volume 14 issue 2 publication number e70026

Applications of large‐scale artificial intelligence models in bioinformatics

MINGJING LI 1
Qichen Shang 1
Ziyang Dong 1
Zhixuan You 1
Le Zhang 1
Ming Xiao 1
Publication typeJournal Article
Publication date2025-12-22
scimago Q3
wos Q4
SJR0.328
CiteScore2.0
Impact factor1.4
ISSN20954689, 20954697
Abstract

Large‐scale artificial intelligence (AI) models can mine potential patterns from massive amounts of data and provide more accurate analyses. This capability has enabled its gradual application in various areas of bioinformatics. However, few reviews have comprehensively summarized the applications of different types of large‐scale AI models in key areas of bioinformatics. Therefore, we first introduce the concept of large‐scale AI models and classify them into three types. Second, we summarize the key methods, applications, and resources of these three types of bioinformatics models. Finally, we discuss challenges and directions for future research. This review provides researchers with a comprehensive perspective to better understand the applications of large‐scale AI models in bioinformatics.

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LI M. et al. Applications of large‐scale artificial intelligence models in bioinformatics // Quantitative Biology. 2025. Vol. 14. No. 2. e70026
GOST all authors (up to 50) Copy
LI M., Shang Q., Dong Z., You Z., Zhang L., Xiao M. Applications of large‐scale artificial intelligence models in bioinformatics // Quantitative Biology. 2025. Vol. 14. No. 2. e70026
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TY - JOUR
DO - 10.1002/qub2.70026
UR - https://onlinelibrary.wiley.com/doi/10.1002/qub2.70026
TI - Applications of large‐scale artificial intelligence models in bioinformatics
T2 - Quantitative Biology
AU - LI, MINGJING
AU - Shang, Qichen
AU - Dong, Ziyang
AU - You, Zhixuan
AU - Zhang, Le
AU - Xiao, Ming
PY - 2025
DA - 2025/12/22
PB - Higher Education Press
IS - 2
VL - 14
SN - 2095-4689
SN - 2095-4697
ER -
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@article{2025_LI,
author = {MINGJING LI and Qichen Shang and Ziyang Dong and Zhixuan You and Le Zhang and Ming Xiao},
title = {Applications of large‐scale artificial intelligence models in bioinformatics},
journal = {Quantitative Biology},
year = {2025},
volume = {14},
publisher = {Higher Education Press},
month = {dec},
url = {https://onlinelibrary.wiley.com/doi/10.1002/qub2.70026},
number = {2},
pages = {e70026},
doi = {10.1002/qub2.70026}
}