联合光谱和激光散斑成像的小鼠脑损伤模型在体研究
作者:
作者单位:

1.南京航空航天大学自动化学院,南京211106;2.南京工程学院计算机工程学院,南京211167

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国家自然科学基金(61875085)资助项目;国家自然科学基金重大科研仪器研制(81727804) 南京工程学院引进人才科研启动基金(YKJ202022)资助项目。


In Vivo Research of Brain Injury Model in Mice by Combined Spectroscopy and Laser Speckle Imaging
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Affiliation:

1.College of Automation, Nanjing University of Aeronautics and Astronautics, Nanjing 211106, China;2.Department of Computer Engineering, Nanjing Institute of Technology, Nanjing 211167, China

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    摘要:

    血流和血氧是生物体重要的生理参数,反映了生物体的机能状态。对于起病急且变化迅速的颅脑损伤,将脑血流和血氧作为监测颅脑损伤的参数,有利于颅脑损伤的诊疗和评估。论文采用光谱分析和激光散斑成像技术构建的联合测量系统,监测脂多糖诱导小鼠颅脑损伤过程中的血流血氧,并进一步分析了高渗盐水和甘露醇两种药物治疗脑损伤效果的一致性和差异性。实验结果显示,与对照组血氧血流值(1.09±0.075,0.75±0.019)相比,脂多糖能引起小鼠的脑血流(1.36±0.080)升高和脑血氧(0.62±0.021)降低,具有显著性差异。在治疗后血氧和血流逐渐恢复,且高渗盐水治疗后的恢复更加明显。研究发现,颅脑损伤后血流和血氧呈现相反变化趋势,侧面反映了颅脑损伤后血脑屏障改变导致的血脑供养失衡,而治疗剂改善后的血流血氧情况恢复,说明血流血氧可作为疗效评估的重要参数。因此采用光谱分析技术和激光散斑成像技术对血氧和血流进行联合检测为脑损伤的实时监测和药物疗效评估提供了一种技术方案。

    Abstract:

    Blood flow and blood oxygen are important physiological parameters of the organism, which reflect the functional state of the organism. For brain injury with rapid onset and pathological changes, taking cerebral blood flow and blood oxygen as parameters for monitoring head injury is conducive to the diagnosis, treatment and evaluation of head injury. The paper uses a combined measurement system constructed by spectroscopy analysis and laser speckle imaging technology to monitor the blood flow and blood oxygen in the process of lipopolysaccharide induced brain injury in mice, and further analyzes the consistency and difference of the treatment effects of brain injury with hypertonic saline and mannitol. Experimental results show that compared with the blood oxygen and blood flow value of the control group (1.09±0.075, 0.75±0.019), lipopolysaccharide could increase the cerebral blood flow (1.36±0.080) and decrease the cerebral blood oxygen (0.62±0.021) in mice, which has significant difference. Blood oxygen and blood flow gradually recover after treatment, and the recovery is more obvious after hypertonic saline treatment. It is found that the blood flow and blood oxygen reveal an opposite trend after brain injury, which reflects the imbalance of blood brain maintenance caused by the change of the blood-brain barrier after brain injury. However, the blood flow and blood oxygen recover after the improvement of therapeutic agents, indicating that the blood flow and blood oxygen could be used as two important parameters for therapeutic evaluation. Therefore, the combined monitoring of blood oxygen and blood flow using spectroscopy analysis technology and laser speckle imaging technology provides a technical solution for real-time monitoring of brain injury and therapeutic evaluation.

    表 6 Table 6 Number of parameters
    表 2 Table 2 Simulation environment configuration
    表 3 Table 3 Resnet network layout
    表 5 Table 5 Accuracy comparison between the proposed methods and traditional methods on the dataset
    图1 光谱与激光散斑联合实验系统Fig.1 Joint experiment system of spectrum and laser speckle
    图2 LPS组小鼠实验过程中血流流速变化图Fig.2 Map of blood flow velocity changes in LPS group mice during the experiment
    图3 实验分组和过程Fig.3 Experimental grouping and process
    图4 脂多糖组和对照组的血流血氧变化曲线Fig.4 Changes of blood flow and blood oxygen saturation for LPS and control groups
    图5 高渗盐水和甘露醇分别治疗后血流和血氧变化曲线Fig.5 Changes of blood flow and blood oxygen saturation after hypertonic saline and mannitol treatment
    图6 血流和血氧相关性分析结果Fig.6 Correlation analysis of blood flow and blood oxygen saturation
    图1 Residual block structureFig.1
    图2 Structure of ResNet networkFig.2
    图3 Structure diagram of overall training networkFig.3
    图4 Network loss trend of training datasetFig.4
    图5 Accuracy trend of test datasetFig.5
    图6 Confusion matrix of test setFig.6
    表 4 Table 4 Hyper-parameter settings of the training network
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张雅檬,宁雪,李韪韬,赵月梅,张欢,钱志余.联合光谱和激光散斑成像的小鼠脑损伤模型在体研究[J].数据采集与处理,2021,36(4):697-704

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  • 收稿日期:2021-04-28
  • 最后修改日期:2021-06-24
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  • 在线发布日期: 2021-09-23