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Volumn 54, Issue 1, 2014, Pages 230-242

How diverse are diversity assessment methods? A comparative analysis and benchmarking of molecular descriptor space

Author keywords

[No Author keywords available]

Indexed keywords

LIBRARIES; PHARMACODYNAMICS; PHYSICOCHEMICAL PROPERTIES;

EID: 84893382950     PISSN: 15499596     EISSN: 1549960X     Source Type: Journal    
DOI: 10.1021/ci400469u     Document Type: Article
Times cited : (71)

References (64)
  • 1
    • 0030039619 scopus 로고    scopus 로고
    • The art and practice of structure-based drug design: A molecular modeling perspective
    • Bohacek, R. S.; McMartin, C.; Guida, W. C. The art and practice of structure-based drug design: A molecular modeling perspective Med. Res. Rev. 1996, 16 (1) 3-50
    • (1996) Med. Res. Rev. , vol.16 , Issue.1 , pp. 3-50
    • Bohacek, R.S.1    McMartin, C.2    Guida, W.C.3
  • 2
    • 1642357706 scopus 로고    scopus 로고
    • The many roles of computation in drug discovery
    • Jorgensen, W. L. The many roles of computation in drug discovery Science 2004, 303 (5665) 1813-1818
    • (2004) Science , vol.303 , Issue.5665 , pp. 1813-1818
    • Jorgensen, W.L.1
  • 3
    • 79955637690 scopus 로고    scopus 로고
    • Rational methods for the selection of diverse screening compounds
    • Huggins, D. J.; Venkitaraman, A. R.; Spring, D. R. Rational methods for the selection of diverse screening compounds ACS Chem. Biol. 2011, 6 (3) 208-217
    • (2011) ACS Chem. Biol. , vol.6 , Issue.3 , pp. 208-217
    • Huggins, D.J.1    Venkitaraman, A.R.2    Spring, D.R.3
  • 4
    • 11144341956 scopus 로고    scopus 로고
    • Chemical space and biology
    • Dobson, C. M. Chemical space and biology Nature 2004, 432 (7019) 824-828
    • (2004) Nature , vol.432 , Issue.7019 , pp. 824-828
    • Dobson, C.M.1
  • 5
    • 11144320699 scopus 로고    scopus 로고
    • Navigating chemical space for biology and medicine
    • Lipinski, C.; Hopkins, A. Navigating chemical space for biology and medicine Nature 2004, 432 (7019) 855-861
    • (2004) Nature , vol.432 , Issue.7019 , pp. 855-861
    • Lipinski, C.1    Hopkins, A.2
  • 7
    • 10344230435 scopus 로고    scopus 로고
    • Molecular similarity: A key technique in molecular informatics
    • Bender, A.; Glen, R. C. Molecular similarity: A key technique in molecular informatics Org. Biomol. Chem. 2004, 2 (22) 3204-3218
    • (2004) Org. Biomol. Chem. , vol.2 , Issue.22 , pp. 3204-3218
    • Bender, A.1    Glen, R.C.2
  • 8
    • 14644431061 scopus 로고    scopus 로고
    • Managing molecular diversity
    • Perez, J. J. Managing molecular diversity Chem. Soc. Rev. 2005, 34 (2) 143-152
    • (2005) Chem. Soc. Rev. , vol.34 , Issue.2 , pp. 143-152
    • Perez, J.J.1
  • 10
    • 0032699296 scopus 로고    scopus 로고
    • Dissimilarity-based algorithms for selecting structurally diverse sets of compounds
    • Willett, P. Dissimilarity-based algorithms for selecting structurally diverse sets of compounds J. Comput. Biol. 1999, 6 (3-4) 447-457
    • (1999) J. Comput. Biol. , vol.6 , Issue.34 , pp. 447-457
    • Willett, P.1
  • 11
    • 20444407684 scopus 로고    scopus 로고
    • There is no such thing as "diversity"!
    • Roth, H. J. There is no such thing as "diversity"! Curr. Opin. Chem. Biol. 2005, 9 (3) 293-295
    • (2005) Curr. Opin. Chem. Biol. , vol.9 , Issue.3 , pp. 293-295
    • Roth, H.J.1
  • 12
    • 84869744217 scopus 로고    scopus 로고
    • Inside the mind of a medicinal chemist: The role of human bias in compound prioritization during drug discovery
    • Kutchukian, P. S.; Vasilyeva, N. Y.; Xu, J.; Lindvall, M. K.; Dillon, M. P.; Glick, M.; Coley, J. D.; Brooijmans, N. Inside the mind of a medicinal chemist: The role of human bias in compound prioritization during drug discovery PloS One 2012, 7 (11) e48476
    • (2012) PloS One , vol.7 , Issue.11 , pp. 48476
    • Kutchukian, P.S.1    Vasilyeva, N.Y.2    Xu, J.3    Lindvall, M.K.4    Dillon, M.P.5    Glick, M.6    Coley, J.D.7    Brooijmans, N.8
  • 13
    • 4544338170 scopus 로고    scopus 로고
    • Assessment of the consistency of medicinal chemists in reviewing sets of compounds
    • Lajiness, M. S.; Maggiora, G. M.; Shanmugasundaram, V. Assessment of the consistency of medicinal chemists in reviewing sets of compounds J. Med. Chem. 2004, 47 (20) 4891-4896
    • (2004) J. Med. Chem. , vol.47 , Issue.20 , pp. 4891-4896
    • Lajiness, M.S.1    Maggiora, G.M.2    Shanmugasundaram, V.3
  • 14
    • 0029783934 scopus 로고    scopus 로고
    • Neighborhood behavior: A useful concept for validation of "molecular diversity" descriptors
    • Patterson, D. E.; Cramer, R. D.; Ferguson, A. M.; Clark, R. D.; Weinberger, L. E. Neighborhood behavior: A useful concept for validation of "molecular diversity" descriptors J. Med. Chem. 1996, 39 (16) 3049-3059
    • (1996) J. Med. Chem. , vol.39 , Issue.16 , pp. 3049-3059
    • Patterson, D.E.1    Cramer, R.D.2    Ferguson, A.M.3    Clark, R.D.4    Weinberger, L.E.5
  • 15
    • 78649358317 scopus 로고    scopus 로고
    • How similar are those molecules after all? Use two descriptors and you will have three different answers
    • Bender, A. How similar are those molecules after all? Use two descriptors and you will have three different answers Expert Opin. Drug Discovery 2010, 5 (12) 1141-1151
    • (2010) Expert Opin. Drug Discovery , vol.5 , Issue.12 , pp. 1141-1151
    • Bender, A.1
  • 16
    • 77956276766 scopus 로고    scopus 로고
    • Analysis and comparison of 2D fingerprints: Insights into database screening performance using eight fingerprint methods
    • Duan, J.; Dixon, S. L.; Lowrie, J. F.; Sherman, W. Analysis and comparison of 2D fingerprints: Insights into database screening performance using eight fingerprint methods J. Mol. Graphics Modell. 2010, 29 (2) 157-170
    • (2010) J. Mol. Graphics Modell. , vol.29 , Issue.2 , pp. 157-170
    • Duan, J.1    Dixon, S.L.2    Lowrie, J.F.3    Sherman, W.4
  • 17
    • 20444383539 scopus 로고    scopus 로고
    • Assessment of structural diversity in combinatorial synthesis
    • Fergus, S.; Bender, A.; Spring, D. R. Assessment of structural diversity in combinatorial synthesis Curr. Opin. Chem. Biol. 2005, 9 (3) 304-309
    • (2005) Curr. Opin. Chem. Biol. , vol.9 , Issue.3 , pp. 304-309
    • Fergus, S.1    Bender, A.2    Spring, D.R.3
  • 18
    • 77952552641 scopus 로고    scopus 로고
    • Cheminformatics approaches to analyze diversity in compound screening libraries
    • Akella, L. B.; DeCaprio, D. Cheminformatics approaches to analyze diversity in compound screening libraries Curr. Opin. Chem. Biol. 2010, 14 (3) 325-330
    • (2010) Curr. Opin. Chem. Biol. , vol.14 , Issue.3 , pp. 325-330
    • Akella, L.B.1    Decaprio, D.2
  • 21
    • 0033127029 scopus 로고    scopus 로고
    • Pharmacophore fingerprinting. 1. Application to QSAR and focused library design
    • McGregor, M. J.; Muskal, S. M. Pharmacophore fingerprinting. 1. Application to QSAR and focused library design J. Chem. Inf. Comput. Sci. 1999, 39 (3) 569-574
    • (1999) J. Chem. Inf. Comput. Sci. , vol.39 , Issue.3 , pp. 569-574
    • McGregor, M.J.1    Muskal, S.M.2
  • 22
    • 33751246188 scopus 로고    scopus 로고
    • Similarity-based virtual screening using 2D fingerprints
    • Willett, P. Similarity-based virtual screening using 2D fingerprints Drug Discovery Today 2006, 11 (23-24) 1046-1053
    • (2006) Drug Discovery Today , vol.11 , Issue.2324 , pp. 1046-1053
    • Willett, P.1
  • 23
    • 0001109246 scopus 로고    scopus 로고
    • A fast method of molecular shape comparison: A simple application of a Gaussian description of molecular shape
    • Grant, J. A.; Gallardo, M. A.; Pickup, B. T. A fast method of molecular shape comparison: A simple application of a Gaussian description of molecular shape J. Comput. Chem. 1996, 17 (14) 1653-1666
    • (1996) J. Comput. Chem. , vol.17 , Issue.14 , pp. 1653-1666
    • Grant, J.A.1    Gallardo, M.A.2    Pickup, B.T.3
  • 24
    • 84882787252 scopus 로고    scopus 로고
    • Diversity selection of compounds based on "protein Affinity Fingerprints" improves sampling of bioactive chemical space
    • Nguyen, H. P.; Koutsoukas, A.; Mohd Fauzi, F.; Drakakis, G.; Maciejewski, M.; Glen, R. C.; Bender, A. Diversity selection of compounds based on "Protein Affinity Fingerprints" improves sampling of bioactive chemical space Chem. Biol. Drug. Des. 2013, 82 (3) 252-266
    • (2013) Chem. Biol. Drug. Des. , vol.82 , Issue.3 , pp. 252-266
    • Nguyen, H.P.1    Koutsoukas, A.2    Mohd Fauzi, F.3    Drakakis, G.4    Maciejewski, M.5    Glen, R.C.6    Bender, A.7
  • 26
    • 0002330613 scopus 로고
    • Molecular similarity-based methods for selecting compounds for screening
    • Nova Science Publishers, Inc. Commack, NY, USA
    • Lajiness, M. S. Molecular similarity-based methods for selecting compounds for screening. In Computational Chemical Graph Theory; Nova Science Publishers, Inc.: Commack, NY, USA, 1990; pp 299-316.
    • (1990) Computational Chemical Graph Theory , pp. 299-316
    • Lajiness, M.S.1
  • 27
    • 84893351981 scopus 로고    scopus 로고
    • Clustering Methods and Their Uses in Computational Chemistry
    • In, Vol. John Wiley and Sons, Inc. Hoboken, NJ, USA.
    • Lipkowitz, K. B.; Boyd, D. B. Clustering Methods and Their Uses in Computational Chemistry. In Reviews in Computational Chemistry, Vol. 18; John Wiley and Sons, Inc.: Hoboken, NJ, USA, 2003.
    • (2003) Reviews in Computational Chemistry , vol.18
    • Lipkowitz, K.B.1    Boyd, D.B.2
  • 28
    • 0031133147 scopus 로고    scopus 로고
    • Similarity measures for rational set selection and analysis of combinatorial libraries: The Diverse Property-Derived (DPD) approach
    • Lewis, R. A.; Mason, J. S.; McLay, I. M. Similarity measures for rational set selection and analysis of combinatorial libraries: The Diverse Property-Derived (DPD) approach J. Chem. Inf. Comput. Sci. 1997, 37 (3) 599-614
    • (1997) J. Chem. Inf. Comput. Sci. , vol.37 , Issue.3 , pp. 599-614
    • Lewis, R.A.1    Mason, J.S.2    McLay, I.M.3
  • 29
    • 0030252451 scopus 로고    scopus 로고
    • Optimization and visualization of molecular diversity of combinatorial libraries
    • Hassan, M.; Bielawski, J. P.; Hempel, J. C.; Waldman, M. Optimization and visualization of molecular diversity of combinatorial libraries Mol. Diversity 1996, 2 (1-2) 64-74
    • (1996) Mol. Diversity , vol.2 , Issue.12 , pp. 64-74
    • Hassan, M.1    Bielawski, J.P.2    Hempel, J.C.3    Waldman, M.4
  • 30
    • 0034463370 scopus 로고    scopus 로고
    • Novel algorithms for the optimization of molecular diversity of combinatorial libraries
    • Waldman, M.; Li, H.; Hassan, M. Novel algorithms for the optimization of molecular diversity of combinatorial libraries J. Mol. Graphics Modell. 2000, 18 (4-5) 412-426
    • (2000) J. Mol. Graphics Modell. , vol.18 , Issue.45 , pp. 412-426
    • Waldman, M.1    Li, H.2    Hassan, M.3
  • 31
    • 84893410736 scopus 로고    scopus 로고
    • 533-536.
  • 32
    • 33750986884 scopus 로고    scopus 로고
    • "bayes affinity fingerprints" improve retrieval rates in virtual screening and define orthogonal bioactivity space: When are multitarget drugs a feasible concept?
    • Bender, A.; Jenkins, J. L.; Glick, M.; Deng, Z.; Nettles, J. H.; Davies, J. W. "Bayes affinity fingerprints" improve retrieval rates in virtual screening and define orthogonal bioactivity space: When are multitarget drugs a feasible concept? J. Chem. Inf. Model. 2006, 46 (6) 2445-2456
    • (2006) J. Chem. Inf. Model. , vol.46 , Issue.6 , pp. 2445-2456
    • Bender, A.1    Jenkins, J.L.2    Glick, M.3    Deng, Z.4    Nettles, J.H.5    Davies, J.W.6
  • 33
    • 84880296641 scopus 로고    scopus 로고
    • Diversity-oriented synthesis as a tool for the discovery of novel biologically active small molecules
    • Galloway, W. R.; Isidro-Llobet, A.; Spring, D. R. Diversity-oriented synthesis as a tool for the discovery of novel biologically active small molecules Nat. Commun. 2010, 1, 80
    • (2010) Nat. Commun. , vol.1 , pp. 80
    • Galloway, W.R.1    Isidro-Llobet, A.2    Spring, D.R.3
  • 36
    • 67849104638 scopus 로고    scopus 로고
    • PubChem: A public information system for analyzing bioactivities of small molecules
    • (Web Server Issue). - W633
    • Wang, Y.; Xiao, J.; Suzek, T. O.; Zhang, J.; Wang, J.; Bryant, S. H. PubChem: A public information system for analyzing bioactivities of small molecules. Nucleic Acids Res. 2009, 37, W623-W633 (Web Server Issue).
    • (2009) Nucleic Acids Res. , vol.37 , pp. 623
    • Wang, Y.1    Xiao, J.2    Suzek, T.O.3    Zhang, J.4    Wang, J.5    Bryant, S.H.6
  • 38
    • 41149097628 scopus 로고    scopus 로고
    • Diversity-oriented synthesis; A spectrum of approaches and results
    • Spandl, R. J.; Bender, A.; Spring, D. R. Diversity-oriented synthesis; a spectrum of approaches and results Org. Biomol. Chem. 2008, 6 (7) 1149-1158
    • (2008) Org. Biomol. Chem. , vol.6 , Issue.7 , pp. 1149-1158
    • Spandl, R.J.1    Bender, A.2    Spring, D.R.3
  • 39
    • 84884837727 scopus 로고    scopus 로고
    • A New Strategy for the Diversity-Oriented Synthesis of Macrocyclic Scaffolds using Multi-Dimensional Coupling
    • Beckmann, H. S. G.; Nie, F.; Hagerman, C. E.; Johansson, H.; Tan, Y. S.; Wilcke, D.; Spring, D. R. A New Strategy for the Diversity-Oriented Synthesis of Macrocyclic Scaffolds using Multi-Dimensional Coupling Nat. Chem. 2013, 5, 861-867
    • (2013) Nat. Chem. , vol.5 , pp. 861-867
    • Beckmann, H.S.G.1    Nie, F.2    Hagerman, C.E.3    Johansson, H.4    Tan, Y.S.5    Wilcke, D.6    Spring, D.R.7
  • 40
    • 84857712365 scopus 로고    scopus 로고
    • Protein-protein interaction inhibitors get into the groove
    • Mullard, A. Protein-protein interaction inhibitors get into the groove Nat. Rev. Drug Discovery 2012, 11 (3) 173-175
    • (2012) Nat. Rev. Drug Discovery , vol.11 , Issue.3 , pp. 173-175
    • Mullard, A.1
  • 41
    • 84869998874 scopus 로고    scopus 로고
    • Grabbing for the ring: Macrocycles tweak the conventions of drug making
    • Wolfson, W. Grabbing for the ring: macrocycles tweak the conventions of drug making Chem. Biol. 2012, 19 (11) 1356-1357
    • (2012) Chem. Biol. , vol.19 , Issue.11 , pp. 1356-1357
    • Wolfson, W.1
  • 44
    • 70349756972 scopus 로고    scopus 로고
    • Atomic interactions and profile of small molecules disrupting protein-protein interfaces: The TIMBAL database
    • Higueruelo, A. P.; Schreyer, A.; Bickerton, G. R.; Pitt, W. R.; Groom, C. R.; Blundell, T. L. Atomic interactions and profile of small molecules disrupting protein-protein interfaces: the TIMBAL database Chem. Biol. Drug Des. 2009, 74 (5) 457-467
    • (2009) Chem. Biol. Drug Des. , vol.74 , Issue.5 , pp. 457-467
    • Higueruelo, A.P.1    Schreyer, A.2    Bickerton, G.R.3    Pitt, W.R.4    Groom, C.R.5    Blundell, T.L.6
  • 45
    • 84893350641 scopus 로고    scopus 로고
    • version 5.12; ChemAxon, Ltd: Budapest, Hungary.
    • ChemAxon Standardizer, version 5.12; ChemAxon, Ltd: Budapest, Hungary, 2012.
    • (2012) ChemAxon Standardizer
  • 46
    • 84886299516 scopus 로고    scopus 로고
    • version 2011.10; Chemical Computing Group, Inc: Montreal, Canada.
    • Molecular Operating Enviroment (MOE), version 2011.10; Chemical Computing Group, Inc: Montreal, Canada, 2012.
    • (2012) Molecular Operating Enviroment (MOE)
  • 48
    • 77952772341 scopus 로고    scopus 로고
    • Extended-connectivity fingerprints
    • Rogers, D.; Hahn, M. Extended-connectivity fingerprints J. Chem. Inf. Model. 2010, 50 (5) 742-754
    • (2010) J. Chem. Inf. Model. , vol.50 , Issue.5 , pp. 742-754
    • Rogers, D.1    Hahn, M.2
  • 49
    • 0000293407 scopus 로고
    • The Generation of a Unique Machine Description for Chemical Structures - A Technique Developed at Chemical Abstracts Service
    • Morgan, H. L. The Generation of a Unique Machine Description for Chemical Structures-A Technique Developed at Chemical Abstracts Service J. Chem. Doc. 1965, 5 (2) 107-113
    • (1965) J. Chem. Doc. , vol.5 , Issue.2 , pp. 107-113
    • Morgan, H.L.1
  • 50
    • 10244222365 scopus 로고    scopus 로고
    • Comparison of topological descriptors for similarity-based virtual screening using multiple bioactive reference structures
    • Hert, J.; Willett, P.; Wilton, D. J.; Acklin, P.; Azzaoui, K.; Jacoby, E.; Schuffenhauer, A. Comparison of topological descriptors for similarity-based virtual screening using multiple bioactive reference structures Org. Biomol. Chem. 2004, 2 (22) 3256-3266
    • (2004) Org. Biomol. Chem. , vol.2 , Issue.22 , pp. 3256-3266
    • Hert, J.1    Willett, P.2    Wilton, D.J.3    Acklin, P.4    Azzaoui, K.5    Jacoby, E.6    Schuffenhauer, A.7
  • 51
    • 5544290537 scopus 로고    scopus 로고
    • Similarity searching of chemical databases using atom environment descriptors (MOLPRINT 2D): Evaluation of performance
    • Bender, A.; Mussa, H. Y.; Glen, R. C.; Reiling, S. Similarity searching of chemical databases using atom environment descriptors (MOLPRINT 2D): Evaluation of performance J. Chem. Inf. Comput. Sci. 2004, 44 (5) 1708-1718
    • (2004) J. Chem. Inf. Comput. Sci. , vol.44 , Issue.5 , pp. 1708-1718
    • Bender, A.1    Mussa, H.Y.2    Glen, R.C.3    Reiling, S.4
  • 52
    • 33749605153 scopus 로고    scopus 로고
    • Reverse fingerprinting, similarity searching by group fusion and fingerprint bit importance
    • Williams, C. Reverse fingerprinting, similarity searching by group fusion and fingerprint bit importance Mol. Diversity 2006, 10 (3) 311-332
    • (2006) Mol. Diversity , vol.10 , Issue.3 , pp. 311-332
    • Williams, C.1
  • 53
    • 14944348527 scopus 로고    scopus 로고
    • A shape-based 3-D scaffold hopping method and its application to a bacterial protein-protein interaction
    • Rush, T. S., 3rd; Grant, J. A.; Mosyak, L.; Nicholls, A. A shape-based 3-D scaffold hopping method and its application to a bacterial protein-protein interaction J. Med. Chem. 2005, 48 (5) 1489-1495
    • (2005) J. Med. Chem. , vol.48 , Issue.5 , pp. 1489-1495
    • Rush III, T.S.1    Grant, J.A.2    Mosyak, L.3    Nicholls, A.4
  • 54
    • 84893371898 scopus 로고    scopus 로고
    • version 3.1.2; OpenEye Scientific Software: Santa Fe, NM, USA.
    • OEChem vROCS, version 3.1.2; OpenEye Scientific Software: Santa Fe, NM, USA, 2011.
    • (2011) OEChem VROCS
  • 55
    • 0038512037 scopus 로고    scopus 로고
    • Molecular shape diversity of combinatorial libraries: A prerequisite for broad bioactivity
    • Sauer, W. H.; Schwarz, M. K. Molecular shape diversity of combinatorial libraries: A prerequisite for broad bioactivity J. Chem. Inf. Comput. Sci. 2003, 43 (3) 987-1003
    • (2003) J. Chem. Inf. Comput. Sci. , vol.43 , Issue.3 , pp. 987-1003
    • Sauer, W.H.1    Schwarz, M.K.2
  • 56
    • 15744363581 scopus 로고    scopus 로고
    • Metric validation and the receptor-relevant subspace concept
    • Pearlman, R. S.; Smith, K. M. Metric validation and the receptor-relevant subspace concept J. Chem. Inf. Comput. Sci. 1999, 39 (1) 28-35
    • (1999) J. Chem. Inf. Comput. Sci. , vol.39 , Issue.1 , pp. 28-35
    • Pearlman, R.S.1    Smith, K.M.2
  • 57
    • 84883239935 scopus 로고    scopus 로고
    • In silico target predictions: Defining a benchmarking dataset and comparison of performance of the multiclass Naïve Bayes and Parzen-Rosenblatt Window
    • Koutsoukas, K.; Lowe, R.; KalantarMotamedi, Y.; Mussa, H. Y.; Klaffke, W.; Mitchell, J. B. O.; Glen, R. C.; Bender, A. In silico target predictions: defining a benchmarking dataset and comparison of performance of the multiclass Naïve Bayes and Parzen-Rosenblatt Window J. Chem. Inf. Model. 2013, 53 (8) 1957-1966
    • (2013) J. Chem. Inf. Model. , vol.53 , Issue.8 , pp. 1957-1966
    • Koutsoukas, K.1    Lowe, R.2    Kalantarmotamedi, Y.3    Mussa, H.Y.4    Klaffke, W.5    Mitchell, J.B.O.6    Glen, R.C.7    Bender, A.8
  • 59
    • 84943817322 scopus 로고
    • Error detecting and error correcting codes
    • Hamming, R. W. Error detecting and error correcting codes. Bell System Tech. J. 1950, 29, 147-160.
    • (1950) Bell System Tech. J. , vol.29 , pp. 147-160
    • Hamming, R.W.1
  • 61
    • 79951480123 scopus 로고    scopus 로고
    • R Core Team. R Foundation for Statistical Computing: Vienna, Austria.
    • R Core Team. R: A Language and Environment for Statistical Computing; R Foundation for Statistical Computing: Vienna, Austria, 2010.
    • (2010) R: A Language and Environment for Statistical Computing
  • 62
    • 84893394843 scopus 로고    scopus 로고
    • version 2013.03.20719, Dotmatics: The Old Monastery, Windhill, Bishops Stortford, Herts, U.K.
    • Dotmatics Vortex, version 2013.03.20719, Dotmatics: The Old Monastery, Windhill, Bishops Stortford, Herts, U.K., 2013.
    • (2013) Dotmatics Vortex
  • 63
    • 61949166066 scopus 로고    scopus 로고
    • How similar are similarity searching methods? A principal component analysis of molecular descriptor space
    • Bender, A.; Jenkins, J. L.; Scheiber, J.; Sukuru, S. C.; Glick, M.; Davies, J. W. How similar are similarity searching methods? A principal component analysis of molecular descriptor space J. Chem. Inf. Model. 2009, 49 (1) 108-119
    • (2009) J. Chem. Inf. Model. , vol.49 , Issue.1 , pp. 108-119
    • Bender, A.1    Jenkins, J.L.2    Scheiber, J.3    Sukuru, S.C.4    Glick, M.5    Davies, J.W.6
  • 64
    • 84875166951 scopus 로고    scopus 로고
    • European lead factory opens for business
    • Mullard, A. European lead factory opens for business Nat. Rev. Drug Discovery 2013, 12 (3) 173-175
    • (2013) Nat. Rev. Drug Discovery , vol.12 , Issue.3 , pp. 173-175
    • Mullard, A.1


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