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使用基于自监督学习增强的光相干多普勒断层成像术对清醒小鼠的脑血流进行动态 3D 成像。

Dynamic 3D imaging of cerebral blood flow in awake mice using self-supervised-learning-enhanced optical coherence Doppler tomography.

机构信息

Department of Biomedical Engineering, Stony Brook University, Stony Brook, NY, 11794, USA.

Department of Computer Science, Stony Brook University, Stony Brook, NY, 11794, USA.

出版信息

Commun Biol. 2023 Mar 21;6(1):298. doi: 10.1038/s42003-023-04656-x.

Abstract

Cerebral blood flow (CBF) is widely used to assess brain function. However, most preclinical CBF studies have been performed under anesthesia, which confounds findings. High spatiotemporal-resolution CBF imaging of awake animals is challenging due to motion artifacts and background noise, particularly for Doppler-based flow imaging. Here, we report ultrahigh-resolution optical coherence Doppler tomography (µODT) for 3D imaging of CBF velocity (CBFv) dynamics in awake mice by developing self-supervised deep-learning for effective image denoising and motion-artifact removal. We compare cortical CBFv in awake vs. anesthetized mice and their dynamic responses in arteriolar, venular and capillary networks to acute cocaine (1 mg/kg, i.v.), a highly addictive drug associated with neurovascular toxicity. Compared with awake, isoflurane (2-2.5%) induces vasodilation and increases CBFv within 2-4 min, whereas dexmedetomidine (0.025 mg/kg, i.p.) does not change vessel diameters nor flow. Acute cocaine decreases CBFv to the same extent in dexmedetomidine and awake states, whereas decreases are larger under isoflurane, suggesting that isoflurane-induced vasodilation might have facilitated detection of cocaine-induced vasoconstriction. Awake mice after chronic cocaine show severe vasoconstriction, CBFv decreases and vascular adaptations with extended diving arteriolar/venular vessels that prioritize blood supply to deeper cortical capillaries. The 3D imaging platform we present provides a powerful tool to study dynamic changes in vessel diameters and morphology alongside CBFv networks in the brain of awake animals that can advance our understanding of the effects of drugs and disease conditions (ischemia, tumors, wound healing).

摘要

脑血流 (CBF) 广泛用于评估大脑功能。然而,大多数临床前 CBF 研究都是在麻醉下进行的,这会混淆研究结果。由于运动伪影和背景噪声,清醒动物的高时空分辨率 CBF 成像具有挑战性,特别是对于基于多普勒的血流成像。在这里,我们通过开发用于有效图像去噪和运动伪影去除的自我监督深度学习,报告用于在清醒小鼠中进行 CBF 速度 (CBFv) 动力学的超高分辨率光学相干多普勒断层扫描 (µODT) 的 3D 成像。我们比较了清醒和麻醉小鼠的皮质 CBFv 及其对急性可卡因 (1mg/kg,静脉内) 的动静脉和毛细血管网络的动态反应,可卡因是一种高度成瘾的药物,与神经血管毒性有关。与清醒相比,异氟烷 (2-2.5%) 在 2-4 分钟内诱导血管扩张并增加 CBFv,而右美托咪定 (0.025mg/kg,腹腔内) 不改变血管直径或流量。急性可卡因在右美托咪定和清醒状态下使 CBFv 降低到相同程度,而在异氟烷下降低幅度更大,表明异氟烷诱导的血管扩张可能有助于检测可卡因诱导的血管收缩。慢性可卡因后的清醒小鼠表现出严重的血管收缩、CBFv 降低以及潜水动脉/静脉扩张的血管适应,优先为更深的皮质毛细血管提供血液供应。我们提出的 3D 成像平台为研究清醒动物大脑中血管直径和形态以及 CBFv 网络的动态变化提供了有力工具,这可以促进我们对药物和疾病状况(缺血、肿瘤、伤口愈合)影响的理解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6627/10030663/55e8a6662eba/42003_2023_4656_Fig1_HTML.jpg

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