Dissertations - M Tech (CS)

Permanent URI for this collectionhttp://164.52.219.250:4000/handle/10263/2147

These Dissertations were submitted in partial fulfilment of the requirements for the award of M TECH (Computer Science) Degree of Indian Statistical Institute

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    Identifying Drug Resistant miRNAs In Cancer
    (Indian Statistical Institute, Kolkata, 2023-06) Dutta, Akash
    MicroRNAs (miRNAs) refer to tiny RNA molecules that have a crucial part in regulat- ing drug sensitivity and resistance in cancer. Identifying these miRNAs can significantly enhance the effectiveness of cancer treatment. In this study, a computational method is developed to identify drug resistant miRNAs. Additionally, a comprehensive review of studies focused on identifying those miRNAs is presented. The developed method intro- duces a scoring system based on expressions of miRNAs in control and resistant groups and involves integration of absolute distance, fold change, and Pearson correlation coeffi- cient in a weighted framework to reduce the average ranking of miRNAs. In the process, the power of the fold change is also varied. Arranging the miRNAs in a descending order based on the score helps in selecting the top ranked miRNAs which helps in classification of the patients. This score offers an effective strategy for identifying miRNAs linked to drug resistance in cancer. Its application may provide valuable insights into potential therapeutic targets, thereby improving the outcomes of cancer treatment.
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    Prediction of small RNA and its targets in bacteria
    (Indian Statistical Institute, Kolkata, 2011) Laxman A
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    miRNA target prediction in humans
    (Indian Statistical Institute, Kolkata, 2014) Yadav, Amit