Insilico Medicine's AI-designed drug candidate INS018_055
governmentAuthor
Credibility Rating
High quality. Established institution or organization with editorial oversight and accountability.
Rating inherited from publication venue: PubMed Central
A systematic review examining AI applications in drug discovery and development (2015-2025), demonstrating how machine learning and molecular modeling accelerate pharmaceutical development timelines and outcomes.
Paper Details
Metadata
Summary
This systematic review examines how artificial intelligence is transforming drug discovery and development across various stages, from hit identification to lead optimization. The study analyzes research published between 2015-2025 and categorizes AI applications by methodology, clinical phase, and therapeutic area. The review demonstrates that AI—particularly machine learning (40.9%) and molecular modeling/simulation (20.7%)—significantly accelerates drug discovery timelines and improves clinical outcomes. The findings highlight AI's growing role in enhancing the speed and precision of identifying drug candidates and optimizing their efficacy across multiple therapeutic domains.
Cited by 1 page
| Page | Type | Quality |
|---|---|---|
| Scientific Research Capabilities | Capability | 68.0 |
Cached Content Preview
[Skip to main content](https://pmc.ncbi.nlm.nih.gov/articles/PMC12298131/#main-content)

**Official websites use .gov**
A
**.gov** website belongs to an official
government organization in the United States.

**Secure .gov websites use HTTPS**
A **lock** (
Lock
Locked padlock icon
) or **https://** means you've safely
connected to the .gov website. Share sensitive
information only on official, secure websites.
[Home](https://pmc.ncbi.nlm.nih.gov/ "Home")

Search PMC Full-Text Archive
Search in PMC
- [Journal List](https://pmc.ncbi.nlm.nih.gov/journals/)
- [User Guide](https://pmc.ncbi.nlm.nih.gov/about/userguide/)
- 
- [](https://doi.org/10.3390/ph18070981) View on publisher site
- [](https://pmc.ncbi.nlm.nih.gov/articles/PMC12298131/pdf/pharmaceuticals-18-00981.pdf) Download PDF
- Add to Collections
- Cite
- Permalink
## PERMALINK
Copy

As a library, NLM provides access to scientific literature. Inclusion in an NLM database does not imply endorsement of, or agreement with,
the contents by NLM or the National Institutes of Health.
Learn more:
... (truncated, 98 KB total)7df0f96fbb215c0a | Stable ID: NmQ2NWI4Mz