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使用分割合并法分析肾活检图像中的肾小球基底膜:一项初步研究。

Analysis of the glomerular basement membrane in images of renal biopsies using the split-and-merge method: a pilot study.

作者信息

Kamenetsky Ilya, Rangayyan Rangaraj M, Benediktsson Hallgrimur

机构信息

Department of Electrical & Computer Engineering, Schulich School of Engineering, University of Calgary, Calgary, AB, T2N 1N4, Canada.

出版信息

J Digit Imaging. 2010 Aug;23(4):463-74. doi: 10.1007/s10278-009-9233-5. Epub 2009 Sep 4.

Abstract

Abnormal thinning, thickening, or variation in the thickness of the glomerular basement membrane (GBM) are caused by familial hematuria, diabetes mellitus, and Alport syndrome, respectively. We propose a semi-automated procedure for the segmentation and analysis of the thickness of the GBM in images of renal biopsy samples obtained by using a transmission electron microscope (TEM). The procedure includes the split-and-merge algorithm, morphological image processing, skeletonization, and statistical analysis of the width of the GBM. The procedure was tested with 34 TEM images of six patients. The mean and standard deviation of the GBM width for a patient with normal GBM were estimated to be 368 +/- 177 nm, those for a patient with thin GBM associated with familial hematuria were 216 +/- 95 nm, and those for a patient with thick GBM due to diabetic nephropathy were 1,094 +/- 361 nm. Comparative analysis of the results of image processing with manual measurements by an experienced renal pathologist indicated low error in the range of 12 +/- 9 nm.

摘要

肾小球基底膜(GBM)厚度异常变薄、增厚或厚度变化分别由家族性血尿、糖尿病和阿尔波特综合征引起。我们提出了一种半自动程序,用于对使用透射电子显微镜(TEM)获得的肾活检样本图像中的GBM厚度进行分割和分析。该程序包括分裂合并算法、形态图像处理、骨架化以及GBM宽度的统计分析。该程序用6名患者的34张TEM图像进行了测试。GBM正常的患者,其GBM宽度的平均值和标准差估计为368±177纳米;与家族性血尿相关的GBM变薄患者,其GBM宽度的平均值和标准差为216±95纳米;因糖尿病肾病导致GBM增厚的患者,其GBM宽度的平均值和标准差为1094±361纳米。通过图像处理结果与经验丰富的肾脏病理学家手动测量结果的对比分析表明,误差较小,在12±9纳米范围内。

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