Author Type

Graduate Student

Date of Award

Spring 4-17-2026

Document Type

Thesis

Publication Status

Version of Record

Submission Date

May 2026

Department

Mathematics and Statistics

College Granting Degree

Charles E. Schmidt College of Science

Department Granting Degree

Mathematics and Statistics

Degree Name

Master of Science (MS)

Thesis/Dissertation Advisor [Chair]

Parker B. Edwards

Abstract

Actin is a family of proteins that help create the structure of the cytoskeleton, which gives shape to the cell. In many chemotherapy treatments, researchers target actin because it controls the cell division process. Therefore, if they are able to understand the actin fibers, that may help in formulating methods to stop or slow down cancer cells from reproducing. Another important protein is PAK6, which regulates actin. In our research, a collaborative effort with Prof. Michael Lu’s lab at Florida Atlantic University, we use machine learning techniques to analyze cells which had their PAK6 protein knocked out, and compare them to normal cells. Our aim is to observe if the knock-out process leads to any organizational and morphological changes in the cell, which ultimately may help with drug discovery in the future.

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