1.Study on medication regularity of grand master of traditional Chinese medicine YAN Zheng-hua's Ostreae Concha-containing prescriptions based on data mining.
Jia-Rui WU ; Wei-Xian GUO ; Xiao-Meng ZHANG ; Bing YANG ; Bing ZHANG
China Journal of Chinese Materia Medica 2014;39(14):2762-2766
In this study, prescriptions were collected to establish a database based on the traditional Chinese medicine inheritance support system (TCMISS). Such data-mining methods as software's statistical statement module, data analysis module and apriori algorithm were used to analyze the frequency of single drug, the frequency of drug combination, the association rules and the core drug combinations of ostreae concha-containing prescriptions. The results showed that Ostreae Concha-containing prescriptions were frequently used to treat insomnia, vertigo, stomach-ache and other syndromes. The frequently used drugs included Ossis Mastodi Fossilia, Parched Ziziphi Spinosae Semen, Polygoni Multiflori Caulis, Salviae Miltiorrhizae Radix and Paeoniae Rubra Radix. The frequently used drug combinations included "Ostreae Concha and Ossis Mastodi Fossilia", "Ostreae Concha and Parched Ziziphi Spinosae Semen", and "Ostreae Concha and Polygoni Multiflori Caulis". The drug association rules with the confidence coefficient of more than 0. 95 included "Ossis Mastodi Fossilia-->Ostreae Concha", "Cocos Poria-Ossis Mastodi Fossilia-Ostreae Concha", "Ossis Mastodi Fossilia-Parched Ziziphi Spinosae Semen-->Ostreae Concha", and "Salviae Miltiorrhizae Radix-Ossis Mastodi Fossilia--Ostreae Concha".
Animals
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Chemistry, Pharmaceutical
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Data Mining
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Databases, Pharmaceutical
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Drug Prescriptions
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Humans
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Medicine, Chinese Traditional
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methods
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Ostrea
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chemistry
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Physicians
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Software
2.Study on professor Yan Zhenghua's medication regularity in treating heart diseases based on association rules and entropy cluster.
Jia-rui WU ; Wei-xian GUO ; Xiao-meng ZHANG ; Bing ZHANG ; Yue ZHANG
China Journal of Chinese Materia Medica 2015;40(8):1601-1604
In this study, Professor Yan Zhenghua's recipes for treating heart diseases were collected to determine the frequency and association rules among drugs by such data mining methods as apriori algorithm and complex system entropy cluster and summarize Pro- fessor Yan Zhenghua's medication experience in treating heart diseases. The results indicated that frequently used drugs included Salviae Miltiorrhizae Radix et Rhizoma, Parched Ziziphi Spinosae Semen, Polygoni Multiflori Caulis, Ostreae Concha, Poria; frequently used drug combinations included "Ostreae Concha, Draconis Os", "Polygoni Multiflori Caulis, Parched Ziziphi Spinosae Semen" , and "Salviae Miltiorrhizae Radix et Rhizoma, Parched Ziziphi Spinosae Semen". The drug combinations with the confidence of 1 included "Dalbergiae Odoriferae Lignum-->Salviae Miltiorrhizae Radix et Rhizoma", "Allii Macrostemonis Bulbus-->Parched Ziziphi Spinosae Semen", "Draconis Os-->Ostreae Concha", and "Salviae Miltiorrhizac Radix et Rhizoma, Draconis Os-->Ostreae Concha". The core drug combinations included" Chrysanthemi Flos-Gastrodiae Rhizoma-Tribuli Fructus", "Dipsaci Radix-Taxillus sutchuenensis-Achyranthis Bidentatae Radix", and "Margaritifera Concha-Polygoni Multiflori Caulis-Platycladi Semen-Draconis Os".
Drug Interactions
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Drug Therapy, Combination
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Drugs, Chinese Herbal
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chemistry
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history
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therapeutic use
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Entropy
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Heart Diseases
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drug therapy
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history
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History, 20th Century
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History, 21st Century
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Humans
3.Analysis on principle of treatment of phlegm retention syndrome of Ma Peizhi based on apriori and clustering algorithm.
Jia-Rui WU ; Wei-Xian GUO ; Xiao-Meng ZHANG ; Xiu-Qin HUANG ; Bing YANG
China Journal of Chinese Materia Medica 2014;39(4):631-633
Analyzed the prescriptions for phlegm retention syndrome that built by Ma Peizhi by the association rules and clustering algorithm, the frequency of drug usage and the relationship between drugs could be get. And from that we could conclude the experiences for phlegm retention syndrome of Ma Peizhi of menghe medical genre. The results of the analysis were that 18 core combinations were dig out, such as Citri Exocarpium Rubrum-Eriobotryae Folium-Citri Reticulatae Pericarpium. And there were 9 new prescriptions were found out such as Aurantii Fructus-Citri Exocarpium Rubium-Eriobotryae Folium-Citri Reticulatae Pericarpium. The results of the analysis were proved that Ma Peizhi of Menghe Medical Genre was good at curing phlegm retention syndrome by using the traditional Chinese medicine of mild and light, such as the medicines of mild tonification, and clearing damp and promoting diuresis.
Algorithms
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Data Mining
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Databases, Factual
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Drug Prescriptions
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standards
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Drugs, Chinese Herbal
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therapeutic use
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Humans
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Mucus
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chemistry
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Practice Patterns, Physicians'
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Respiratory Tract Diseases
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drug therapy
4.Analysis on medication rule in prescriptions for hemoptysis of Menghe physician Ma Peizhi based on knowledge-discovery in database.
Jia-Rui WU ; Wei-Xian GUO ; Xiu-Qin HUANG ; Bing ZHANG ; Xiao-Meng ZHANG
China Journal of Chinese Materia Medica 2014;39(4):627-630
The clinical prescriptions of hemoptysis that built by Menghe physician Ma Peizhi were collected, and were analyzed by the method of unsupervised data mining, such as association rules and clustering algorithm. From the prescriptions, we got the frequency of drugs, the association rules among drugs, 10 core drug combinations and 5 new prescriptions. Accordingly, after the analysis, Menghe physician Ma Peizhi had rich experience in the treatment of hemoptysis. His therapy for hemoptysis was clearing heat and moistening lung, dispel heat from blood to stop bleeding, and enriching yin and blood. And we can also make a conclusion that the TCM inheritance support system is of great practical value for minning the old doctors' clinical experiences.
Data Mining
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Databases, Factual
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Drug Prescriptions
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standards
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Drugs, Chinese Herbal
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chemistry
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therapeutic use
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Hemoptysis
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drug therapy
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Humans
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Practice Patterns, Physicians'
5.Analysis on principle of treatment of cough of yan zhenghua based on apriori and clustering algorithm.
Jia-Rui WU ; Wei-Xian GUO ; Xiao-Meng ZHANG ; Bing YANG ; Bing ZHANG
China Journal of Chinese Materia Medica 2014;39(4):623-626
Based on the data mining methods of association rules and clustering algorithm, the 188 prescriptions for cough that built by Yan Zhenghua were collected and analyzed to get the frequency of drug usage and the relationship between drugs. From which we could conclude the experiences of Yan Zhenghua for the treatment of cough. The results of the analysis were that 20 core combinations were dig out, such as Bambusae Caulis in Taenias-Almond-Sactmarsh Aster. And there were 10 new prescriptions were found out, such as Sactmarsh Aster-Scutellariae Radix-Album Viscum-Bambusae Caulis in Taenian-Eriobotryae Folium. The results of the analysis were proved that Yan Zhenghua was good at curing cough by using the traditional Chinese medicine that can dispel wind and heat from the body, and remove heat from the lung to relieve cough.
Algorithms
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Cough
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drug therapy
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Data Mining
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Drug Prescriptions
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Drug Therapy, Combination
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Drugs, Chinese Herbal
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therapeutic use
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Humans
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Practice Patterns, Physicians'
6.Analysis on medication rules of state medical master Yan Zhenghua from prescriptions with citri reticulatae pericarpium based on data mining.
Jia-Rui WU ; Wei-Xian GUO ; Bing ZHANG ; Xiao-Meng ZHANG ; Bing YANG ; Xiao-Guang SHENG
China Journal of Chinese Materia Medica 2014;39(4):618-622
The prescriptions containing pericarpium citri reticulatae that built by Professor. Yan were collected to build a database based on traditional Chinese medicine (TCM) inheritance assist system. After analyzed by data mining, such as apriori algorithm, the frequency of single medicine, the frequency of drug combination, the association rules between drugs and core drug combinations can be get from the database. Through the analysis of 1 027 prescriptions with pericarpium citri reticulatae, these prescriptions were commonly used to treat stomach aches, cough and other syndromes. The most frequency drug combinations were "Citri Reticulatae Pericarpium-Poria", "Paeoniae Radix Rubra-Citri Reticulatae Pericarpium" and so on. The drug association rules that the confidence was 1 were "Glycyrrhizae Radix ex Rhizoma --> Citri Reticulatae Pericarpium", "Paeoniae Alba Radix-Cyperi Rhizoma --> Citri Reticulatae Pericarpium", "Poria --> Citri Reticulatae Pericarpium", and so on. The drugs in the prescriptions containing pericarpium citri reticulatae that built by Professor Yan mostly had the effects of regulating the flow of Qi and invigorate blood circulation, which reflected the clearly thought when making prescriptions.
Citrus
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chemistry
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Data Mining
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Drug Interactions
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Drug Prescriptions
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Drug Therapy, Combination
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Drugs, Chinese Herbal
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pharmacology
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Humans
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Practice Patterns, Physicians'
7.Comment on applications of data mining used in studies of heritage of experiences of national medical masters.
Jia-Rui WU ; Shi-Huan TANG ; Wei-Xian GUO ; Xiao-Meng ZHANG ; Bing ZHANG
China Journal of Chinese Materia Medica 2014;39(4):614-617
Data mining, as known as knowledge discovery in databases, is a non-trivial process of revealing the implied, previously unknown and potentially useful information from the massive data. In recently years, the applications of data mining in the field of pharmaceutical research of traditional Chinese medicine have widespread. Especially in the field of the heritage of experiences of na-tional medical masters, data mining plays an important role. In this study, we would expound of the use of methods of data mining in the heritage of experiences of national medical masters, and analyze their advantages and disadvantages, such as association rules, Bayesian networks, neural networks, and decision trees.
Data Mining
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Databases, Pharmaceutical
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Medicine, Chinese Traditional
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Neural Networks (Computer)
8.Optimization of expression and purification of recombinant Salvia miltiorrhiza WRKY1 protein in Escherichia coli.
Yu-Zhong LIU ; Ye SHEN ; Qi-Xian RONG ; Wen-Yan WU ; Rui-Bo LI ; Zhi-Gang WU ; Min CHEN
China Journal of Chinese Materia Medica 2014;39(7):1214-1219
WRKY transcription factor is one of the Zinc finger proteins which contains a highly conserved WRKY domain and is a family of the plant-specific transcription factor. The plasmid pET28a-SmWRKY1 harboring Salvia miltiorrhiza WRKY1 (SmWRKY1) gene was successfully transformed and expressed in Escherichia coli BL21 (DE3). The conditions on protein expression of SmWRKY1 in E. coli, including induction duration, temperature, IPTG concentration and the E. coli concentration were optimized. The results showed that the highest protein expression of SmWRKY1 was obtained at 24 hours after the E. coli was cultured in the presence of 0.2 mol x L(-1) IPTG at 20 degrees C with A600 values of 1.0-1.5. This recombinant histidine-tagged protein was expressed at 2.454 g x L(-1) as inclusion body, which was first extracted using urea, and then purified by Ni2+ affinity chromatography and identified by SDS-PAGE. The expression of SmWRKY1 in E. coli was further confirmed by western blotting analysis.
Blotting, Western
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Cloning, Molecular
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DNA-Binding Proteins
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chemistry
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genetics
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isolation & purification
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metabolism
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Electrophoresis, Polyacrylamide Gel
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Escherichia coli
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chemistry
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genetics
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metabolism
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Molecular Weight
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Plant Proteins
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chemistry
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genetics
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isolation & purification
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metabolism
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Recombinant Proteins
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chemistry
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genetics
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isolation & purification
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metabolism
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Salvia miltiorrhiza
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genetics
9.Analysis on medication rules of state medical master yan zhenghua's prescriptions that including Polygoni Multiflori Caulis based on data mining.
Jia-rui WU ; Wei-xian GUO ; Xiao-meng ZHANG ; Bing YANG ; Bing ZHANG ; Meng-di ZHAO ; Xiao-guang SHENG
China Journal of Chinese Materia Medica 2014;39(22):4464-4469
The prescriptions including Polygoni Multiflori Caulis that built by Pro. Yan were collected to build a database based on traditional Chinese medicine (TCM) inheritance assist system. The method of association rules with apriori algorithm was used to achieve frequency of single medicine, frequency of drug combinations, association rules between drugs and core drug combinations. The datamining results indicated that in the prescriptions that including Polygoni Multiflori Caulis, the highest frequency used drugs were parched Ziziphi Spinosae Semen, Ostreae Concha, Ossis Mastodi Fossilia, Salviae Miltiorrhizae Radix Et Rhizoma, Paeoniae Rubra Radix, and so on. The most frequent drug combinations were "Polygoni Multiflori Caulis-parched Ziziphi Spinosae Semen", "Ostreae Concha-Polygoni Multiflori Caulis", and "Polygoni Multiflori Caulis-Ossis Mastodi Fossilia". The drug association rules of confidence coefficient 1 were "Ostreae Concha-->Polygoni Multiflori Caulis", "Poria-->Polygoni Multiflori Caulis", "parched Ziziphi Spinosae Semen-->Polygoni Multiflori Caulis", and "Paeoniae Alba Radix-->Polygoni Multiflori Caulis". The core drug combinations in the treatment of insomnia were Ossis Mastodi Fossilia, Polygoni Multiflori Caulis, Salviae Miltiorrhizae Radix et Rhizoma, Ostreae Concha, Polygalae Radix, Margaritifera Concha, Poria, and parched Ziziphi Spinosae Semen. And the core drug combinations in the treatment of obstruction of Qi in chest were Salviae Miltiorrhizae Radix Et Rhizoma, Polygoni Multiflori Caulis, parched Ziziphi Spinosae Semen, Trichosanthis Fructus, Allii Macrostemonis Bulbus, and Paeoniae Rubra Radix.
Data Mining
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methods
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Drug Combinations
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Drugs, Chinese Herbal
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chemistry
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pharmacology
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Humans
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Medicine, Chinese Traditional
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methods
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Plant Stems
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chemistry
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Polygonaceae
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chemistry
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Prescriptions
10.Induction of transforming growth facor-β2 to the expression of lysyl oxidases in human Tenon capsule fibroblasts in vitro
Feng, GUO ; Xiaoyan, ZHU ; Xia, CHEN ; Yong, ZHANG ; Yan, TAN ; Xiaofeng, WU ; Rui, LIU ; Lei, LI ; Guangjun, XIAN ; Lin, XIE
Chinese Journal of Experimental Ophthalmology 2017;35(4):314-319
Background Researches showed that transforming growth factor-β2 (TGF-β2) promotes the activity of human Tenon capsular fibroblasts (TFs),which plays a role in the scarring of filtering blebs after antiglaucoma surgery.However,its mechanism is not fully clear.Lysyl oxidases (LOXs) are important extracellular matrix proteases which can catalyze the cross-linking of collagen and elastin.Investigating the impact of TGF-β2 on the expression of LOXs has a great significance for the understanding of the pathogenesis of filtering bleb scarring and its prevention.Objective This study was to investigate the effect of TGF-β2 on the expression of LOXs in cultured human TFs.Methods The TFs at 4-8 generations were divided into normal control group and different concentrations of TGF-β2 treated-groups,and 100,200,400,800 μ1 of TGF-β2 with the final concentration of 2,4,8 and 16 ng/ml was added into the medium to treat human TFs respectively for 24 hours.The LOXs in the cells were detected by Western blot to determine the optimal dose of TGF-β2.The 4 ng/ml TGF-β2(200 μ1) was used to treat human TFs for 6,12,24 and 48 hours respectively,and the change of LOXs expression in the cells over time was assayed by Western blot.The expression and distribution of LOX protein in the normal cells and TGF-β2-treated cells was detected by using immunofluorescence technique.This study was approved by Daping Hospital of Third Military Medical University Ethic Commission.The guardians of the patients who offered the specimen knew the purpose of the study and signed informed consent.Results Western blot assay showed that the expressions of LOX,LOXL1,LOXL2,LOXL3 and LOXL4 in the cells were gradually elevated from the normal control group and 2,4,8,16 ng/ml TGF-β2-treated groups,showing significant differences among the groups (F =37.338,13.438,31.067,11.767,15.167,all at P<0.01).The expression of LOXL2 protein in the cells was 0.68±0.07,1.09±0.10,1.32±0.07,1.50± 0.06 and 1.89±0.12 in the normal control group and 6-,12-,24-and 48-hour groups respectively after 4 ng/ml TGF-β2 treatment,with a significant increase over time (F =82.832,P=0.000).The expression of LOX was weak in the normal cultured TFs,while the fluorescence intensity of LOX expression was evidently enhanced in the cytoplasm of the cells in the TGF-β2-treated group.Conclusions TGF-β2 upregulates the expressions of LOXs in human TFs in a dose-and time-dependent manner,which probably offers a basis for the further study on the prevention of filtering bleb scarring after glaucoma surgery.