4.8 Article

Hyperspectral Visualization of Mass Spectrometry Imaging Data

期刊

ANALYTICAL CHEMISTRY
卷 85, 期 3, 页码 1415-1423

出版社

AMER CHEMICAL SOC
DOI: 10.1021/ac302330a

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资金

  1. RSC PhD studentship
  2. EPSRC/RSC studentship
  3. EPSRC through the PSIBS Doctoral Training Centre at the University of Birmingham [EP/F50053X/1]
  4. Imperial NIHR BRC
  5. Medical Research Council [G0801056B] Funding Source: researchfish
  6. EPSRC [EP/F50053X/1] Funding Source: UKRI

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The acquisition of localized molecular spectra with mass spectrometry imaging (MSI) has a great, but as yet not fully realized, potential for biomedical diagnostics and research. The methodology generates a series of mass spectra from discrete sample locations, which is often analyzed by visually interpreting specifically selected images of individual masses. We developed an intuitive color-coding scheme based on hyperspectral imaging methods to generate a single overview image of this complex data set. The image color-coding is based on spectral characteristics, such that pixels with similar molecular profiles are displayed with similar colors. This visualization strategy was applied to results of principal component analysis, self-organizing maps and t-distributed stochastic neighbor embedding. Our approach for MSI data analysis, combining automated data processing, modeling and display, is user-friendly and allows both the spatial and molecular information to be visualized intuitively and effectively.

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