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用于单个微藻检测和分类的共焦高光谱显微镜成像仪。

Confocal hyperspectral microscopic imager for the detection and classification of individual microalgae.

出版信息

Opt Express. 2021 Nov 8;29(23):37281-37301. doi: 10.1364/OE.438253.

Abstract

We propose a confocal hyperspectral microscopic imager (CHMI) that can measure both transmission and fluorescent spectra of individual microalgae, as well as obtain classical transmission images and corresponding fluorescent hyperspectral images with a high signal-to-noise ratio. Thus, the system can realize precise identification, classification, and location of microalgae in a free or symbiosis state. The CHMI works in a staring state, with two imaging modes, a confocal fluorescence hyperspectral imaging (CFHI) mode and a transmission hyperspectral imaging (THI) mode. The imaging modes share the main light path, and thus obtained fluorescence and transmission hyperspectral images have point-to-point correspondence. In the CFHI mode, a confocal technology to eliminate image blurring caused by interference of axial points is included. The CHMI has excellent performance with spectral and spatial resolutions of 3 nm and 2 µm, respectively (using a 10× microscope objective magnification). To demonstrate the capacity and versatility of the CHMI, we report on demonstration experiments on four species of microalgae in free form as well as three species of jellyfish with symbiotic microalgae. In the microalgae species classification experiments, transmission and fluorescence spectra collected by the CHMI were preprocessed using principal component analysis (PCA), and a support vector machine (SVM) model or deep learning was then used for classification. The accuracy of the SVM model and deep learning method to distinguish one species of individual microalgae from another was found to be 96.25% and 98.34%, respectively. Also, the ability of the CHMI to analyze the concentration, species, and distribution differences of symbiotic microalgae in symbionts is furthermore demonstrated.

摘要

我们提出了一种共焦高光谱显微成像仪(CHMI),它可以测量单个微藻的透射和荧光光谱,并获得具有高信噪比的经典透射图像和相应的荧光高光谱图像。因此,该系统可以实现对自由或共生状态下的微藻进行精确的识别、分类和定位。CHMI 以凝视状态工作,具有两种成像模式,即共焦荧光高光谱成像(CFHI)模式和透射高光谱成像(THI)模式。这两种成像模式共享主光路,因此获得的荧光和透射高光谱图像具有点对点对应关系。在 CFHI 模式中,包括一种共焦技术来消除轴向点干扰引起的图像模糊。CHMI 的光谱和空间分辨率分别为 3nm 和 2μm(使用 10×显微镜物镜放大倍数),性能优异。为了展示 CHMI 的容量和多功能性,我们报告了关于自由形式的四种微藻以及三种具有共生微藻的水母的演示实验。在微藻物种分类实验中,CHMI 采集的透射和荧光光谱首先使用主成分分析(PCA)进行预处理,然后使用支持向量机(SVM)模型或深度学习进行分类。SVM 模型和深度学习方法区分不同个体微藻的准确率分别为 96.25%和 98.34%。此外,还进一步证明了 CHMI 分析共生体中共生微藻的浓度、物种和分布差异的能力。

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