Automatic Registration of Mass Spectrometry Imaging Data Sets to the Allen Brain Atlas

被引:50
作者
Abdelmoula, Walid M. [1 ]
Carreira, Ricardo J. [2 ]
Shyti, Reinald [3 ]
Balluff, Benjamin [2 ]
van Zeijl, Rene J. M. [2 ]
Tolner, Else A. [3 ,4 ]
Lelieveldt, Boudewijn F. P. [1 ,5 ]
van den Maagdenberg, Arn M. J. M. [3 ,4 ]
McDonnell, Liam A. [2 ]
Dijkstra, Jouke [1 ]
机构
[1] Leiden Univ, Med Ctr, Dept Radiol, Div Image Proc, NL-2333 ZA Leiden, Netherlands
[2] Leiden Univ, Med Ctr, Ctr Prote & Metabol, NL-2333 ZA Leiden, Netherlands
[3] Leiden Univ, Med Ctr, Dept Human Genet, NL-2333 ZA Leiden, Netherlands
[4] Leiden Univ, Med Ctr, Dept Neurol, NL-2333 ZA Leiden, Netherlands
[5] Delft Univ Technol, Fac EEMCS, Intelligent Syst Grp, NL-2628 CN Delft, Netherlands
关键词
EXPERIMENTAL PARKINSONS-DISEASE; MOUSE-BRAIN; PROTEIN EXPRESSION; MUTUAL-INFORMATION; MATHEMATICAL MORPHOLOGY; LIQUID-CHROMATOGRAPHY; SPATIAL SEGMENTATION; TISSUE; OPTIMIZATION; PEPTIDES;
D O I
10.1021/ac500148a
中图分类号
O65 [分析化学];
学科分类号
070302 [分析化学];
摘要
Mass spectrometry imaging holds great potential for understanding the molecular basis of neurological disease. Several key studies have demonstrated its ability to uncover disease-related biomolecular changes in rodent models of disease, even if highly localized or invisible to established histological methods. The high analytical reproducibility necessary for the biomedical application of mass spectrometry imaging means it is widely developed in mass spectrometry laboratories. However, many lack the expertise to correctly annotate the complex anatomy of brain tissue, or have the capacity to analyze the number of animals required in preclinical studies, especially considering the significant variability in sizes of brain regions. To address this issue, we have developed a pipeline to automatically map mass spectrometry imaging data sets of mouse brains to the Allen Brain Reference Atlas, which contains publically available data combining gene expression with brain anatomical locations. Our pipeline enables facile and rapid interanimal comparisons by first testing if each animal's tissue section was sampled at a similar location and enabling the extraction of the biomolecular signatures from specific brain regions.
引用
收藏
页码:3947 / 3954
页数:8
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