通过有源相位调制辅助的动态全视野OCT,快速和无标签的3D虚拟H&E组织学。

Zichen Yin, Bin He, Yuzhe Ying, Shuwei Zhang, Panqi Yang, Zhengyu Chen, Zhangwei Hu, Yejiong Shi, Ruizhi Xue, Chengming Wang, Shu Wang, Guihuai Wang, Ping Xue
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引用次数: 0

摘要

病理特征是肿瘤诊断、指导治疗和预后的金标准。然而,标准的组织病理学过程是劳动密集型和耗时的。虽然冷冻切片提供了更快的选择,但它们通常会产生严重的伪影,并且精度较低。动态全场光学相干断层扫描(D-FFOCT)是一种创新的光学成像技术,利用亚细胞动力学作为对比度的内在来源,提供快速的组织学信息。尽管D-FFOCT具有优势,但邻近组织的图像经常表现出色调和亮度的突然变化,这使病理学家感到困惑,并降低了其可解释性和可靠性。在此,我们提出了一种有源相位调制辅助的D-FFOCT (APMD-FFOCT),以提高成像稳定性,实现图像拼接的连续性和一致性,同时也增强了低代谢动力学组织的图像对比度。这使我们能够进一步采用无监督生成对抗网络,首次将APMD-FFOCT图像转换为虚拟苏木精和伊红(H&E)染色图像。三维(3D)虚拟h&e染色图像可以以每秒1帧的扫描速率获得。此外,我们还证明了该新技术已成功应用于人类中枢神经系统和乳房的癌症诊断,这证明了该新方法将在术中组织学中发挥新的独特而重要的作用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Fast and label-free 3D virtual H&E histology via active phase modulation-assisted dynamic full-field OCT.

Pathological features are the gold standard for tumor diagnosis, guiding treatment and prognosis. However, the standard histopathological process is labor-intensive and time-consuming. Although frozen sections offer a quicker alternative, they often induce severe artifacts and suffer from lower accuracy. Dynamic full-field optical coherence tomography (D-FFOCT) is an innovative optical imaging technique that provides rapid histological information by utilizing subcellular dynamics as an intrinsic source of contrast. Despite its advantages, D-FFOCT images of adjacent tissues frequently exhibit abrupt shifts in hue and brightness, which is confusing for pathologists and diminishes its interpretability and reliability. Here, we present an active phase modulation-assisted D-FFOCT (APMD-FFOCT) to improve the imaging stability and achieve continuity and consistency in image stitching, which also enhances the image contrast of tissues with low metabolic dynamics. This enables us to further employ an unsupervised generative adversarial network to convert APMD-FFOCT images into virtual hematoxylin and eosin (H&E) stained images for the first time. Three-dimensional (3D) virtual H&E-stained images can be obtained at a scanning rate of 1 frame per second. Furthermore, we also demonstrate that this novel technique has been successfully applied in cancer diagnosis for the human central nervous system and breast, which proves that this new method will play a new unique and important role in intraoperative histology.

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