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Volumn 6, Issue SEP, 2015, Pages

Identifying problematic drugs based on the characteristics of their targets

Author keywords

Drug safety; Machine learning; Multi target drugs; Protein networks; Supervised learning; Target validation

Indexed keywords

AMINO ACID SEQUENCE; ARTICLE; CLASSIFIER; DRUG APPROVAL; DRUG MARKETING; DRUG RESEARCH; DRUG SAFETY; DRUG TARGETING; HUMAN; MACHINE LEARNING; PERCEPTRON; PREDICTION; PROTEIN DOMAIN; PROTEIN PROTEIN INTERACTION; PROTEOMICS; SEQUENCE HOMOLOGY;

EID: 84944727529     PISSN: None     EISSN: 16639812     Source Type: Journal    
DOI: 10.3389/fphar.2015.00186     Document Type: Article
Times cited : (10)

References (64)
  • 1
    • 0025725905 scopus 로고
    • Instance-based learning algorithms
    • Aha, D. W., Kibler, D., and Albert, M. K. (1991). Instance-based learning algorithms. Mach. Learn. 6, 37-66. doi: 10.1007/BF00153759
    • (1991) Mach. Learn , vol.6 , pp. 37-66
    • Aha, D.W.1    Kibler, D.2    Albert, M.K.3
  • 2
    • 0030801002 scopus 로고    scopus 로고
    • Gapped BLAST and PSI-BLAST: a new generation of protein database search programs
    • Altschul, S. F., Madden, T. L., Sch�ffer, A. A., Zhang, J., Zhang, Z., Miller, W., et al. (1997). Gapped BLAST and PSI-BLAST: a new generation of protein database search programs. Nucleic Acids Res. 25, 3389-3402. doi: 10.1093/nar/25.17.3389
    • (1997) Nucleic Acids Res , vol.25 , pp. 3389-3402
    • Altschul, S.F.1    Madden, T.L.2    Sch�ffer, A.A.3    Zhang, J.4    Zhang, Z.5    Miller, W.6
  • 3
    • 54249162351 scopus 로고    scopus 로고
    • Targeted polypharmacology: discovery of dual inhibitors of tyrosine and phosphoinositide kinases
    • Apsel, B., Blair, J. A., Gonzalez, B., Nazif, T. M., Feldman, M. E., Aizenstein, B., et al. (2008). Targeted polypharmacology: discovery of dual inhibitors of tyrosine and phosphoinositide kinases. Nat. Chem. Biol. 4, 691-699. doi: 10.1038/nchembio.117
    • (2008) Nat. Chem. Biol , vol.4 , pp. 691-699
    • Apsel, B.1    Blair, J.A.2    Gonzalez, B.3    Nazif, T.M.4    Feldman, M.E.5    Aizenstein, B.6
  • 4
    • 84864278347 scopus 로고    scopus 로고
    • Using sequence similarity networks for visualization of relationships across diverse protein superfamilies
    • Atkinson, H. J., Morris, J. H., Ferrin, T. E., and Babbitt, P. C. (2009). Using sequence similarity networks for visualization of relationships across diverse protein superfamilies. PLoS ONE 4:e4345. doi: 10.1371/journal.pone.0004345
    • (2009) PLoS ONE , vol.4
    • Atkinson, H.J.1    Morris, J.H.2    Ferrin, T.E.3    Babbitt, P.C.4
  • 5
    • 22944479635 scopus 로고    scopus 로고
    • Improving rule induction precision for automated annotation by balancing skewed data sets
    • Batista, G. E. A. P. A., Monard, M. C., and Bazzan, A. L. C. (2004). Improving rule induction precision for automated annotation by balancing skewed data sets. Knowl. Explor. Life Sci. Inform. Proc. 3303, 20-32. doi: 10.1007/978-3-540-30478-4_3
    • (2004) Knowl. Explor. Life Sci. Inform. Proc , vol.3303 , pp. 20-32
    • Batista, G.E.A.P.A.1    Monard, M.C.2    Bazzan, A.L.C.3
  • 6
  • 7
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman, L. (2001). Random forests. Mach. Learn. 45, 5-32. doi: 10.1023/A:1010933404324
    • (2001) Mach. Learn , vol.45 , pp. 5-32
    • Breiman, L.1
  • 8
    • 79956140184 scopus 로고    scopus 로고
    • Getting pharmaceutical RandD back on target
    • Bunnage, M. E. (2011). Getting pharmaceutical RandD back on target. Nat. Chem. Biol. 7, 335-339. doi: 10.1038/nchembio.581
    • (2011) Nat. Chem. Biol , vol.7 , pp. 335-339
    • Bunnage, M.E.1
  • 10
    • 6344265551 scopus 로고    scopus 로고
    • Structural holes and good ideas
    • Burt, R. S. (2004). Structural holes and good ideas. Am. J. Soc. 110, 349-399. doi: 10.1086/421787
    • (2004) Am. J. Soc , vol.110 , pp. 349-399
    • Burt, R.S.1
  • 12
    • 33745596822 scopus 로고    scopus 로고
    • Integrating multi-attribute similarity networks for robust representation of the protein space
    • Camoglu, O., Can, T., and Singh, A. K. (2006). Integrating multi-attribute similarity networks for robust representation of the protein space. Bioinformatics 22, 1585-1592. doi: 10.1093/bioinformatics/btl130
    • (2006) Bioinformatics , vol.22 , pp. 1585-1592
    • Camoglu, O.1    Can, T.2    Singh, A.K.3
  • 13
    • 47249146126 scopus 로고    scopus 로고
    • Drug target identification using side-effect similarity
    • Campillos, M., Kuhn, M., Gavin, A. C., Jensen, L. J., and Bork, P. (2008). Drug target identification using side-effect similarity. Science 321, 263-266. doi: 10.1126/science.1158140
    • (2008) Science , vol.321 , pp. 263-266
    • Campillos, M.1    Kuhn, M.2    Gavin, A.C.3    Jensen, L.J.4    Bork, P.5
  • 17
    • 79651470523 scopus 로고    scopus 로고
    • Antipsychotic drugs and obesity
    • Correll, C. U., Lencz, T., and Malhotra, A. K. (2011). Antipsychotic drugs and obesity. Trends Mol. Med. 17, 97-107. doi: 10.1016/j.molmed.2010.10.010
    • (2011) Trends Mol. Med , vol.17 , pp. 97-107
    • Correll, C.U.1    Lencz, T.2    Malhotra, A.K.3
  • 18
    • 34249753618 scopus 로고
    • Support-vector networks
    • Cortes, C., and Vapnik, V. (1995). Support-vector networks. Mach. Learn. 20, 273-297. doi: 10.1007/BF00994018
    • (1995) Mach. Learn , vol.20 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 19
    • 43349094507 scopus 로고    scopus 로고
    • The Igraph software package for complex network research
    • Csardi, G., and Nepusz, T. (2006). The Igraph software package for complex network research. InterJournal Complex Systems, 1695. Available online at: http://www.igraph.org
    • (2006) InterJournal Complex Systems, 1695
    • Csardi, G.1    Nepusz, T.2
  • 20
    • 15044349115 scopus 로고    scopus 로고
    • The efficiency of multi-target drugs: the network approach might help drug design
    • Csermely, P., Agoston, V., and Pongor, S. (2005). The efficiency of multi-target drugs: the network approach might help drug design. Trends Pharmacol. Sci. 26, 178-182. doi: 10.1016/j.tips.2005.02.007
    • (2005) Trends Pharmacol. Sci , vol.26 , pp. 178-182
    • Csermely, P.1    Agoston, V.2    Pongor, S.3
  • 22
    • 84856466929 scopus 로고    scopus 로고
    • Metabolic and cardiovascular adverse effects associated with antipsychotic drugs
    • De Hert, M., Detraux, J., Van Winkel, R., Yu, W., and Correll, C. U. (2012). Metabolic and cardiovascular adverse effects associated with antipsychotic drugs. Nat. Rev. Endocrinol. 8, 114-126. doi: 10.1038/nrendo.2011.156
    • (2012) Nat. Rev. Endocrinol , vol.8 , pp. 114-126
    • De Hert, M.1    Detraux, J.2    Van Winkel, R.3    Yu, W.4    Correll, C.U.5
  • 24
    • 61649116569 scopus 로고    scopus 로고
    • Portfolio analysis and RandD decision making
    • Evans, R., Hinds, S., and Hammock, D. (2009). Portfolio analysis and RandD decision making. Nat. Rev. Drug Discov. 8, 189-190. doi: 10.1038/nrd2744
    • (2009) Nat. Rev. Drug Discov , vol.8 , pp. 189-190
    • Evans, R.1    Hinds, S.2    Hammock, D.3
  • 25
    • 79956017135 scopus 로고    scopus 로고
    • Computational design of proteins targeting the conserved stem region of influenza hemagglutinin
    • Fleishman, S. J., Whitehead, T. A., Ekiert, D. C., Dreyfus, C., Corn, J. E., Strauch, E. M., et al. (2011). Computational design of proteins targeting the conserved stem region of influenza hemagglutinin. Science 332, 816-821. doi: 10.1126/science.1202617
    • (2011) Science , vol.332 , pp. 816-821
    • Fleishman, S.J.1    Whitehead, T.A.2    Ekiert, D.C.3    Dreyfus, C.4    Corn, J.E.5    Strauch, E.M.6
  • 26
    • 7244250182 scopus 로고    scopus 로고
    • Data mining in bioinformatics using Weka
    • Frank, E., Hall, M., Trigg, L., Holmes, G., and Witten, I. H. (2004). Data mining in bioinformatics using Weka. Bioinformatics 20, 2479-2481. doi: 10.1093/bioinformatics/bth261
    • (2004) Bioinformatics , vol.20 , pp. 2479-2481
    • Frank, E.1    Hall, M.2    Trigg, L.3    Holmes, G.4    Witten, I.H.5
  • 27
    • 0002129041 scopus 로고    scopus 로고
    • "Generating accurate rule sets without global optimization,"
    • (San Francisco, CA: Morgan Kaufmann Publishers Inc.)
    • Frank, E., and Witten, I. H. (1998). "Generating accurate rule sets without global optimization," in Proceedings of the Fifteenth International Conference on Machine Learning (San Francisco, CA: Morgan Kaufmann Publishers Inc.), 144-151.
    • (1998) Proceedings of the Fifteenth International Conference on Machine Learning , pp. 144-151
    • Frank, E.1    Witten, I.H.2
  • 29
  • 30
    • 54249155522 scopus 로고    scopus 로고
    • Network pharmacology: the next paradigm in drug discovery
    • Hopkins, A. L. (2008). Network pharmacology: the next paradigm in drug discovery. Nat. Chem. Biol. 4, 682-690. doi: 10.1038/nchembio.118
    • (2008) Nat. Chem. Biol , vol.4 , pp. 682-690
    • Hopkins, A.L.1
  • 34
    • 34548825690 scopus 로고    scopus 로고
    • Towards a theory of biological robustness
    • Kitano, H. (2007). Towards a theory of biological robustness. Mol. Syst. Biol. 3:137. doi: 10.1038/msb4100179
    • (2007) Mol. Syst. Biol , vol.3 , pp. 137
    • Kitano, H.1
  • 35
    • 4344645978 scopus 로고    scopus 로고
    • Can the pharmaceutical industry reduce attrition rates?
    • Kola, I., and Landis, J. (2004). Can the pharmaceutical industry reduce attrition rates? Nat. Rev. Drug Discov. 3, 711-716. doi: 10.1038/nrd1470
    • (2004) Nat. Rev. Drug Discov , vol.3 , pp. 711-716
    • Kola, I.1    Landis, J.2
  • 36
    • 76149120425 scopus 로고    scopus 로고
    • A side effect resource to capture phenotypic effects of drugs
    • Kuhn, M., Campillos, M., Letunic, I., Jensen, L. J., and Bork, P. (2010). A side effect resource to capture phenotypic effects of drugs. Mol. Syst. Biol. 6, 343. doi: 10.1038/msb.2009.98
    • (2010) Mol. Syst. Biol , vol.6 , pp. 343
    • Kuhn, M.1    Campillos, M.2    Letunic, I.3    Jensen, L.J.4    Bork, P.5
  • 37
    • 84855288564 scopus 로고    scopus 로고
    • Translating clinical findings into knowledge in drug safety evaluation-drug induced liver injury prediction system (DILIps)
    • Liu, Z., Shi, Q., Ding, D., Kelly, R., Fang, H., and Tong, W. (2011). Translating clinical findings into knowledge in drug safety evaluation-drug induced liver injury prediction system (DILIps). PLoS Comput. Biol. 7:e1002310. doi: 10.1371/journal.pcbi.1002310
    • (2011) PLoS Comput. Biol , vol.7
    • Liu, Z.1    Shi, Q.2    Ding, D.3    Kelly, R.4    Fang, H.5    Tong, W.6
  • 38
    • 84862510972 scopus 로고    scopus 로고
    • Large-scale prediction and testing of drug activity on side-effect targets
    • Lounkine, E., Keiser, M. J., Whitebread, S., Mikhailov, D., Hamon, J., Jenkins, J. L., et al. (2012). Large-scale prediction and testing of drug activity on side-effect targets. Nature 486, 361-367. doi: 10.1038/nature11159
    • (2012) Nature , vol.486 , pp. 361-367
    • Lounkine, E.1    Keiser, M.J.2    Whitebread, S.3    Mikhailov, D.4    Hamon, J.5    Jenkins, J.L.6
  • 40
    • 73449101512 scopus 로고    scopus 로고
    • Lessons from 60 years of pharmaceutical innovation
    • Munos, B. (2009). Lessons from 60 years of pharmaceutical innovation. Nat. Rev. Drug Discov. 8, 959-968. doi: 10.1038/nrd2961
    • (2009) Nat. Rev. Drug Discov , vol.8 , pp. 959-968
    • Munos, B.1
  • 42
    • 75549086850 scopus 로고    scopus 로고
    • SIMAP-a comprehensive database of pre-calculated protein sequence similarities, domains, annotations and clusters
    • Rattei, T., Tischler, P., Gotz, S., Jehl, M. A., Hoser, J., Arnold, R., et al. (2010). SIMAP-a comprehensive database of pre-calculated protein sequence similarities, domains, annotations and clusters. Nucleic Acids Res. 38, D223-D226. doi: 10.1093/nar/gkp949
    • (2010) Nucleic Acids Res , vol.38 , pp. D223-D226
    • Rattei, T.1    Tischler, P.2    Gotz, S.3    Jehl, M.A.4    Hoser, J.5    Arnold, R.6
  • 43
    • 55949109998 scopus 로고    scopus 로고
    • Benzodiazepines in epilepsy: pharmacology and pharmacokinetics
    • Riss, J., Cloyd, J., Gates, J., and Collins, S. (2008). Benzodiazepines in epilepsy: pharmacology and pharmacokinetics. Acta Neurol. Scand. 118, 69-86. doi: 10.1111/j.1600-0404.2008.01004.x
    • (2008) Acta Neurol. Scand , vol.118 , pp. 69-86
    • Riss, J.1    Cloyd, J.2    Gates, J.3    Collins, S.4
  • 45
    • 52049106205 scopus 로고    scopus 로고
    • The molecular basis of class side effects due to treatment with inhibitors of the VEGF/VEGFR pathway
    • Roodhart, J. M., Langenberg, M. H., Witteveen, E., and Voest, E. E. (2008). The molecular basis of class side effects due to treatment with inhibitors of the VEGF/VEGFR pathway. Curr. Clin. Pharmacol. 3, 132-143. doi: 10.2174/157488408784293705
    • (2008) Curr. Clin. Pharmacol , vol.3 , pp. 132-143
    • Roodhart, J.M.1    Langenberg, M.H.2    Witteveen, E.3    Voest, E.E.4
  • 46
    • 84857743319 scopus 로고    scopus 로고
    • Diagnosing the decline in pharmaceutical RandD efficiency
    • Scannell, J. W., Blanckley, A., Boldon, H., and Warrington, B. (2012). Diagnosing the decline in pharmaceutical RandD efficiency. Nat. Rev. Drug Discov. 11, 191-200. doi: 10.1038/nrd3681
    • (2012) Nat. Rev. Drug Discov , vol.11 , pp. 191-200
    • Scannell, J.W.1    Blanckley, A.2    Boldon, H.3    Warrington, B.4
  • 47
    • 84856918212 scopus 로고    scopus 로고
    • HIPPIE: integrating protein interaction networks with experiment based quality scores
    • Schaefer, M. H., Fontaine, J. F., Vinayagam, A., Porras, P., Wanker, E. E., and Andrade-Navarro, M. A. (2012). HIPPIE: integrating protein interaction networks with experiment based quality scores. PLoS ONE 7:e31826. doi: 10.1371/journal.pone.0031826
    • (2012) PLoS ONE , vol.7
    • Schaefer, M.H.1    Fontaine, J.F.2    Vinayagam, A.3    Porras, P.4    Wanker, E.E.5    Andrade-Navarro, M.A.6
  • 48
    • 27544491192 scopus 로고    scopus 로고
    • ROCR: visualizing classifier performance in R
    • Sing, T., Sander, O., Beerenwinkel, N., and Lengauer, T. (2005). ROCR: visualizing classifier performance in R. Bioinformatics 21, 3940-3941. doi: 10.1093/bioinformatics/bti623
    • (2005) Bioinformatics , vol.21 , pp. 3940-3941
    • Sing, T.1    Sander, O.2    Beerenwinkel, N.3    Lengauer, T.4
  • 49
    • 0032748385 scopus 로고    scopus 로고
    • Antitumor activity of thalidomide in refractory multiple myeloma
    • Singhal, S., Mehta, J., Desikan, R., Ayers, D., Roberson, P., Eddlemon, P., et al. (1999). Antitumor activity of thalidomide in refractory multiple myeloma. N. Engl. J. Med. 341, 1565-1571. doi: 10.1056/NEJM199911183412102
    • (1999) N. Engl. J. Med , vol.341 , pp. 1565-1571
    • Singhal, S.1    Mehta, J.2    Desikan, R.3    Ayers, D.4    Roberson, P.5    Eddlemon, P.6
  • 50
    • 0034060666 scopus 로고    scopus 로고
    • Mechanism of action in thalidomide teratogenesis
    • Stephens, T. D., Bunde, C. J., and Fillmore, B. J. (2000). Mechanism of action in thalidomide teratogenesis. Biochem. Pharmacol. 59, 1489-1499. doi: 10.1016/S0006-2952(99)00388-3
    • (2000) Biochem. Pharmacol , vol.59 , pp. 1489-1499
    • Stephens, T.D.1    Bunde, C.J.2    Fillmore, B.J.3
  • 51
    • 0017024036 scopus 로고
    • 2 Modifications of Cnn
    • Tomek, I. (1976). 2 Modifications of Cnn. IEEE Trans. Syst. Man Cybern. 6, 769-772. doi: 10.1109/TSMC.1976.4309452
    • (1976) IEEE Trans. Syst. Man Cybern , vol.6 , pp. 769-772
    • Tomek, I.1
  • 52
    • 77949270793 scopus 로고    scopus 로고
    • A similarity network approach for the analysis and comparison of protein sequence/structure sets
    • Valavanis, I., Spyrou, G., and Nikita, K. (2010). A similarity network approach for the analysis and comparison of protein sequence/structure sets. J. Biomed. Inform. 43, 257-267. doi: 10.1016/j.jbi.2010.01.005
    • (2010) J. Biomed. Inform , vol.43 , pp. 257-267
    • Valavanis, I.1    Spyrou, G.2    Nikita, K.3
  • 54
    • 0032889225 scopus 로고    scopus 로고
    • Combination oral antiangiogenic therapy with thalidomide and sulindac inhibits tumour growth in rabbits
    • Verheul, H. M. W., Panigrahy, D., Yuan, J., and D'Amato, R. J. (1999). Combination oral antiangiogenic therapy with thalidomide and sulindac inhibits tumour growth in rabbits. Br. J. Cancer 79, 114-118. doi: 10.1038/sj.bjc.6690020
    • (1999) Br. J. Cancer , vol.79 , pp. 114-118
    • Verheul, H.M.W.1    Panigrahy, D.2    Yuan, J.3    D'Amato, R.J.4
  • 55
    • 2342475726 scopus 로고    scopus 로고
    • Protein ranking: from local to global structure in the protein similarity network
    • Weston, J., Elisseeff, A., Zhou, D., Leslie, C. S., and Noble, W. S. (2004). Protein ranking: from local to global structure in the protein similarity network. Proc. Natl. Acad. Sci. U.S.A. 101, 6559-6563. doi: 10.1073/pnas.0308067101
    • (2004) Proc. Natl. Acad. Sci. U.S.A , vol.101 , pp. 6559-6563
    • Weston, J.1    Elisseeff, A.2    Zhou, D.3    Leslie, C.S.4    Noble, W.S.5
  • 56
    • 84862025262 scopus 로고    scopus 로고
    • Optimization of affinity, specificity and function of designed influenza inhibitors using deep sequencing
    • Whitehead, T. A., Chevalier, A., Song, Y., Dreyfus, C., Fleishman, S. J., De Mattos, C., et al. (2012). Optimization of affinity, specificity and function of designed influenza inhibitors using deep sequencing. Nat. Biotechnol. 30, 543-548. doi: 10.1038/nbt.2214
    • (2012) Nat. Biotechnol , vol.30 , pp. 543-548
    • Whitehead, T.A.1    Chevalier, A.2    Song, Y.3    Dreyfus, C.4    Fleishman, S.J.5    De Mattos, C.6
  • 57
    • 84886614481 scopus 로고    scopus 로고
    • Completeness of reporting of patient-relevant clinical trial outcomes: comparison of unpublished clinical study reports with publicly available data
    • Wieseler, B., Wolfram, N., Mcgauran, N., Kerekes, M. F., Verv�lgyi, V., Kohlepp, P., et al. (2013). Completeness of reporting of patient-relevant clinical trial outcomes: comparison of unpublished clinical study reports with publicly available data. PLoS Med. 10:e1001526. doi: 10.1371/journal.pmed.1001526
    • (2013) PLoS Med , vol.10
    • Wieseler, B.1    Wolfram, N.2    Mcgauran, N.3    Kerekes, M.F.4    Verv�lgyi, V.5    Kohlepp, P.6
  • 58
    • 33644876210 scopus 로고    scopus 로고
    • DrugBank: a comprehensive resource for in silico drug discovery and exploration
    • Wishart, D. S., Knox, C., Guo, A. C., Shrivastava, S., Hassanali, M., Stothard, P., et al. (2006). DrugBank: a comprehensive resource for in silico drug discovery and exploration. Nucleic Acids Res. 34, D668-D672. doi: 10.1093/nar/gkj067
    • (2006) Nucleic Acids Res , vol.34 , pp. D668-D672
    • Wishart, D.S.1    Knox, C.2    Guo, A.C.3    Shrivastava, S.4    Hassanali, M.5    Stothard, P.6
  • 60
    • 67049100457 scopus 로고    scopus 로고
    • Drug discovery using chemical systems biology: identification of the protein-ligand binding network to explain the side effects of cetp inhibitors
    • Xie, L., Li, J., Xie, L., and Bourne, P. E. (2009). Drug discovery using chemical systems biology: identification of the protein-ligand binding network to explain the side effects of cetp inhibitors. PLoS Comput. Biol. 5:e1000387. doi: 10.1371/journal.pcbi.1000387
    • (2009) PLoS Comput. Biol , vol.5
    • Xie, L.1    Li, J.2    Xie, L.3    Bourne, P.E.4
  • 61
    • 46249090791 scopus 로고    scopus 로고
    • Prediction of drug-target interaction networks from the integration of chemical and genomic spaces
    • Yamanishi, Y., Araki, M., Gutteridge, A., Honda, W., and Kanehisa, M. (2008). Prediction of drug-target interaction networks from the integration of chemical and genomic spaces. Bioinformatics 24, i232-i240. doi: 10.1093/bioinformatics/btn162
    • (2008) Bioinformatics , vol.24 , pp. i232-i240
    • Yamanishi, Y.1    Araki, M.2    Gutteridge, A.3    Honda, W.4    Kanehisa, M.5
  • 63
    • 30144443247 scopus 로고    scopus 로고
    • Similarity networks of protein binding sites
    • Zhang, Z., and Grigorov, M. G. (2006). Similarity networks of protein binding sites. Proteins 62, 470-478. doi: 10.1002/prot.20752
    • (2006) Proteins , vol.62 , pp. 470-478
    • Zhang, Z.1    Grigorov, M.G.2
  • 64
    • 84859267371 scopus 로고    scopus 로고
    • Therapeutic target database update 2012, a resource for facilitating target-oriented drug discovery
    • Zhu, F., Shi, Z., Qin, C., Tao, L., Liu, X., Xu, F., et al. (2012). Therapeutic target database update 2012: a resource for facilitating target-oriented drug discovery. Nucleic Acids Res. 40, D1128-D1136. doi: 10.1093/nar/gkr797
    • (2012) Nucleic Acids Res , vol.40 , pp. D1128-D1136
    • Zhu, F.1    Shi, Z.2    Qin, C.3    Tao, L.4    Liu, X.5    Xu, F.6


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