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UR-Linked

A searchable database, UR-Linked allows aspiring undergraduate researchers, scholars, and artists to connect with faculty mentors across campus. UR-Linked includes faculty profiles as well as more specific information about their research projects and artistic endeavors.


*Examples: Vietnam War, Women Composers, Astronomy, Labor Policy, Urban Education, Earthquakes, Magical Realism, Cyber-Security, Entrepreneurship

Decoding Bio-Spectroscopy with Artificial Intelligence for Early Cancer Detection

    PROF, ASOC - Rong Wang

    Contact Detail
    Rong (Rose) Wang
    wangrong@umkc.edu
    8162352176


    Description

    FTIR spectroscopy is an emerging biochemical analytical technique that provides quantitative information of proteins, nucleic acids, lipids, and carbohydrates in the form of characteristic spectrum, called “biomolecular fingerprinting”. It is sensitive enough to probe subtle molecular changes in DNA bases, protein secondary structures and phospholipid peroxidation. FTIR spectroscopy has been shown to detect early cellular changes associated with malignant transformation long before the emergence of morphological abnormalities, supporting its potential in early cancer detection. With a microscope coupled to an FTIR spectrometer, FTIR imaging allows for precise and spatially resolved biochemical analysis of a sample, with each pixel containing a full FTIR spectrum. Using FTIR imaging aided by machine learning (ML), we successfully trained preliminary classifiers achieving up to 100% accuracy in discriminating oral cancer from benign oral tissues based on their epithelial spectra. Our results also demonstrated, for the first time, the potential of FTIR imaging in risk stratification of precancerous oral lesions. Inspired by our early findings, we are developing an FTIR imaging-based and machine learning-empowered system for early detection of oral cancer.


    Location
    School of Dentistry


    Project-related Tags
    infrared spectroscopy  machine learning  oral cancer  


    Last Updated
    Aug 19, 2024


Now that UR-Linked has helped you to identify a faculty project that interests you and for which you might be qualified, be sure to review the essential steps in contacting a potential faculty mentor.

The Director of Undergraduate Research, Dr. Jane Greer., can provide you with further guidance about finding and connecting with faculty mentors at UMKC.

Once you have reviewed the essential steps to prepare for connecting with a potential faculty mentor, you can use the "Contact Details" for this project to connect with the faculty member and to begin a conversation about how you might get involved.