메뉴 건너뛰기




Volumn 58, Issue 9, 2015, Pages 4066-4072

pkCSM: Predicting small-molecule pharmacokinetic and toxicity properties using graph-based signatures

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHM; ARTICLE; DRUG ABSORPTION; DRUG DEVELOPMENT; DRUG DISTRIBUTION; DRUG METABOLISM; DRUG TOXICITY; LIPOPHILICITY; MACHINE LEARNING; MOLECULAR WEIGHT; PHARMACOKINETICS; PHARMACOPHORE; PHYSICAL CHEMISTRY; PREDICTION; PROTEIN STRUCTURE; SURFACE AREA; ADVERSE DRUG REACTION; ANIMAL; CACO 2 CELL LINE; CHEMISTRY; COMPUTER GRAPHICS; COMPUTER INTERFACE; CYPRINIDAE; DRUG DATABASE; DRUG DESIGN; DRUG EFFECTS; HUMAN; MOLECULAR LIBRARY; RAT; SOFTWARE; TETRAHYMENA PYRIFORMIS; THEORETICAL MODEL; TOXICITY; TOXICITY TESTING;

EID: 84929377653     PISSN: 00222623     EISSN: 15204804     Source Type: Journal    
DOI: 10.1021/acs.jmedchem.5b00104     Document Type: Article
Times cited : (2982)

References (64)
  • 1
    • 4344645978 scopus 로고    scopus 로고
    • Can the pharmaceutical industry reduce attrition rates?
    • Kola, I.; Landis, J. Can the pharmaceutical industry reduce attrition rates? Nature Rev. Drug Discovery 2004, 3, 711-715
    • (2004) Nature Rev. Drug Discovery , vol.3 , pp. 711-715
    • Kola, I.1    Landis, J.2
  • 2
    • 73749087528 scopus 로고    scopus 로고
    • Computational toxicology - a tool for early safety evaluation
    • Merlot, C. Computational toxicology-a tool for early safety evaluation Drug Discovery Today 2010, 15, 16-22
    • (2010) Drug Discovery Today , vol.15 , pp. 16-22
    • Merlot, C.1
  • 4
    • 0035313896 scopus 로고    scopus 로고
    • Screening for human ADME/Tox drug properties in drug discovery
    • Li, A. P. Screening for human ADME/Tox drug properties in drug discovery Drug Discovery Today 2001, 6, 357-366
    • (2001) Drug Discovery Today , vol.6 , pp. 357-366
    • Li, A.P.1
  • 5
  • 6
    • 0034329374 scopus 로고    scopus 로고
    • Early ADME in support of drug discovery: the role of metabolic stability studies
    • Thompson, T. N. Early ADME in support of drug discovery: the role of metabolic stability studies Curr. Drug Metab. 2000, 1, 215-241
    • (2000) Curr. Drug Metab. , vol.1 , pp. 215-241
    • Thompson, T.N.1
  • 7
    • 0035289779 scopus 로고    scopus 로고
    • Experimental and computational approaches to estimate solubility and permeability in drug discovery and development settings
    • Lipinski, C. A.; Lombardo, F.; Dominy, B. W.; Feeney, P. J. Experimental and computational approaches to estimate solubility and permeability in drug discovery and development settings Adv. Drug Delivery Rev. 2001, 46, 3-26
    • (2001) Adv. Drug Delivery Rev. , vol.46 , pp. 3-26
    • Lipinski, C.A.1    Lombardo, F.2    Dominy, B.W.3    Feeney, P.J.4
  • 8
    • 77950571108 scopus 로고    scopus 로고
    • New substructure filters for removal of pan assay interference compounds (PAINS) from screening libraries and for their exclusion in bioassays
    • Baell, J. B.; Holloway, G. A. New substructure filters for removal of pan assay interference compounds (PAINS) from screening libraries and for their exclusion in bioassays J. Med. Chem. 2010, 53, 2719-2740
    • (2010) J. Med. Chem. , vol.53 , pp. 2719-2740
    • Baell, J.B.1    Holloway, G.A.2
  • 9
    • 37549071045 scopus 로고    scopus 로고
    • Drug discovery beyond the 'rule-of-five'
    • Zhang, M. Q.; Wilkinson, B. Drug discovery beyond the 'rule-of-five' Curr. Opin. Biotechnol. 2007, 18, 478-488
    • (2007) Curr. Opin. Biotechnol. , vol.18 , pp. 478-488
    • Zhang, M.Q.1    Wilkinson, B.2
  • 10
    • 84879866133 scopus 로고    scopus 로고
    • A critical assessment of modeling safety-related drug attrition
    • Muthas, D.; Boyer, S.; Hasselgren, C. A critical assessment of modeling safety-related drug attrition MedChemComm 2013, 4, 1058-1065
    • (2013) MedChemComm , vol.4 , pp. 1058-1065
    • Muthas, D.1    Boyer, S.2    Hasselgren, C.3
  • 14
    • 35248832636 scopus 로고    scopus 로고
    • Gaussian processes: a method for automatic QSAR modeling of ADME properties
    • Obrezanova, O.; Csanyi, G.; Gola, J. M.; Segall, M. D. Gaussian processes: a method for automatic QSAR modeling of ADME properties J. Chem. Inf. Model. 2007, 47, 1847-1857
    • (2007) J. Chem. Inf. Model. , vol.47 , pp. 1847-1857
    • Obrezanova, O.1    Csanyi, G.2    Gola, J.M.3    Segall, M.D.4
  • 15
    • 77953314142 scopus 로고    scopus 로고
    • Predictions of the ADMET properties of candidate drug molecules utilizing different QSAR/QSPR modelling approaches
    • Khan, M. T. Predictions of the ADMET properties of candidate drug molecules utilizing different QSAR/QSPR modelling approaches Curr. Drug Metab. 2010, 11, 285-295
    • (2010) Curr. Drug Metab. , vol.11 , pp. 285-295
    • Khan, M.T.1
  • 16
    • 33646246986 scopus 로고    scopus 로고
    • Kernel Functions for Attributed Molecular Graphs - A New Similarity-Based Approach to ADME Prediction in Classification and Regression
    • Fröhlich, H.; Wegner, J. K.; Sieker, F.; Zell, A. Kernel Functions for Attributed Molecular Graphs-A New Similarity-Based Approach to ADME Prediction in Classification and Regression QSAR Comb. Sci. 2006, 25, 317-326
    • (2006) QSAR Comb. Sci. , vol.25 , pp. 317-326
    • Fröhlich, H.1    Wegner, J.K.2    Sieker, F.3    Zell, A.4
  • 17
  • 18
    • 36549030345 scopus 로고    scopus 로고
    • Multi-dimensional QSAR in drug discovery
    • Lill, M. A. Multi-dimensional QSAR in drug discovery Drug Discovery Today 2007, 12, 1013-1017
    • (2007) Drug Discovery Today , vol.12 , pp. 1013-1017
    • Lill, M.A.1
  • 20
    • 84881326362 scopus 로고    scopus 로고
    • Pharmacophore modeling for ADME
    • Guner, O. F.; Bowen, J. P. Pharmacophore modeling for ADME Curr. Top. Med. Chem. 2013, 13, 1327-1342
    • (2013) Curr. Top. Med. Chem. , vol.13 , pp. 1327-1342
    • Guner, O.F.1    Bowen, J.P.2
  • 21
    • 84861484504 scopus 로고    scopus 로고
    • ADMET evaluation in drug discovery. 11. PharmacoKinetics Knowledge Base (PKKB): a comprehensive database of pharmacokinetic and toxic properties for drugs
    • Cao, D.; Wang, J.; Zhou, R.; Li, Y.; Yu, H.; Hou, T. ADMET evaluation in drug discovery. 11. PharmacoKinetics Knowledge Base (PKKB): a comprehensive database of pharmacokinetic and toxic properties for drugs J. Chem. Inf. Model. 2012, 52, 1132-1137
    • (2012) J. Chem. Inf. Model. , vol.52 , pp. 1132-1137
    • Cao, D.1    Wang, J.2    Zhou, R.3    Li, Y.4    Yu, H.5    Hou, T.6
  • 22
    • 84870017710 scopus 로고    scopus 로고
    • admetSAR: a comprehensive source and free tool for assessment of chemical ADMET properties
    • Cheng, F.; Li, W.; Zhou, Y.; Shen, J.; Wu, Z.; Liu, G.; Lee, P. W.; Tang, Y. admetSAR: a comprehensive source and free tool for assessment of chemical ADMET properties J. Chem. Inf. Model. 2012, 52, 3099-3105
    • (2012) J. Chem. Inf. Model. , vol.52 , pp. 3099-3105
    • Cheng, F.1    Li, W.2    Zhou, Y.3    Shen, J.4    Wu, Z.5    Liu, G.6    Lee, P.W.7    Tang, Y.8
  • 23
    • 8844287955 scopus 로고    scopus 로고
    • Assessment of the health effects of chemicals in humans: I. QSAR estimation of the maximum recommended therapeutic dose (MRTD) and no effect level (NOEL) of organic chemicals based on clinical trial data
    • Matthews, E. J.; Kruhlak, N. L.; Benz, R. D.; Contrera, J. F. Assessment of the health effects of chemicals in humans: I. QSAR estimation of the maximum recommended therapeutic dose (MRTD) and no effect level (NOEL) of organic chemicals based on clinical trial data Current Drug Discovery Technol. 2004, 1, 61-76
    • (2004) Current Drug Discovery Technol , vol.1 , pp. 61-76
    • Matthews, E.J.1    Kruhlak, N.L.2    Benz, R.D.3    Contrera, J.F.4
  • 24
    • 46449114275 scopus 로고    scopus 로고
    • Trend analysis of a database of intravenous pharmacokinetic parameters in humans for 670 drug compounds
    • Obach, R. S.; Lombardo, F.; Waters, N. J. Trend analysis of a database of intravenous pharmacokinetic parameters in humans for 670 drug compounds Drug Metab. Dispos. 2008, 36, 1385-1405
    • (2008) Drug Metab. Dispos. , vol.36 , pp. 1385-1405
    • Obach, R.S.1    Lombardo, F.2    Waters, N.J.3
  • 25
    • 78651308983 scopus 로고    scopus 로고
    • FragmentStore - a comprehensive database of fragments linking metabolites, toxic molecules and drugs
    • Ahmed, J.; Worth, C. L.; Thaben, P.; Matzig, C.; Blasse, C.; Dunkel, M.; Preissner, R. FragmentStore-a comprehensive database of fragments linking metabolites, toxic molecules and drugs Nucleic Acids Res. 2011, 39, D1049-D1054
    • (2011) Nucleic Acids Res , vol.39 , pp. D1049-D1054
    • Ahmed, J.1    Worth, C.L.2    Thaben, P.3    Matzig, C.4    Blasse, C.5    Dunkel, M.6    Preissner, R.7
  • 29
  • 30
    • 52949113498 scopus 로고    scopus 로고
    • PK/DB: database for pharmacokinetic properties and predictive in silico ADME models
    • Moda, T. L.; Torres, L. G.; Carrara, A. E.; Andricopulo, A. D. PK/DB: database for pharmacokinetic properties and predictive in silico ADME models Bioinformatics 2008, 24, 2270-2271
    • (2008) Bioinformatics , vol.24 , pp. 2270-2271
    • Moda, T.L.1    Torres, L.G.2    Carrara, A.E.3    Andricopulo, A.D.4
  • 32
    • 79951721392 scopus 로고    scopus 로고
    • In silico prediction of Tetrahymena pyriformis toxicity for diverse industrial chemicals with substructure pattern recognition and machine learning methods
    • Cheng, F.; Shen, J.; Yu, Y.; Li, W.; Liu, G.; Lee, P. W.; Tang, Y. In silico prediction of Tetrahymena pyriformis toxicity for diverse industrial chemicals with substructure pattern recognition and machine learning methods Chemosphere 2011, 82, 1636-1643
    • (2011) Chemosphere , vol.82 , pp. 1636-1643
    • Cheng, F.1    Shen, J.2    Yu, Y.3    Li, W.4    Liu, G.5    Lee, P.W.6    Tang, Y.7
  • 33
    • 79960245348 scopus 로고    scopus 로고
    • Classification of cytochrome P450 inhibitors and noninhibitors using combined classifiers
    • Cheng, F.; Yu, Y.; Shen, J.; Yang, L.; Li, W.; Liu, G.; Lee, P. W.; Tang, Y. Classification of cytochrome P450 inhibitors and noninhibitors using combined classifiers J. Chem. Inf. Model. 2011, 51, 996-1011
    • (2011) J. Chem. Inf. Model. , vol.51 , pp. 996-1011
    • Cheng, F.1    Yu, Y.2    Shen, J.3    Yang, L.4    Li, W.5    Liu, G.6    Lee, P.W.7    Tang, Y.8
  • 34
  • 35
    • 77954068708 scopus 로고    scopus 로고
    • Estimation of ADME properties with substructure pattern recognition
    • Shen, J.; Cheng, F.; Xu, Y.; Li, W.; Tang, Y. Estimation of ADME properties with substructure pattern recognition J. Chem. Inf. Model. 2010, 50, 1034-1041
    • (2010) J. Chem. Inf. Model. , vol.50 , pp. 1034-1041
    • Shen, J.1    Cheng, F.2    Xu, Y.3    Li, W.4    Tang, Y.5
  • 36
    • 79952779478 scopus 로고    scopus 로고
    • A novel approach for predicting P-glycoprotein (ABCB1) inhibition using molecular interaction fields
    • Broccatelli, F.; Carosati, E.; Neri, A.; Frosini, M.; Goracci, L.; Oprea, T. I.; Cruciani, G. A novel approach for predicting P-glycoprotein (ABCB1) inhibition using molecular interaction fields J. Med. Chem. 2011, 54, 1740-1751
    • (2011) J. Med. Chem. , vol.54 , pp. 1740-1751
    • Broccatelli, F.1    Carosati, E.2    Neri, A.3    Frosini, M.4    Goracci, L.5    Oprea, T.I.6    Cruciani, G.7
  • 37
    • 12144257810 scopus 로고    scopus 로고
    • Derivation and validation of toxicophores for mutagenicity prediction
    • Kazius, J.; McGuire, R.; Bursi, R. Derivation and validation of toxicophores for mutagenicity prediction J. Med. Chem. 2005, 48, 312-320
    • (2005) J. Med. Chem. , vol.48 , pp. 312-320
    • Kazius, J.1    McGuire, R.2    Bursi, R.3
  • 38
    • 84871921373 scopus 로고    scopus 로고
    • Graph mining: procedure, application to drug discovery and recent advances
    • Takigawa, I.; Mamitsuka, H. Graph mining: procedure, application to drug discovery and recent advances Drug Discovery Today 2013, 18, 50-57
    • (2013) Drug Discovery Today , vol.18 , pp. 50-57
    • Takigawa, I.1    Mamitsuka, H.2
  • 39
    • 77952616341 scopus 로고    scopus 로고
    • Graph Kernels for Molecular Similarity
    • Rupp, M.; Schneider, G. Graph Kernels for Molecular Similarity Mol. Inf. 2010, 29, 266-273
    • (2010) Mol. Inf. , vol.29 , pp. 266-273
    • Rupp, M.1    Schneider, G.2
  • 41
    • 84255209052 scopus 로고    scopus 로고
    • Cutoff Scanning Matrix (CSM): structural classification and function prediction by protein inter-residue distance patterns
    • Pires, D. E.; de Melo-Minardi, R. C.; dos Santos, M. A.; da Silveira, C. H.; Santoro, M. M.; Meira, W., Jr. Cutoff Scanning Matrix (CSM): structural classification and function prediction by protein inter-residue distance patterns BMC Genomics 2011, 12 (Suppl 4) S12
    • (2011) BMC Genomics , vol.12 , pp. S12
    • Pires, D.E.1    De Melo-Minardi, R.C.2    Dos Santos, M.A.3    Da Silveira, C.H.4    Santoro, M.M.5    Meira, W.6
  • 42
    • 84875618780 scopus 로고    scopus 로고
    • aCSM: noise-free graph-based signatures to large-scale receptor-based ligand prediction
    • Pires, D. E.; de Melo-Minardi, R. C.; da Silveira, C. H.; Campos, F. F.; Meira, W., Jr. aCSM: noise-free graph-based signatures to large-scale receptor-based ligand prediction Bioinformatics 2013, 29, 855-861
    • (2013) Bioinformatics , vol.29 , pp. 855-861
    • Pires, D.E.1    De Melo-Minardi, R.C.2    Da Silveira, C.H.3    Campos, F.F.4    Meira, W.5
  • 43
    • 84893298981 scopus 로고    scopus 로고
    • mCSM: predicting the effects of mutations in proteins using graph-based signatures
    • Pires, D. E.; Ascher, D. B.; Blundell, T. L. mCSM: predicting the effects of mutations in proteins using graph-based signatures Bioinformatics 2014, 30, 335-342
    • (2014) Bioinformatics , vol.30 , pp. 335-342
    • Pires, D.E.1    Ascher, D.B.2    Blundell, T.L.3
  • 44
    • 84904803708 scopus 로고    scopus 로고
    • DUET: a server for predicting effects of mutations on protein stability using an integrated computational approach
    • Pires, D. E.; Ascher, D. B.; Blundell, T. L. DUET: a server for predicting effects of mutations on protein stability using an integrated computational approach Nucleic Acids Res. 2014, 42, W314-W319
    • (2014) Nucleic Acids Res , vol.42 , pp. W314-W319
    • Pires, D.E.1    Ascher, D.B.2    Blundell, T.L.3
  • 45
    • 84941044025 scopus 로고    scopus 로고
    • Platinum: a database of experimentally measured effects of mutations on structurally defined protein-ligand complexes
    • Pires, D. E.; Blundell, T. L.; Ascher, D. B. Platinum: a database of experimentally measured effects of mutations on structurally defined protein-ligand complexes Nucleic Acids Res. 2015, 43, D387-D391
    • (2015) Nucleic Acids Res , vol.43 , pp. D387-D391
    • Pires, D.E.1    Blundell, T.L.2    Ascher, D.B.3
  • 47
    • 84929366156 scopus 로고    scopus 로고
    • Analysis of HGD Gene Mutations in Patients with Alkaptonuria from the United Kingdom: Identification of Novel Mutations
    • Usher, J. L.; Ascher, D. B.; Pires, D. E.; Milan, A. M.; Blundell, T. L.; Ranganath, L. R. Analysis of HGD Gene Mutations in Patients with Alkaptonuria from the United Kingdom: Identification of Novel Mutations J. Inherited Metab. Dis. Rep 2015, 10.1007/8904-2014-380
    • (2015) J. Inherited Metab. Dis. Rep
    • Usher, J.L.1    Ascher, D.B.2    Pires, D.E.3    Milan, A.M.4    Blundell, T.L.5    Ranganath, L.R.6
  • 48
    • 84976789814 scopus 로고
    • Efficient Algorithms for Shortest Paths in Sparse Networks
    • Johnson, D. B. Efficient Algorithms for Shortest Paths in Sparse Networks J. ACM 1977, 24, 1-13
    • (1977) J. ACM , vol.24 , pp. 1-13
    • Johnson, D.B.1
  • 49
    • 53849148292 scopus 로고    scopus 로고
    • An evaluation of the implementation of the Cramer classification scheme in the Toxtree software
    • Patlewicz, G.; Jeliazkova, N.; Safford, R. J.; Worth, A. P.; Aleksiev, B. An evaluation of the implementation of the Cramer classification scheme in the Toxtree software SAR QSAR Environ. Res. 2008, 19, 495-524
    • (2008) SAR QSAR Environ. Res. , vol.19 , pp. 495-524
    • Patlewicz, G.1    Jeliazkova, N.2    Safford, R.J.3    Worth, A.P.4    Aleksiev, B.5
  • 50
    • 33846855555 scopus 로고    scopus 로고
    • ADME evaluation in drug discovery. 7. Prediction of oral absorption by correlation and classification
    • Hou, T.; Wang, J.; Zhang, W.; Xu, X. ADME evaluation in drug discovery. 7. Prediction of oral absorption by correlation and classification J. Chem. Inf. Model. 2007, 47, 208-218
    • (2007) J. Chem. Inf. Model. , vol.47 , pp. 208-218
    • Hou, T.1    Wang, J.2    Zhang, W.3    Xu, X.4
  • 51
    • 84929366157 scopus 로고    scopus 로고
    • Predicting chemically-induced skin reactions. Part II: QSAR models of skin permeability and the relationships between skin permeability and skin sensitization
    • Alves, V. M.; Muratov, E.; Fourches, D.; Strickland, J.; Kleinstreuer, N.; Andrade, C. H.; Tropsha, A. Predicting chemically-induced skin reactions. Part II: QSAR models of skin permeability and the relationships between skin permeability and skin sensitization Toxicol. Appl. Pharmacol. 2015, 10.1016/j.taap.2014.12.013
    • (2015) Toxicol. Appl. Pharmacol.
    • Alves, V.M.1    Muratov, E.2    Fourches, D.3    Strickland, J.4    Kleinstreuer, N.5    Andrade, C.H.6    Tropsha, A.7
  • 52
    • 67650714101 scopus 로고    scopus 로고
    • In silico prediction of volume of distribution in human using linear and nonlinear models on a 669 compound data set
    • Berellini, G.; Springer, C.; Waters, N. J.; Lombardo, F. In silico prediction of volume of distribution in human using linear and nonlinear models on a 669 compound data set J. Med. Chem. 2009, 52, 4488-4495
    • (2009) J. Med. Chem. , vol.52 , pp. 4488-4495
    • Berellini, G.1    Springer, C.2    Waters, N.J.3    Lombardo, F.4
  • 53
    • 84885031488 scopus 로고    scopus 로고
    • Applying linear and non-linear methods for parallel prediction of volume of distribution and fraction of unbound drug
    • del Amo, E. M.; Ghemtio, L.; Xhaard, H.; Yliperttula, M.; Urtti, A.; Kidron, H. Applying linear and non-linear methods for parallel prediction of volume of distribution and fraction of unbound drug PloS One 2013, 8, e74758
    • (2013) PloS One , vol.8
    • Del Amo, E.M.1    Ghemtio, L.2    Xhaard, H.3    Yliperttula, M.4    Urtti, A.5    Kidron, H.6
  • 54
    • 84866897313 scopus 로고    scopus 로고
    • Computational prediction of blood-brain barrier permeability using decision tree induction
    • Suenderhauf, C.; Hammann, F.; Huwyler, J. Computational prediction of blood-brain barrier permeability using decision tree induction Molecules 2012, 17, 10429-10445
    • (2012) Molecules , vol.17 , pp. 10429-10445
    • Suenderhauf, C.1    Hammann, F.2    Huwyler, J.3
  • 55
    • 33644616650 scopus 로고    scopus 로고
    • Quantitative structure-pharmacokinetic relationships for drug clearance by using statistical learning methods
    • Yap, C. W.; Li, Z. R.; Chen, Y. Z. Quantitative structure-pharmacokinetic relationships for drug clearance by using statistical learning methods J. Mol. Graphics Modell. 2006, 24, 383-395
    • (2006) J. Mol. Graphics Modell. , vol.24 , pp. 383-395
    • Yap, C.W.1    Li, Z.R.2    Chen, Y.Z.3
  • 56
    • 84867536104 scopus 로고    scopus 로고
    • Locally weighted learning methods for predicting dose-dependent toxicity with application to the human maximum recommended daily dose
    • Liu, R.; Tawa, G.; Wallqvist, A. Locally weighted learning methods for predicting dose-dependent toxicity with application to the human maximum recommended daily dose Chem. Res. Toxicol. 2012, 25, 2216-2226
    • (2012) Chem. Res. Toxicol. , vol.25 , pp. 2216-2226
    • Liu, R.1    Tawa, G.2    Wallqvist, A.3
  • 58
    • 75149175715 scopus 로고    scopus 로고
    • Cheminformatics analysis of assertions mined from literature that describe drug-induced liver injury in different species
    • Fourches, D.; Barnes, J. C.; Day, N. C.; Bradley, P.; Reed, J. Z.; Tropsha, A. Cheminformatics analysis of assertions mined from literature that describe drug-induced liver injury in different species Chem. Res. Toxicol. 2010, 23, 171-183
    • (2010) Chem. Res. Toxicol. , vol.23 , pp. 171-183
    • Fourches, D.1    Barnes, J.C.2    Day, N.C.3    Bradley, P.4    Reed, J.Z.5    Tropsha, A.6
  • 59
    • 84929366158 scopus 로고    scopus 로고
    • Predicting chemically-induced skin reactions. Part I: QSAR models of skin sensitization and their application to identify potentially hazardous compounds
    • Alves, V. M.; Muratov, E.; Fourches, D.; Strickland, J.; Kleinstreuer, N.; Andrade, C. H.; Tropsha, A. Predicting chemically-induced skin reactions. Part I: QSAR models of skin sensitization and their application to identify potentially hazardous compounds Toxicol. Appl. Pharmacol. 2015, 10.1016/j.taap.2014.12.014
    • (2015) Toxicol. Appl. Pharmacol.
    • Alves, V.M.1    Muratov, E.2    Fourches, D.3    Strickland, J.4    Kleinstreuer, N.5    Andrade, C.H.6    Tropsha, A.7
  • 60
    • 0020083498 scopus 로고
    • The meaning and use of the area under a receiver operating characteristic (ROC) curve
    • Hanley, J. A.; McNeil, B. J. The meaning and use of the area under a receiver operating characteristic (ROC) curve Radiology 1982, 143, 29-36
    • (1982) Radiology , vol.143 , pp. 29-36
    • Hanley, J.A.1    McNeil, B.J.2
  • 61
    • 84929086831 scopus 로고    scopus 로고
    • PEGylation Does Not Significantly Change the Initial Intravenous or Subcutaneous Pharmacokinetics or Lymphatic Exposure of Trastuzumab in Rats but Increases Plasma Clearance after Subcutaneous Administration
    • Chan, L. J.; Bulitta, J. B.; Ascher, D. B.; Haynes, J. M.; McLeod, V. M.; Porter, C. J.; Williams, C. C.; Kaminskas, L. M. PEGylation Does Not Significantly Change the Initial Intravenous or Subcutaneous Pharmacokinetics or Lymphatic Exposure of Trastuzumab in Rats but Increases Plasma Clearance after Subcutaneous Administration Mol. Pharmaceutics 2015, 12, 794-809
    • (2015) Mol. Pharmaceutics , vol.12 , pp. 794-809
    • Chan, L.J.1    Bulitta, J.B.2    Ascher, D.B.3    Haynes, J.M.4    McLeod, V.M.5    Porter, C.J.6    Williams, C.C.7    Kaminskas, L.M.8
  • 62
    • 84877965971 scopus 로고    scopus 로고
    • PEGylation of interferon alpha2 improves lymphatic exposure after subcutaneous and intravenous administration and improves antitumour efficacy against lymphatic breast cancer metastases
    • Kaminskas, L. M.; Ascher, D. B.; McLeod, V. M.; Herold, M. J.; Le, C. P.; Sloan, E. K.; Porter, C. J. PEGylation of interferon alpha2 improves lymphatic exposure after subcutaneous and intravenous administration and improves antitumour efficacy against lymphatic breast cancer metastases J. Controlled Release 2013, 168, 200-208
    • (2013) J. Controlled Release , vol.168 , pp. 200-208
    • Kaminskas, L.M.1    Ascher, D.B.2    McLeod, V.M.3    Herold, M.J.4    Le, C.P.5    Sloan, E.K.6    Porter, C.J.7
  • 64
    • 84926656059 scopus 로고    scopus 로고
    • PEGylated Interferon Displays Differences in Plasma Clearance and Bioavailability Between Male and Female Mice and Between Female Immunocompetent C57Bl/6J. and Athymic Nude Mice
    • Landersdorfer, C. B.; Caliph, S. M.; Shackleford, D. M.; Ascher, D. B.; Kaminskas, L. M. PEGylated Interferon Displays Differences in Plasma Clearance and Bioavailability Between Male and Female Mice and Between Female Immunocompetent C57Bl/6J. and Athymic Nude Mice J. Pharm. Sci. 2015, 104, 1848-1855
    • (2015) J. Pharm. Sci. , vol.104 , pp. 1848-1855
    • Landersdorfer, C.B.1    Caliph, S.M.2    Shackleford, D.M.3    Ascher, D.B.4    Kaminskas, L.M.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.