Repeat it without me: Crowdsourcing the T1 mapping common ground via the ISMRM reproducibility challenge

Mathieu Boudreau,Agah Karakuzu,Julien Cohen‐Adad, Ecem Bozkurt, Madeline Carr, Marco Castellaro, Luis Concha,Mariya Doneva, Seraina A. Dual, Alex Ensworth,Alexandru Foias,Véronique Fortier, Refaat E. Gabr, Guillaume Gilbert, Carri K. Glide‐Hurst, Matthew Grech‐Sollars,Siyuan Hu, Oscar Jalnefjord, Jorge Jovicich, Kübra Keskin,Peter Koken, Anastasia Kolokotronis, Simran Kukran, Nam G. Lee, Ives R. Levesque, Bochao Li,Dan Ma, Burkhard Mädler,Nyasha G. Maforo, Jamie Near, Erick Pasaye, Alonso Ramirez‐Manzanares, Ben Statton,Christian Stehning, Stefano Tambalo,Ye Tian, Chenyang Wang, Kilian Weiss, Niloufar Zakariaei, Shuo Zhang,Ziwei Zhao, Nikola Stikov

Magnetic Resonance in Medicine(2024)

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摘要
AbstractPurposeT1 mapping is a widely used quantitative MRI technique, but its tissue‐specific values remain inconsistent across protocols, sites, and vendors. The ISMRM Reproducible Research and Quantitative MR study groups jointly launched a challenge to assess the reproducibility of a well‐established inversion‐recovery T1 mapping technique, using acquisition details from a seminal T1 mapping paper on a standardized phantom and in human brains.MethodsThe challenge used the acquisition protocol from Barral et al. (2010). Researchers collected T1 mapping data on the ISMRM/NIST phantom and/or in human brains. Data submission, pipeline development, and analysis were conducted using open‐source platforms. Intersubmission and intrasubmission comparisons were performed.ResultsEighteen submissions (39 phantom and 56 human datasets) on scanners by three MRI vendors were collected at 3 T (except one, at 0.35 T). The mean coefficient of variation was 6.1% for intersubmission phantom measurements, and 2.9% for intrasubmission measurements. For humans, the intersubmission/intrasubmission coefficient of variation was 5.9/3.2% in the genu and 16/6.9% in the cortex. An interactive dashboard for data visualization was also developed: https://rrsg2020.dashboards.neurolibre.org.ConclusionThe T1 intersubmission variability was twice as high as the intrasubmission variability in both phantoms and human brains, indicating that the acquisition details in the original paper were insufficient to reproduce a quantitative MRI protocol. This study reports the inherent uncertainty in T1 measures across independent research groups, bringing us one step closer to a practical clinical baseline of T1 variations in vivo.
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