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Volumn 362, Issue , 2014, Pages 9-16

A survey on computational approaches to identifying disease biomarkers based on molecular networks

Author keywords

Diseasome; Dysfunctional module; Dysregulated pathway; Interactome; Regulatome

Indexed keywords

BIOLOGICAL MARKER; TRANSCRIPTOME;

EID: 84921915145     PISSN: 00225193     EISSN: 10958541     Source Type: Journal    
DOI: 10.1016/j.jtbi.2014.06.007     Document Type: Article
Times cited : (22)

References (71)
  • 1
    • 77952478860 scopus 로고    scopus 로고
    • Prediction of breast cancer prognosis using gene set statistics provides signature stability and biological context
    • Abraham G., Kowalczyk A., Loi S., Haviv I., Zobel J. Prediction of breast cancer prognosis using gene set statistics provides signature stability and biological context. BMC Bioinform. 2010, 11:277.
    • (2010) BMC Bioinform. , vol.11 , pp. 277
    • Abraham, G.1    Kowalczyk, A.2    Loi, S.3    Haviv, I.4    Zobel, J.5
  • 3
    • 84871297843 scopus 로고    scopus 로고
    • Next-generation proteomics: towards an integrative view of proteome dynamics
    • Altelaar A.M., Munoz J., Heck A.J. Next-generation proteomics: towards an integrative view of proteome dynamics. Nat. Rev. Genet. 2012, 14:35-48.
    • (2012) Nat. Rev. Genet. , vol.14 , pp. 35-48
    • Altelaar, A.M.1    Munoz, J.2    Heck, A.J.3
  • 4
    • 0742305866 scopus 로고    scopus 로고
    • Network biology: understanding the cell[U+05F3]s functional organization
    • Barabási A.-L., Oltvai Z.N. Network biology: understanding the cell[U+05F3]s functional organization. Nat. Rev. Genet. 2004, 5:101-113.
    • (2004) Nat. Rev. Genet. , vol.5 , pp. 101-113
    • Barabási, A.-L.1    Oltvai, Z.N.2
  • 5
    • 78650373804 scopus 로고    scopus 로고
    • Network medicine: a network-based approach to human disease
    • Barabási A.-L., Gulbahce N., Loscalzo J. Network medicine: a network-based approach to human disease. Nat. Rev. Genet. 2011, 12:56-68.
    • (2011) Nat. Rev. Genet. , vol.12 , pp. 56-68
    • Barabási, A.-L.1    Gulbahce, N.2    Loscalzo, J.3
  • 8
    • 84859741480 scopus 로고    scopus 로고
    • Detecting early-warning signals for sudden deterioration of complex diseases by dynamical network biomarkers
    • Chen L., Liu R., Liu Z.-P., Li M., Aihara K. Detecting early-warning signals for sudden deterioration of complex diseases by dynamical network biomarkers. Sci. Rep. 2012, 2.
    • (2012) Sci. Rep. , pp. 2
    • Chen, L.1    Liu, R.2    Liu, Z.-P.3    Li, M.4    Aihara, K.5
  • 10
    • 84856535081 scopus 로고    scopus 로고
    • Mutual exclusivity analysis identifies oncogenic network modules
    • Ciriello G., Cerami E., Sander C., Schultz N. Mutual exclusivity analysis identifies oncogenic network modules. Genome Res. 2012, 22:398-406.
    • (2012) Genome Res. , vol.22 , pp. 398-406
    • Ciriello, G.1    Cerami, E.2    Sander, C.3    Schultz, N.4
  • 11
    • 46249128543 scopus 로고    scopus 로고
    • Identifying functional modules in protein-protein interaction networks: an integrated exact approach
    • Dittrich M.T., Klau G.W., Rosenwald A., Dandekar T., Müller T. Identifying functional modules in protein-protein interaction networks: an integrated exact approach. Bioinformatics 2008, 24:i223-i231.
    • (2008) Bioinformatics , vol.24 , pp. i223-i231
    • Dittrich, M.T.1    Klau, G.W.2    Rosenwald, A.3    Dandekar, T.4    Müller, T.5
  • 13
    • 33646884801 scopus 로고    scopus 로고
    • Reconstruction of a functional human gene network, with an application for prioritizing positional candidate genes
    • Franke L., Bakel H.v., Fokkens L., De Jong E.D., Egmont-Petersen M., Wijmenga C. Reconstruction of a functional human gene network, with an application for prioritizing positional candidate genes. Am. J. Hum. Genet. 2006, 78:1011-1025.
    • (2006) Am. J. Hum. Genet. , vol.78 , pp. 1011-1025
    • Franke, L.1    Bakel, H.2    Fokkens, L.3    De Jong, E.D.4    Egmont-Petersen, M.5    Wijmenga, C.6
  • 17
    • 77953808473 scopus 로고    scopus 로고
    • Next-generation genomics: an integrative approach
    • Hawkins R.D., Hon G.C., Ren B. Next-generation genomics: an integrative approach. Nat. Rev. Genet. 2010, 11:476-486.
    • (2010) Nat. Rev. Genet. , vol.11 , pp. 476-486
    • Hawkins, R.D.1    Hon, G.C.2    Ren, B.3
  • 18
    • 82455188358 scopus 로고    scopus 로고
    • Identification of dysfunctional modules and disease genes in congenital heart disease by a network-based approach
    • He D., Liu Z.-P., Chen L. Identification of dysfunctional modules and disease genes in congenital heart disease by a network-based approach. BMC Genomics 2011, 12:592.
    • (2011) BMC Genomics , vol.12 , pp. 592
    • He, D.1    Liu, Z.-P.2    Chen, L.3
  • 21
    • 80053451879 scopus 로고    scopus 로고
    • Inferring disease and gene set associations with rank coherence in networks
    • Hwang T., Zhang W., Xie M., Liu J., Kuang R. Inferring disease and gene set associations with rank coherence in networks. Bioinformatics 2011, 27:2692-2699. 10.1093/bioinformatics/btr463
    • (2011) Bioinformatics , vol.27 , pp. 2692-2699
    • Hwang, T.1    Zhang, W.2    Xie, M.3    Liu, J.4    Kuang, R.5
  • 22
    • 84879802605 scopus 로고    scopus 로고
    • Large-scale integrative network-based analysis identifies common pathways disrupted by copy number alterations across cancers
    • Hwang T.H., Atluri G., Kuang R., Kumar V., Starr T., Silverstein K.A., Haverty P.M., Zhang Z., Liu J. Large-scale integrative network-based analysis identifies common pathways disrupted by copy number alterations across cancers. BMC Genomics 2013, 14:440.
    • (2013) BMC Genomics , vol.14 , pp. 440
    • Hwang, T.H.1    Atluri, G.2    Kuang, R.3    Kumar, V.4    Starr, T.5    Silverstein, K.A.6    Haverty, P.M.7    Zhang, Z.8    Liu, J.9
  • 23
    • 41649119247 scopus 로고    scopus 로고
    • Protein networks in disease
    • Ideker T., Sharan R. Protein networks in disease. Genome Res. 2008, 18:644-652. 10.1101/gr.071852.107
    • (2008) Genome Res. , vol.18 , pp. 644-652
    • Ideker, T.1    Sharan, R.2
  • 24
    • 0034609791 scopus 로고    scopus 로고
    • The large-scale organization of metabolic networks
    • Jeong H., Tombor B., Albert R., Oltvai Z.N., Barabasi A.L. The large-scale organization of metabolic networks. Nature 2000, 407:651-654. 10.1038/35036627
    • (2000) Nature , vol.407 , pp. 651-654
    • Jeong, H.1    Tombor, B.2    Albert, R.3    Oltvai, Z.N.4    Barabasi, A.L.5
  • 25
    • 77956417789 scopus 로고    scopus 로고
    • Computational reconstruction of tissue-specific metabolic models: application to human liver metabolism
    • Jerby L., Shlomi T., Ruppin E. Computational reconstruction of tissue-specific metabolic models: application to human liver metabolism. Mol. Syst. Biol. 2010, 6:401. 10.1038/msb.2010.56
    • (2010) Mol. Syst. Biol. , vol.6 , pp. 401
    • Jerby, L.1    Shlomi, T.2    Ruppin, E.3
  • 26
    • 77955886691 scopus 로고    scopus 로고
    • Integration of pathway knowledge into a reweighted recursive feature elimination approach for risk stratification of cancer patients
    • Johannes M., Brase J.C., Fröhlich H., Gade S., Gehrmann M., Fälth M., Sültmann H., Beißbarth T. Integration of pathway knowledge into a reweighted recursive feature elimination approach for risk stratification of cancer patients. Bioinformatics 2010, 26:2136-2144.
    • (2010) Bioinformatics , vol.26 , pp. 2136-2144
    • Johannes, M.1    Brase, J.C.2    Fröhlich, H.3    Gade, S.4    Gehrmann, M.5    Fälth, M.6    Sültmann, H.7    Beißbarth, T.8
  • 27
    • 41549139527 scopus 로고    scopus 로고
    • Walking the interactome for prioritization of candidate disease genes
    • Köhler S., Bauer S., Horn D., Robinson P.N. Walking the interactome for prioritization of candidate disease genes. Am. J. Hum. Genet. 2008, 82:949-958.
    • (2008) Am. J. Hum. Genet. , vol.82 , pp. 949-958
    • Köhler, S.1    Bauer, S.2    Horn, D.3    Robinson, P.N.4
  • 28
    • 59649125020 scopus 로고    scopus 로고
    • A network-based method for predicting disease-causing genes
    • Karni S., Soreq H., Sharan R. A network-based method for predicting disease-causing genes. J. Comput. Biol. 2009, 16:181-189.
    • (2009) J. Comput. Biol. , vol.16 , pp. 181-189
    • Karni, S.1    Soreq, H.2    Sharan, R.3
  • 29
    • 79953645463 scopus 로고    scopus 로고
    • Identifying causal genes and dysregulated pathways in complex diseases
    • Kim Y.-A., Wuchty S., Przytycka T.M. Identifying causal genes and dysregulated pathways in complex diseases. PLoS Comput. Biol. 2011, 7:e1001095.
    • (2011) PLoS Comput. Biol. , vol.7 , pp. e1001095
    • Kim, Y.-A.1    Wuchty, S.2    Przytycka, T.M.3
  • 30
    • 57149092133 scopus 로고    scopus 로고
    • Inferring pathway activity toward precise disease classification
    • Lee E., Chuang H.-Y., Kim J.-W., Ideker T., Lee D. Inferring pathway activity toward precise disease classification. PLoS Comput. Biol. 2008, 4:e1000217.
    • (2008) PLoS Comput. Biol. , vol.4 , pp. e1000217
    • Lee, E.1    Chuang, H.-Y.2    Kim, J.-W.3    Ideker, T.4    Lee, D.5
  • 31
    • 84897859865 scopus 로고    scopus 로고
    • A survey on evolutionary algorithm based hybrid intelligence in bioinformatics
    • Li S, Zhao XM K.L. A survey on evolutionary algorithm based hybrid intelligence in bioinformatics. BioMed Res. Int 2014.
    • (2014) BioMed Res. Int
    • Li, S.1    Zhao XM, K.L.2
  • 32
    • 77952808324 scopus 로고    scopus 로고
    • Genome-wide inferring gene-phenotype relationship by walking on the heterogeneous network
    • Li Y., Patra J.C. Genome-wide inferring gene-phenotype relationship by walking on the heterogeneous network. Bioinformatics 2010, 26:1219-1224.
    • (2010) Bioinformatics , vol.26 , pp. 1219-1224
    • Li, Y.1    Patra, J.C.2
  • 34
    • 76249105279 scopus 로고    scopus 로고
    • Genome-wide prioritization of disease genes and identification of disease-disease associations from an integrated human functional linkage network
    • Linghu B., Snitkin E.S., Hu Z., Xia Y., DeLisi C. Genome-wide prioritization of disease genes and identification of disease-disease associations from an integrated human functional linkage network. Genome Biol. 2009, 10:R91.
    • (2009) Genome Biol. , vol.10 , pp. R91
    • Linghu, B.1    Snitkin, E.S.2    Hu, Z.3    Xia, Y.4    DeLisi, C.5
  • 35
    • 84861843896 scopus 로고    scopus 로고
    • Identifying dysregulated pathways in cancers from pathway interaction networks
    • Liu K.-Q., Liu Z.-P., Hao J.-K., Chen L., Zhao X.-M. Identifying dysregulated pathways in cancers from pathway interaction networks. BMC Bioinform. 2012, 13:126.
    • (2012) BMC Bioinform. , vol.13 , pp. 126
    • Liu, K.-Q.1    Liu, Z.-P.2    Hao, J.-K.3    Chen, L.4    Zhao, X.-M.5
  • 36
    • 84863128658 scopus 로고    scopus 로고
    • Identifying disease genes and module biomarkers by differential interactions
    • Liu X., Liu Z.-P., Zhao X.-M., Chen L. Identifying disease genes and module biomarkers by differential interactions. J. Am. Med. Inform. Assoc. 2012, 19:241-248.
    • (2012) J. Am. Med. Inform. Assoc. , vol.19 , pp. 241-248
    • Liu, X.1    Liu, Z.-P.2    Zhao, X.-M.3    Chen, L.4
  • 37
    • 8444251784 scopus 로고    scopus 로고
    • The Wnt signaling pathway in development and disease
    • Logan C.Y., Nusse R. The Wnt signaling pathway in development and disease. Annu. Rev. Cell. Dev. Biol. 2004, 20:781-810. 10.1146/annurev.cellbio.20.010403.113126
    • (2004) Annu. Rev. Cell. Dev. Biol. , vol.20 , pp. 781-810
    • Logan, C.Y.1    Nusse, R.2
  • 38
    • 68749118345 scopus 로고    scopus 로고
    • Defining network topologies that can achieve biochemical adaptation
    • Ma W., Trusina A., El-Samad H., Lim W.A., Tang C. Defining network topologies that can achieve biochemical adaptation. Cell 2009, 138:760-773. 10.1016/j.cell.2009.06.013
    • (2009) Cell , vol.138 , pp. 760-773
    • Ma, W.1    Trusina, A.2    El-Samad, H.3    Lim, W.A.4    Tang, C.5
  • 39
    • 84922097337 scopus 로고    scopus 로고
    • Integrative approaches for predicting protein function and prioritizing genes for complex phenotypes using protein interaction networks
    • Ma X., Chen T., Sun F. Integrative approaches for predicting protein function and prioritizing genes for complex phenotypes using protein interaction networks. Brief. Bioinform 2013.
    • (2013) Brief. Bioinform
    • Ma, X.1    Chen, T.2    Sun, F.3
  • 40
    • 58149178567 scopus 로고    scopus 로고
    • PIPs: human protein-protein interaction prediction database
    • McDowall M.D., Scott M.S., Barton G.J. PIPs: human protein-protein interaction prediction database. Nucleic Acids Res. 2009, 37:D651-D656. 10.1093/nar/gkn870
    • (2009) Nucleic Acids Res. , vol.37 , pp. D651-D656
    • McDowall, M.D.1    Scott, M.S.2    Barton, G.J.3
  • 41
    • 75149162532 scopus 로고    scopus 로고
    • Active learning for human protein-protein interaction prediction
    • Mohamed T.P., Carbonell J.G., Ganapathiraju M.K. Active learning for human protein-protein interaction prediction. BMC Bioinform. 2010, 11(Suppl. 1):S57. 10.1186/1471-2105-11-S1-S57
    • (2010) BMC Bioinform. , vol.11 , pp. S57
    • Mohamed, T.P.1    Carbonell, J.G.2    Ganapathiraju, M.K.3
  • 42
    • 84863987708 scopus 로고    scopus 로고
    • Computational tools for prioritizing candidate genes: boosting disease gene discovery
    • Moreau Y., Tranchevent L.-C. Computational tools for prioritizing candidate genes: boosting disease gene discovery. Nat. Rev. Genet 2012.
    • (2012) Nat. Rev. Genet
    • Moreau, Y.1    Tranchevent, L.-C.2
  • 43
    • 77951952127 scopus 로고    scopus 로고
    • The power of protein interaction networks for associating genes with diseases
    • Navlakha S., Kingsford C. The power of protein interaction networks for associating genes with diseases. Bioinformatics 2010, 26:1057-1063.
    • (2010) Bioinformatics , vol.26 , pp. 1057-1063
    • Navlakha, S.1    Kingsford, C.2
  • 44
    • 33747035889 scopus 로고    scopus 로고
    • Predicting disease genes using protein-protein interactions
    • Oti M., Snel B., Huynen M.A., Brunner H.G. Predicting disease genes using protein-protein interactions. J. Med. Genet. 2006, 43:691-698.
    • (2006) J. Med. Genet. , vol.43 , pp. 691-698
    • Oti, M.1    Snel, B.2    Huynen, M.A.3    Brunner, H.G.4
  • 46
    • 84884403849 scopus 로고    scopus 로고
    • Discovering causal pathways linking genomic events to transcriptional states using tied diffusion through interacting events (TieDIE)
    • Paull E.O., Carlin D.E., Niepel M., Sorger P.K., Haussler D., Stuart J.M. Discovering causal pathways linking genomic events to transcriptional states using tied diffusion through interacting events (TieDIE). Bioinformatics 2013, 29:2757-2764.
    • (2013) Bioinformatics , vol.29 , pp. 2757-2764
    • Paull, E.O.1    Carlin, D.E.2    Niepel, M.3    Sorger, P.K.4    Haussler, D.5    Stuart, J.M.6
  • 50
    • 84860478431 scopus 로고    scopus 로고
    • A critical evaluation of network and pathway-based classifiers for outcome prediction in breast cancer
    • Staiger C., Cadot S., Kooter R., Dittrich M., Müller T., Klau G.W., Wessels L.F. A critical evaluation of network and pathway-based classifiers for outcome prediction in breast cancer. PloS One 2012, 7:e34796.
    • (2012) PloS One , vol.7 , pp. e34796
    • Staiger, C.1    Cadot, S.2    Kooter, R.3    Dittrich, M.4    Müller, T.5    Klau, G.W.6    Wessels, L.F.7
  • 52
    • 84873918744 scopus 로고    scopus 로고
    • Prediction of S-glutathionylation sites based on protein sequences
    • Sun C., Shi Z.Z., Zhou X., Chen L., Zhao X.M. Prediction of S-glutathionylation sites based on protein sequences. PLoS One 2013, 8:e55512. 10.1371/journal.pone.0055512
    • (2013) PLoS One , vol.8 , pp. e55512
    • Sun, C.1    Shi, Z.Z.2    Zhou, X.3    Chen, L.4    Zhao, X.M.5
  • 55
    • 78149460182 scopus 로고    scopus 로고
    • DEGAS: de novo discovery of dysregulated pathways in human diseases
    • Ulitsky I., Krishnamurthy A., Karp R.M., Shamir R. DEGAS: de novo discovery of dysregulated pathways in human diseases. PLoS One 2010, 5:e13367.
    • (2010) PLoS One , vol.5 , pp. e13367
    • Ulitsky, I.1    Krishnamurthy, A.2    Karp, R.M.3    Shamir, R.4
  • 57
    • 76749134818 scopus 로고    scopus 로고
    • Associating genes and protein complexes with disease via network propagation
    • Vanunu O., Magger O., Ruppin E., Shlomi T., Sharan R. Associating genes and protein complexes with disease via network propagation. PLoS Comput. Biol. 2010, 6:e1000641.
    • (2010) PLoS Comput. Biol. , vol.6 , pp. e1000641
    • Vanunu, O.1    Magger, O.2    Ruppin, E.3    Shlomi, T.4    Sharan, R.5
  • 58
    • 77954195272 scopus 로고    scopus 로고
    • Inference of patient-specific pathway activities from multi-dimensional cancer genomics data using PARADIGM
    • Vaske C.J., Benz S.C., Sanborn J.Z., Earl D., Szeto C., Zhu J., Haussler D., Stuart J.M. Inference of patient-specific pathway activities from multi-dimensional cancer genomics data using PARADIGM. Bioinformatics 2010, 26:i237-i245.
    • (2010) Bioinformatics , vol.26 , pp. i237-i245
    • Vaske, C.J.1    Benz, S.C.2    Sanborn, J.Z.3    Earl, D.4    Szeto, C.5    Zhu, J.6    Haussler, D.7    Stuart, J.M.8
  • 59
    • 80054991882 scopus 로고    scopus 로고
    • Network-based methods for human disease gene prediction
    • Wang X., Gulbahce N., Yu H. Network-based methods for human disease gene prediction. Brief. Funct. Genomics 2011, 10:280-293.
    • (2011) Brief. Funct. Genomics , vol.10 , pp. 280-293
    • Wang, X.1    Gulbahce, N.2    Yu, H.3
  • 60
    • 84863104938 scopus 로고    scopus 로고
    • Revealing metabolite biomarkers for acupuncture treatment by linear programming based feature selection
    • Wang Y., Wu Q.-F., Chen C., Wu L.-Y., Yan X.-Z., Yu S.-G., Zhang X.-S., Liang F.-R. Revealing metabolite biomarkers for acupuncture treatment by linear programming based feature selection. BMC Syst. Biol. 2012, 6:S15.
    • (2012) BMC Syst. Biol. , vol.6 , pp. S15
    • Wang, Y.1    Wu, Q.-F.2    Chen, C.3    Wu, L.-Y.4    Yan, X.-Z.5    Yu, S.-G.6    Zhang, X.-S.7    Liang, F.-R.8
  • 61
    • 84969213492 scopus 로고    scopus 로고
    • Genome-wide association study of 14,000 cases of seven common diseases and 3000 shared controls
    • Wellcome Trust Case Control C. Genome-wide association study of 14,000 cases of seven common diseases and 3000 shared controls. Nature 2007, 447:661-678. 10.1038/nature05911
    • (2007) Nature , vol.447 , pp. 661-678
    • Wellcome Trust Case Control, C.1
  • 63
    • 84881109408 scopus 로고    scopus 로고
    • A network module-based method for identifying cancer prognostic signatures
    • Wu G., Stein L. A network module-based method for identifying cancer prognostic signatures. Genome Biol. 2012, 13:R112. 10.1186/gb-2012-13-12-r112
    • (2012) Genome Biol. , vol.13 , pp. R112
    • Wu, G.1    Stein, L.2
  • 64
    • 43249114206 scopus 로고    scopus 로고
    • Network-based global inference of human disease genes
    • Wu X., Jiang R., Zhang M.Q., Li S. Network-based global inference of human disease genes. Mol. Syst. Biol. 2008, 4.
    • (2008) Mol. Syst. Biol. , pp. 4
    • Wu, X.1    Jiang, R.2    Zhang, M.Q.3    Li, S.4
  • 66
    • 84897903348 scopus 로고    scopus 로고
    • Prediction and early diagnosis of complex diseases by edge-network
    • Yu X., Li G., Chen L. Prediction and early diagnosis of complex diseases by edge-network. Bioinformatics 2013, 30:852-859.
    • (2013) Bioinformatics , vol.30 , pp. 852-859
    • Yu, X.1    Li, G.2    Chen, L.3
  • 67
    • 84871752758 scopus 로고    scopus 로고
    • NARROMI: a noise and redundancy reduction technique improves accuracy of gene regulatory network inference
    • Zhang X., Liu K., Liu Z.P., Duval B., Richer J.M., Zhao X.M., Hao J.K., Chen L. NARROMI: a noise and redundancy reduction technique improves accuracy of gene regulatory network inference. Bioinformatics 2013, 29:106-113. 10.1093/bioinformatics/bts619
    • (2013) Bioinformatics , vol.29 , pp. 106-113
    • Zhang, X.1    Liu, K.2    Liu, Z.P.3    Duval, B.4    Richer, J.M.5    Zhao, X.M.6    Hao, J.K.7    Chen, L.8
  • 68
    • 77951237714 scopus 로고    scopus 로고
    • A discriminative approach for identifying domain-domain interactions from protein-protein interactions
    • Zhao X.M., Chen L., Aihara K. A discriminative approach for identifying domain-domain interactions from protein-protein interactions. Proteins 2010, 78:1243-1253. 10.1002/prot.22643
    • (2010) Proteins , vol.78 , pp. 1243-1253
    • Zhao, X.M.1    Chen, L.2    Aihara, K.3
  • 69
    • 44349093750 scopus 로고    scopus 로고
    • Uncovering signal transduction networks from high-throughput data by integer linear programming
    • Zhao X.M., Wang R.S., Chen L., Aihara K. Uncovering signal transduction networks from high-throughput data by integer linear programming. Nucleic Acids Res. 2008, 36:e48. 10.1093/nar/gkn145
    • (2008) Nucleic Acids Res. , vol.36 , pp. e48
    • Zhao, X.M.1    Wang, R.S.2    Chen, L.3    Aihara, K.4
  • 70
    • 70349972785 scopus 로고    scopus 로고
    • FPPI: fusarium graminearum protein-protein interaction database
    • Zhao X.M., Zhang X.W., Tang W.H., Chen L. FPPI: fusarium graminearum protein-protein interaction database. J. Proteome Res. 2009, 8:4714-4721. 10.1021/pr900415b
    • (2009) J. Proteome Res. , vol.8 , pp. 4714-4721
    • Zhao, X.M.1    Zhang, X.W.2    Tang, W.H.3    Chen, L.4


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