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Resolving fluorophores by unmixing multispectral fluorescence tomography with independent component analysis

  • Huangsheng Pu
  • , Guanglei Zhang
  • , Wei He
  • , Fei Liu
  • , Huizhi Guang
  • , Yue Zhang
  • , Jing Bai
  • , Jianwen Luo
  • Tsinghua University
  • Air Force Medical University
  • Tsinghua-Peking Center for Life Sciences

Research output: Contribution to journalArticlepeer-review

Abstract

It is a challenging problem to resolve and identify drug (or non-specific fluorophore) distribution throughout the whole body of small animals in vivo. In this article, an algorithm of unmixing multispectral fluorescence tomography (MFT) images based on independent component analysis (ICA) is proposed to solve this problem. ICA is used to unmix the data matrix assembled by the reconstruction results from MFT. Then the independent components (ICs) that represent spatial structures and the corresponding spectrum courses (SCs) which are associated with spectral variations can be obtained. By combining the ICs with SCs, the recovered MFT images can be generated and fluorophore concentration can be calculated. Simulation studies, phantom experiments and animal experiments with different concentration contrasts and spectrum combinations are performed to test the performance of the proposed algorithm. Results: demonstrate that the proposed algorithm can not only provide the spatial information of fluorophores, but also recover the actual reconstruction of MFT images.

Original languageEnglish
Pages (from-to)5025-5042
Number of pages18
JournalPhysics in Medicine and Biology
Volume59
Issue number17
DOIs
StatePublished - 7 Sep 2014
Externally publishedYes

Keywords

  • fluorophore
  • independent component analysis
  • multispectral fluorescence tomography

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