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Integrated single-cell and bulk transcriptomic profiling reveals cancer-associated fibroblast heterogeneity in glioblastoma and establishes a clinically actionable prognostic model and preliminary experimental validation

Crossref DOI link: https://doi.org/10.1186/s41065-025-00548-8

Published Online: 2025-08-26

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

Authors

Zhang, Wenhua

Li, Yaxiong

Li, Conghui

Huang, Qiang
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Text and Data Mining valid from 2025-08-26

Version of Record valid from 2025-08-26
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Article History

Received: 24 June 2025

Accepted: 20 August 2025

First Online: 26 August 2025

Declarations

:

: GEO, CGGA, and TCGA datasets are accessible to the general public. The local ethics committee did not need to approve this work because it adhered to the GEO Data Access Policy and Publication Guidelines.

: The authors declare no competing interests.

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