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Full-Text Articles in Biochemistry

Machine Learning Applications For Drug Repurposing, Hansaim Lim Sep 2020

Machine Learning Applications For Drug Repurposing, Hansaim Lim

Dissertations, Theses, and Capstone Projects

The cost of bringing a drug to market is astounding and the failure rate is intimidating. Drug discovery has been of limited success under the conventional reductionist model of one-drug-one-gene-one-disease paradigm, where a single disease-associated gene is identified and a molecular binder to the specific target is subsequently designed. Under the simplistic paradigm of drug discovery, a drug molecule is assumed to interact only with the intended on-target. However, small molecular drugs often interact with multiple targets, and those off-target interactions are not considered under the conventional paradigm. As a result, drug-induced side effects and adverse reactions are often neglected …


Development Of Ligand Guided Selection (Ligs) To Identify Specific Dna Aptamers Against Cell Surface Proteins, Hasan Ekrem Zumrut Jun 2020

Development Of Ligand Guided Selection (Ligs) To Identify Specific Dna Aptamers Against Cell Surface Proteins, Hasan Ekrem Zumrut

Dissertations, Theses, and Capstone Projects

Oligonucleotide aptamers (nucleic acid-based affinity reagents) are an emerging class of synthetic molecules that display high affinity and specificity towards their targets. Aptamer molecules for a target of interest are obtained using a combinatorial chemistry-based method termed systematic evolution of ligands by exponential enrichment (SELEX). SELEX is an in vitro selection process in which a random oligonucleotide library is subjected to repeated cycles of target incubation, separation, and amplification until target-specific evolved sequences become prevalent in the library. Typically, SELEX is used against target molecules such as small molecules and proteins, in their purified state. However, aptamers selected against purified …