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脑皮层 MRI 对比的转录组学特征研究,重点关注 T1-w/T2-w 比值。

Transcriptomic characterization of MRI contrast with focus on the T1-w/T2-w ratio in the cerebral cortex.

机构信息

Computational Neurobiology Lab, Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, ON, Canada; Division of Engineering Science, University of Toronto, Toronto, ON, Canada; Department of Computer Science, University of Toronto, Canada.

Department of Psychiatry, Columbia University Medical Center, New York, NY, USA; Molecular Imaging and Neuropathology Division, New York State Psychiatric Institute, New York, NY, USA.

出版信息

Neuroimage. 2018 Jul 1;174:504-517. doi: 10.1016/j.neuroimage.2018.03.027. Epub 2018 Mar 20.

Abstract

Magnetic resonance (MR) images of the brain are of immense clinical and research utility. At the atomic and subatomic levels, the sources of MR signals are well understood. However, we lack a comprehensive understanding of the macromolecular correlates of MR signal contrast. To address this gap, we used genome-wide measurements to correlate gene expression with MR signal intensity across the cerebral cortex in the Allen Human Brain Atlas (AHBA). We focused on the ratio of T1-weighted and T2-weighted intensities (T1-w/T2-w ratio image), which is considered to be a useful proxy for myelin content. As expected, we found enrichment of positive correlations between myelin-associated genes and the ratio image, supporting its use as a myelin marker. Genome-wide, there was an association with protein mass, with genes coding for heavier proteins expressed in regions with high T1-w/T2-w values. Oligodendrocyte gene markers were strongly correlated with the T1-w/T2-w ratio, but this was not driven by myelin-associated genes. Mitochondrial genes exhibit the strongest relationship, showing higher expression in regions with low T1-w/T2-w ratio. This may be due to the pH gradient in mitochondria as genes up-regulated by pH in the brain were also highly correlated with the ratio. While we corroborate associations with myelin and synaptic plasticity, differences in the T1-w/T2-w ratio across the cortex are more strongly linked to molecule size, oligodendrocyte markers, mitochondria, and pH. We evaluate correlations between AHBA transcriptomic measurements and a group averaged T1-w/T2-w ratio image, showing agreement with in-sample results. Expanding our analysis to the whole brain results in strong positive T1-w/T2-w correlations for immune system, inflammatory disease, and microglia marker genes. Genes with negative correlations were enriched for neuron markers and synaptic plasticity genes. Lastly, our findings are similar when performed on T1-w or inverted T2-w intensities alone. These results provide a molecular characterization of MR contrast that will aid interpretation of future MR studies of the brain.

摘要

脑磁共振(MR)图像在临床和研究中具有巨大的应用价值。在原子和亚原子水平上,MR 信号的来源已经得到了很好的理解。然而,我们对 MR 信号对比的大分子相关性还缺乏全面的认识。为了解决这一差距,我们使用全基因组测量方法,在艾伦人类大脑图谱(Allen Human Brain Atlas,AHBA)中,将基因表达与大脑皮层的 T1 加权和 T2 加权强度(T1-w/T2-w 比值图像)进行相关分析。我们重点关注 T1 加权和 T2 加权强度的比值图像(T1-w/T2-w 比值图像),因为它被认为是髓鞘含量的有用指标。正如预期的那样,我们发现与髓鞘相关基因之间存在正相关的富集,支持其作为髓鞘标志物的使用。全基因组范围内,T1-w/T2-w 比值与蛋白质质量存在关联,编码较重蛋白质的基因在 T1-w/T2-w 值较高的区域表达。少突胶质细胞基因标志物与 T1-w/T2-w 比值呈强相关性,但这并不是由与髓鞘相关的基因驱动的。线粒体基因表现出最强的相关性,在 T1-w/T2-w 比值较低的区域表达较高。这可能是由于线粒体中的 pH 梯度,因为大脑中受 pH 调节的基因也与该比值高度相关。虽然我们证实了与髓鞘和突触可塑性的关联,但皮层中 T1-w/T2-w 比值的差异与分子大小、少突胶质细胞标志物、线粒体和 pH 的关系更为密切。我们评估了 AHBA 转录组测量值与一组平均 T1-w/T2-w 比值图像之间的相关性,结果与样本内结果一致。将分析扩展到整个大脑,结果显示免疫系统、炎症性疾病和小胶质细胞标志物基因的 T1-w/T2-w 相关性呈强正相关。负相关的基因富集了神经元标志物和突触可塑性基因。最后,当仅对 T1-w 或反转 T2-w 强度进行分析时,我们的发现也是相似的。这些结果提供了对 MR 对比的分子特征描述,将有助于解释未来对大脑的 MR 研究。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c091/6450807/f65e6d20cb8d/nihms-1011768-f0001.jpg

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