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Drug Usage Safety from Drug Reviews with Hybrid Machine Learning Approach
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作者 Ernesto Lee Furqan Rustam +3 位作者 Hina Fatima Shahzad Patrick Bernard Washington Abid Ishaq Imran Ashraf 《Computer Systems Science & Engineering》 SCIE EI 2023年第6期3053-3077,共25页
With the increasing usage of drugs to remedy different diseases,drug safety has become crucial over the past few years.Often medicine from several companies is offered for a single disease that involves the same/simil... With the increasing usage of drugs to remedy different diseases,drug safety has become crucial over the past few years.Often medicine from several companies is offered for a single disease that involves the same/similar substances with slightly different formulae.Such diversification is both helpful and danger-ous as such medicine proves to be more effective or shows side effects to different patients.Despite clinical trials,side effects are reported when the medicine is used by the mass public,of which several such experiences are shared on social media platforms.A system capable of analyzing such reviews could be very helpful to assist healthcare professionals and companies for evaluating the safety of drugs after it has been marketed.Sentiment analysis of drug reviews has a large poten-tial for providing valuable insights into these cases.Therefore,this study proposes an approach to perform analysis on the drug safety reviews using lexicon-based and deep learning techniques.A dataset acquired from the‘Drugs.Com’contain-ing reviews of drug-related side effects and reactions,is used for experiments.A lexicon-based approach,Textblob is used to extract the positive,negative or neu-tral sentiment from the review text.Review classification is achieved using a novel hybrid deep learning model of convolutional neural networks and long short-term memory(CNN-LSTM)network.The CNN is used at thefirst level to extract the appropriate features while LSTM is used at the second level.Several well-known machine learning models including logistic regression,random for-est,decision tree,and AdaBoost are evaluated using term frequency-inverse docu-ment frequency(TF-IDF),a bag of words(BoW),feature union of(TF-IDF+BoW),and lexicon-based methods.Performance analysis with machine learning models,long short term memory and convolutional neural network models,and state-of-the-art approaches indicate that the proposed CNN-LSTM model shows superior performance with an 0.96 accuracy.We also performed a statistical sig-nificance T-test to show the significance of the proposed CNN-LSTM model in comparison with other approaches. 展开更多
关键词 drug safety analysis lexicon-based techniques drug reviews sentiment analysis machine learning CNN-LSTM
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Prognostic model and treatment plan analysis of hepatocellular carcinoma based on genes related to glutamine metabolism
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作者 Liang Yu Chen Ying +3 位作者 Wang Hao-jie Ren Ming-xin Liu Gao-feng Liu Chang-qing 《Journal of Hainan Medical University》 CAS 2023年第16期41-51,共11页
Objective:To identify the prognosis of hepatocellular carcinoma(HCC)and the effect of anti-cancer drug therapy by screening glutamine metabolism-related signature genes because glutamine metabolism plays an important ... Objective:To identify the prognosis of hepatocellular carcinoma(HCC)and the effect of anti-cancer drug therapy by screening glutamine metabolism-related signature genes because glutamine metabolism plays an important role in tumor development.Methods:We obtained gene expression samples of normal liver tissue and hepatocellular carcinoma from the TCGA database and GEO database,screened for differentially expressed glutamine metabolismrelated genes(GMRGs),constructed a prognostic model by lasso regression and step cox analysis,and assessed the differences in drug sensitivity between high-and low-risk groups.Results:We screened 23 differentially expressed GMRGs by differential analysis,and correlation loop plots and PPI protein interaction networks indicated that these differential genes were strongly correlated.The four most characterized genes(CAD,PPAT,PYCR3,and SLC7A11)were obtained by lasso regression and step cox,and a risk model was constructed and confirmed to have reliable predictive power in the TCGA dataset and GEO dataset.Finally,immunotherapy is better in the high-risk group than in the low-risk group,and chemotherapy and targeted drug therapy are better in the low-risk group than in the high-risk group.Conclusion:In conclusion,we have developed a reliable prognostic risk model characterized by glutamine metabolism-related genes,which may provide a viable basis for the prognosis and Treatment options of HCC patients. 展开更多
关键词 Hepatocellular carcinoma Glutamine metabolism Prognostic model drug sensitivity analysis
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Analysis on Therapeutic Effect of Western and Chinese Drug in Treating Intrahepatic Cholestasis of Pregnancy
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作者 黄金阳 刘淮 《Chinese Journal of Integrated Traditional and Western Medicine》 2004年第2期111-111,共1页
Objective: To evaluate the therapeutic effect of Yinchenghao decoction (YCHD, 茵陈蒿汤) and S-adenosy-L-methionine (SAM) in treating intra-hepatic cholestasis of pregnancy (TCP) and improving prognosis of perinatal ne... Objective: To evaluate the therapeutic effect of Yinchenghao decoction (YCHD, 茵陈蒿汤) and S-adenosy-L-methionine (SAM) in treating intra-hepatic cholestasis of pregnancy (TCP) and improving prognosis of perinatal newborn babies. Methods: Sixty in-patients of TCP were randomly divided into two groups, the group A treated with YCHD and the group B treated with SAM. The symptom of itching and serum biochemical indexes, including glycocholic acid, bilirubin and transaminase, were observed after 3 weeks treat-ment, and the prognosis of perinatal newborn babies between the two groups was compared after delivery. Results: After treatment, the symptom of itching, serum levels of glycocholic acid, bilirubin and transaminase improved significantly (P< 0.05) in both groups, and the prognosis of newborn in the two groups was similar (P>0. 05). Conclusion: Both YCHD and SAM could effectively treat ICP. The former is rather cheaper, so it is more feasible for spreading.Original article on CJITWM (Chin) 2004 ;24(4): 309 展开更多
关键词 analysis on Therapeutic Effect of Western and Chinese drug in Treating Intrahepatic Cholestasis of Pregnancy
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Bi_(2)O_(3)/ZnO nanocomposite:Synthesis,characterizations and its application in electrochemical detection of balofloxacin as an antibiotic drug 被引量:3
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作者 Sana Ansari M.Shahnawaze Ansari +1 位作者 Soami P.Satsangee Rajeev Jain 《Journal of Pharmaceutical Analysis》 SCIE CAS CSCD 2021年第1期57-67,共11页
In the present work,a chemically modified electrode has been fabricated utilizing Bi_(2)O_(3)/ZnO nanocomposite.The nanocomposite was synthesized by simple sonochemical method and characterized for its structural and ... In the present work,a chemically modified electrode has been fabricated utilizing Bi_(2)O_(3)/ZnO nanocomposite.The nanocomposite was synthesized by simple sonochemical method and characterized for its structural and morphological properties by using XRD,FESEM,EDAX,HRTEM and XPS techniques.The results clearly indicated co-existence of Bi_(2)O_(3) and ZnO in the nanocomposite with chemical interaction between them.Bi_(2)O_(3)/ZnO nanocomposite based glassy carbon electrode(GCE)was utilized for sensitive voltammetric detection of an anti-biotic drug(balofloxacin).The modification amplified the electroactive surface area of the sensor,thus providing more sites for oxidation of analyte.Cyclic and square wave voltammograms revealed that Bi_(2)O_(3)/ZnO modified electrode provides excellent electrocatalytic action towards balofloxacin oxidation.The current exhibited a wide linear response in concentration range of 150e1000 nM and detection limit of 40.5 nM was attained.The modified electrode offered advantages in terms of simplicity of preparation,fair stability(RSD 1.45%),appreciable reproducibility(RSD 2.03%)and selectivity.The proposed sensor was applied for determining balofloxacin in commercial pharmaceutical formulations and blood serum samples with the mean recoveries of 99.09% and 99.5%,respectively. 展开更多
关键词 ZnO nanoparticles Chemically modified electrode VOLTAMMETRY drug analysis
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2009年至2011年我院病区口服降压药物应用分析
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作者 胡正波 谢梅 +2 位作者 徐春红 陈路佳 刘立立 《中国药业》 CAS 2014年第5期54-55,共2页
目的分析医院病区口服降压药的应用情况,为临床合理用药提供参考。方法对2009年至2011年口服降压药的种类、用量、销售金额、用药频度(DDDs)及限定日费用(DDC)等进行统计、分析。结果医院病区口服降压药用量呈上升趋势,钙通道阻滞剂(CCB... 目的分析医院病区口服降压药的应用情况,为临床合理用药提供参考。方法对2009年至2011年口服降压药的种类、用量、销售金额、用药频度(DDDs)及限定日费用(DDC)等进行统计、分析。结果医院病区口服降压药用量呈上升趋势,钙通道阻滞剂(CCB)、血管紧张素转换酶抑制剂(ACEI)、血管紧张素Ⅱ拮抗剂(ARB)为临床一线药,ARB用量及比例逐年上升,ACEI用量及比例呈下降趋势。结论医院病区口服降压药临床使用基本合理。 展开更多
关键词 口服降压药 应用分析 用药频度 限定日费用
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Surface-assisted laser desorption/ionization mass spectrometry for drug and metabolite analysis
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作者 Wen Ma Shuxiang Song Jun Li 《Journal of Chinese Pharmaceutical Sciences》 CAS CSCD 2020年第8期577-590,共14页
Surface-assisted laser desorption/ionization mass spectrometry(SALDI-MS)uses inorganic nanomaterials as matrixes to facilitate desorption and ionization of analytes.Compared with the traditional matrix-assisted laser ... Surface-assisted laser desorption/ionization mass spectrometry(SALDI-MS)uses inorganic nanomaterials as matrixes to facilitate desorption and ionization of analytes.Compared with the traditional matrix-assisted laser desorption/ionization mass spectrometry(MALDI-MS)technique,SALDI-MS has the advantages of less interference in the low mass range,better reproducibility and higher salt tolerance.It is highly suitable for the analysis of small molecule compounds.In recent years,researchers have developed a range of nanomaterials that are successfully applied to the field of small molecule drug and metabolite analysis including drug screening and quantification,drug delivery,metabolite profiling,biomarker discovery and so forth.This review summarizes the latest progress of SALDI-MS matrix materials such as metal-based,carbon-based,silica-based nanomaterials and organic framework nanomaterials and their applications.In addition,our perspective of SALDI-MS technology is also discussed for further advancement. 展开更多
关键词 Laser desorption/ionization mass spectrometry drug analysis Metabolite detection NANOMATERIAL
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31例盐酸头孢替安药品不良事件分析
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作者 张玫 郑涛 王娜颖 《北方药学》 2018年第7期177-179,共3页
目的:分析院内盐酸头孢替安致不良事件的(ADE)发生原因和特点,为临床安全应用提供药师建议。方法:对我院2010~2016年报告的31例盐酸头孢替安ADE报告进行回顾性归纳分析。结果:31例报告中女性患者明显多于男性,发生年龄段51~60岁最多,不... 目的:分析院内盐酸头孢替安致不良事件的(ADE)发生原因和特点,为临床安全应用提供药师建议。方法:对我院2010~2016年报告的31例盐酸头孢替安ADE报告进行回顾性归纳分析。结果:31例报告中女性患者明显多于男性,发生年龄段51~60岁最多,不良事件损害表现以皮肤黏膜损害、循环系统、消化系统损害为主,严重不良事件为过敏性休克、呼吸困难、多型性红斑。结论:盐酸头孢替安临床应用不良事件的发生并不单纯是由于药物本身特性以及患者个体的差异导致,药物的选择、给药剂量、给药频次的不当等也是导致不良事件发生的因素,提示临床合理选择抗菌药物并严格按照药品说明书的给药剂量和给药频次,加强给药后的观察以及发生不良事件的及时干预,可以减少或避免不良事件的发生,提高临床安全用药水平。 展开更多
关键词 药品不良事件 头孢替安 合理用药 分析
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Derivative Spectrophotometric and Isocratic High Performance Liquid Chromatographic Methods for Simultaneous Determination of Repaglinide and Metformin Hydrochloride in Pharmaceutical Preparations
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作者 Serap Saglik Aslan Berna Yilmaz 《American Journal of Analytical Chemistry》 2017年第9期541-552,共12页
In this study, a derivative spectrophotometric method and one HPLC method were developed and validated for analysis of anti-diabetic drugs, repaglinide (RPG) and metformine hydrochloride (MTF) in tablets. The spectrop... In this study, a derivative spectrophotometric method and one HPLC method were developed and validated for analysis of anti-diabetic drugs, repaglinide (RPG) and metformine hydrochloride (MTF) in tablets. The spectrophotometric methods were based on zero-crossing first-derivative and fourth-derivative spectrophotometric method for simultaneous analysis of RPG (308 nm) and MTF (267 nm), respectively. Linear relationship between the absorbance at λmax and the drug concentration was found to be in the ranges of 5.0 - 50.0 μg·mL-1 for both RPG and MTF. The quantification limits for RPG and MTF were found to be 0.568 and 1.156 μg·mL-1, respectively. The detection limits were 0.170 and 0.347 μg·mL-1 for RPG and MTF, respectively. The second method is a rapid stability-indicating isocratic HPLC method developed for the determination of RPG and MTF. A linear response was observed within the concentration range of 5.0 - 50.0 μg·mL-1 for both RPG and MTF. The quantification limits for RPG and MTF were found to be 1.821 and 1.653 μg·mL-1, respectively. The detection limits were 0.601 and 0.545 μg·mL-1 for RPG and MTF, respectively. The proposed methods were successfully applied to the tablet analysis with good accuracy and precision. 展开更多
关键词 REPAGLINIDE METFORMIN Derivative Spectrophotometry HPLC drug analysis
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Development of LC–MS method for analysis of paclitaxel-inhibited growth and enhanced therapeutic response in human glioblastoma cells 被引量:1
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作者 Cai-Hou Lin Xue-Xia Lin +3 位作者 Ling Lin Jun-Ming Wang Zhi-Xiong Lin Jin-Ming Lin 《Chinese Chemical Letters》 SCIE CAS CSCD 2015年第10期1225-1230,共6页
Glioma stem cells are considered responsible for drug resistance and glioma relapse resulting in poor prognosis in glioblastoma multiforme. SU3 glioma cell is a highly invasive glioma stem cell line from the patients ... Glioma stem cells are considered responsible for drug resistance and glioma relapse resulting in poor prognosis in glioblastoma multiforme. SU3 glioma cell is a highly invasive glioma stem cell line from the patients with glioblastoma multifrome. It is of great significance to study the efficacy and molecular mechanism for anticancer drug effects on SU3 glioma cells. In this work, we develop a liquid chromatography–mass spectrometry(LC–MS) method for direct analysis of the role of drugs(paclitaxel)on SU3 glioma cells at the molecular level. We use the specific fluorescence dyes to evaluate cell viability,the levels of ROS and GSH when the cells were treated with drugs. In addition, the LC–MS platform was successfully employed to detect the amount of 6-O-methylguanine, demonstrating that it is effective to induce cell apoptosis and enhance the cytotoxic response of SU3 glioma cells. The analytical linear equals are Y = 9.49 ? 105 X + 2.42 ? 104 for 6-O-methylguanine(R2= 0.9998) and Y = 4.72 ? 104 X + 2.21 ? 103(R2= 0.9996) for 7-methylguanine. Thus, the combination of cell-specific fluorescence dyes and LC–MS method enables us to reveal the molecular mechanism of paclitaxel-inhibited growth and enhanced therapeutic response in the chemotherapy for glioma multiforme. 展开更多
关键词 LC–MS drug analysis SU3 glioma cell Paclitaxel Cell cycle arrest ROS assay
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SynergyFinder Plus:Toward Better Interpretation and Annotation of Drug Combination Screening Datasets 被引量:2
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作者 Shuyu Zheng Wenyu Wang +5 位作者 Jehad Aldahdooh Alina Malyutina Tolou Shadbahr Ziaurrehman Tanoli Alberto Pessia Jing Tang 《Genomics, Proteomics & Bioinformatics》 SCIE CAS CSCD 2022年第3期587-596,共10页
Combinatorial therapies have been recently proposed to improve the efficacy of anticancer treatment. The Synergy Finder R package is a software used to analyze pre-clinical drug combination datasets. Here, we report t... Combinatorial therapies have been recently proposed to improve the efficacy of anticancer treatment. The Synergy Finder R package is a software used to analyze pre-clinical drug combination datasets. Here, we report the major updates to the Synergy Finder R package for improved interpretation and annotation of drug combination screening results. Unlike the existing implementations, the updated Synergy Finder R package includes five main innovations. 1) We extend the mathematical models to higher-order drug combination data analysis and implement dimension reduction techniques for visualizing the synergy landscape. 2) We provide a statistical analysis of drug combination synergy and sensitivity with confidence intervals and P values. 3)We incorporate a synergy barometer to harmonize multiple synergy scoring methods to provide a consensus metric for synergy. 4) We evaluate drug combination synergy and sensitivity to provide an unbiased interpretation of the clinical potential. 5) We enable fast annotation of drugs and cell lines, including their chemical and target information. These annotations will improve the interpretation of the mechanisms of action of drug combinations. To facilitate the use of the R package within the drug discovery community, we also provide a web server at www.s ynergyfinderplus.org as a user-friendly interface to enable a more fexible and versatile analysis of drug combination data. 展开更多
关键词 SynergyFinder drug combination Synergy modeling drug discovery drug combination sensitivity analysis
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Could wastewater analysis be a useful tool for China?——A review 被引量:4
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作者 Jianfa Gao Jake O'Brien +5 位作者 Foon Yin Lai Alexander L.N.van Nuijs Jun He Jochen F.Mueller Jingsha Xu Phong K.Thai 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2015年第1期70-79,共10页
Analysing wastewater samples is an innovative approach that overcomes many limitations of traditional surveys to identify and measure a range of chemicals that were consumed by or exposed to people living in a sewer c... Analysing wastewater samples is an innovative approach that overcomes many limitations of traditional surveys to identify and measure a range of chemicals that were consumed by or exposed to people living in a sewer catchment area. First conceptualised in 2001, much progress has been made to make wastewater analysis(WWA) a reliable and robust tool for measuring chemical consumption and/or exposure. At the moment, the most popular application of WWA, sometimes referred as sewage epidemiology, is to monitor the consumption of illicit drugs in communities around the globe, including China. The approach has been largely adopted by law enforcement agencies as a device to monitor the temporal and geographical patterns of drug consumption. In the future, the methodology can be extended to other chemicals including biomarkers of population health(e.g. environmental or oxidative stress biomarkers, lifestyle indicators or medications that are taken by different demographic groups) and pollutants that people are exposed to(e.g. polycyclic aromatic hydrocarbons,perfluorinated chemicals, and toxic pesticides). The extension of WWA to a huge range of chemicals may give rise to a field called sewage chemical-information mining(SCIM) with unexplored potentials. China has many densely populated cities with thousands of sewage treatment plants which are favourable for applying WWA/SCIM in order to help relevant authorities gather information about illicit drug consumption and population health status. However, there are some prerequisites and uncertainties of the methodology that should be addressed for SCIM to reach its full potential in China. 展开更多
关键词 drug consumption Wastewater analysis Biomarkers Population health
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Metabolomics Combined with Network Pharmacology Uncovers Effective Targets of Tao-Hong-Si-Wu Decoction for Its Protection from Sepsis-Associated Acute Lung Injury 被引量:1
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作者 Jinzhi He Longfei Wang +3 位作者 Yang Wang Zeng Li Feihu Chen Zhicheng Liu 《Journal of Analysis and Testing》 EI CSCD 2023年第2期172-186,共15页
Sepsis-induced acute lung injury(ALI)is a leading cause of death among septic complications.Tao-Hong-Si-Wu decoction(TSD),a classical recipe from traditional Chinese medicine used for treating ischemic stroke,has been... Sepsis-induced acute lung injury(ALI)is a leading cause of death among septic complications.Tao-Hong-Si-Wu decoction(TSD),a classical recipe from traditional Chinese medicine used for treating ischemic stroke,has been recently reported to alleviate inflammation and inflammation-stimulated injuries related to the pathology of ALI.Here,we first observed the therapeutic effect of TSD on sepsis-induced ALI.Based on integrated metabolomics and network pharmacology analysis(NPA)techniques,we aim to understand the mechanism of TSD alleviating ALI.TSD’s effects were observed in rats modeled by cecal ligation and puncture(CLP)and rat macrophages stimulated by lipopolysaccharide(LPS).Metabolomics analyses were applied to determine the ingredients in the medicine and key metabolites correlated to the NPA for the prediction of TSD targets.Gene and protein expressions of the key predicted targets were evaluated in the lung tissue and macrophages of septic model rat by quantitative polymerase chain reaction(PCR)and enzyme-linked immunosorbent assays,respectively.TSD improved survival rate and protected against lung injury in CLP rats.Eleven endogenous metabolites were related to TSD’s actions.TSD significantly suppressed IL-6 and TNF-αsecretions and their gene expressions both in the lung tissue of the model rats and in LPS-stimulated macrophages.TSD also restored decreased lung protein expression of VEGFA in septic model rats.Targeted proteins and their affecting metabolites were finally validated in an external test set of rats.This study shows that metabolomics coupled with NPA is a promising approach to explore potential targets of medicine with complex compositions. 展开更多
关键词 Metabolomics drug eff ect analysis SEPSIS Traditional Chinese medicine CYTOKINES BIOanalysis
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Pharmaceutical applications of framework nucleic acids 被引量:3
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作者 Liang Chen Jie Zhang +6 位作者 Zhun Lin Ziyan Zhang Miao Mao Jiacheng Wu Qian Li Yuanqing Zhang Chunhai Fan 《Acta Pharmaceutica Sinica B》 SCIE CAS CSCD 2022年第1期76-91,共16页
DNA is a biological polymer that encodes and stores genetic information in all living organism. Particularly, the precise nucleobase pairing inside DNA is exploited for the self-assembling of nanostructures with defin... DNA is a biological polymer that encodes and stores genetic information in all living organism. Particularly, the precise nucleobase pairing inside DNA is exploited for the self-assembling of nanostructures with defined size, shape and functionality. These DNA nanostructures are known as framework nucleic acids(FNAs) for their skeleton-like features. Recently, FNAs have been explored in various fields ranging from physics, chemistry to biology. In this review, we mainly focus on the recent progress of FNAs in a pharmaceutical perspective. We summarize the advantages and applications of FNAs for drug discovery, drug delivery and drug analysis. We further discuss the drawbacks of FNAs and provide an outlook on the pharmaceutical research direction of FNAs in the future. 展开更多
关键词 DNA nanotechnology SELF-ASSEMBLY Framework nucleic acids DNA nanostructures drug discovery Therapeutic molecules drug delivery drug analysis
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Investigation on Voltammetric Behavior of Camptothecin and Its Analytical Application
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作者 郑建斌 孟祖超 +1 位作者 刘波 张宏芳 《Chinese Journal of Chemistry》 SCIE CAS CSCD 2006年第4期551-556,共6页
The voltammetric behavior of camptothecin (CPT) in Britton-Robinson (B-R) buffer solutions (pH 2.09-9.07) was studied by the means of linear sweep voltammetry (LSV), cyclic voltarnmetry (CV) and normal pulse... The voltammetric behavior of camptothecin (CPT) in Britton-Robinson (B-R) buffer solutions (pH 2.09-9.07) was studied by the means of linear sweep voltammetry (LSV), cyclic voltarnmetry (CV) and normal pulse voltammetry (NPV) at a hanging mercury drop electrode. In different pH range of B-R buffer solutions, CPT could cause three reduction waves. In B-R buffer solutions (pH 2.09-5.46), wave P1 yielded by CPT was a two-electron wave. Between pH 6.01 and 9.07, CPT could yield two reduction waves P2 and P3. In addition, the pure CPT obtained from camptotheca acumina grown only in China was determined by NPV, and a linear response was observed in the range of 2.0 × 10^-3-4.0 × 10^-2 mmol·L^-1 with a 0.9991 correlation coefficient and a 8.0 × 1^-4 mmol·L^-1 detection limit for CPT. 展开更多
关键词 CAMPTOTHECIN drug analysis catalytic hydrogen wave mercury electrode VOLTAMMETRY
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