Histological Quantitation of Brain Injury Using Whole Slide Imaging: A Pilot Validation Study in Mice

被引:21
|
作者
Chen, Zhenzhou [1 ,2 ,7 ]
Shin, Dmitriy [1 ]
Chen, Shanyan [1 ,2 ,3 ]
Mikhail, Kovalenko [1 ]
Hadass, Orr [1 ,2 ]
Tomlison, Brittany N. [1 ,2 ]
Korkin, Dmitry [4 ,5 ]
Shyu, Chi-Ren [4 ,5 ]
Cui, Jiankun [1 ,2 ]
Anthony, Douglas C. [1 ,2 ,6 ]
Gu, Zezong [1 ,2 ]
机构
[1] Univ Missouri, Sch Med, Dept Pathol & Anat Sci, Columbia, MO 65211 USA
[2] Univ Missouri, Sch Med, Ctr Translat Neurosci, Columbia, MO USA
[3] Univ Missouri, Interdisciplinary Neurosci Program, Columbia, MO USA
[4] Univ Missouri, Inst Informat, Columbia, MO USA
[5] Univ Missouri, Dept Comp Sci, Columbia, MO USA
[6] Brown Univ, Dept Pathol & Lab Med, Alpert Med Sch, Providence, RI 02912 USA
[7] Southern Med Univ, Zhujiang Hosp, Dept Neurosurg, Guangzhou, Guangdong, Peoples R China
来源
PLOS ONE | 2014年 / 9卷 / 03期
基金
美国国家科学基金会;
关键词
DIGITAL PATHOLOGY; NEUROPROTECTION; QUANTIFICATION; INHIBITION; PROTEIN; STAINS;
D O I
10.1371/journal.pone.0092133
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Quantitative assessment of serial brain sections provides an objective measure of neurological events at cellular and molecular levels but is difficult to implement in experimental neuroscience laboratories because of variation from person-to-person and the time required for analysis. Whole slide imaging (WSI) technology, recently introduced for pathological diagnoses, offers an electronic environment and a variety of computational tools for performing high-throughput histological analysis and managing the associated information. In our study, we applied various algorithms to quantify histologic changes associated with brain injury and compared the results to manual assessment. WSI showed a high degree of concordance with manual quantitation by Pearson correlation and strong agreement using Bland-Altman plots in: (i) cortical necrosis in cresyl-violet-stained brain sections of mice after focal cerebral ischemia; (ii) intracerebral hemorrhage in ischemic mouse brains for automated annotation of the small regions, rather than whole hemisphere of the tissue sections; (iii) Iba1-immunoreactive cell density in the adjacent and remote brain regions of mice subject to controlled cortical impact (CCI); and (iv) neuronal degeneration by silver staining after CCI. These results show that WSI, when appropriately applied and carefully validated, is a highly efficient and unbiased tool to locate and identify neuropathological features, delineate affected regions and histologically quantify these events.
引用
收藏
页数:10
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