메뉴 건너뛰기




Volumn 78, Issue , 2015, Pages 71-77

Developing a QSAR model for hepatotoxicity screening of the active compounds in traditional Chinese medicines

Author keywords

Drug induced liver injury (DILI); Hepatotoxicity; QSAR; Traditional Chinese medicine

Indexed keywords

DIHYDROKAWAIN; EPHEDRINE; EPIGALLOCATECHIN GALLATE; GINSENOSIDE RB 1; GINSENOSIDE RG 1; GUMMIFERIN; HERBACEOUS AGENT; ISOSILYBIN; KAWAIN; NORDIHYDROGUAIARETIC ACID; PLANT MEDICINAL PRODUCT; PYRROLIZIDINE ALKALOID; SAIKOSAPONIN B1; SAIKOSAPONIN B2; SAPONIN DERIVATIVE; SILIBININ; SILICRISTIN; SILIDIANIN; TETRAHYDROPALMATINE; UNCLASSIFIED DRUG; USNIC ACID;

EID: 84922982457     PISSN: 02786915     EISSN: 18736351     Source Type: Journal    
DOI: 10.1016/j.fct.2015.01.020     Document Type: Article
Times cited : (69)

References (67)
  • 1
    • 0016489328 scopus 로고
    • Dehydroretronecine-induced rhabdomyosarcomas in rats
    • Allen J.R., Hsu I.C., Carstens L.A. Dehydroretronecine-induced rhabdomyosarcomas in rats. Cancer Res 1975, 35:997-1002.
    • (1975) Cancer Res , vol.35 , pp. 997-1002
    • Allen, J.R.1    Hsu, I.C.2    Carstens, L.A.3
  • 3
    • 25444520273 scopus 로고    scopus 로고
    • Skin sensitization: reaction mechanistic applicability domains for structure-activity relationships
    • Aptula A.O., Patlewicz G., Roberts D.W. Skin sensitization: reaction mechanistic applicability domains for structure-activity relationships. Chem. Res. Toxicol 2005, 18:1420-1426.
    • (2005) Chem. Res. Toxicol , vol.18 , pp. 1420-1426
    • Aptula, A.O.1    Patlewicz, G.2    Roberts, D.W.3
  • 4
    • 54949108677 scopus 로고    scopus 로고
    • PubChem: integrated platform of small molecules and biological activities
    • Elsevier, Washington DC, USA, Chapter 12, A.W. Ralph, C.S. David (Eds.)
    • Bolton E.E., Wang Y., Thiessen P.A., Bryant S.H. PubChem: integrated platform of small molecules and biological activities. Annual Reports in Computational Chemistry 2008, 217-241. Elsevier, Washington DC, USA, Chapter 12. A.W. Ralph, C.S. David (Eds.).
    • (2008) Annual Reports in Computational Chemistry , pp. 217-241
    • Bolton, E.E.1    Wang, Y.2    Thiessen, P.A.3    Bryant, S.H.4
  • 5
    • 0035019355 scopus 로고    scopus 로고
    • Fulminant exacerbation of autoimmune hepatitis after the use of ma huang
    • Borum M.L. Fulminant exacerbation of autoimmune hepatitis after the use of ma huang. Am. J. Gastroenterol 2001, 96:1654-1655.
    • (2001) Am. J. Gastroenterol , vol.96 , pp. 1654-1655
    • Borum, M.L.1
  • 6
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman L. Random forests. Mach. Learn 2001, 45:5-32.
    • (2001) Mach. Learn , vol.45 , pp. 5-32
    • Breiman, L.1
  • 8
    • 51849098523 scopus 로고    scopus 로고
    • Utilization patterns of Chinese medicine and Western medicine under the National Health Insurance Program in Taiwan, a population-based study from 1997 to 2003
    • Chang L.C., Huang N., Chou Y.J., Lee C.H., Kao F.Y., Huang Y.T. Utilization patterns of Chinese medicine and Western medicine under the National Health Insurance Program in Taiwan, a population-based study from 1997 to 2003. BMC Health Serv. Res 2008, 8:170.
    • (2008) BMC Health Serv. Res , vol.8 , pp. 170
    • Chang, L.C.1    Huang, N.2    Chou, Y.J.3    Lee, C.H.4    Kao, F.Y.5    Huang, Y.T.6
  • 9
    • 79251561193 scopus 로고    scopus 로고
    • TCM Database@Taiwan: the world's largest traditional Chinese medicine database for drug screening in silico
    • Chen C.Y. TCM Database@Taiwan: the world's largest traditional Chinese medicine database for drug screening in silico. PLoS ONE 2011, 6:e15939.
    • (2011) PLoS ONE , vol.6 , pp. e15939
    • Chen, C.Y.1
  • 11
    • 80051665573 scopus 로고    scopus 로고
    • FDA-approved drug labeling for the study of drug-induced liver injury
    • Chen M., Vijay V., Shi Q., Liu Z., Fang H., Tong W. FDA-approved drug labeling for the study of drug-induced liver injury. Drug Discov. Today 2011, 16:697-703.
    • (2011) Drug Discov. Today , vol.16 , pp. 697-703
    • Chen, M.1    Vijay, V.2    Shi, Q.3    Liu, Z.4    Fang, H.5    Tong, W.6
  • 12
    • 84879605416 scopus 로고    scopus 로고
    • High lipophilicity and high daily dose of oral medications are associated with significant risk for drug-induced liver injury
    • Chen M., Borlak J., Tong W. High lipophilicity and high daily dose of oral medications are associated with significant risk for drug-induced liver injury. Hepatology 2013, 58:388-396.
    • (2013) Hepatology , vol.58 , pp. 388-396
    • Chen, M.1    Borlak, J.2    Tong, W.3
  • 13
    • 84887907555 scopus 로고    scopus 로고
    • Quantitative structure-activity relationship models for predicting drug-induced liver injury based on FDA-approved drug labeling annotation and using a large collection of drugs
    • Chen M., Hong H., Fang H., Kelly R., Zhou G., Borlak J., et al. Quantitative structure-activity relationship models for predicting drug-induced liver injury based on FDA-approved drug labeling annotation and using a large collection of drugs. Toxicol. Sci 2013, 136:242-249.
    • (2013) Toxicol. Sci , vol.136 , pp. 242-249
    • Chen, M.1    Hong, H.2    Fang, H.3    Kelly, R.4    Zhou, G.5    Borlak, J.6
  • 14
    • 79957630531 scopus 로고    scopus 로고
    • Herbal bioactivation, molecular targets and the toxicity relevance
    • Chen X.W., Serag E.S., Sneed K.B., Zhou S.F. Herbal bioactivation, molecular targets and the toxicity relevance. Chem. Biol. Interact 2011, 192:161-176.
    • (2011) Chem. Biol. Interact , vol.192 , pp. 161-176
    • Chen, X.W.1    Serag, E.S.2    Sneed, K.B.3    Zhou, S.F.4
  • 15
    • 70350241255 scopus 로고    scopus 로고
    • In silico prediction of hepatotoxicity
    • Cheng A. In silico prediction of hepatotoxicity. Curr. Comput. Aided Drug Des 2009, 5:122-127.
    • (2009) Curr. Comput. Aided Drug Des , vol.5 , pp. 122-127
    • Cheng, A.1
  • 16
    • 69149086208 scopus 로고    scopus 로고
    • Liver injury associated with the use of Fructus Psoraleae (Bol-gol-zhee or Bu-gu-zhi) and its related proprietary medicine
    • Cheung W.I., Tse M.L., Ngan T., Lin J., Lee W.K., Poon W.T., et al. Liver injury associated with the use of Fructus Psoraleae (Bol-gol-zhee or Bu-gu-zhi) and its related proprietary medicine. Clin. Toxicol. (Phila.) 2009, 47:683-685.
    • (2009) Clin. Toxicol. (Phila.) , vol.47 , pp. 683-685
    • Cheung, W.I.1    Tse, M.L.2    Ngan, T.3    Lin, J.4    Lee, W.K.5    Poon, W.T.6
  • 17
    • 0033710336 scopus 로고    scopus 로고
    • Herbal hepatotoxicity: an expanding but poorly defined problem
    • Chitturi S., Farrell G.C. Herbal hepatotoxicity: an expanding but poorly defined problem. J. Gastroenterol. Hepatol 2000, 15:1093-1099.
    • (2000) J. Gastroenterol. Hepatol , vol.15 , pp. 1093-1099
    • Chitturi, S.1    Farrell, G.C.2
  • 18
    • 40349087544 scopus 로고    scopus 로고
    • Hepatotoxic slimming aids and other herbal hepatotoxins
    • Chitturi S., Farrell G.C. Hepatotoxic slimming aids and other herbal hepatotoxins. J. Gastroenterol. Hepatol 2008, 23:366-373.
    • (2008) J. Gastroenterol. Hepatol , vol.23 , pp. 366-373
    • Chitturi, S.1    Farrell, G.C.2
  • 19
    • 60749089481 scopus 로고    scopus 로고
    • The role of genetic toxicology in drug discovery and optimization
    • Custer L.L., Sweder K.S. The role of genetic toxicology in drug discovery and optimization. Curr. Drug Metab 2008, 9:978-985.
    • (2008) Curr. Drug Metab , vol.9 , pp. 978-985
    • Custer, L.L.1    Sweder, K.S.2
  • 20
    • 23744479852 scopus 로고    scopus 로고
    • Skin sensitization: modeling based on skin metabolism simulation and formation of protein conjugates
    • Dimitrov S.D., Low L.K., Patlewicz G.Y., Kern P.S., Dimitrova G.D., Comber M.H., et al. Skin sensitization: modeling based on skin metabolism simulation and formation of protein conjugates. Int. J. Toxicol 2005, 24:189-204.
    • (2005) Int. J. Toxicol , vol.24 , pp. 189-204
    • Dimitrov, S.D.1    Low, L.K.2    Patlewicz, G.Y.3    Kern, P.S.4    Dimitrova, G.D.5    Comber, M.H.6
  • 21
    • 1642323484 scopus 로고    scopus 로고
    • Pyrrolizidine alkaloids-genotoxicity, metabolism enzymes, metabolic activation, and mechanisms
    • Fu P.P., Xia Q., Lin G., Chou M.W. Pyrrolizidine alkaloids-genotoxicity, metabolism enzymes, metabolic activation, and mechanisms. Drug Metab. Rev 2004, 36:1-55.
    • (2004) Drug Metab. Rev , vol.36 , pp. 1-55
    • Fu, P.P.1    Xia, Q.2    Lin, G.3    Chou, M.W.4
  • 22
    • 37449031428 scopus 로고    scopus 로고
    • Toxicity testing in the 21st century: a vision and a strategy
    • Gibb S. Toxicity testing in the 21st century: a vision and a strategy. Reprod. Toxicol 2008, 25:136-138.
    • (2008) Reprod. Toxicol , vol.25 , pp. 136-138
    • Gibb, S.1
  • 25
    • 0037109597 scopus 로고    scopus 로고
    • Milk thistle for the treatment of liver disease: a systematic review and meta-analysis
    • Jacobs B.P., Dennehy C., Ramirez G., Sapp J., Lawrence V.A. Milk thistle for the treatment of liver disease: a systematic review and meta-analysis. Am. J. Med 2002, 113:506-515.
    • (2002) Am. J. Med , vol.113 , pp. 506-515
    • Jacobs, B.P.1    Dennehy, C.2    Ramirez, G.3    Sapp, J.4    Lawrence, V.A.5
  • 26
    • 77949368190 scopus 로고    scopus 로고
    • Assessment of herbal medicinal products: challenges, and opportunities to increase the knowledge base for safety assessment
    • Jordan S.A., Cunningham D.G., Marles R.J. Assessment of herbal medicinal products: challenges, and opportunities to increase the knowledge base for safety assessment. Toxicol. Appl. Pharmacol 2010, 243:198-216.
    • (2010) Toxicol. Appl. Pharmacol , vol.243 , pp. 198-216
    • Jordan, S.A.1    Cunningham, D.G.2    Marles, R.J.3
  • 27
    • 0028894309 scopus 로고
    • Hepatitis induced by traditional Chinese herbs; possible toxic components
    • Kane J.A., Kane S.P., Jain S. Hepatitis induced by traditional Chinese herbs; possible toxic components. Gut 1995, 36:146-147.
    • (1995) Gut , vol.36 , pp. 146-147
    • Kane, J.A.1    Kane, S.P.2    Jain, S.3
  • 28
    • 2542499703 scopus 로고    scopus 로고
    • A U.S. perspective on the adverse reactions from traditional Chinese medicines
    • Ko R.J. A U.S. perspective on the adverse reactions from traditional Chinese medicines. J. Chin. Med. Assoc 2004, 67:109-116.
    • (2004) J. Chin. Med. Assoc , vol.67 , pp. 109-116
    • Ko, R.J.1
  • 29
    • 62749109092 scopus 로고    scopus 로고
    • Toxicity testing in the 21st century: implications for human health risk assessment
    • Krewski D., Andersen M.E., Mantus E., Zeise L. Toxicity testing in the 21st century: implications for human health risk assessment. Risk Anal 2009, 29:474-479.
    • (2009) Risk Anal , vol.29 , pp. 474-479
    • Krewski, D.1    Andersen, M.E.2    Mantus, E.3    Zeise, L.4
  • 30
    • 0037726751 scopus 로고    scopus 로고
    • Safety evaluation of functional ingredients
    • Kruger C.L., Mann S.W. Safety evaluation of functional ingredients. Food Chem. Toxicol 2003, 41:793-805.
    • (2003) Food Chem. Toxicol , vol.41 , pp. 793-805
    • Kruger, C.L.1    Mann, S.W.2
  • 31
    • 0041342015 scopus 로고    scopus 로고
    • Drug-induced hepatotoxicity
    • Lee W.M. Drug-induced hepatotoxicity. NEJM 2003, 349:474-485.
    • (2003) NEJM , vol.349 , pp. 474-485
    • Lee, W.M.1
  • 32
    • 84872139635 scopus 로고    scopus 로고
    • Prediction and analysis of antibody amyloidogenesis from sequences
    • Liaw C., Tung C.W., Ho S.Y. Prediction and analysis of antibody amyloidogenesis from sequences. PLoS ONE 2013, 8:e53235.
    • (2013) PLoS ONE , vol.8 , pp. e53235
    • Liaw, C.1    Tung, C.W.2    Ho, S.Y.3
  • 34
    • 13244265581 scopus 로고    scopus 로고
    • Information assessment on predicting protein-protein interactions
    • Lin N., Wu B., Jansen R., Gerstein M., Zhao H. Information assessment on predicting protein-protein interactions. BMC Bioinformatics 2004, 5:154.
    • (2004) BMC Bioinformatics , vol.5 , pp. 154
    • Lin, N.1    Wu, B.2    Jansen, R.3    Gerstein, M.4    Zhao, H.5
  • 35
    • 33750629354 scopus 로고    scopus 로고
    • DNA adduct formation and mutation induction by aristolochic acid in rat kidney and liver
    • Mei N., Arlt V.M., Phillips D.H., Heflich R.H., Chen T. DNA adduct formation and mutation induction by aristolochic acid in rat kidney and liver. Mutat. Res 2006, 602:83-91.
    • (2006) Mutat. Res , vol.602 , pp. 83-91
    • Mei, N.1    Arlt, V.M.2    Phillips, D.H.3    Heflich, R.H.4    Chen, T.5
  • 37
    • 0030038305 scopus 로고    scopus 로고
    • Acute hepatitis associated with the use of a Chinese herbal product, ma-huang
    • Nadir A., Agrawal S., King P.D., Marshall J.B. Acute hepatitis associated with the use of a Chinese herbal product, ma-huang. Am. J. Gastroenterol 1996, 91:1436-1438.
    • (1996) Am. J. Gastroenterol , vol.91 , pp. 1436-1438
    • Nadir, A.1    Agrawal, S.2    King, P.D.3    Marshall, J.B.4
  • 38
    • 84890129166 scopus 로고    scopus 로고
    • Development and validation of regression-based QSAR models for quantification of contributions of molecular fragments to skin sensitization potency of diverse organic chemicals
    • Nandy A., Kar S., Roy K. Development and validation of regression-based QSAR models for quantification of contributions of molecular fragments to skin sensitization potency of diverse organic chemicals. SAR QSAR Environ. Res 2013, 24:1009-1023.
    • (2013) SAR QSAR Environ. Res , vol.24 , pp. 1009-1023
    • Nandy, A.1    Kar, S.2    Roy, K.3
  • 39
    • 9644272493 scopus 로고    scopus 로고
    • Severe hepatotoxicity associated with the use of weight loss diet supplements containing ma huang or usnic acid
    • Neff G.W., Reddy K.R., Durazo F.A., Meyer D., Marrero R., Kaplowitz N. Severe hepatotoxicity associated with the use of weight loss diet supplements containing ma huang or usnic acid. J. Hepatol 2004, 41:1062-1064.
    • (2004) J. Hepatol , vol.41 , pp. 1062-1064
    • Neff, G.W.1    Reddy, K.R.2    Durazo, F.A.3    Meyer, D.4    Marrero, R.5    Kaplowitz, N.6
  • 40
    • 33747084103 scopus 로고    scopus 로고
    • High concordance of drug-induced human hepatotoxicity with in vitro cytotoxicity measured in a novel cell-based model using high content screening
    • O'Brien P.J., Irwin W., Diaz D., Howard-Cofield E., Krejsa C.M., Slaughter M.R., et al. High concordance of drug-induced human hepatotoxicity with in vitro cytotoxicity measured in a novel cell-based model using high content screening. Arch. Toxicol 2006, 80:580-604.
    • (2006) Arch. Toxicol , vol.80 , pp. 580-604
    • O'Brien, P.J.1    Irwin, W.2    Diaz, D.3    Howard-Cofield, E.4    Krejsa, C.M.5    Slaughter, M.R.6
  • 42
    • 0142026020 scopus 로고    scopus 로고
    • Quantitative structure-activity relationship methods: perspectives on drug discovery and toxicology
    • Perkins R., Fang H., Tong W., Welsh W.J. Quantitative structure-activity relationship methods: perspectives on drug discovery and toxicology. Environ. Toxicol. Chem 2003, 22:1666-1679.
    • (2003) Environ. Toxicol. Chem , vol.22 , pp. 1666-1679
    • Perkins, R.1    Fang, H.2    Tong, W.3    Welsh, W.J.4
  • 43
    • 84883187061 scopus 로고    scopus 로고
    • A high content screening assay to predict human drug-induced liver injury during drug discovery
    • Persson M., Loye A.F., Mow T., Hornberg J.J. A high content screening assay to predict human drug-induced liver injury during drug discovery. J. Pharmacol. Toxicol. Methods 2013, 68:302-313.
    • (2013) J. Pharmacol. Toxicol. Methods , vol.68 , pp. 302-313
    • Persson, M.1    Loye, A.F.2    Mow, T.3    Hornberg, J.J.4
  • 44
    • 80052432210 scopus 로고    scopus 로고
    • [Pyrrolizidine alkaloids and seneciosis in farm animals. Part 1: occurrence, chemistry and toxicology]
    • Petzinger E. [Pyrrolizidine alkaloids and seneciosis in farm animals. Part 1: occurrence, chemistry and toxicology]. Tierarztl. Prax. Ausg. G. Grosstiere Nutztiere 2011, 39:221-230.
    • (2011) Tierarztl. Prax. Ausg. G. Grosstiere Nutztiere , vol.39 , pp. 221-230
    • Petzinger, E.1
  • 45
    • 0141517488 scopus 로고    scopus 로고
    • Systematic review: hepatotoxic events associated with herbal medicinal products
    • Pittler M.H., Ernst E. Systematic review: hepatotoxic events associated with herbal medicinal products. Aliment. Pharmacol. Ther 2003, 18:451-471.
    • (2003) Aliment. Pharmacol. Ther , vol.18 , pp. 451-471
    • Pittler, M.H.1    Ernst, E.2
  • 47
    • 33749004016 scopus 로고    scopus 로고
    • Mechanistic applicability domains for non-animal based prediction of toxicological endpoints. QSAR analysis of the schiff base applicability domain for skin sensitization
    • Roberts D.W., Aptula A.O., Patlewicz G. Mechanistic applicability domains for non-animal based prediction of toxicological endpoints. QSAR analysis of the schiff base applicability domain for skin sensitization. Chem. Res. Toxicol 2006, 19:1228-1233.
    • (2006) Chem. Res. Toxicol , vol.19 , pp. 1228-1233
    • Roberts, D.W.1    Aptula, A.O.2    Patlewicz, G.3
  • 48
    • 77951213013 scopus 로고    scopus 로고
    • Modeling liver-related adverse effects of drugs using κ-nearest neighbor quantitative structure-activity relationship method
    • Rodgers A.D., Zhu H., Fourches D., Rusyn I., Tropsha A. Modeling liver-related adverse effects of drugs using κ-nearest neighbor quantitative structure-activity relationship method. Chem. Res. Toxicol 2010, 23:724-732.
    • (2010) Chem. Res. Toxicol , vol.23 , pp. 724-732
    • Rodgers, A.D.1    Zhu, H.2    Fourches, D.3    Rusyn, I.4    Tropsha, A.5
  • 49
    • 0014354761 scopus 로고
    • Toxicology and carcinogenic action of pyrrolizidine alkaloids
    • Schoental R. Toxicology and carcinogenic action of pyrrolizidine alkaloids. Cancer Res 1968, 28:2237-2246.
    • (1968) Cancer Res , vol.28 , pp. 2237-2246
    • Schoental, R.1
  • 50
    • 0029562979 scopus 로고
    • Chemical mixtures: challenge for toxicology and risk assessment
    • Simmons J.E. Chemical mixtures: challenge for toxicology and risk assessment. Toxicology 1995, 105:111-119.
    • (1995) Toxicology , vol.105 , pp. 111-119
    • Simmons, J.E.1
  • 51
    • 84863403861 scopus 로고    scopus 로고
    • Acute exposure of apigenin induces hepatotoxicity in Swiss mice
    • Singh P., Mishra S.K., Noel S., Sharma S., Rath S.K. Acute exposure of apigenin induces hepatotoxicity in Swiss mice. PLoS ONE 2012, 7:e31964.
    • (2012) PLoS ONE , vol.7 , pp. e31964
    • Singh, P.1    Mishra, S.K.2    Noel, S.3    Sharma, S.4    Rath, S.K.5
  • 52
    • 0019457601 scopus 로고
    • Plant sources of hepatotoxic pyrrolizidine alkaloids
    • Smith L.W., Culvenor C.C. Plant sources of hepatotoxic pyrrolizidine alkaloids. J. Nat. Prod 1981, 44:129-152.
    • (1981) J. Nat. Prod , vol.44 , pp. 129-152
    • Smith, L.W.1    Culvenor, C.C.2
  • 53
    • 33745135773 scopus 로고    scopus 로고
    • Recent developments of the chemistry development kit (CDK) - an open-source java library for chemo- and bioinformatics
    • Steinbeck C., Hoppe C., Kuhn S., Floris M., Guha R., Willighagen E.L. Recent developments of the chemistry development kit (CDK) - an open-source java library for chemo- and bioinformatics. Curr. Pharm. Des 2006, 12:2111-2120.
    • (2006) Curr. Pharm. Des , vol.12 , pp. 2111-2120
    • Steinbeck, C.1    Hoppe, C.2    Kuhn, S.3    Floris, M.4    Guha, R.5    Willighagen, E.L.6
  • 56
    • 84902173161 scopus 로고    scopus 로고
    • Traditional Chinese medicine induced liver injury
    • Teschke R. Traditional Chinese medicine induced liver injury. J. Clin. Transl. Hepatol 2014, 2:80-94.
    • (2014) J. Clin. Transl. Hepatol , vol.2 , pp. 80-94
    • Teschke, R.1
  • 57
    • 84860177830 scopus 로고    scopus 로고
    • Development of a multiparametric cell-based protocol to screen and classify the hepatotoxicity potential of drugs
    • Tolosa L., Pinto S., Donato M.T., Lahoz A., Castell J.V., O'Connor J.E., et al. Development of a multiparametric cell-based protocol to screen and classify the hepatotoxicity potential of drugs. Toxicol. Sci 2012, 127:187-198.
    • (2012) Toxicol. Sci , vol.127 , pp. 187-198
    • Tolosa, L.1    Pinto, S.2    Donato, M.T.3    Lahoz, A.4    Castell, J.V.5    O'Connor, J.E.6
  • 59
    • 84888872073 scopus 로고    scopus 로고
    • A novel QSAR model of Salmonella mutagenicity and its application in the safety assessment of drug impurities
    • Valencia A., Prous J., Mora O., Sadrieh N., Valerio L.G. A novel QSAR model of Salmonella mutagenicity and its application in the safety assessment of drug impurities. Toxicol. Appl. Pharmacol 2013, 273:427-434.
    • (2013) Toxicol. Appl. Pharmacol , vol.273 , pp. 427-434
    • Valencia, A.1    Prous, J.2    Mora, O.3    Sadrieh, N.4    Valerio, L.G.5
  • 60
    • 84859950434 scopus 로고    scopus 로고
    • Characterization and validation of an in silico toxicology model to predict the mutagenic potential of drug impurities
    • Valerio L.G., Cross K.P. Characterization and validation of an in silico toxicology model to predict the mutagenic potential of drug impurities. Toxicol. Appl. Pharmacol 2012, 260:209-221.
    • (2012) Toxicol. Appl. Pharmacol , vol.260 , pp. 209-221
    • Valerio, L.G.1    Cross, K.P.2
  • 61
    • 21744456908 scopus 로고    scopus 로고
    • Acute liver failure with renal impairment related to the abuse of senna anthraquinone glycosides
    • Vanderperren B., Rizzo M., Angenot L., Haufroid V., Jadoul M., Hantson P. Acute liver failure with renal impairment related to the abuse of senna anthraquinone glycosides. Ann. Pharmacother 2005, 39:1353-1357.
    • (2005) Ann. Pharmacother , vol.39 , pp. 1353-1357
    • Vanderperren, B.1    Rizzo, M.2    Angenot, L.3    Haufroid, V.4    Jadoul, M.5    Hantson, P.6
  • 62
    • 33644860703 scopus 로고    scopus 로고
    • Bias in error estimation when using cross-validation for model selection
    • Varma S., Simon R. Bias in error estimation when using cross-validation for model selection. BMC Bioinformatics 2006, 7:91.
    • (2006) BMC Bioinformatics , vol.7 , pp. 91
    • Varma, S.1    Simon, R.2
  • 63
    • 82355168473 scopus 로고    scopus 로고
    • Computational screening for active compounds targeting protein sequences: methodology and experimental validation
    • Wang F., Liu D., Wang H., Luo C., Zheng M., Liu H., et al. Computational screening for active compounds targeting protein sequences: methodology and experimental validation. J. Chem. Inf. Model 2011, 51:2821-2828.
    • (2011) J. Chem. Inf. Model , vol.51 , pp. 2821-2828
    • Wang, F.1    Liu, D.2    Wang, H.3    Luo, C.4    Zheng, M.5    Liu, H.6
  • 64
    • 84895801581 scopus 로고    scopus 로고
    • [Identification and early diagnosis for traditional Chinese medicine-induced liver injury based on translational toxicology]
    • Wang J.B., Xiao X.H., Du X.X., Zou Z.S., Song H.B., Guo X.X. [Identification and early diagnosis for traditional Chinese medicine-induced liver injury based on translational toxicology]. Zhongguo Zhong Yao Za Zhi 2014, 39:5-9.
    • (2014) Zhongguo Zhong Yao Za Zhi , vol.39 , pp. 5-9
    • Wang, J.B.1    Xiao, X.H.2    Du, X.X.3    Zou, Z.S.4    Song, H.B.5    Guo, X.X.6
  • 65
    • 78649681328 scopus 로고    scopus 로고
    • Predicting siRNA potency with random forests and support vector machines
    • Wang L., Huang C., Yang J.Y. Predicting siRNA potency with random forests and support vector machines. BMC Genomics 2010, 11(Suppl. 3):S2.
    • (2010) BMC Genomics , vol.11 , pp. S2
    • Wang, L.1    Huang, C.2    Yang, J.Y.3
  • 67
    • 84896135679 scopus 로고    scopus 로고
    • High daily dose and being a substrate of cytochrome P450 enzymes are two important predictors of drug-induced liver injury
    • Yu K., Geng X., Chen M., Zhang J., Wang B., Ilic K., et al. High daily dose and being a substrate of cytochrome P450 enzymes are two important predictors of drug-induced liver injury. Drug Metab. Dispos 2014, 42:744-750.
    • (2014) Drug Metab. Dispos , vol.42 , pp. 744-750
    • Yu, K.1    Geng, X.2    Chen, M.3    Zhang, J.4    Wang, B.5    Ilic, K.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.