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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
  • 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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  • 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
  • 先天性心脏病术后中心静脉导管相关血行感染危险因素分析

    目的讨论先天性心脏病患儿术后发生经颈内中心静脉导管相关血行感染(CRBSI)的危险因素。 方法对2011年11月-2012年9月入住的224例先天性心脏病患儿经颈内中心静脉置管后发生CRBSI危险因素进行单因素和多因素logistic回归分析。 结果39例患儿(16.07%)发生CRBSI,单因素logistic回归分析提示:体外循环时间>60 min(OR=14.400,P<0.001)、经导管操作次数>6次/d(OR=2.692,P=0.006)、导管留置时间>10 d(OR=5.439,P<0.001)、未采取抗生素治疗(OR=3.992,P<0.001)是颈内中心静脉置管患儿发生CRBSI的危险因素。非条件多因素logistic回归分析显示:体外循环时间>60 min(OR=14.109,P<0.001)、导管留置时间>10 d(OR=4.878,P=0.001)、未采取抗生素治疗(OR=3.828,P=0.005)是颈内中心静脉置管的独立危险因素。 结论伴有体外循环时间长,导管留置时间>10 d,应该采取针对性干预及护理措施,以预防导管感染。

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  • 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
  • Risk factors for postoperative respiratory failure in patients with esophageal cancer and the prediction model establishment

    ObjectiveTo explore the risk factors for postoperative respiratory failure (RF) in patients with esophageal cancer, construct a predictive model based on the least absolute shrinkage and selection operator (LASSO)-logistic regression, and visualize the constructed model. MethodsA retrospective analysis was conducted on patients with esophageal cancer who underwent surgical treatment in the Department of Thoracic Surgery, Sun Yat-sen University Cancer Center Gansu Hospital from 2020 to 2023. Patients were divided into a RF group and a non-RF (NRF) group according to whether RF occurred after surgery. Clinical data of the two groups were collected, and LASSO-logistic regression was used to optimize feature selection and construct the predictive model. The model was internally validated by repeated sampling 1000 times based on the Bootstrap method. ResultsA total of 217 patients were included, among which 24 were in the RF group, including 22 males and 2 females, with an average age of (63.33±9.10) years; 193 were in the NRF group, including 161 males and 32 females, with an average age of (62.14±8.44) years. LASSO-logistic regression analysis showed that the percentage of forced expiratory volume in one second/forced vital capacity (FEV1/FVC) to predicted value (FEV1/FVC%pred) [OR=0.944, 95%CI (0.897, 0.993), P=0.026], postoperative anastomotic fistula [OR=4.106, 95%CI (1.457, 11.575), P=0.008], and postoperative lung infection [OR=3.776, 95%CI (1.373, 10.388), P=0.010] were risk factors for postoperative RF in patients with esophageal cancer. Based on the above risk factors, a predictive model was constructed, with an area under the receiver operating characteristic curve of 0.819 [95%CI (0.737, 0.901)]. The Hosmer-Lemeshow test for the calibration curve showed that the model had good goodness of fit (P=0.527). The decision curve showed that the model had good clinical net benefit when the threshold probability was between 5% and 50%. Conclusion FEV1/FVC%pred, postoperative anastomotic fistula, and postoperative lung infection are risk factors for postoperative RF in patients with esophageal cancer. The predictive model constructed based on LASSO-logistic regression analysis is expected to help medical staff screen high-risk patients for early individualized intervention.

    Release date:2025-02-28 06:45 Export PDF Favorites Scan
  • 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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  • Correlation between Immunohistochemistry and Pathology for Lung Cancer Lymphatic Metastasis

    Objective To analyze and screen the risk factors of both immunohistochemistry and pathology for lung cancer lymphatic metastasis, and to build a mathematical model for preliminary evaluation. Methods By conducting retrospective studies, the information of lung cancer patients in the General Hospital of Air Force from 2009 to 2011 were collected. Both single and multiple unconditional logistic regression analyses were applied to screen total 27 possible factors for lymphatic metastasis. After the factors with statistical significance were selected, the relevant mathematical model was built and then evaluated by means of receiver operating characteristic (ROC) analysis. Results A total of 216 patients were included. The single analyses on 27 possible factors showed significant differences in the following 10 factors: pathological grade (P=0.00), age (P=0.00), tumor types (P=0.01), nm23 (P=0.00), GSTII (P=0.01), TTF1 (P=0.01), MRP (P=0.01), CK14 (P=0.02), CD56 (P=0.02), and EGFR (P=0.03). The multiple factors unconditional logistic regression analyses on those 10 risk factors screened 4 relevant factors as follows: pathological grade (OR=2.34), age (OR=1.02), nm23 (OR=1.66), and EGFR (OR=1.47). Then a mathematical diagnostic model was established based on those 4 identified risk factors, and the result of ROC analysis showed it could improve the diagnostic sensitivity and specificity compared with the single factor mathematical diagnostic model. Conclusion Pathological grade, age, nm23, and EGFR are related with lung cancer lymphatic metastasis, and all of them are the risk factors which have higher adjuvant diagnostic value for lung cancer lymphatic metastasis.

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  • logistic Regression Analysis of Influencing Factors on Postoperative Complications and Mortality of Gastric Cancer after Total Gastrectomy

    Objective To analyze the influencing factors on postoperative complications and mortality of gastric cancer after total gastrectomy. Methods The clinical data of 622 patients with gastric cancer received total gastrectomy were collected. According to the extent of lymph node dissection, the patients were divided into 2 groups: D0/D1 group (n=35) and D2/D3 group (n=587). The risk factors influencing postoperative morbidity and mortality were determined by logistic multiple regression analysis. Results The total postoperative complication morbidity and mortality for all patients were 9.81% (61/622) and 2.89% (18/622), respectively. The postoperative complication morbidity was 8.57% (3/35) and 9.88% (58/587) in the two groups, the postoperative mortality was 2.86% (1/35) and 2.90% (17/587) in the two groups, there were no significant differences between the two groups (Pgt;0.05). The most common postoperative complication was intestinal obstruction (18.03%, 11/61). Multivariate analysis revealed that risk factors on the postoperative complications and mortality were age ≥ 70 years, TNM stage Ⅳ, preoperative complication, palliative excision, merely manual or mechanical anastomosis, and multivisceral resection (Plt;0.05), however, the extent of lymph node was not influencing factor (Pgt;0.05). Conclusions Patients with advanced gastric cancer have a high risk of postoperative complications and mortality. Multiple organ resection should be avoided for patients with gastric cancer of TNM stage Ⅳ.

    Release date:2016-09-08 10:54 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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