An AI Agent for Fully Automated Multi‐Omic Analyses
Abstract: With the fast‐growing and evolving omics data, the demand for streamlined and adaptable tools to handle bioinformatics analysis continues to grow. In response to this need, Automated Bioinformatics Analysis (AutoBA) is introduced, an autonomous AI agent designed explicitly for fully automated multi‐omic analyses based on large language models (LLMs). AutoBA simplifies the analytical process by requiring minimal user input while delivering detailed step‐by‐step plans for various bioinformatics tasks. AutoBA's unique capacity to self‐design analysis processes based on input data variations further underscores its versatility. Compared with online bioinformatic services, AutoBA offers multiple LLM backends, with options for both online and local usage, prioritizing data security and user privacy. In comparison to ChatGPT and open‐source LLMs, an automated code repair (ACR) mechanism in AutoBA is designed to improve its stability in automated end‐to‐end bioinformatics analysis tasks. Moreover, different from the predefined pipeline, AutoBA has adaptability in sync with emerging bioinformatics tools. Overall, AutoBA represents an advanced and convenient tool, offering robustness and adaptability for conventional multi‐omic analyses.
- Standort
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Deutsche Nationalbibliothek Frankfurt am Main
- Umfang
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Online-Ressource
- Sprache
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Englisch
- Erschienen in
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An AI Agent for Fully Automated Multi‐Omic Analyses ; day:03 ; month:10 ; year:2024 ; extent:15
Advanced science ; (03.10.2024) (gesamt 15)
- Urheber
-
Zhou, Juexiao
Zhang, Bin
Li, Guowei
Chen, Xiuying
Li, Haoyang
Xu, Xiaopeng
Chen, Siyuan
He, Wenjia
Xu, Chencheng
Liu, Liwei
Gao, Xin
- DOI
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10.1002/advs.202407094
- URN
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urn:nbn:de:101:1-2410041409378.695299367692
- Rechteinformation
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Open Access; Der Zugriff auf das Objekt ist unbeschränkt möglich.
- Letzte Aktualisierung
- 15.08.2025, 07:25 MESZ
Datenpartner
Deutsche Nationalbibliothek. Bei Fragen zum Objekt wenden Sie sich bitte an den Datenpartner.
Beteiligte
- Zhou, Juexiao
- Zhang, Bin
- Li, Guowei
- Chen, Xiuying
- Li, Haoyang
- Xu, Xiaopeng
- Chen, Siyuan
- He, Wenjia
- Xu, Chencheng
- Liu, Liwei
- Gao, Xin
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