041 female patients with HER2-positive breast cancer were included, among them, 803 received targeted therapy. In September 2017, molecular-targeted medicines for HER2-positive breast cancer began to be included in the local basic health insurance program. Only 282 (35.1%) patients adopted targeted therapy before September 2017, after which this number increased to 521 (64.9%). Among the patients who adopted targeted therapy, most were formally employed (45.8%) and enrollees of the urban employee health insurance program (66.0%). Among those who did not adopt targeted therapy, most were unemployed (42.4%) and enrollees of the resident health insurance program (50.0%). Binary logistic regression analysis revealed that patient occupation, gene expression of estrogen receptor, tumor stage, surgery or not, radiotherapy or not, and undergoing treatment before or after September 2017 were correlated with the adoption of targeted therapy (P<0.05). Conclusions Inclusion of targeted medicines for HER2-positive breast cancer in the health insurance program substantially increased the overall administration of these therapies. Individual affordability is a critical factor associated with the application of targeted therapy in eligible patients. Future policies should enhance the public security of patients with a relatively weak ability to pay and provide insurance coverage for innovative anti-cancer medicines.

    Release date:2023-02-16 04:29 Export PDF Favorites Scan
  • Analysis of Multiple Factors for Gastric Paralysis Following Gastrectomy of Gastric Cancer

    ObjectiveTo explore risk factors of gastric paralysis following gastrectomy of gastric cancer and analyze its causes. MethodsThe clinical data of 116 patients with gastric cancer for hospitalization time more than 21 days following gastrectomy were retrospectively analyzed from October 2011 to October 2013 in this hospital, in which 16 patients with gastric paralysis and 116 patients without gastric paralysis. The factors relevant gastric paralysis were analyzed by logistic regression analysis. ResultsThe results of single factor analysis showed that the preoperative body mass index, history of diabetes, operative time, postoperative cardiovascular complications, albumin and hemoglobin levels within 3 d after operation, time to get out of bed after surgery, extubation time of gastric tube, the first drinking time and the first feeding time were associated with the gastric paralysis (P < 0.05), but the gender, age, time of diabetes history, life mode, smoking history, hypertension history, pylorus preserving or not, laparoscopy or not, intraoperative blood loss, intraoperative blood transfusion, uses of postoperative intraperitoneal chemotherapy drugs and postoperative analgesic drugs, and indwelling time of jejunum nutrition tube were not associated with gastric paralysis (P > 0.05). The results of logistic regression analysis showed that the preoperative body mass index, history of diabetes, operative time, time to get out of bed after surgery, and postoperative cardiovascular complications were the independent risk factors of gastric paralysis (P < 0.05). ConclusionsThere are many factors that affect occurrence of gastric paralysis following gastrectomy of gastric cancer. Preoperative or intraoperative positive prevention measures could be taken according to the factors that might affect occurrence of gastric paralysis, which might be reduce gastric paralysis following gastrectomy of gastric cancer.

    Release date:2016-10-02 04:54 Export PDF Favorites Scan
  • Logistic Regressive Analysis of Prognostic Factors for Patients with Return of Spontaneous Circulation

    目的:探讨心肺复苏循环恢复患者早期评估预后的相关因素。方法:对56例心肺复苏循环恢复患者进行病例回顾分析,分别记录患者年龄、性别以及心肺复苏循环恢复1小时内的瞳孔直径、格拉斯高昏迷评分、血WBC计数、血清肌酐Cr、血清丙氨酸氨基转移酶ALT、肌酸磷酸激酶、D-二聚体定性、血钙、血钾、血清淀粉酶、复苏后1小时内是否使用亚低温治疗、pH值、动脉血氧分压PaO2、动脉血二氧化碳分压PaCO2、血葡萄糖、复苏时间等, 采用多因素logistic回归模型分析心肺复苏循环恢复患者的预后因素。结果:回顾56例心肺复苏循环恢复患者病例, logistic回归分析发现血清淀粉酶、血糖和复苏时间对早期评估心肺复苏循环恢复患者的预后有意义。结论:复苏后1小时内血清淀粉酶、血糖和复苏时间对早期评估心肺复苏循环恢复患者的预后有价值。

    Release date:2016-09-08 10:04 Export PDF Favorites Scan
  • Predictors of Generalized Anxiety Disorder among Teachers in 3 Months after the Lushan Earthquake

    ObjectiveTo evaluate the predictors of generalized anxiety disorder (GAD) among teachers in 3 months after Lushan earthquake. MethodsA prospective cohort study was conducted to diagnostically evaluate the psychological sequelae and GAD during 14-20 days and 85-95 days after the earthquake. The possible predictive factors of psychological sequelae were assessed by a self-made questionnaire and the GAD was assessed by the GAD symptom criterion of M.I.N.I. in 3 months. The univariate and multivariate logistic regression analysis (ULRA, MLRA) were applied to analyze the predictors of GAD after the two-staged assessments. ResultsThere were a total of 319 teachers completed the two-staged assessments. The total response rate was 51.3%. Seventy teachers were diagnosed as GAD and the prevalence of GAD in 3 months was 21.9%. The predictive factors by ULRA included:male, older than 35 years old, having unlivable house, living in tents, sleeping difficulties, easy to feel sad, physical discomfort, loss of appetite, feeling short of social support, unable to calm down for working, feeling difficult for teaching, observing more inattention of students, and wanting to ask for a leave. The independent predictors by MLRA included:male, having unlivable house, feeling short of social support, and feeling difficult for teaching. ConclusionThe teachers have a higher likelihood of GAD after earthquake. It is essential to pay more attention to those male teachers, who feel short of social support and don't have a livable house thus to prevent the GAD at the early stage of post-earthquake.

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  • Multivariate Analysis of Prognostic Risk Factors of Esophageal Squamous Cell Carcinoma after Esophagectomy

    Objective To investigate the prognostic factors of esophageal squamous cell carcinoma(ESCC) by multivariate analysis of clinicopathologic features of ESCC between long-term and short-term survivals after esophagectomy. Methods The clinicopathologic features of randomly selected 126 cases with ESCC were analyzed with binary logistic regression, 48 cases of which was divided into long-term survival group(≥5 years) and 78 cases into short-term survival group(≤1 year) according to the follow-up. Results Under univariate analysis, the differences between two groups on tumor pathologic grading, metastasis to lymph node, depth of tumor invasion and length of tumor were significant (Plt;0.01), however, that on age, gender, location of tumor and status of residues were not (Pgt;0. 05). Multivariate analysis showed that tumor pathologic grading, metastasis to lymph node, depth of tumor invasion and length of tumor correlated with the prognosis of ESCC (Plt;0. 05). Their risk coefficient were 2. 943, 2. 641, 2. 126 and 1. 728, respectively. Age, gender, location of tumor and status of residues did not correlated with the prognosis of ESCC (Pgt;0. 05). Correlation analysis indicated that depth of tumor invasion was positively related to the length of tumor (r=0. 488, Plt;0. 001), metastasis to lymph node was positively related with depth of tumor invasion and tumor pathologic grading (r=0. 216, P=0. 014; r=0. 238, P=0. 007). Conclusions The main prognostic factors of ESCC are tumor pathologic grading, metastasis to lymph nodes, depth of tumor invasion and length of tumor,Tumor pathologic grading is high risk factor for prognosis of ESCC,while length of tumor is low risk factor. Age and gender of patients, location of tumor and status of esophageal residues are non-risk factors.

    Release date:2016-08-30 06:26 Export PDF Favorites Scan
  • 胃癌术后下肢深静脉血栓形成的危险因素logistic回归分析及护理对策

    目的分析胃癌术后下肢深静脉血栓形成的危险因素。 方法2007年10月-2012年10月采用前瞻性方法收集180例胃癌术后患者的基础信息及临床资料,包括患者年龄、性别、有无冠心病、是否使用止血药、有无既往静脉曲张史、围手术期有无感染、有无中心静脉置管,以非条件logistic回归分析方法分析相关的危险因素。 结果180例胃癌术后患者中40例出现下肢深静脉血栓,采用χ2检验进行单因素分析结果显示,年龄>60岁、有冠心病史、使用止血药、既往有血栓史为下肢深静脉血栓形成的危险因素(P<0.05);多因素logistic回归分析结果提示年龄>60岁[OR=3.712,95%CI(1.157,11.906),P=0.027]及使用止血药[OR=3.686,95%CI(1.407,25.197),P=0.042]是胃癌术后下肢血栓形成的独立危险因素。 结论高龄和早期使用止血药物的胃癌患者易出现下肢静脉血栓,除常规护理外,应更加密切观察患者变化及采取对应护理措施,尽量避免早期使用止血药物。

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  • 心脏瓣膜置换术后下呼吸道感染的相关因素分析

    目的讨论心脏瓣膜置换术后患者出现下呼吸道感染的相关危险因素及相应的护理对策。 方法纳入2012年1月-2013年1月行心脏瓣膜置换的患者120例,回顾性收集其年龄、性别、有无吸烟史、是否有基础疾病、是否二次插管、是否气管切开、是否留置胃管等资料,采用单因素和多因素logstic回归分析,探讨心脏瓣膜置换术后患者下呼吸道感染的危险因素。 结果120例患者中,单因素分析得到是否有吸烟史、是否留置胃管、是否存在基础疾病及年龄是否≥ 65岁,具有统计学意义(P<0.05)。多因素分析提示吸烟(OR=9.258,P<0.001)及是否存在基础疾病(OR=2.892, P=0.034)是心脏瓣膜置换术后患者出现呼吸道感染的独立危险因素。 结论伴有基础疾病及吸烟史的心脏瓣膜置换患者是下呼吸道感染的高危人群,临床护理中需实施针对性的护理和干预。

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  • Analysis of Risk Factors of Preoperative Sudden Death of Patients with Type A Aortic Dissection

    Objective To analysis correlation factors for preoperative sudden death of patients with type A aortic dissection in order to determine clinical management strategy.?Methods?We retrospectively analyzed clinical data of 52 patients with type A aortic dissection who were admitted in Department of Cardiothoracic Surgery of the Affiliated Drum Tower Hospital of Nanjing University Medical School from January 2003 to January 2010. According to the presence of preoperative death, all the patients were divided into two groups, 9 patients in the preoperative sudden death (PSD)group including 7 males and 2 females with their mean age of 52.0±12.1 years;43 patients in the control group including 31 males and 12 females with their mean age of 51.5±10.9 years. Univariate and multivariate logistic regression analysis were used for analysis of preoperative factors related to sudden death.?Results?Univariate analysis result showed 7 candidate variables:body mass index (BMI, Wald χ2=2.150, P=0.143), time of onset (Wald χ2=2.711, P= 0.100), total cholesterol (TC, Wald χ2=1.444, P=0.230), low density lipoprotein cholesterol (L-C, Wald χ2=1.341, P=0.247), aortic insufficiency (AI, Wald χ2=2.093, P=0.148), aortic sinus involvement (Wald χ2=3.386, P=0.066)and false lumen thrombosis (Wald χ2=7.743, P=0.005). Multivariate logistic regression analysis showed that BMI (Wald χ2=4.215, P=0.040, OR=1.558)and aortic sinus involvement (Wald χ2=4.592, P=0.032, OR=171.166 )were preoperative risk factors for sudden death, and thrombosed false lumen (Wald χ2=5.097, P=0.024, OR=0.011)was preoperative protective factor for sudden death.?Conclusion?Type A aortic dissection patients with large BMI and/or aortic sinus involvement should receive operation more urgently than others and patients with thrombosed false lumen may have relatively low risk of preoperative sudden death.

    Release date:2016-08-30 05:50 Export PDF Favorites Scan
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