Interactive Local Super-Resolution Reconstruction of Whole-Body MRI Mouse Data: A Pilot Study with Applications to Bone and Kidney Metastases

نویسندگان

  • Oleh Dzyubachyk
  • Artem Khmelinskii
  • Esben Plenge
  • Peter Kok
  • Thomas J. A. Snoeks
  • Dirk H. J. Poot
  • Clemens W. G. M. Löwik
  • Charl P. Botha
  • Wiro J. Niessen
  • Louise van der Weerd
  • Erik Meijering
  • Boudewijn P. F. Lelieveldt
  • Gayle E. Woloschak
چکیده

In small animal imaging studies, when the locations of the micro-structures of interest are unknown a priori, there is a simultaneous need for full-body coverage and high resolution. In MRI, additional requirements to image contrast and acquisition time will often make it impossible to acquire such images directly. Recently, a resolution enhancing post-processing technique called super-resolution reconstruction (SRR) has been demonstrated to improve visualization and localization of micro-structures in small animal MRI by combining multiple low-resolution acquisitions. However, when the field-of-view is large relative to the desired voxel size, solving the SRR problem becomes very expensive, in terms of both memory requirements and computation time. In this paper we introduce a novel local approach to SRR that aims to overcome the computational problems and allow researchers to efficiently explore both global and local characteristics in whole-body small animal MRI. The method integrates state-of-the-art image processing techniques from the areas of articulated atlas-based segmentation, planar reformation, and SRR. A proof-of-concept is provided with two case studies involving CT, BLI, and MRI data of bone and kidney tumors in a mouse model. We show that local SRR-MRI is a computationally efficient complementary imaging modality for the precise characterization of tumor metastases, and that the method provides a feasible high-resolution alternative to conventional MRI.

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عنوان ژورنال:

دوره 9  شماره 

صفحات  -

تاریخ انتشار 2014