Digital holographic microscopy for volumetric, three-dimensional characterization of bacterial motility

生物系统 全息术 数字全息显微术 显微镜 数字全息术 显微术 细菌 材料科学 显微镜 计算机视觉 人工智能 计算机科学 光学 物理 生物 细胞生物学 遗传学
作者
Jian Gao,Jarl Carnahan,Gladys Alexandre,James D. Trolinger
标识
DOI:10.1117/12.2633136
摘要

Digital holographic microscopy (DHM) has extensive applications in measuring the movement/dynamics of various particles (e.g., tracer particles and biological samples). Specifically, inline DHM has been used for different types of bacteria, but few have explored its application to soil bacteria, whose participation in metabolic processes and interaction with plant tissues affect plant growth in the rhizosphere. In the present study, we have developed a DHM instrument and GPU-enabled hologram processing software to retrieve three-dimensional (3D) motility data of free-swimming Azospirillum brasilense, a model soil bacterium. The dimensions of the sample volume are 0.69 mm × 0.59 mm in the in-plane directions and 1.00 mm in the depth direction, respectively. With a 20X magnification and a 12 frames per second imaging rate, the moving bacteria are spatiotemporally resolved. Firstly, the raw holograms are preprocessed to enhance the interference fringes of the bacteria. Subsequently, by volumetric reconstruction, thresholding, and segmentation, the 3D coordinates of each bacterium recorded in the hologram are extracted. Finally, the coordinates determined in sequential holograms are linked using particle tracking to form the trajectories. The characteristics extracted from the 3D trajectories quantitatively revealed the differences in the motility patterns of the wildtype and mutant strains of the bacteria, providing unique insights on the dominant motility patterns, which are otherwise unavailable from conventional microscopy. Therefore, we have demonstrated the capabilities of our DHM system as a powerful tool for studying the chemotaxis of soil bacteria involved in the interaction with plant roots.

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