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A Psychophysics Paradigm for the Collection and Analysis of Similarity Judgments
Published on: March 1, 2022
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Mechanism-based disease similarity.
1National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, Maryland, USA.
Journal of Rare Diseases Research & Treatment
|March 12, 2019
Summary
Researchers are developing new ways to measure how similar diseases are based on their molecular mechanisms. This helps find treatments for rare diseases by linking them to well-understood conditions.
Area of Science:
- Biomedical Informatics
- Computational Biology
- Genomics
Background:
- Several methods have been developed to compute mechanism-based disease-disease similarity scores.
- These methods associate biomolecules (genes, proteins, chemicals) with diseases and measure set similarity.
Purpose of the Study:
- To review recently developed methods for computing mechanism-based disease-disease similarities.
- To highlight the practical importance of these methods for treatment discovery.
Main Methods:
- Association of biomolecules with diseases.
- Definition of similarity measures between disease-associated biomolecule sets.
Main Results:
- Discusses various approaches for calculating disease similarity based on molecular mechanisms.
- Highlights the potential for identifying shared causes and treatments.
Conclusions:
- Mechanism-based disease similarity is crucial for inferring treatments for rare or poorly understood diseases.
- High similarity scores can guide therapeutic strategies by linking to known disease treatments.
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