Articles with "spatial segmentation" as a keyword



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Spatial Segmentation of Mass Spectrometry Imaging Data by Combining Multivariate Clustering and Univariate Thresholding.

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Published in 2021 at "Analytical chemistry"

DOI: 10.1021/acs.analchem.0c04798

Abstract: Spatial segmentation partitions mass spectrometry imaging (MSI) data into distinct regions, providing a concise visualization of the vast amount of data and identifying regions of interest (ROIs) for downstream statistical analysis. Unsupervised approaches are particularly… read more here.

Keywords: mass spectrometry; spatial segmentation; msi data; segmentation ... See more keywords
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Data Filtering and Its Prioritization in Pipelines for Spatial Segmentation of Mass Spectrometry Imaging.

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Published in 2021 at "Analytical chemistry"

DOI: 10.1021/acs.analchem.0c05242

Abstract: Mass spectrometry imaging (MSI) could provide vast amounts of data at the temporal-spatial scale in heterogeneous biological specimens, which challenges us to segment accurately suborgans/microregions from complex MSI data. Several pipelines had been proposed for… read more here.

Keywords: spatial segmentation; mass spectrometry; pipeline; segmentation ... See more keywords
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iSegMSI: An Interactive Strategy to Improve Spatial Segmentation of Mass Spectrometry Imaging Data.

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Published in 2022 at "Analytical chemistry"

DOI: 10.1021/acs.analchem.2c01456

Abstract: Spatial segmentation is a critical procedure in mass spectrometry imaging (MSI)-based biochemical analysis. However, the commonly used unsupervised MSI segmentation methods may lead to inappropriate segmentation results as the MSI data is characterized by high… read more here.

Keywords: spectrometry imaging; mass spectrometry; segmentation; strategy ... See more keywords