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Deep learning-based transformation of H&E stained tissues into special stains.
de Haan K, Zhang Y, Zuckerman JE, Liu T, Sisk AE, Diaz MFP, Jen KY, Nobori A, Liou S, Zhang S, Riahi R, Rivenson Y, Wallace WD, Ozcan A. de Haan K, et al. Among authors: zhang s, zhang y. Nat Commun. 2021 Aug 12;12(1):4884. doi: 10.1038/s41467-021-25221-2. Nat Commun. 2021. PMID: 34385460 Free PMC article.
Biopsy-free in vivo virtual histology of skin using deep learning.
Li J, Garfinkel J, Zhang X, Wu D, Zhang Y, de Haan K, Wang H, Liu T, Bai B, Rivenson Y, Rubinstein G, Scumpia PO, Ozcan A. Li J, et al. Among authors: zhang x, zhang y. Light Sci Appl. 2021 Nov 18;10(1):233. doi: 10.1038/s41377-021-00674-8. Light Sci Appl. 2021. PMID: 34795202 Free PMC article.
Label-Free Virtual HER2 Immunohistochemical Staining of Breast Tissue using Deep Learning.
Bai B, Wang H, Li Y, de Haan K, Colonnese F, Wan Y, Zuo J, Doan NB, Zhang X, Zhang Y, Li J, Yang X, Dong W, Darrow MA, Kamangar E, Lee HS, Rivenson Y, Ozcan A. Bai B, et al. Among authors: zhang x, zhang y. BME Front. 2022 Oct 25;2022:9786242. doi: 10.34133/2022/9786242. eCollection 2022. BME Front. 2022. PMID: 37850170 Free PMC article.
Virtual Staining of Nonfixed Tissue Histology.
Pillar N, Li Y, Zhang Y, Ozcan A. Pillar N, et al. Among authors: zhang y. Mod Pathol. 2024 May;37(5):100444. doi: 10.1016/j.modpat.2024.100444. Epub 2024 Feb 6. Mod Pathol. 2024. PMID: 38325706 Free article. Review.
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