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1.
Front Pharmacol ; 14: 1259596, 2023.
Article in English | MEDLINE | ID: mdl-38269284

ABSTRACT

Patients with type 2 diabetes mellitus (T2DM) are at higher risk for urinary tract infections (UTIs), which greatly impacts their quality of life. Developing a risk prediction model to identify high-risk patients for UTIs in those with T2DM and assisting clinical decision-making can help reduce the incidence of UTIs in T2DM patients. To construct the predictive model, potential relevant variables were first selected from the reference literature, and then data was extracted from the Hospital Information System (HIS) of the Sichuan Academy of Medical Sciences and Sichuan Provincial People's Hospital for analysis. The data set was split into a training set and a test set in an 8:2 ratio. To handle the data and establish risk warning models, four imputation methods, four balancing methods, three feature screening methods, and eighteen machine learning algorithms were employed. A 10-fold cross-validation technique was applied to internally validate the training set, while the bootstrap method was used for external validation in the test set. The area under the receiver operating characteristic curve (AUC) and decision curve analysis (DCA) were used to evaluate the performance of the models. The contributions of features were interpreted using the SHapley Additive ExPlanation (SHAP) approach. And a web-based prediction platform for UTIs in T2DM was constructed by Flask framework. Finally, 106 variables were identified for analysis from a total of 119 literature sources, and 1340 patients were included in the study. After comprehensive data preprocessing, a total of 48 datasets were generated, and 864 risk warning models were constructed based on various balancing methods, feature selection techniques, and a range of machine learning algorithms. The receiver operating characteristic (ROC) curves were used to assess the performances of these models, and the best model achieved an impressive AUC of 0.9789 upon external validation. Notably, the most critical factors contributing to UTIs in T2DM patients were found to be UTIs-related inflammatory markers, medication use, mainly SGLT2 inhibitors, severity of comorbidities, blood routine indicators, as well as other factors such as length of hospital stay and estimated glomerular filtration rate (eGFR). Furthermore, the SHAP method was utilized to interpret the contribution of each feature to the model. And based on the optimal predictive model a user-friendly prediction platform for UTIs in T2DM was built to assist clinicians in making clinical decisions. The machine learning model-based prediction system developed in this study exhibited favorable predictive ability and promising clinical utility. The web-based prediction platform, combined with the professional judgment of clinicians, can assist to make better clinical decisions.

2.
BMJ Open ; 12(9): e061457, 2022 09 08.
Article in English | MEDLINE | ID: mdl-36691200

ABSTRACT

OBJECTIVE: This study aimed to develop an adverse drug reactions (ADR) antecedent prediction system using machine learning algorithms to provide the reference for security usage of Chinese herbal injections containing Panax notoginseng saponin in clinical practice. DESIGN: A nested case-control study. SETTING: National Center for ADR Monitoring and the Electronic Medical Record (EMR) system. PARTICIPANTS: All patients were from five medical institutions in Sichuan Province from January 2010 to December 2018. MAIN OUTCOMES/MEASURES: Data of patients with ADR who used Chinese herbal injections containing Panax notoginseng saponin were collected from the National Center for ADR Monitoring. A nested case-control study was used to randomly match patients without ADR from the EMR system by the ratio of 1:4. Eighteen machine learning algorithms were applied for the development of ADR prediction models. Area under curve (AUC), accuracy, precision, recall rate and F1 value were used to evaluate the predictive performance of the model. An ADR prediction system was established by the best model selected from the 1080 models. RESULTS: A total of 530 patients from five medical institutions were included, and 1080 ADR prediction models were developed. Among these models, the AUC of the best capable one was 0.9141 and the accuracy was 0.8947. According to the best model, a prediction system, which can provide early identification of patients at risk for the ADR of Panax notoginseng saponin, has been established. CONCLUSION: The prediction system developed based on the machine learning model in this study had good predictive performance and potential clinical application.


Subject(s)
Drug-Related Side Effects and Adverse Reactions , Panax notoginseng , Saponins , Humans , Case-Control Studies , Machine Learning
3.
Hum Immunol ; 82(1): 54-59, 2021 Jan.
Article in English | MEDLINE | ID: mdl-33288226

ABSTRACT

BACKGROUND: As the survival rate of premature infants increases, the incidence of bronchopulmonary dysplasia (BPD), a chronic complication of premature infants, is also higher than before. The pathogenesis of BPD is complicated, and immune imbalance and inflammatory response may play important roles in it. OBJECTIVE: To investigate the correlation between lymphocyte subsets in peripheral blood, especially γδ-T cells, and BPD of preterm infants. MATERIALS AND METHOD: The study was carried out with the peripheral blood of premature infants (GA < 32 weeks, BW < 1500 g), which were collected at 24 h or 3-4 weeks after birth. The infants were divided into non-BPD groups and BPD groups that were classified as mild or moderate and severe in preterm infants based on the magnitude of respiratory support at 28 days age and 36 weeks postmenstrual age. The γδ-T, CD3+, CD4+, CD8+ and total lymphocyte subsets in peripheral blood were detected by flow cytometry. RESULTS: The percentages of T lymphocyte subsets in peripheral blood were not different between BPD and non-BPD within 24 h after birth. And no significant difference was found in T lymphocyte subsets among neonates with BPD of different severities. However, the infants who developed BPD had a significant increase in γδ-T cells compared to non-BPD ones within 3-4 weeks after birth. CONCLUSIONS: It seems that γδ-T cells in peripheral blood are correlated with BPD. However, the causality of BPD and various lymphocytes remains unclear, which need to be further studied.


Subject(s)
Bronchopulmonary Dysplasia/immunology , Intraepithelial Lymphocytes/immunology , Bronchopulmonary Dysplasia/blood , Female , Gestational Age , Humans , Infant, Newborn , Infant, Premature/blood , Infant, Premature/immunology , Infant, Very Low Birth Weight/blood , Infant, Very Low Birth Weight/immunology , Male
5.
Article in English | MEDLINE | ID: mdl-32156739

ABSTRACT

OBJECTIVE: Medication adherence plays a key role in type 2 diabetes (T2D) care. Identifying patients with high risks of non-compliance helps individualized management, especially for China, where medical resources are relatively insufficient. However, models with good predictive capabilities have not been studied. This study aims to assess multiple machine learning algorithms and screen out a model that can be used to predict patients' non-adherence risks. METHODS: A real-world registration study was conducted at Sichuan Provincial People's Hospital from 1 April 2018 to 30 March 2019. Data of patients with T2D on demographics, disease and treatment, diet and exercise, mental status, and treatment adherence were obtained by face-to-face questionnaires. The medication possession ratio was used to evaluate patients' medication adherence status. Fourteen machine learning algorithms were applied for modeling, including Bayesian network, Neural Net, support vector machine, and so on, and balanced sampling, data imputation, binning, and methods of feature selection were evaluated by the area under the receiver operating characteristic curve (AUC). We use two-way cross-validation to ensure the accuracy of model evaluation, and we performed a posteriori test on the sample size based on the trend of AUC as the sample size increase. RESULTS: A total of 401 patients out of 630 candidates were investigated, of which 85 were evaluated as poor adherence (21.20%). A total of 16 variables were selected as potential variables for modeling, and 300 models were built based on 30 machine learning algorithms. Among these algorithms, the AUC of the best capable one was 0.866±0.082. Imputing, oversampling and larger sample size will help improve predictive ability. CONCLUSIONS: An accurate and sensitive adherence prediction model based on real-world registration data was established after evaluating data filling, balanced sampling, and so on, which may provide a technical tool for individualized diabetes care.


Subject(s)
Diabetes Mellitus, Type 2/diagnosis , Diabetes Mellitus, Type 2/psychology , Patient Compliance , Adult , Aged , Aged, 80 and over , Female , Humans , Machine Learning , Male , Middle Aged , Patient Compliance/statistics & numerical data , Risk Factors , Sensitivity and Specificity
6.
Asian Pac J Trop Med ; 10(2): 114-120, 2017 Feb.
Article in English | MEDLINE | ID: mdl-28237474

ABSTRACT

OBJECTIVE: To determine the chemical structure of the new compound and investigate the protective effects of Tinosporaic acid A and B towards in-vitro neuro. METHODS: The structures of two new compounds were established by analyzing its 1D and 2D NMR spectra as well as HRESIMS. Their neuroprotective effects with respect to the antioxidant properties were evaluated by radical scavenging tests and hydrogen peroxide-injured oxidative stress model in PC12 cell lines. Cell morphology of treated PC12 cells was observed by phase contrast microscopy. In-vitro MTT assay, lactate dehydrogenase activity assay and oxidative stress markers (intracellular ROS production, MDA level, and caspase-3 activity) were used to evaluate the protective effects against hydrogen peroxide induced cytotoxicity in PC12 cells. RESULTS: The two new compounds, named Tinosporaic acid A and B, were isolated and identified from the stem bark of Tinospora hainanensis. Cell viability studies identified a representative concentration for each extract that was subsequently used to measure oxidative stress markers. Both extracts were able to reverse the oxidative damage caused by hydrogen peroxide, thus promoting PC12 cells survival. The concentration of Tinosporaic acid A and B were 86.34 µg/mL and 22.06 µg/mL respectively, which is neuroprotective for EC50. The results indicated that both of them significantly attenuated hydrogen peroxide-induced neurotoxicity. CONCLUSION: The two new compounds isolated from ethanol extracts of Tinospora hainanensis are the promising natural ones with neuroprotective activity and needed for further research.

7.
Article in Chinese | WPRIM (Western Pacific) | ID: wpr-972675

ABSTRACT

Objective To determine the chemical structure of the new compound and investigate the protective effects of Tinosporaic acid A and B towards in-vitro neuro. Methods The structures of two new compounds were established by analyzing its 1D and 2D NMR spectra as well as HRESIMS. Their neuroprotective effects with respect to the antioxidant properties were evaluated by radical scavenging tests and hydrogen peroxide-injured oxidative stress model in PC12 cell lines. Cell morphology of treated PC12 cells was observed by phase contrast microscopy. In-vitro MTT assay, lactate dehydrogenase activity assay and oxidative stress markers (intracellular ROS production, MDA level, and caspase-3 activity) were used to evaluate the protective effects against hydrogen peroxide induced cytotoxicity in PC12 cells. Results The two new compounds, named Tinosporaic acid A and B, were isolated and identified from the stem bark of Tinospora hainanensis. Cell viability studies identified a representative concentration for each extract that was subsequently used to measure oxidative stress markers. Both extracts were able to reverse the oxidative damage caused by hydrogen peroxide, thus promoting PC12 cells survival. The concentration of Tinosporaic acid A and B were 86.34 μg/mL and 22.06 μg/mL respectively, which is neuroprotective for EC50. The results indicated that both of them significantly attenuated hydrogen peroxide-induced neurotoxicity. Conclusion The two new compounds isolated from ethanol extracts of Tinospora hainanensis are the promising natural ones with neuroprotective activity and needed for further research.

8.
Article in English | WPRIM (Western Pacific) | ID: wpr-820764

ABSTRACT

OBJECTIVE@#To determine the chemical structure of the new compound and investigate the protective effects of Tinosporaic acid A and B towards in-vitro neuro.@*METHODS@#The structures of two new compounds were established by analyzing its 1D and 2D NMR spectra as well as HRESIMS. Their neuroprotective effects with respect to the antioxidant properties were evaluated by radical scavenging tests and hydrogen peroxide-injured oxidative stress model in PC12 cell lines. Cell morphology of treated PC12 cells was observed by phase contrast microscopy. In-vitro MTT assay, lactate dehydrogenase activity assay and oxidative stress markers (intracellular ROS production, MDA level, and caspase-3 activity) were used to evaluate the protective effects against hydrogen peroxide induced cytotoxicity in PC12 cells.@*RESULTS@#The two new compounds, named Tinosporaic acid A and B, were isolated and identified from the stem bark of Tinospora hainanensis. Cell viability studies identified a representative concentration for each extract that was subsequently used to measure oxidative stress markers. Both extracts were able to reverse the oxidative damage caused by hydrogen peroxide, thus promoting PC12 cells survival. The concentration of Tinosporaic acid A and B were 86.34 μg/mL and 22.06 μg/mL respectively, which is neuroprotective for EC50. The results indicated that both of them significantly attenuated hydrogen peroxide-induced neurotoxicity.@*CONCLUSION@#The two new compounds isolated from ethanol extracts of Tinospora hainanensis are the promising natural ones with neuroprotective activity and needed for further research.

9.
J Thorac Dis ; 8(3): 499-504, 2016 Mar.
Article in English | MEDLINE | ID: mdl-27076946

ABSTRACT

BACKGROUND: Extended thymectomy is indicated for patients with myasthenia gravis (MG) when drug-resistance or dependence is seen. We have employed a technique for subcostal thoracoscopic extended thymectomy (STET) on patients with MG. METHODS: Clinical data of 15 eligible patients who underwent STET in our department from February 2015 to November 2015 by the same surgical team were retrospectively analyzed. The operation time, blood loss, duration of postoperative hospital stay, thoracic drainage periods were concerned. RESULTS: All the surgeries were finished successfully without conversion to sternotomy. Mean operation time was 157.53±40.31 min (range, 73-275 min). Mean blood loss was 56.33±7.07 mL (range, 10-200 mL). Mean pleural drainage volume in the first 24 hours was 72.67±17.68 mL (range, 0-250 mL). Mean postoperative thoracic drainage periods were 1.20±0.71 days (range, 0-3 days). Mean duration of postoperative hospital stay was 6.13±0.71 days (range, 3-22 days). CONCLUSIONS: This procedure showed satisfactory results for patients with MG. Moreover, the STET approach is more easily for surgeons to fully reveal the bilateral phrenic nerve and the upper thymic poles. We believe that STET is a satisfactory procedure for performing extended thymectomy in well selected patients.

10.
Zhonghua Yu Fang Yi Xue Za Zhi ; 45(11): 979-84, 2011 Nov.
Article in Chinese | MEDLINE | ID: mdl-22336271

ABSTRACT

OBJECTIVE: To investigate the mortality of HIV infected clients from methadone maintenance treatment (MMT) clinics in Yili Kazakh autonomous prefecture as well as the factors associated with mortality of HIV infected clients. METHODS: A retrospective cohort study was performed. Data of 860 cases were collected from National Methadone Maintenance Treatment database, National AIDS/HIV database and antiretroviral therapy (ART) treatment database for adults. Information collected included demographic information of HIV infected clients, methadone daily treatment information, CD4 testing information, ART treatment information and death information. Recruiting began from August, 2005 through May, 2011. Cox proportional regression was used to identify factors associated with mortality. The proportional hazard assumption was assessed using Schoenfeld's residuals test. Missing values were imputed using the multiple linear regression method. R software (version 2.13.0) was used to perform data analysis. RESULTS: A total of 860 HIV positive MMT clients were analyzed. The methadone dose for study subjects was (38.2 ± 20.7) mg/d. 27.8% (239/860) of study subjects participated in ART treatment, 38.7% (333/860) had never tested for CD4 count. The age for study subjects was (32.9 ± 6.4) years old. Among all these subjects, 67.3% (579/860) were married. During the observation period, 151 deaths were observed in 2192.9 person years. The average observation time was 2.6 year for each subject. The all-cause mortality rate was 68.9‰. Cox proportion model showed that ART treatment (HR = 0.53, 95%CI: 0.32 - 0.88), baseline CD4 count at 200 - 350 cells/µl (HR = 0.35, 95%CI: 0.20 - 0.60), baseline CD4 count more than 350 cells/µl (HR = 0.16, 95%CI: 0.09 - 0.29), and marriage (HR = 0.55, 95%CI: 0.37 - 0.82) were associated with less mortality compared with control group. Age (more than 45 years old) (HR = 5.20, 95%CI: 2.60 - 10.20) and sharing needles (HR = 1.40, 95%CI: 1.02 - 2.00) were risk factors associated with death. CONCLUSION: High mortality rate was observed among HIV infected clients. Methadone clinic should provide ART treatment or ART referral services.


Subject(s)
Anti-HIV Agents/therapeutic use , HIV Infections/mortality , Methadone/therapeutic use , Acquired Immunodeficiency Syndrome/drug therapy , Acquired Immunodeficiency Syndrome/mortality , Adolescent , Adult , China , Female , HIV Infections/drug therapy , Humans , Male , Middle Aged , Retrospective Studies , Survival Rate , Young Adult
11.
Article in Chinese | WPRIM (Western Pacific) | ID: wpr-266061

ABSTRACT

<p><b>OBJECTIVE</b>To investigate the mortality of HIV infected clients from methadone maintenance treatment (MMT) clinics in Yili Kazakh autonomous prefecture as well as the factors associated with mortality of HIV infected clients.</p><p><b>METHODS</b>A retrospective cohort study was performed. Data of 860 cases were collected from National Methadone Maintenance Treatment database, National AIDS/HIV database and antiretroviral therapy (ART) treatment database for adults. Information collected included demographic information of HIV infected clients, methadone daily treatment information, CD4 testing information, ART treatment information and death information. Recruiting began from August, 2005 through May, 2011. Cox proportional regression was used to identify factors associated with mortality. The proportional hazard assumption was assessed using Schoenfeld's residuals test. Missing values were imputed using the multiple linear regression method. R software (version 2.13.0) was used to perform data analysis.</p><p><b>RESULTS</b>A total of 860 HIV positive MMT clients were analyzed. The methadone dose for study subjects was (38.2 ± 20.7) mg/d. 27.8% (239/860) of study subjects participated in ART treatment, 38.7% (333/860) had never tested for CD4 count. The age for study subjects was (32.9 ± 6.4) years old. Among all these subjects, 67.3% (579/860) were married. During the observation period, 151 deaths were observed in 2192.9 person years. The average observation time was 2.6 year for each subject. The all-cause mortality rate was 68.9‰. Cox proportion model showed that ART treatment (HR = 0.53, 95%CI: 0.32 - 0.88), baseline CD4 count at 200 - 350 cells/µl (HR = 0.35, 95%CI: 0.20 - 0.60), baseline CD4 count more than 350 cells/µl (HR = 0.16, 95%CI: 0.09 - 0.29), and marriage (HR = 0.55, 95%CI: 0.37 - 0.82) were associated with less mortality compared with control group. Age (more than 45 years old) (HR = 5.20, 95%CI: 2.60 - 10.20) and sharing needles (HR = 1.40, 95%CI: 1.02 - 2.00) were risk factors associated with death.</p><p><b>CONCLUSION</b>High mortality rate was observed among HIV infected clients. Methadone clinic should provide ART treatment or ART referral services.</p>


Subject(s)
Adolescent , Adult , Female , Humans , Male , Middle Aged , Young Adult , Acquired Immunodeficiency Syndrome , Drug Therapy , Mortality , Anti-HIV Agents , Therapeutic Uses , China , HIV Infections , Drug Therapy , Mortality , Methadone , Therapeutic Uses , Retrospective Studies , Survival Rate
12.
Zhonghua Yu Fang Yi Xue Za Zhi ; 44(11): 981-4, 2010 Nov.
Article in Chinese | MEDLINE | ID: mdl-21215123

ABSTRACT

OBJECTIVE: To evaluate HIV risk behaviors among heroin drug users who were treated in methadone maintenance treatment (MMT) clinics. METHODS: A prospective cohort study recruited and followed up clients of eight MMT clinics treated no more than two and half months in Guizhou province, China. Through face-to-face interviews, the baseline and following up informations were collected. And the baseline information included both demographic information and HIV risk behaviors, the following up informations included only HIV risk behaviors. The baseline investigation started in June, 2006 and the following up investigation finished in June, 2007. A total of 1003 heroin drug users were recruited at baseline, among them 666 (66.4%) were still at treatment by the end of follow up and 469 (70.4%) clients participated in the follow up interview. Wilcoxon two sample test and McNemar test were used to test for changes in HIV risk behaviors between baseline and following up investigation. RESULTS: Among the 469 MMT clients who were followed up, the average days of reported heroin use decreased from 26.4 to 0.9 in the past 30 days (Z = 27.21, P < 0.05). Average days of alcohol use at baseline were 3.3 but 3.7 at follow up (Z = 0.45, P = 0.96). Needle-sharing behavior reported in the past 30 days decreased from 1.3% at baseline to 0.2% at follow up (χ(2) = 5.00, P = 0.025). At baseline, 5.5% (26/469) subjects reported having multiple sex partners in the past 30 days compared to 3.4% (16/469) at following up (χ(2) = 3.18, P = 0.08).6.4% (30/469) subjects reported casual sex with non-regular sex partners in the past 30 days at baseline compared to 5.1% (24/469) at following up (χ(2) = 0.95, P = 0.33). Of those who reported having casual sex relationship in the past 30 days 56.7% (17/30) reported using condoms at baseline but 58.3% (14/24) reported using condoms at follow up (χ(2) = 1.96, P = 0.16). CONCLUSION: MMT was observed to decrease needle-sharing HIV risk behavior. However, decreased HIV sexual risk behaviors were not observed at statistical significant level.


Subject(s)
HIV Infections/psychology , Heroin Dependence/psychology , Methadone/therapeutic use , Opiate Substitution Treatment , Risk-Taking , Adult , Female , Heroin Dependence/drug therapy , Humans , Male , Methadone/administration & dosage , Prospective Studies , Sexual Behavior
13.
Article in English | WPRIM (Western Pacific) | ID: wpr-308731

ABSTRACT

<p><b>OBJECTIVE</b>To investigate the effects of Erzhi Pill (二至丸,EZP) on nerve cell apoptosis in senescence model rats.</p><p><b>METHODS</b>The rats model of senescence was established by peritoneal D-galactose injection combined with thymusectomy. Forty SD rats were randomized into four groups, the normal control group, the senescence model group, the EZP treated group, and the vitamins treated group, 10 in each group. The rats were made into senescence model except those in the normal group. In the same time of D-galactose injection, the rats were treated respectively with distilled water, EZP 4.32 g/kg, and vitamins E and C 0.06 g/kg daily for 6 weeks via intragastric infusion. The index of main viscera (as brain, testis, etc.), serum levels of superoxide dismutase (SOD) activity, and total anti-oxidation capacity (T-AOC) were measured after a 6-week treatment. Meanwhile, the cerebral cortex neuronal apoptosis proportion and mitochondrial membrane potential (MMP) were detected by flow cytometry.</p><p><b>RESULTS</b>Both EZP and vitamins E and C treatments showed effects on increasing testis index and serum level of T-AOC, reducing the percentage of neuronal apoptosis in the cerebral cortex, and elevating MMP in the aging rats model.</p><p><b>CONCLUSIONS</b>EZP could inhibit the cerebral cortex neuron apoptosis and maintain the mitochondrial function in the senescent process of rats induced by peritoneal D-galactose injection combined with thymusectomy. It also shows antioxidation effect to some extents.</p>


Subject(s)
Animals , Male , Rats , Aging , Blood , Antioxidants , Metabolism , Apoptosis , Cerebral Cortex , Cell Biology , Drugs, Chinese Herbal , Pharmacology , Matrix Metalloproteinases , Metabolism , Neurons , Cell Biology , Rats, Sprague-Dawley , Superoxide Dismutase , Blood
14.
Article in Chinese | WPRIM (Western Pacific) | ID: wpr-349903

ABSTRACT

<p><b>OBJECTIVE</b>To evaluate HIV risk behaviors among heroin drug users who were treated in methadone maintenance treatment (MMT) clinics.</p><p><b>METHODS</b>A prospective cohort study recruited and followed up clients of eight MMT clinics treated no more than two and half months in Guizhou province, China. Through face-to-face interviews, the baseline and following up informations were collected. And the baseline information included both demographic information and HIV risk behaviors, the following up informations included only HIV risk behaviors. The baseline investigation started in June, 2006 and the following up investigation finished in June, 2007. A total of 1003 heroin drug users were recruited at baseline, among them 666 (66.4%) were still at treatment by the end of follow up and 469 (70.4%) clients participated in the follow up interview. Wilcoxon two sample test and McNemar test were used to test for changes in HIV risk behaviors between baseline and following up investigation.</p><p><b>RESULTS</b>Among the 469 MMT clients who were followed up, the average days of reported heroin use decreased from 26.4 to 0.9 in the past 30 days (Z = 27.21, P < 0.05). Average days of alcohol use at baseline were 3.3 but 3.7 at follow up (Z = 0.45, P = 0.96). Needle-sharing behavior reported in the past 30 days decreased from 1.3% at baseline to 0.2% at follow up (χ(2) = 5.00, P = 0.025). At baseline, 5.5% (26/469) subjects reported having multiple sex partners in the past 30 days compared to 3.4% (16/469) at following up (χ(2) = 3.18, P = 0.08).6.4% (30/469) subjects reported casual sex with non-regular sex partners in the past 30 days at baseline compared to 5.1% (24/469) at following up (χ(2) = 0.95, P = 0.33). Of those who reported having casual sex relationship in the past 30 days 56.7% (17/30) reported using condoms at baseline but 58.3% (14/24) reported using condoms at follow up (χ(2) = 1.96, P = 0.16).</p><p><b>CONCLUSION</b>MMT was observed to decrease needle-sharing HIV risk behavior. However, decreased HIV sexual risk behaviors were not observed at statistical significant level.</p>


Subject(s)
Adult , Female , Humans , Male , HIV Infections , Psychology , Heroin Dependence , Drug Therapy , Psychology , Methadone , Therapeutic Uses , Opiate Substitution Treatment , Prospective Studies , Risk-Taking , Sexual Behavior
15.
Zhonghua Liu Xing Bing Xue Za Zhi ; 30(2): 131-5, 2009 Feb.
Article in Chinese | MEDLINE | ID: mdl-19565871

ABSTRACT

OBJECTIVE: To understand the situation of client-retention to methadone maintenance treatment (MMT) program and related factors. METHODS: A cohort study was adopted. In total, 1003 heroin addicts who were treated at 8 local MMT clinics with less than one month period, were recruited under nominal informed consent from Guizhou province, southwest part of China, during June to October 2006. Face-to-face interview and questionnaire administered to collect relevant information from the clients who were also followed until June 2007 to understand the situation on retention. Data were analyzed with Kaplan-Meier method to estimate the retention rate at different time spans while factors related to retention were analyzed with Cox proportional hazard regression model. RESULTS: All the clients were followed-up for 14 months, with an average retention of ten months. The retention rates of the clients were 68.8% and 57.4% at 6th-month and 12th-month of the treatment program, estimated by Kaplan-Meier method. Results of Cox regression analysis showed that factors influencing retention rate on MMT among the clients, including their awareness on MMT, daily dose of methadone intake, and different MMT clinics which they were attached to. Risk influencing the withdrawal from MMT had a 20% decrease along with the increase when the daily dose of methadone intake reached 25 mg, with a hazard ratio of 0.80 (P < 0.01). If the clients were aware that methadone was a life-time treatment when they began the MMT program, the risk for withdrawal would be lower than those who were not and the hazard ratio became 0.66 (P < 0.05). CONCLUSION: Our data showed that about half of the clients who were at the MMT program would still stick to it after 12-months, suggesting that the retention rate was not satisfactory and need to be improved. Factors as the MMT clinics themselves that the clients visited, daily methadone dosage they took, and the awareness on MMT etc. were important predictors to the rate of retention on MMT program.


Subject(s)
Heroin Dependence/drug therapy , Methadone/administration & dosage , Adult , China , Cohort Studies , Female , Follow-Up Studies , Heroin Dependence/rehabilitation , Humans , Male , Proportional Hazards Models , Risk-Taking , Substance Abuse Treatment Centers , Surveys and Questionnaires
16.
Chinese Journal of Epidemiology ; (12): 131-135, 2009.
Article in Chinese | WPRIM (Western Pacific) | ID: wpr-329515

ABSTRACT

Objective To understand the situation of client-retention to methadone maintenance treatment(MMT)program and related factors.Methods A Cohon study was adopted.In toml,1003 heroin addicts who were treated at 8 local MMT clinics with less than one month period.were recruited under nominal informed consent from Guizhou province.southwest part of China.during June to October 2006.Face-to-face interview and questionnaire administered to collect relevant information from the clients who were also followed nntil June 2007 to understand the situation on retention.Data were analyzed with Kaplan-Meier method to estimate the retention rate at different time spans while factors related to retention were analyzed with Cox proportional hazard regression model.Results All the clients were followed-up for 14 months,with an average retention of ten months.The retention rates of the clients were 68.8%and 57.4%at 6th-month and 12th-month of the treatment program.estimated by Kaplan-Meier method.Results of Cox regression analysis showed that factors influencing retention rate on MMT among the clients,including their awareness on MMT,dailv dose of methadone intake,and difierent MMT clinics which they were attached to.Risk influencing the withdrawal from MMT had a 20%decrease along with the increase when the daily dose of methadone intake reached 25 mg,with a hazard ratio of 0.80(P<0.01).If the clients were aware that methadone was a life-time treatment when they began the MMT program.the risk for withdrawal would be lower than those who were not and the hazard ratio became 0.66(P<0.05).Conclusion Our data showed that about half of the clients who were at the MMT program would still stick to it after 12-months.suggesting that the retention rate was not satisfactory and need to be improved.Factors as the MMT clinics themselves that the clients visited,(Laily methadone dosage they took,and the awareness on MMT etc.were important predictors to the rate of retention on MMT program.

17.
Article in Chinese | WPRIM (Western Pacific) | ID: wpr-311301

ABSTRACT

<p><b>OBJECTIVE</b>To investigate the effect and mechanisms of dimethoate on the primary cultured cortical neuronal cell injury.</p><p><b>METHODS</b>Cortical neuronal cells were isolated and cultured in serum free medium for 6 days in vitro, and 1, 5, 10, 50 and 100 micromol/L dimethoate were added to the medium and intracellular SOD, MDA and GSH. The content of excitatory amino acid was measured after 48 hours. Flow cytometry was used to detect the neuronal cell apoptosis.</p><p><b>RESULTS</b>After 48 h, the activity of SOD and the content of GSH decreased [(1.04 +/- 0.02), (0.99 +/- 0.02), (0.96 +/- 0.02), (0.91 +/- 0.02) U/mg pro] [(219.35 +/- 6.79), (205.6 +/- 6.29), (194.06 +/- 2.63), (93.68 +/- 7.56) mg/g pro], and the content of MDA increased obviously with 5, 10, 50 and 100 micromol/L dimethoate [(21.22 +/- 0.29), (24.01 +/- 0.34), (27.15 +/- 1.02), (32.91 +/- 1.39) nmol/mg pro]; The content of Asp from 10 to 100 micromol/L dose group was higher than the control group and the content of Glu from 1 to 100 micromol/L dose group was higher than the control group. The apoptosis rate had great significance between 1 to 100 micromol/L dose groups and control group. When treated with dimethoate, MDA content in neuron was positively correlated with the content of EAAs with the increase of dimethoate. The correlative coefficient was 0.937 and 0.759 respectively (P < 0.01), while it was negatively correlated with the content of GSH. The correlative coefficient was -0.868 and -0.801 respectively (P < 0.01).</p><p><b>CONCLUSION</b>The oxidative damage and changes of excitatory amino acid content induced by Dimethoate contribute to the primary cultured rat cortical neuron apoptosis.</p>


Subject(s)
Animals , Rats , Animals, Newborn , Apoptosis , Cells, Cultured , Cerebral Cortex , Cell Biology , Dimethoate , Toxicity , Excitatory Amino Acids , Metabolism , Glutathione , Metabolism , Malondialdehyde , Metabolism , Neurons , Metabolism , Pathology , Oxidative Stress , Rats, Sprague-Dawley , Superoxide Dismutase , Metabolism
18.
Biomed Environ Sci ; 21(4): 308-13, 2008 Aug.
Article in English | MEDLINE | ID: mdl-18837294

ABSTRACT

OBJECTIVE: To evaluate the reliability and validity of the Chinese version of addiction severity index (ASI)-5th version (ASI-C-5), in illegal drug users receiving methadone maintenance treatment (MMT) in China. METHODS: One hundred and eighty-six heroin addicts (144 men and 42 women) receiving MMT at three clinics in Guizhou province, southwest China, were recruited. They were all interviewed with a questionnaire of ASI-C-5 and 35 were re-interviewed at an interval of seven days to assess its test-retest reliability. RESULTS: Cronbach's alpha for internal consistency of CSs varied from 0.60 to 0.81 in all domains. Test-retest reliability of composite scores (CSs) of ASI-C-5 were satisfactory (r=0.38-0.97). Based on item analysis and expert's suggestions, five items were deleted and one item was modified in ASI-C-5. Criterion validity of ASI-C-5 was found acceptable, as compared to addicts' self-rating anxiety scale (SAS) and self-rating depression scale (SDS) (r=0.59 and 0.45) except for social support rating scale (SSRS). CONCLUSIONS: ASI-C-5 can be used for heroin addicts receiving MMT with acceptable reliability and validity.


Subject(s)
Heroin Dependence/physiopathology , Methadone/therapeutic use , Severity of Illness Index , Adult , China , Female , Heroin Dependence/drug therapy , Humans , Male , Reproducibility of Results , Surveys and Questionnaires
19.
Zhonghua Yu Fang Yi Xue Za Zhi ; 42(12): 875-8, 2008 Dec.
Article in Chinese | MEDLINE | ID: mdl-19141219

ABSTRACT

OBJECTIVE: To investigate the proportion of methadone maintenance treatment (MMT) clients continuing to use heroin and to explore its associated risk factors. METHODS: All 1003 heroin addictive patients were recruited from eight MMT clinics in Guizhou province and followed up for 14 months. During the 14 months, each MMT client received random urine tests. MMT clinics, gender, marital status, employment, ethnicity, religion, previous drug using method, having a history being in detoxification program, age, methadone dosage, education level and length of drug use were treated as potential predicting variables into the GEE model. RESULTS: The average age of the 1003 clients was (33.3 +/- 6.1) years old, the average length of drug use was (8.0 +/- 4.0) years, and the average daily methadone dosage was (38.0 +/- 16.6) mg. Among the 1003 clients, 26.0% were female drug users, 15.5% were divorced and 35.8% had a full time job. The rate of positive urine samples was approximately 30% for the first 10 months of follow-up, after which the positive rate decreased. The model found that different MMT clinics, the average daily methadone dosage (RR = 0.98, P = 0.003), treatment duration (RR = 0.95, P = 0.029) and years of education (RR = 0.94, P = 0.014) were associated with patients positive urine test. CONCLUSION: Continued heroin use was common in MMT clinics in Guizhou province; increasing the dosage of methadone and the duration in the treatment program might decrease the continued use of heroin among clients in MMT clinics.


Subject(s)
Heroin Dependence/drug therapy , Methadone/therapeutic use , Adolescent , Adult , Ambulatory Care , China/epidemiology , Female , Heroin Dependence/epidemiology , Humans , Male , Risk Factors , Risk-Taking , Young Adult
20.
Article in Chinese | WPRIM (Western Pacific) | ID: wpr-347203

ABSTRACT

<p><b>OBJECTIVE</b>To investigate the influence of pyrrolidine dithiocarbamate (PDTC) on the expression of transforming growth factor beta(1) (TGF-beta(1)), matrix metalloproteinase-2 (MMP-2) and tissue inhibitor-1 of metalloproteinase (TIMP-1) in rats with pulmonary damage induced by paraquat (PQ).</p><p><b>METHODS</b>Fifty-four healthy male SD rats were randomly assigned into the control group (normal saline), the PQ-treatment groups (4 groups) and the PDTC treatment groups (4 groups). Except the rats in the control group, the rats in the PQ group were gavaged only with 40 mg/kg PQ, and PDTC group with 40 mg/kg PQ plus immediate injection 120 mg/kg PDTC (i.p). On the 3rd, the 7th, the 14th and 28th day after treatments, one group rats of each treatments were sacrificed and lung and blood samples were collected. The level of TGF-beta(1) protein in the plasma, the mRNA expression of TGF-beta(1), MMP-2 and TIMP-1 were evaluated using RT-PCR and real-time quantitative PCR, while pathological changes of lung were examined under optical microscope and electrical microscope.</p><p><b>RESULTS</b>The TGF-beta(1) protein, TGF-beta(1) and MMP-2 mRNA expression were increased significantly in the earlier stage and then decreased after PQ administration (P < 0.05 or P < 0.01), while the mRNA level of TIMP-1 was augmented continuously (P < 0.01) throughout the study compared to the control group. In comparison with the PQ group, in the PDTC treatment group, the TGF-beta(1) mRNA expression on the 3rd and the 14th day, 0.54 +/- 0.08 and 0.72 +/- 0.04 respectively, the MMP-2 mRNA expression on the 7th and 14th day, 1.62 +/- 0.50 and 1.97 +/- 0.34 respective-ly, and the TIMP-1 mRNA on the 7th and 21st day, 1.79 +/- 0.21 and 2.00 +/- 0.34 respectively, were significantly decreased (P < 0.05 or P < 0.01).</p><p><b>CONCLUSION</b>PDTC could attenuate paraquat-induced up-regulation of TGF-beta(1) and its mRNA expression, MMP-2 and TIMP-1 mRNA levels, which indicates that PDTC may exert its protective effects on paraquat-induced pulmonary damage by alleviating the earlier inflammation damage and adjust-ing the balance between MMPs and TIMPs. However, further studies are still warranted to investigate and clarify the underlying mechanisms involved in this complicated process.</p>


Subject(s)
Animals , Male , Rats , Acute Lung Injury , Metabolism , Pathology , Disease Models, Animal , Lung , Metabolism , Pathology , Matrix Metalloproteinase 2 , Genetics , Metabolism , Paraquat , Poisoning , Pyrrolidines , Pharmacology , RNA, Messenger , Genetics , Rats, Sprague-Dawley , Thiocarbamates , Pharmacology , Tissue Inhibitor of Metalloproteinase-1 , Genetics , Metabolism , Transforming Growth Factor beta1 , Genetics , Metabolism
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