An Automated Method to Quantify Microglia Morphology and Application to Monitor Activation State Longitudinally In Vivo

被引:169
作者
Kozlowski, Cleopatra
Weimer, Robby M.
机构
[1] Genentech Inc, Dept Neurosci, San Francisco, CA 94080 USA
[2] Genentech Inc, Dept Biomed Imaging, San Francisco, CA 94080 USA
关键词
EXPRESSION; DYNAMICS; BRAIN; NEUROINFLAMMATION; INFLAMMATION; PROTEIN; INJURY; CNS;
D O I
10.1371/journal.pone.0031814
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
Microglia are specialized immune cells of the brain. Upon insult, microglia initiate a cascade of cellular responses including a characteristic change in cell morphology. To study the dynamics of microglia immune response in situ, we developed an automated image analysis method that enables the quantitative assessment of microglia activation state within tissue based solely on cell morphology. Per cell morphometric analysis of fluorescently labeled microglia is achieved through local iterative threshold segmentation, which reduces errors caused by signal-to-noise variation across large volumes. We demonstrate, utilizing systemic application of lipopolysaccharide as a model of immune challenge, that several morphological parameters, including cell perimeter length, cell roundness and soma size, quantitatively distinguish resting versus activated populations of microglia within tissue comparable to traditional immunohistochemistry methods. Furthermore, we provide proof-of-concept data that monitoring soma size enables the longitudinal assessment of microglia activation in the mouse neocortex imaged via 2-photon in vivo microscopy. The ability to quantify microglia activation automatically by shape alone allows unbiased and rapid analysis of both fixed and in vivo central nervous system tissue.
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页数:9
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