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基于耦合配准网络的MR脑图像标签迁移算法 被引量:1
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作者 崔鹏程 李恩慧 +2 位作者 李振宇 张童禹 张唯唯 《北京生物医学工程》 2023年第1期1-8,共8页
目的提出一种单图谱标签迁移算法并命名为Multi-Angle,以期在队列分析中快速有效提取与神经退行性疾病相关的MR脑影像标记物和解剖结构。方法首先对初始图谱图像施加旋转变换,获得旋转图谱图像组;其次为主配准网络送入合并后的初始图谱... 目的提出一种单图谱标签迁移算法并命名为Multi-Angle,以期在队列分析中快速有效提取与神经退行性疾病相关的MR脑影像标记物和解剖结构。方法首先对初始图谱图像施加旋转变换,获得旋转图谱图像组;其次为主配准网络送入合并后的初始图谱图像与个体图像,预测形变场及候选标签;再次为副配准网络送入合并后的旋转图谱图像与个体图像,结合主网络相关特征预测候选标签;最后通过投票法融合多个候选标签获得个体图像标签。结果在Mindboggle101和HCP数据集的实验结果显示,Multi-Angle算法在两个测试集上重要解剖结构Dice相似性系数均值分别为76%和82%,精确率均值为74.0%和77.8%,平均表面距离均值为0.83 mm和0.69 mm,均优于目前主流算法Voxelmorph和Ants-SyN。结论本文提出的Multi-Angle算法可以快速有效实现脑神经图谱标签迁移并提高评价指标准确度,对神经退行性疾病分析所需的影像特征提取具有潜在的临床应用价值。 展开更多
关键词 MR脑图像 图谱配准 标签迁移 耦合配准网络 脑神经退行性病变
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Cell cycle reactivation in mature neurons: a link with brain plasticity, neuronal injury and neurodegenerative diseases?
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作者 Karina Hernández-Ortega Ricardo Quiroz-Baez Clorinda Arias 《Neuroscience Bulletin》 SCIE CAS CSCD 2011年第3期185-196,共12页
Although the cell cycle machinery is essentially linked to cellular proliferation, recent findings suggest that neuronal cell death is frequently concurrent with the aberrant expression of cell cycle proteins in post-... Although the cell cycle machinery is essentially linked to cellular proliferation, recent findings suggest that neuronal cell death is frequently concurrent with the aberrant expression of cell cycle proteins in post-mitotic neurons. The present work reviews the evidence of cell cycle reentry and expression of cell cycle-associated proteins as a complex response of neurons to insults in the adult brain but also as a mechanism underlying brain plasticity. The basic aspects of cell cycle mechanisms, as well as the evidence showing cell cycle protein expression in the injured brain, are reviewed. The discussion includes recent experimental work attempting to establish a correlation between altered brain plasticity and neuronal death, and an analysis of recent evidence on how neural cell cycle dysregulation is related to neurodegenerative diseases especially the Alzheimer's disease. Understanding the mechanisms that control reexpression of proteins required for cell cycle progression which is involved in brain remodeling, may shed new light into the mechanisms involved in neuronal demise under diverse pathological circumstances. This would provide valuable clues about the possible therapeu tic targets, leading to potential treatment of presently challenging neurodegenerative diseases. 展开更多
关键词 Alzheimer's disease cell cycle NEURODEGENERATION brain plasticity
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