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基于谱编码增强表示的高光谱荧光数据预处理可视化。

Pre-processing visualization of hyperspectral fluorescent data with Spectrally Encoded Enhanced Representations.

机构信息

Translational Imaging Center, University of Southern California, 1002 West Childs Way, Los Angeles, CA, 90089, USA.

Biomedical Engineering, University of Southern California, 1002 West Childs Way, Los Angeles, CA, 90089, USA.

出版信息

Nat Commun. 2020 Feb 5;11(1):726. doi: 10.1038/s41467-020-14486-8.

Abstract

Hyperspectral fluorescence imaging is gaining popularity for it enables multiplexing of spatio-temporal dynamics across scales for molecules, cells and tissues with multiple fluorescent labels. This is made possible by adding the dimension of wavelength to the dataset. The resulting datasets are high in information density and often require lengthy analyses to separate the overlapping fluorescent spectra. Understanding and visualizing these large multi-dimensional datasets during acquisition and pre-processing can be challenging. Here we present Spectrally Encoded Enhanced Representations (SEER), an approach for improved and computationally efficient simultaneous color visualization of multiple spectral components of hyperspectral fluorescence images. Exploiting the mathematical properties of the phasor method, we transform the wavelength space into information-rich color maps for RGB display visualization. We present multiple biological fluorescent samples and highlight SEER's enhancement of specific and subtle spectral differences, providing a fast, intuitive and mathematical way to interpret hyperspectral images during collection, pre-processing and analysis.

摘要

高光谱荧光成像是一种热门技术,它可以通过在数据集上添加波长维度,实现对分子、细胞和组织中多荧光标记的时空动态进行多重编码。这种技术使得对多个荧光光谱进行分离的分析变得更加复杂。在获取和预处理过程中,理解和可视化这些大型多维数据集具有一定挑战性。本文提出了 Spectrally Encoded enhanced Representations(SEER),这是一种用于改进和实现高光谱荧光图像的多个光谱分量的同时彩色可视化的计算高效方法。该方法利用相量法的数学性质,将波长空间转换为 RGB 显示可视化的信息丰富的彩色图谱。本文展示了多个生物荧光样本,并强调了 SEER 增强了特定和微妙的光谱差异,为在采集、预处理和分析过程中解释高光谱图像提供了一种快速、直观和数学的方法。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/190c/7002680/c00837511066/41467_2020_14486_Fig1_HTML.jpg

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