The Computational Revolution in Natural Product Research: A Data-Driven Roadmap for Next-Generation Drug Development

lead optimization and the discovery of cryptic metabolites from previously inaccessible microbial taxa. While challenges in data standardization and scalability persist, the synergy between big data and NP research is accelerating clinical translation. Despite persistent challenges in data standardization, scalability, and equitable benefit-sharing, the convergence of big data and NP research is poised to redefine drug development. These advances position computational NP research as a cornerstone of next-generation drug development.

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Publication Details

Journal
Biology
Published
2026-04-17
DOI
https://doi.org/10.3390/biology15080632
Primary Topic
Microbial Natural Products and Biosynthesis
Type
article
Field-Weighted Citation Impact
0.00

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article

The Computational Revolution in Natural Product Research: A Data-Driven Roadmap for Next-Generation Drug Development

Mia Yang Ang, Siew Woh Choo
Biology
Microbial Natural Products and Biosynthesis
article

The Computational Revolution in Natural Product Research: A Data-Driven Roadmap for Next-Generation Drug Development

Mia Yang Ang, Siew Woh Choo
article en

Abstract

lead optimization and the discovery of cryptic metabolites from previously inaccessible microbial taxa. While challenges in data standardization and scalability persist, the synergy between big data and NP research is accelerating clinical translation. Despite persistent challenges in data standardization, scalability, and equitable benefit-sharing, the convergence of big data and NP research is poised to redefine drug development. These advances position computational NP research as a cornerstone of next-generation drug development.

BiologyVol. 15(8)
Wenzhou-Kean University (CN), Kean University (US), Sunway University (MY)
Sunway University
Openalex Percentile: Top 20%
Microbial Natural Products and Biosynthesis
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