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Predictive and personalized approaches for idiopathic pulmonary fibrosis: a Wnt-related gene set scoring framework integrating single-cell sequencing, spatial transcriptomics, and machine learning for diagnosis and prognosis

Crossref DOI link: https://doi.org/10.1007/s10142-025-01571-8

Published Online: 2025-03-13

Published Print: 2025-12

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

Authors

Ji, Qijian

Jiang, Lei

Gao, Fei

Hou, Jiwei
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Text and Data Mining valid from 2025-03-13

Version of Record valid from 2025-03-13
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Article History

Received: 4 December 2024

Revised: 26 February 2025

Accepted: 1 March 2025

First Online: 13 March 2025

Declarations

:

: All procedures involving patient samples were approved by the Ethics Committee of Jinling Hospital (#2023DZGZR-031), and written informed consent was obtained from all participants prior to their inclusion in the study.

: All authors have given their consent to the publication.

: The authors declare no competing interests.

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