bioRxivBioengineering
Multi-scale tissue fluorescence mapping with fibre optic ultraviolet excitation and generative modelling
J. L. Y. Ang, K. H. Tan, A. S. K. Yong, C. W. X. Tan, J. S. J. Kng, C. J. J. Tan, R. H. K. Soh, J. Y. H. Tan, K. Liang
Abstract
Cellular imaging of thick samples requires physical sectioning or laser scanning microscopy, generally incompatible with high-throughput requirements. We developed fibre optic microscopy with ultraviolet (UV) surface excitation (FUSE), a portable, quantitative fluorescence imaging platform for thick tissue that substantially advances prior UV excitation approaches with illumination engineering and computational methods. Optic fibres delivered <300nm light with directional control, enabling unprecedented 50X widefield imaging on thick tissue with sub-nuclear clarity, and 3D topography of surface microstructure. Generative modelling of high-magnification images using our normalising flow architecture FUSE-Flow (open-source) enhanced low-magnification imaging by variational inference. Comprehensive validation comprised multi-scale fluorescence histology compared with standard H&E, and quantitative analyses of senescence, antibiotic toxicity, and nuclear DNA content in tissue models via efficient sampling of entire murine organs by thick slices up to 0.4x8x12mm and 1.3 million cells per surface. This technology addresses long-standing laboratory gaps for high-throughput studies for rapid cellular insights. TeaserLarge-field functional cellular insights into thick tissue with generative AI enables accelerated decision-making
- organism: mouse
- assay: imaging
- assay: fluorescence / live-cell microscopy
- research focus: cell type annotation
- research focus: clustering
- research focus: differential expression
- research focus: cell-cell communication
- approach: deep learning
- approach: variational autoencoder
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