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Samanta MP and Liang S  (2003) Predicting protein functions from redundancies in large-scale protein interaction networks. Proc Natl Acad Sci U S A 100(22):12579-83

Abstract: Interpreting data from large-scale protein interaction experiments has been a challenging task because of the widespread presence of random false positives. Here, we present a network-based statistical algorithm that overcomes this difficulty and allows us to derive functions of unannotated proteins from large-scale interaction data. Our algorithm uses the insight that if two proteins share significantly larger number of common interaction partners than random, they have close functional associations. Analysis of publicly available data from Saccharomyces cerevisiae reveals >2,800 reliable functional associations, 29% of which involve at least one unannotated protein. By further analyzing these associations, we derive tentative functions for 81 unannotated proteins with high certainty. Our method is not overly sensitive to the false positives present in the data. Even after adding 50% randomly generated interactions to the measured data set, we are able to recover almost all (approximately 89%) of the original associations.

Status: Published Type: Journal Article PubMed ID: 14566057

Topics addressed in this paper

Number of different genes curated to this paper: 81

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Topics Topics not linked to Genes Genes linked to topics (#1 - 10 )
ACF4 APP1 ARX1 BRE1 BRX1 BSP1 BZZ1 CWC2 CWC22 CYM1
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EDC3 EHD3 ELG1 EMG1 ENP1 FPR1 GID7 GMH1 GTT3 GYL1
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HCR1 HOS4 HRT3 HSH155 HUA1 HUA2 IMD3 IPI3 IST1 ITC1
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Topics Genes linked to topics (#31 - 40 )
LSB3 LSG1 LSP1 MAG2 MBB1 MDN1 MMS4 MOH1 MPE1 MRPS18
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MUK1 NAB6 NAS6 NHP10 NNF2 NOC2 NOC4 NOP14 NOP6 PET10
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Topics Genes linked to topics (#51 - 60 )
PIL1 PNO1 PTI1 RBD2 RFX1 RIO2 RIX1 RPN13 RPN14 RSM23
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Topics Genes linked to topics (#61 - 70 )
RSM27 RTS3 RXT3 SDC1 SNA3 SNO4 SOR2 UTP10 UTP18 UTP20
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Topics Genes linked to topics (#71 - 80 )
UTP21 UTP22 UTP30 UTP7 UTP8 VPS73 YIP4 YIP5 YJU2 YPT35
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Topics Genes linked to topics (#81 )
YRA2
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