Identification of gene regulatory pathways: A regularization method

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Abstract

Network based pathways are emerging as an important paradigm for analysis of biological systems. In the present article, we introduce a new method for identifying a set of extreme regulatory pathways by using structural equations as a tool for modeling genetic networks. The method, first of all, generates data on reaction flows in a pathway. A set of constraints is formulated incorporating weighting coefficients. The effectiveness of the present method is demonstrated on two genetic networks existing in the literature. A comparative study with the existing extreme pathway analysis also forms a part of this investigation. © Springer-Verlag Berlin Heidelberg 2007.

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Das, M., De, R. K., & Mukhopadhyay, S. (2007). Identification of gene regulatory pathways: A regularization method. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (Vol. 4815 LNCS, pp. 425–432). Springer Verlag. https://doi.org/10.1007/978-3-540-77046-6_52

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