Integration of Graph Neural Networks and multi-omics analysis identify the predictive factor and key gene for immunotherapy response and prognosis of bladder cancer

The GNNs predictive model and responseScore constructed in this study can reflect the immunotherapy response and prognosis of bladder cancer patients. ResponseScore can also reflect features such as tumor microenvironment, antitumor immunity, and natural killer cell function status in bladder cancer. PSMB9 was identified as a significant gene for prognosis. High expression of PSMB9 can inhibit bladder cancer cell migration and proliferation while increasing cell apoptosis.

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Publication Details

Journal
Journal of Translational Medicine
Published
2024-12-23
DOI
https://doi.org/10.1186/s12967-024-05976-0
Citations
8
Primary Topic
Ferroptosis and cancer prognosis
Type
article
Field-Weighted Citation Impact
3.35

Funders

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article

Integration of Graph Neural Networks and multi-omics analysis identify the predictive factor and key gene for immunotherapy response and prognosis of bladder cancer

Kaizhou Xie, Shuai Ren, Guangping Zhang, X. Cai et al.
8 citations
Journal of Translational Medicine
Ferroptosis and cancer prognosis
3.35
article

Integration of Graph Neural Networks and multi-omics analysis identify the predictive factor and key gene for immunotherapy response and prognosis of bladder cancer

Kaizhou Xie, Shuai Ren, Guangping Zhang, X. Cai, Maodong Ye, Yongjian Lu, Danni Chen
article en
8 citations

Abstract

The GNNs predictive model and responseScore constructed in this study can reflect the immunotherapy response and prognosis of bladder cancer patients. ResponseScore can also reflect features such as tumor microenvironment, antitumor immunity, and natural killer cell function status in bladder cancer. PSMB9 was identified as a significant gene for prognosis. High expression of PSMB9 can inhibit bladder cancer cell migration and proliferation while increasing cell apoptosis.

Journal of Translational MedicineVol. 22(1)
Shantou University (CN), First Affiliated Hospital of Shantou University Medical College (CN), Shantou University Medical College (CN)
Shantou University, Shantou University Medical College
Good health and well-being
Openalex Percentile: Top 7%
Ferroptosis and cancer prognosis
3.35
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Integration of Graph Neural Networks and multi-omics analysis identify the predictive factor and key gene for immunotherapy response and prognosis of bladder cancer — Kaizhou Xie, Shuai Ren, et al. · Journal of Translational Medicine (2024) | TGRS Research Map | TGRS