Cape Town - 2026 ISMRM-ISMRT Annual Meeting and Exhibition
9 May 2026 – 14 May 2026 · Cape Town, South Africa
408-04-004 / 271-01-001 ISMRM Abstract

Online 3D-MRF for Population-Scale Quantitative Neuroimaging: A 3,849-Exam Clinical Deployment

Primary: Acquisition & Reconstruction - Quantitative Imaging: relaxometry, multi-parametric, MR Fingerprinting, and synthetic MRI
Secondary: Neuro - Aging
408-04-004 · Quantitative Imaging: MR Fingerprinting · Tuesday, 12 May, 4:00 PM–5:50 PM · Meeting Room 1.60
271-01-001 · ISMRM AMPC Selected Posters · Sunday, 10 May, 7:00 AM–2:00 PM · Traditional Posters
Keywords: Brain MR Fingerprinting Quantitative Imaging Clinical application Reproducibility
Accepted
Andrew Dupuis 1,2, Rasim Boyacioglu3, Yong Chen1,2, Jeffrey L Sunshine2, Chaitra Badve2, Mark Griswold1,2,3
1Department of Radiology, Case Western Reserve University, Cleveland, United States of America
2Department of Radiology, University Hospitals, Cleveland, United States of America
3Department of Biomedical Engineering, Case Western Reserve University, Cleveland, United States of America
Presenting Author: Andrew Dupuis

Synopsis

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References

1. Cheng HL, Stikov N, Ghugre NR, Wright GA. Practical medical applications of quantitative MR relaxometry. J Magn Reson Imaging. 2012 Oct;36(4):805-24. doi: 10.1002/jmri.23718. PMID: 22987758. [doi] [pmid]
2. Deoni SC. Quantitative relaxometry of the brain. Top Magn Reson Imaging. 2010 Apr;21(2):101-13. doi: 10.1097/RMR.0b013e31821e56d8. PMID: 21613875; PMCID: PMC3613135. [doi] [pmid]
3. Keenan KE, Biller JR, Delfino JG, Boss MA, Does MD, Evelhoch JL, Griswold MA, Gunter JL, Hinks RS, Hoffman SW, Kim G, Lattanzi R, Li X, Marinelli L, Metzger GJ, Mukherjee P, Nordstrom RJ, Peskin AP, Perez E, Russek SE, Sahiner B, Serkova N, Shukla-Dave A, Steckner M, Stupic KF, Wilmes LJ, Wu HH, Zhang H, Jackson EF, Sullivan DC. Recommendations towards standards for quantitative MRI (qMRI) and outstanding needs. J Magn Reson Imaging. 2019 Jun;49(7):e26-e39. doi: 10.1002/jmri.26598. Epub 2019 Jan 24. PMID: 30680836; PMCID: PMC6663309. [doi] [pmid]
4. Keenan KE, Delfino JG, Jordanova KV, Poorman ME, Chirra P, Chaudhari AS, Baessler B, Winfield J, Viswanath SE, deSouza NM. Challenges in ensuring the generalizability of image quantitation methods for MRI. Med Phys. 2022 Apr;49(4):2820-2835. doi: 10.1002/mp.15195. Epub 2021 Sep 29. PMID: 34455593; PMCID: PMC8882689. [doi] [pmid]
5. Miller KL, Alfaro-Almagro F, Bangerter NK, Thomas DL, Yacoub E, Xu J, Bartsch AJ, Jbabdi S, Sotiropoulos SN, Andersson JL, Griffanti L, Douaud G, Okell TW, Weale P, Dragonu I, Garratt S, Hudson S, Collins R, Jenkinson M, Matthews PM, Smith SM. Multimodal population brain imaging in the UK Biobank prospective epidemiological study. Nat Neurosci. 2016 Nov;19(11):1523-1536. doi: 10.1038/nn.4393. Epub 2016 Sep 19. PMID: 27643430; PMCID: PMC5086094. [doi] [pmid]
6. Raisi-Estabragh Z, McCracken C, Hann E, Condurache DG, Harvey NC, Munroe PB, Ferreira VM, Neubauer S, Piechnik SK, Petersen SE. Incident Clinical and Mortality Associations of Myocardial Native T1 in the UK Biobank. JACC Cardiovasc Imaging. 2023 Apr;16(4):450-460. doi: 10.1016/j.jcmg.2022.06.011. Epub 2022 Sep 14. PMID: 36648036; PMCID: PMC10102720. [doi] [pmid]
7. Dupuis A, Chen Y, Hansen M, Chow K, Sun JEP, Badve C, Ma D, Griswold MA, Boyacioglu R. Quantifying 3D MR fingerprinting (3D-MRF) reproducibility across subjects, sessions, and scanners automatically using MNI atlases. Magn Reson Med. 2024 May;91(5):2074-2088. doi: 10.1002/mrm.29983. Epub 2024 Jan 9. PMID: 38192239; PMCID: PMC10950529. [doi] [pmid]
8. Dupuis A, Boyacioglu R, Keenan KE, Griswold MA. Real-time automated quality control for quantitative MRI. MAGMA. 2025 Jul;38(3):491-501. doi: 10.1007/s10334-024-01205-3. Epub 2024 Oct 3. PMID: 39361179. [doi] [pmid]
9. Stupic KF, Ainslie M, Boss MA, Charles C, Dienstfrey AM, Evelhoch JL, Finn P, Gimbutas Z, Gunter JL, Hill DLG, Jack CR, Jackson EF, Karaulanov T, Keenan KE, Liu G, Martin MN, Prasad PV, Rentz NS, Yuan C, Russek SE. A standard system phantom for magnetic resonance imaging. Magn Reson Med. 2021 Sep;86(3):1194-1211. doi: 10.1002/mrm.28779. Epub 2021 Apr 13. PMID: 33847012; PMCID: PMC8252537. [doi] [pmid]
10. Baraboo J, et al. Playing with FIRE: a framework for on-scanner, in-line fully automated 4D-Flow MRI reconstruction, pre-processing and flow visualization. Proc Intl Soc Mag Reson Med 2021;29:2089.
11. Dupuis A, et al. mrftools: A research framework for integrated design, simulation, acquisition, and reconstruction of MR Fingerprinting. Proc Intl Soc Mag Reson Med 2024;32:3691.
12. Gorgolewski KJ, Auer T, Calhoun VD, Craddock RC, Das S, Duff EP, Flandin G, Ghosh SS, Glatard T, Halchenko YO, Handwerker DA, Hanke M, Keator D, Li X, Michael Z, Maumet C, Nichols BN, Nichols TE, Pellman J, Poline JB, Rokem A, Schaefer G, Sochat V, Triplett W, Turner JA, Varoquaux G, Poldrack RA. The brain imaging data structure, a format for organizing and describing outputs of neuroimaging experiments. Sci Data. 2016 Jun 21;3:160044. doi: 10.1038/sdata.2016.44. PMID: 27326542; PMCID: PMC4978148. [doi] [pmid]
13. Nishimaki K, Onda K, Ikuta K, Chotiyanonta J, Uchida Y, Mori S, Iyatomi H, Oishi K; Alzheimer's Disease Neuroimaging Initiative; Australian Imaging Biomarkers and Lifestyle Flagship Study of Ageing. OpenMAP-T1: A Rapid Deep-Learning Approach to Parcellate 280 Anatomical Regions to Cover the Whole Brain. Hum Brain Mapp. 2024 Nov;45(16):e70063. doi: 10.1002/hbm.70063. PMID: 39523990; PMCID: PMC11551626. [doi] [pmid]

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http://echo.ismrm.org/p/ISMRM2026/408-04-004