Joint Annual Meeting ISMRM-ESMRMB & ISMRT 31st Annual Meeting • 07-12 May 2022 • London, UK

2022 Joint Annual Meeting ISMRM-ESMRMB and 31st ISMRT Annual Meeting

Member-Initiated Tutorial

Hands-On Quality Control of Human & Preclinical MRI Data: From Acquisition to Post-Processing

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Hands-On Quality Control of Human & Preclinical MRI Data: From Acquisition to Post-Processing
Member-Initiated Tutorials
 
Thursday, 12 May 2022
ICC Capital Suite 14-16
09:15 -  11:15
Session Number: MIT-04

Dhritiman Das

Overview
Ensuring the quality of the interim results and outcomes at relevant check-points of the MRI research workflow, from acquisition to secondary analyses, is critical for the reliability of the findings. Traditionally, researchers have resorted to visualization by experts to flag and exclude subpar MRI images, and to trigger corrective actions (e.g., servicing the MRI scanner). However, the deluge of data that neuroimaging is witnessing hinders the traditional manual approach to quality control and assurance (QC/QA). On one hand, visualization tools that optimize the assessment task, minimize inter-rater disagreement, and allow easy and reliable bookkeeping of annotations are fundamental to allow fast assessment of large datasets. On the other hand, there is an urgent need to at least support, and potentially replace, the experts’ assessment with more objective and reliable, automated approaches. Finally, we will also show how the quality assessment is contingent on the downstream applications, which makes its definition and quantification a difficult problem. In this session, we expose MRI practitioners to a portfolio of strategies and tools that will enable them to more effectively determine when and how they can optimize their QA/QC protocols. Although the speakers’ experience is mostly centered around MRI of the human and rodent brain, the tutorial is of interest to practitioners working in other fields and species, e.g., knee or prostate MRI, or non-human primates.

Target Audience
Human and preclinical MRI practitioners of all experience levels who want to improve their current QA/QC strategy of their research workflow.

Educational Objectives
As a result of attending this course, participants should be able to:
Tutorial 1 (Joset Etzel) : Use standards operating procedures (SOPs) and implement best pipeline and reporting practices for quality assessment across different MRI datasets in the context of reproducible research.|Tutorial 2 (Oscar Esteban): Understand the problems of “scanner-effects”, how they affect image quality metrics automatically extracted from images, and how to validate the statistical modeling when these effects are present.|Tutorial 3 (Eilidh MacNicol): Adapting QA/QC procedures and protocols to preclinical imaging - MRIQC for rodents.|Tutorial 4 (Satrajit Ghosh): Understand “less reported” quality control issues in MRI that may arise and, through a debate, be exposed to other efficient though non-conventional methods of integrating QC/QA in the research workflow.

 

Full Session Video Here

  09:15   Taking Control of Your Data using Reproducible QC Workflows

Video Unavailable
Joset Etzel
Washington University in St. Louis
  09:45   Automating the Quality Assessment of MRI with MRIQC

Video Unavailable
Oscar Esteban
Lausanne University Hospital (CHUV) and University of Lausanne
  10:15   Quality Control in Preclinical MRI: Where Do Artifacts Come From & How to Fix Them

Video Unavailable
Eilidh MacNicol
King’s College, London, United Kingdom
  10:45   Is a Universal QC in MRI Impossible?

Video Unavailable
Satrajit Ghosh
Massachusetts Institute of Technology

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