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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Publication Details

Journal
npj Imaging
Published
2025-04-08
DOI
https://doi.org/10.1038/s44303-025-00068-0
Citations
9
Primary Topic
Spectroscopy Techniques in Biomedical and Chemical Research
Type
article
Field-Weighted Citation Impact
14.71

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OCT
article

Fast and label-free 3D virtual H&E histology via active phase modulation-assisted dynamic full-field OCT

Bin He, Zhangwei Hu, Shu Wang, Shuwei Zhang et al.
9 citations
npj Imaging
Spectroscopy Techniques in Biomedical and Chemical Research
14.71
article

Fast and label-free 3D virtual H&E histology via active phase modulation-assisted dynamic full-field OCT

Bin He, Zhangwei Hu, Shu Wang, Shuwei Zhang, Yuzhe Ying, Chengming Wang, Zhengyu Chen, Ruizhi Xue, Yejiong Shi, Zichen Yin, Ping Xue, Guihuai Wang, Panqi Yang
article en
9 citations

Abstract

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.

npj ImagingVol. 3(1)
Peking University (CN), Peking University People's Hospital (CN), Beijing Academy of Quantum Information Sciences (CN), Beijing Tsinghua Chang Gung Hospital (CN), Tsinghua University (CN)
National Natural Science Foundation of China, National Key Research and Development Program of China
Industry, innovation and infrastructure
Openalex Percentile: Top 1%
Spectroscopy Techniques in Biomedical and Chemical Research
14.71
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