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Updated: Jun 5, 2025

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In Vivo Functional Study of Disease-associated Rare Human Variants Using Drosophila
Published on: August 20, 2019
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Rare disease genomics and precision medicine
Juhyeon Hong1, Dajun Lee1, Ayoung Hwang1
1Department of Biomedical Sciences, Korea University College of Medicine, Seoul, 02841, Republic of Korea.
Genomics & Informatics
|December 4, 2024
Summary
Genomic technologies and big data analytics are transforming rare disease research and diagnosis. This review highlights advancements in AI, machine learning, and precision medicine, alongside data sharing challenges.
Area of Science:
- Genomics and Bioinformatics
- Medical Genetics
- Computational Biology
Background:
- Rare diseases collectively impact millions globally, presenting diagnostic and research challenges.
- Genomic technologies and big data analytics have emerged as powerful tools for understanding these conditions.
Purpose of the Study:
- To review the pivotal role of genomics in advancing rare disease research.
- To explore the integration of artificial intelligence (AI) and machine learning (ML) in analyzing complex genomic data.
- To discuss the implications for precision medicine and therapeutic development.
Main Methods:
- Literature review of genomic studies, consortium initiatives, and data analysis techniques in rare diseases.
- Analysis of AI/ML applications in genomic data interpretation.
- Examination of challenges and best practices in data sharing and privacy.
Main Results:
- Genomics has significantly improved rare disease diagnosis and research.
- Large-scale data analysis, AI, and ML are accelerating discoveries.
- Precision medicine approaches are showing therapeutic promise.
Conclusions:
- Genomic advancements are revolutionizing rare disease understanding and treatment.
- Collaborative efforts and secure data practices are crucial for overcoming research hurdles.
- Continued integration of AI/ML and data sharing will drive future progress.
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