Increasing confidence of protein-protein interactomes.
نویسندگان
چکیده
High-throughput experimental methods, such as yeast-two-hybrid and phage display, have fairly high levels of false positives (and false negatives). Thus the list of protein-protein interactions detected by such experiments would need additional wet laboratory validation. It would be useful if the list could be prioritized in some way. Advances in computational techniques for assessing the reliability of protein-protein interactions detected by such high-throughput methods are reviewed in this paper, with a focus on techniques that rely only on topological information of the protein interaction network derived from such high-throughput experiments. In particular, we discuss indices that are abstract mathematical characterizations of networks of reliable protein-protein interactions--e.g., "interaction generality" (IG), "interaction reliability by alternative pathways" (IRAP), and "functional similarity weighting" (FSWeight). We also present indices that are based on explicit motifs associated with true-positive protein interactions--e.g., "new interaction generality" (IG2) and "meso-scale motifs" (NeMoFinder).
منابع مشابه
Increasing confidence of protein interactomes using network topological metrics Supplementary Materials APPENDIX A ALTERNATIVE PATHS IN PROTEIN-PROTEIN INTERACTIONS
First, we analyzed protein-protein interaction (PPI) datasets from three different species (Saccharomyces cerevisiae, Drosophila melanogaster, and Caenorhabditis elegans) to investigate the extent to which alternative paths are present in PPI datasets. We focus here only on interactomes that are derived by the popular high-throughput assays such as Y2H. Then, we provide some actual examples in ...
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MOTIVATION Experimental limitations in high-throughput protein-protein interaction detection methods have resulted in low quality interaction datasets that contained sizable fractions of false positives and false negatives. Small-scale, focused experiments are then needed to complement the high-throughput methods to extract true protein interactions. However, the naturally vast interactomes wou...
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ورودعنوان ژورنال:
- Genome informatics. International Conference on Genome Informatics
دوره 17 2 شماره
صفحات -
تاریخ انتشار 2006