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利用地理信息系统重建和计算微观生物体积:潜在困难

Reconstruction and computation of microscale biovolumes using geographical information systems: potential difficulties.

作者信息

Petrisor Alexandru I, Cuc Adrian, Decho Alan W

机构信息

Department of Environmental Health Sciences, N.J. Arnold School of Public Health, University of South Carolina, Columbia, SC 29208, USA.

出版信息

Res Microbiol. 2004 Jul-Aug;155(6):447-54. doi: 10.1016/j.resmic.2004.02.008.

Abstract

Biofilms are bacterial colonies enveloped in a matrix of extracellular polymeric secretions. Confocal scanning laser microscopy has been used in conjunction with different image analysis techniques to investigate the structure of biofilms. A major goal is to reconstitute the three-dimensional structure of biofilms, and compute or estimate the biovolumes. Our previous research focused on the utilization of remote sensing techniques and Geographical Information Systems for quantitative analyses of confocal images. The present study investigates potential problems in microbial imaging, and uses two approaches, the program COMSTAT and a Geographical Information Systems-based method, to reconstitute three-dimensional structures and estimate biovolumes. Volumes of thirty fluorescent polymeric microspheres with a known diameter were estimated and used as a ground truth, to statistically compare both methods. In a next step, the two approaches were used to estimate the biovolume of a section through a Pseudomonas aeruginosa biofilm. Difficulties were encountered in image acquisition due to the optical properties of the microbeads. Our results indicate that the Geographical Information Systems approach produced results consistent with the existing COMSTAT approach, and close to theoretical values, despite many problems inherent to each phase of this process. Also, the image classification process encountered several limitations. It is suggested that the unique constraints of the microscopic world may generate additional problems, especially related to image classification.

摘要

生物膜是包裹在细胞外聚合物分泌物基质中的细菌菌落。共聚焦扫描激光显微镜已与不同的图像分析技术结合使用,以研究生物膜的结构。一个主要目标是重建生物膜的三维结构,并计算或估计生物体积。我们之前的研究重点是利用遥感技术和地理信息系统对共聚焦图像进行定量分析。本研究调查了微生物成像中的潜在问题,并使用两种方法,即COMSTAT程序和基于地理信息系统的方法,来重建三维结构并估计生物体积。对三十个已知直径的荧光聚合物微球的体积进行了估计,并将其用作基准,以对两种方法进行统计学比较。下一步,使用这两种方法估计通过铜绿假单胞菌生物膜的一个切片的生物体积。由于微珠的光学特性,在图像采集过程中遇到了困难。我们的结果表明,尽管该过程的每个阶段都存在许多固有问题,但基于地理信息系统的方法产生的结果与现有的COMSTAT方法一致,并且接近理论值。此外,图像分类过程遇到了几个限制。建议微观世界的独特约束可能会产生额外的问题,特别是与图像分类相关的问题。

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