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Life Sciences

Clemson University

All Dissertations

2017

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Development Of New Bioinformatic Approaches For Human Genetic Studies, Jose Andres Guevara Coto Dec 2017

Development Of New Bioinformatic Approaches For Human Genetic Studies, Jose Andres Guevara Coto

All Dissertations

The development of bioinformatics methods for human genetic studies utilizes the vast amount of data to generate new valuable information. Machine learning and statistical coupling analysis can be used in the study of human diseases. These diseases include intellectual disabilities (ID), prevalent in 1-3% of the population and caused primarily by genetics. Although many cases of ID are caused by mutations in protein-coding genes, the possible involvement of long non-coding RNAs (lncRNAs) in ID due to their role in gene expression regulation, has been explored. In this study, we used machine learning to develop a new expression-based model trained using …