Construction of an artificial neural network diagnostic model and investigation of immune cell infiltration characteristics for idiopathic pulmonary fibrosis

LRRC17, COMP, ASPN, CRTAC1, POSTN, COL3A1, PEBP4, IL13RA2, and CA4 were determined as key feature genes for IPF. The nine feature genes in the ANN model will be extremely important for diagnosing IPF. It may be possible to use differentiated immune cells from IPF samples in comparison to normal samples as targets for immunotherapy in patients with IPF.

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Publication Details

Journal
BMC Pulmonary Medicine
Published
2024-09-17
DOI
https://doi.org/10.1186/s12890-024-03249-6
Citations
3
Primary Topic
Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis
Type
article
Field-Weighted Citation Impact
1.26

Funders

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article

Construction of an artificial neural network diagnostic model and investigation of immune cell infiltration characteristics for idiopathic pulmonary fibrosis

Qingqing Xia, Weilong Jiang, Haibing Hua, Huizhe Zhang et al.
3 citations
BMC Pulmonary Medicine
Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis
1.26
article

Construction of an artificial neural network diagnostic model and investigation of immune cell infiltration characteristics for idiopathic pulmonary fibrosis

Qingqing Xia, Weilong Jiang, Haibing Hua, Huizhe Zhang, Chenjing Zhu, Yufeng Zhang, Cong Wang, Xiaodong Hu
article en
3 citations

Abstract

LRRC17, COMP, ASPN, CRTAC1, POSTN, COL3A1, PEBP4, IL13RA2, and CA4 were determined as key feature genes for IPF. The nine feature genes in the ANN model will be extremely important for diagnosing IPF. It may be possible to use differentiated immune cells from IPF samples in comparison to normal samples as targets for immunotherapy in patients with IPF.

BMC Pulmonary MedicineVol. 24(1)
Jiangyin People's Hospital (CN), Jiangyin Traffic Planning Survey & Design Institute (China) (CN), Yancheng Third People's Hospital (CN), Yancheng Second People's Hospital (CN)
Government of Jiangsu Province, Nanjing University of Chinese Medicine, Nanjing University
Openalex Percentile: Top 19%
Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis
1.26
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Construction of an artificial neural network diagnostic model and investigation of immune cell infiltration characteristics for idiopathic pulmonary fibrosis — Qingqing Xia, Weilong Jiang, et al. · BMC Pulmonary Medicine (2024) | TGRS Research Map | TGRS