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Unveiling anti-atherosclerotic targets of Perilla frutescens through a multi-scale computational framework integrating network pharmacology, single-cell analysis, machine learning, and molecular dynamics

Crossref DOI link: https://doi.org/10.1186/s40643-026-01087-4

Published Online: 2026-06-13

Update policy: https://doi.org/10.1007/springer_crossmark_policy

Authors

Yang, Chenchen

Xing, Jianrong

Wang, Mengzhu

Zhou, Wanyi

Yang, Ying

Tao, Wenyang https://orcid.org/0000-0001-7762-8929
Funding

Funding for this research was provided by:

Science & Technology Innovation Program of Yongjiang 2035 (2024Z281)
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Text and Data Mining valid from 2026-06-13

Version of Record valid from 2026-06-13
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Article History

Received: 31 March 2026

Revised: 19 May 2026

Accepted: 27 May 2026

First Online: 13 June 2026

Declarations

:

: The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

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