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Improving Noninvasive Classification of Molecular Subtypes of Adult Gliomas With Diffusion-Weighted MR Imaging: An Externally Validated Machine Learning Algorithm.
Guo Y, Ma Z, Pei D, Duan W, Guo Y, Liu Z, Guan F, Wang Z, Xing A, Guo Z, Luo L, Wang W, Yu B, Zhou J, Ji Y, Yan D, Cheng J, Liu X, Yan J, Zhang Z. Guo Y, et al. Among authors: liu z, liu x. J Magn Reson Imaging. 2023 Oct;58(4):1234-1242. doi: 10.1002/jmri.28630. Epub 2023 Feb 2. J Magn Reson Imaging. 2023. PMID: 36727433
Radiomic features from dynamic susceptibility contrast perfusion-weighted imaging improve the three-class prediction of molecular subtypes in patients with adult diffuse gliomas.
Pei D, Guan F, Hong X, Liu Z, Wang W, Qiu Y, Duan W, Wang M, Sun C, Wang W, Wang X, Guo Y, Wang Z, Liu Z, Xing A, Guo Z, Luo L, Liu X, Cheng J, Zhang B, Zhang Z, Yan J. Pei D, et al. Among authors: liu z, liu x. Eur Radiol. 2023 May;33(5):3455-3466. doi: 10.1007/s00330-023-09459-6. Epub 2023 Feb 28. Eur Radiol. 2023. PMID: 36853347
Diffusion tensor imaging-based machine learning for IDH wild-type glioblastoma stratification to reveal the biological underpinning of radiomic features.
Wang Z, Guan F, Duan W, Guo Y, Pei D, Qiu Y, Wang M, Xing A, Liu Z, Yu B, Zheng H, Liu X, Yan D, Ji Y, Cheng J, Yan J, Zhang Z. Wang Z, et al. Among authors: liu z, liu x. CNS Neurosci Ther. 2023 Nov;29(11):3339-3350. doi: 10.1111/cns.14263. Epub 2023 May 24. CNS Neurosci Ther. 2023. PMID: 37222229 Free PMC article.
Neuropathologist-level integrated classification of adult-type diffuse gliomas using deep learning from whole-slide pathological images.
Wang W, Zhao Y, Teng L, Yan J, Guo Y, Qiu Y, Ji Y, Yu B, Pei D, Duan W, Wang M, Wang L, Duan J, Sun Q, Wang S, Duan H, Sun C, Guo Y, Luo L, Guo Z, Guan F, Wang Z, Xing A, Liu Z, Zhang H, Cui L, Zhang L, Jiang G, Yan D, Liu X, Zheng H, Liang D, Li W, Li ZC, Zhang Z. Wang W, et al. Among authors: liu z, liu x. Nat Commun. 2023 Oct 11;14(1):6359. doi: 10.1038/s41467-023-41195-9. Nat Commun. 2023. PMID: 37821431 Free PMC article.
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