Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: ,  describe an approach for identifying ‘pathways’ from gene expression and protein interaction data. Our approach is based on the assumption that many pathways exhibit two properties: their genes exhibit a similar gene expression profile, and the protein products of the genes often interact. Our approach is based on a unified probabilistic model, which is learned from the data using the EM algorithm.  present results on two Saccharomyces cerevisiae gene expression data sets, combined with a binary protein interaction data set. Our results show that our approach is much more successful than other approaches at discovering both coherent functional groups and entire protein complexes.
['Eran Segal', 'Haidong Wang', 'Daphne Koller']
I am writing a research paper on a idea Discovering molecular pathways from protein interaction and gene expression data.
[{"from": "human", "value": "I am writing a research paper on a idea Discovering molecular pathways from protein interaction and gene expression data."}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: ,  describe an approach for identifying \u2018pathways\u2019 from gene expression and protein interaction data. Our approach is based on the assumption that many pathways exhibit two properties: their genes exhibit a similar gene expression profile, and the protein products of the genes often interact. Our approach is based on a unified probabilistic model, which is learned from the data using the EM algorithm.  present results on two Saccharomyces cerevisiae gene expression data sets, combined with a binary protein interaction data set. Our results show that our approach is much more successful than other approaches at discovering both coherent functional groups and entire protein complexes."}]