R&D Center

  • R&D Center

  • miRNA analysis technology using machine learning

What is Exosome?

It is a type of endoplasmic reticulum that is produced in cells and released to the outside to deliver substances for intercellular information exchange under various biological conditions.
Exosome's components vary depending on the cell type and the cell and surrounding environment, and its basic composition consists of lipids, proteins, and nucleic acids (DNA, RNA), which are related to the signaling function between cells.
Exosome-mediated commercialization is linked to exosomal RNA, which can also be utilized to identify cancer or cardiovascular, kidney and respiratory diseases, as well as inflammation.

Artificial intelligence technology is being used in various fields, but it is also being applied to exosome-based disease diagnosis.
Artificial intelligence technology can be used to discover and quantify exosomal RNA, analyze exosomal RNA data, and diagnose exosomal RNA-based diseases, and play an important role in disease diagnosis, biomarker discovery, and understanding biological processes.

Exosome_img

  • CALTH will provide the following services using miRNA analysis using machine learning.

  • · Analyzing Exosomal RNA Expression Profile Data to Identify Its Association with Disease and Discover New Diagnostic Candidates

  • · Machine learning models to distinguish disease and its subtypes

  • · Present customized care considering the individual characteristics of the patient

  • · Improve diagnostic accuracy of disease diagnosis

  • · Predicting prognosis and monitoring patients

Service progress chart

  • Identifying miRNA
    patterns by subtype

    miRNA Database

  • Filtered Data

    Filtering data showing low expression in all samples

  • miRNA pattern
    Learning

    Learn machine learning (deep learning) by analyzing patterns of filtered data

  • Subtype identification of patient samples

    Machine Learning Analysis After miRNA NGS

Technical Advantage

· The application of liquid biopsy enables early examination through a blood test

· When diagnosing stroke, simple diagnosis is made by blood tests without expensive imaging equipment

· Reduce time for disease diagnosis and subtype testing

· Disease monitoring and prognosis diagnosis