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Robust 3D Reconstruction and Mean-Shift Clustering of Motoneurons from Serial Histological Images

机译:从系列组织学图像中对动子神经元进行稳健的3D重建和均值漂移聚类

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摘要

Motoneurons (MNs) are neuronal cells involved in several central nervous system (CNS) diseases. In order to develop new treatments and therapies, there is a need to understand MN organization and differentiation. Although recently developed embryo mouse models have enabled the investigation of the MN specialization process, more robust and reproducible methods are required to evaluate the topology and structure of the neuron bundles. In this article, we propose a new fully automatic approach to identify MN clusters from stained histological slices. We developed a specific workflow including inter-slice intensity normalization and slice registration for 3D volume reconstruction, which enables the segmentation, mapping and 3D visualization of MN bundles. Such tools will facilitate the understanding of MN organization, differentiation and function.
机译:运动神经元(MN)是涉及几种中枢神经系统(CNS)疾病的神经元细胞。为了开发新的疗法和疗法,需要了解MN的组织和分化。尽管最近开发的胚胎小鼠模型已经使MN专化过程的研究成为可能,但仍需要更强大和可重现的方法来评估神经元束的拓扑和结构。在本文中,我们提出了一种新的全自动方法,可从染色的组织切片中识别MN簇。我们开发了一种特定的工作流程,包括用于3D体积重建的切片间强度归一化和切片配准,从而可以对MN束进行分割,映射和3D可视化。这样的工具将有助于对MN的组织,分化和功能的理解。

著录项

  • 来源
  • 会议地点 Beijing(CN);Beijing(CN)
  • 作者单位

    McConnell Brain Imaging Centre, Montreal Neurological Institute,McGill University, Montreal, Quebec, H3A 2B4, Canada;

    McConnell Brain Imaging Centre, Montreal Neurological Institute,McGill University, Montreal, Quebec, H3A 2B4, Canada;

    Center for Neuronal Survival, Montreal Neurological Institute, McGill University,Montreal, Quebec, H3A 2B4, Canada;

    Center for Neuronal Survival, Montreal Neurological Institute, McGill University,Montreal, Quebec, H3A 2B4, Canada;

    McConnell Brain Imaging Centre, Montreal Neurological Institute,McGill University, Montreal, Quebec, H3A 2B4, Canada;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 医用物理学;
  • 关键词

  • 入库时间 2022-08-26 14:09:57

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