Peptide Therapeutics: AI-Driven Design and Structural Bioengineering

Peptide-based therapeutics are an expanding class of biopharmaceuticals that bridge the gap between small molecules and protein drugs.Their key advantageshigh specificity, favorable safety, and tunable physicochemical properties-make them promising candidates for diverse indications, including oncology, infectious diseases, and autoimmune conditions.Recent progress in AI-driven design, structural biology, and high-throughput screening has accelerated the development of peptides with enhanced stability, bioavailability, and tissue penetration.Computational tools now enable de novo discovery with precise epitope mapping, optimized binding affinities, and predictive pharmacokinetic modeling.In parallel, engineering strategies such as stapled peptides, macrocyclic scaffolds, and motif grafting into stable pre-designed peptide scaffolds have significantly improved structural stability and resistance to proteolysis.Clinically, next-generation peptide therapeutics are advancing rapidly, with several agents gaining approval and many others showing strong potential in late-stage trials.These developments mark a significant shift in modern medicine, placing peptide-based therapies at the forefront of precision and next-generation treatments.

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Publication Details

Journal
KOBRA Reports
Published
2025-11-10
DOI
https://doi.org/10.64066/kobrareports.25.0025
Citations
1
Primary Topic
Antimicrobial Peptides and Activities
Type
article
Field-Weighted Citation Impact
1.18

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article

Peptide Therapeutics: AI-Driven Design and Structural Bioengineering

Hyun Woo Goo, Masaud Shah
1 citations
KOBRA Reports
Antimicrobial Peptides and Activities
1.18
article

Peptide Therapeutics: AI-Driven Design and Structural Bioengineering

Hyun Woo Goo, Masaud Shah
article en
1 citations

Abstract

Peptide-based therapeutics are an expanding class of biopharmaceuticals that bridge the gap between small molecules and protein drugs.Their key advantageshigh specificity, favorable safety, and tunable physicochemical properties-make them promising candidates for diverse indications, including oncology, infectious diseases, and autoimmune conditions.Recent progress in AI-driven design, structural biology, and high-throughput screening has accelerated the development of peptides with enhanced stability, bioavailability, and tissue penetration.Computational tools now enable de novo discovery with precise epitope mapping, optimized binding affinities, and predictive pharmacokinetic modeling.In parallel, engineering strategies such as stapled peptides, macrocyclic scaffolds, and motif grafting into stable pre-designed peptide scaffolds have significantly improved structural stability and resistance to proteolysis.Clinically, next-generation peptide therapeutics are advancing rapidly, with several agents gaining approval and many others showing strong potential in late-stage trials.These developments mark a significant shift in modern medicine, placing peptide-based therapies at the forefront of precision and next-generation treatments.

KOBRA ReportsVol. 1
Ajou University (KR)
National Research Foundation, Korea Health Industry Development Institute, National Research Foundation of Korea, Ministry of Science and ICT, South Korea
Openalex Percentile: Top 16%
Antimicrobial Peptides and Activities
1.18
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Peptide Therapeutics: AI-Driven Design and Structural Bioengineering — Hyun Woo Goo, Masaud Shah · KOBRA Reports (2025) | TGRS Research Map | TGRS