A tool to utilize adverse effect profiles to identify brain-active medications for repurposing
Thomas H McCoy1, Roy H Perlis2
1Center for Experimental Drugs and Diagnostics, Massachusetts General Hospital Department of Psychiatry and Harvard Medical School, Boston, MA (Drs McCoy and Perlis).
Adverse effect profiles can help identify drugs that cross the blood-brain barrier for central nervous system (CNS) applications. This method aids in prioritizing drug repurposing for faster clinical translation.
Area of Science:
- Pharmacology
- Drug Discovery
- Computational Chemistry
Background:
- Drug repurposing accelerates the development of new treatments by leveraging existing FDA-approved medications.
- Investigating adverse effect profiles may predict a drug's ability to penetrate the central nervous system (CNS).
Purpose of the Study:
- To evaluate the utility of adverse effect profiles in predicting CNS penetrance of drugs.
- To enhance the prioritization of drug candidates for CNS indications.
Main Methods:
- Analyzed pre- and post-marketing adverse effect data for FDA-approved drugs.
- Developed algorithms using drug similarity profiles and logistic regression to predict CNS activity.
- Compared prediction performance with and without adverse effect similarity data.
Main Results:
- Models incorporating adverse effect similarity data showed improved discrimination between brain-penetrant and non-penetrant drugs.
- A visualization tool was created to assess medication similarity to CNS-active drug panels.
Conclusions:
- Adverse effect profiles offer a valuable in silico method for prioritizing drug candidates for CNS indications.
- This approach, combined with chemical screening, can expedite the repurposing of potential CNS-active drugs.
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