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Maintenance of Deep Lung Architecture and Automated Airway Segmentation for 3D Mass Spectrometry Imaging

机译:3D质谱成像的深肺建筑和自动化气道分割的维护

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摘要

Mass spectrometry imaging (MSI) is a technique for mapping the spatial distributions of molecules in sectioned tissue. Histology-preserving tissue preparation methods are central to successful MSI studies. Common fixation methods, used to preserve tissue morphology, can result in artifacts in the resulting MSI experiment including delocalization of analytes, altered adduct profiles, and loss of key analytes due to irreversible cross-linking and diffusion. This is especially troublesome in lung and airway samples, in which histology and morphology is best interpreted from 3D reconstruction, requiring the large and small airways to remain inflated during analysis. Here, we developed an MSI-compatible inflation containing as few exogenous components as possible, forgoing perfusion, fixation, and addition of salt solutions upon inflation that resulted in an ungapped 3D molecular reconstruction through more than 300 microns. We characterized a series of polyunsaturated phospholipids (PUFA-PLs), specifically phosphatidylinositol (-PI) lipids linked to lethal inflammation in bacterial infection and mapped them in serial sections of inflated mouse lung. PUFA-PIs were identified using spatial lipidomics and determined to be determinant markers of major airway features using unsupervised hierarchical clustering. Deep lung architecture was preserved using this inflation approach and the resulting sections are compatible with multiple MSI modalities, automated interpretation software, and serial 3D reconstruction.
机译:质谱成像(MSI)是用于将分子的空间分布映射在切片组织中的一种技术。保持组织学保留的组织制备方法是成功的MSI研究。用于保存组织形态的常见固定方法可以导致所得MSI实验中的伪像,包括分析物的临床化,改变的加合物谱和由于不可逆交联和扩散而导致的关键分析物的丧失。这在肺和呼吸道样本中特别麻烦,其中组织学和形态学最佳地从3D重建中解释,需要大型和小气道在分析期间保持充气。在这里,我们开发了一种MSI兼容的膨胀,其含有尽可能少的外源性组分,因此在膨胀时觅食,固定和加入盐溶液,其通过超过300微米导致未被曝光的3D分子重建。我们以一系列多不饱和磷脂(PUFA-PL),特别是磷脂酰肌醇(-PI)脂质与细菌感染中的致命炎症相关,并在膨胀的小鼠肺的连续部分中映射它们。使用空间脂质学鉴定PUFA-PIS,并确定使用无监督的分层聚类的主要气道特征的决定性标记。使用这种通胀方法保留深肺架构,结果部分与多个MSI模态,自动解释软件和串行三维重建兼容。

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