RESUMO
Diffusion MRI (dMRI) represents one of the few methods for mapping brain fiber orientations non-invasively. Unfortunately, dMRI fiber mapping is an indirect method that relies on inference from measured diffusion patterns. Comparing dMRI results with other modalities is a way to improve the interpretation of dMRI data and help advance dMRI technologies. Here, we present methods for comparing dMRI fiber orientation estimates with optical imaging of fluorescently labeled neurofilaments and vasculature in 3D human and primate brain tissue cuboids cleared using CLARITY. The recent advancements in tissue clearing provide a new opportunity to histologically map fibers projecting in 3D, which represents a captivating complement to dMRI measurements. In this work, we demonstrate the capability to directly compare dMRI and CLARITY in the same human brain tissue and assess multiple approaches for extracting fiber orientation estimates from CLARITY data. We estimate the three-dimensional neuronal fiber and vasculature orientations from neurofilament and vasculature stained CLARITY images by calculating the tertiary eigenvector of structure tensors. We then extend CLARITY orientation estimates to an orientation distribution function (ODF) formalism by summing multiple sub-voxel structure tensor orientation estimates. In a sample containing part of the human thalamus, there is a mean angular difference of 19o±15o between the primary eigenvectors of the dMRI tensors and the tertiary eigenvectors from the CLARITY neurofilament stain. We also demonstrate evidence that vascular compartments do not affect the dMRI orientation estimates by showing an apparent lack of correspondence (mean angular difference = 49o±23o) between the orientation of the dMRI tensors and the structure tensors in the vasculature stained CLARITY images. In a macaque brain dataset, we examine how the CLARITY feature extraction depends on the chosen feature extraction parameters. By varying the volume of tissue over which the structure tensor estimates are derived, we show that orientation estimates are noisier with more spurious ODF peaks for sub-voxels below 30 µm3 and that, for our data, the optimal gray matter sub-voxel size is between 62.5 µm3 and 125 µm3. The example experiments presented here represent an important advancement towards robust multi-modal MRI-CLARITY comparisons.
Assuntos
Encéfalo/anatomia & histologia , Substância Cinzenta/anatomia & histologia , Processamento de Imagem Assistida por Computador/métodos , Imagem Multimodal/métodos , Neuroimagem/métodos , Substância Branca/anatomia & histologia , Animais , Imagem de Difusão por Ressonância Magnética/métodos , Humanos , Imageamento Tridimensional/métodos , Macaca , Imagem Óptica/métodosRESUMO
Previous studies have documented a deficit in the GABA neurotransmitter system within the caudal hypothalamus (CH) of spontaneously hypertensive rats (SHR). The reduction in inhibitory influence on this cardiovascular excitatory brain region is associated with an increased neuronal activity and resting blood pressure. The purpose of this study was to determine if chronic treadmill and wheel-running activities alter the ability of the CH to regulate cardiovascular function. SHR were exercised on a treadmill (5 times/wk) at moderate intensity or allowed free access to running wheels (7 days/wk) for a period of 10 wk. Resting blood pressures were obtained before and after the exercise training periods. After the exercise period, rats were anesthetized and microinjection experiments were performed. Treadmill-trained SHR exhibited a significantly blunted developmental rise in resting blood pressure after 10 wk of exercise. A similar yet less marked effect was observed in wheel-run rats. Microinjection of the GABA synthesis inhibitor 3-mercaptopropionic acid (3-MP) into the CH of nonexercised SHR did not produce any change in arterial pressure. In contrast, microinjection of 3-MP into the CH produced significant increases in blood pressure and heart rate in exercised SHR. These results demonstrate that exercise training can alter CH cardiovascular regulation in hypertensive rats and therefore may play a role in increasing cardiovascular health.
Assuntos
Pressão Sanguínea/fisiologia , Frequência Cardíaca/fisiologia , Hipertensão/fisiopatologia , Hipotálamo Posterior/fisiopatologia , Neurônios/fisiologia , Condicionamento Físico Animal/fisiologia , Esforço Físico/fisiologia , Ácido 3-Mercaptopropiônico/administração & dosagem , Ácido 3-Mercaptopropiônico/farmacologia , Animais , Pressão Sanguínea/efeitos dos fármacos , GABAérgicos/administração & dosagem , GABAérgicos/farmacologia , Frequência Cardíaca/efeitos dos fármacos , Hipertensão/genética , Masculino , Microinjeções , Ratos , Ratos Endogâmicos SHRRESUMO
The hypothalamus is a well-known autonomic regulatory region of the brain involved in integrating several behaviors as well as cardiorespiratory activity. Our laboratory has shown that the caudal hypothalamus modulates the cardiorespiratory responses associated with exercise. In addition, other findings from this laboratory and others have implicated alterations in this same brain region in spontaneously hypertensive rats as contributing factors of the elevated levels of arterial pressure in hypertension. Several studies have revealed a gamma-amino-butyric acid (GABAergic) deficiency in the caudal hypothalamus of spontaneously hypertensive rats that contributes to the tonic disinhibition and overactivity of this pressor region. Because chronic exercise is able to increase cardiovascular health in the hypertensive rat, we hypothesized that exercise-induced caudal hypothalamic plasticity partially underlies the beneficial effects of physical activity. In this review we discuss initial findings from this lab that support this hypothesis. Our experiments demonstrate that chronic exercise alters gene expression and neuronal activity in the caudal hypothalamus of the spontaneously hypertensive rat. These findings describe a potential mechanism by which chronic exercise lowers blood pressure in the hypertensive individual.