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Exploring the role of lipid metabolism related genes and immune microenvironment in periodontitis by integrating machine learning and bioinformatics analysis

Crossref DOI link: https://doi.org/10.1038/s41598-025-15330-z

Published Online: 2025-08-16

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

Authors

Wei, Lulu

Chen, Miaomiao

Shi, Xin

Wang, Yibing

Yang, Shengwei
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Text and Data Mining valid from 2025-08-16

Version of Record valid from 2025-08-16
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Article History

Received: 21 May 2024

Accepted: 7 August 2025

First Online: 16 August 2025

Declarations

:

: The authors declare no competing interests.

: The research was approved by the Ethics Committee of Northwest University First Hospital (Approval No.: 2024KY-04). All participants provided written informed consent.

: Not applicable.

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