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  • Jordan SP, Hu S, Rozada I, McGivney DF, Boyacioglu R, Jacob DC, Huang S, Beverland M, Katzgraber H, Troyer M, Griswold MA, Ma D. Automated Design of Pulse Sequences for Magnetic Resonance Fingerprinting using Physics-Inspired Optimization. arXiv preprint arXiv:2106.04740.

  • Hu S, Jordan SP, Boyacgiolu R, Rozada I, Troyer M, Griswold M, McGivney D, Ma D. Fast MR Fingerprinting Simulator for Direct Error Estimation and Sequence Optimization. arXiv preprint arXiv:2105.11594.


  • Yang M, Jiang Y, Ma D, Mehta BB, Griswold MA. Game of Learning Bloch Equation Simulations for MR Fingerprinting. arXiv preprint arXiv:2004.02270.



  • MacAskill CJ, Markley M, Farr S, Parsons A, Perino JR, McBennett K, Kutney K, Drumm ML, Pritts N, Griswold MA, Ma D, Dell KM, Flask CA, Chen Y. Rapid B1-Insensitive MR Fingerprinting for Quantitative Kidney Imaging. Radiology. 2021 Jun 8:202302. doi: 10.1148/radiol.2021202302. Epub ahead of print. PMID: 34100680.

  • Tippareddy C, Zhao W, Sunshine JL, Griswold M, Ma D, Badve C. Magnetic resonance fingerprinting: an overview. Eur J Nucl Med Mol Imaging. 2021 May 26. doi: 10.1007/s00259-021-05384-2. Epub ahead of print. PMID: 34037831.


  • Boyacioglu R, Wang C, Ma D, McGivney DF, Yu X, Griswold MA. 3D magnetic resonance fingerprinting with quadratic RF phase. Magn Reson Med. 2021 Apr;85(4):2084-2094. doi: 10.1002/mrm.28581. Epub 2020 Nov 12. PMID: 33179822.

  • Feng L, Ma D, Liu F. Rapid MR relaxometry using deep learning: An overview of current techniques and emerging trends. NMR Biomed. 2020 Oct 15:e4416. doi: 10.1002/nbm.4416. Epub ahead of print. PMID: 33063400; PMCID: PMC8046845.

  • Dastmalchian S, Kilinc O, Onyewadume L, Tippareddy C, McGivney D, Ma D, Griswold M, Sunshine J, Gulani V, Barnholtz-Sloan JS, Sloan AE, Badve C. Radiomic analysis of magnetic resonance fingerprinting in adult brain tumors. Eur J Nucl Med Mol Imaging. 2021 Mar;48(3):683-693. doi: 10.1007/s00259-020-05037-w. Epub 2020 Sep 26. PMID: 32979059.

  • MacAskill CJ, Erokwu BO, Markley M, Parsons A, Farr S, Zhang Y, Tran U, Chen Y, Anderson CE, Serai S, Hartung EA, Wessely O, Ma D, Dell KM, Flask CA. Multi-parametric MRI of kidney disease progression for autosomal recessive polycystic kidney disease: mouse model and initial patient results. Pediatr Res. 2021 Jan;89(1):157-162. doi: 10.1038/s41390-020-0883-9. Epub 2020 Apr 13. PMID: 32283547; PMCID: PMC7554096.

  • McGivney DF, Boyacıoğlu R, Jiang Y, Poorman ME, Seiberlich N, Gulani V, Keenan KE, Griswold MA, Ma D. Magnetic resonance fingerprinting review part 2: Technique and directions. J Magn Reson Imaging. 2020 Apr;51(4):993-1007. doi: 10.1002/jmri.26877. Epub 2019 Jul 25. PMID: 31347226; PMCID: PMC6980890.

  • Poorman ME, Martin MN, Ma D, McGivney DF, Gulani V, Griswold MA, Keenan KE. Magnetic resonance fingerprinting Part 1: Potential uses, current challenges, and recommendations. J Magn Reson Imaging. 2020 Mar;51(3):675-692. doi: 10.1002/jmri.26836. Epub 2019 Jul 2. PMID: 31264748.


  • Körzdörfer G, Kirsch R, Liu K, Pfeuffer J, Hensel B, Jiang Y, Ma D, Gratz M, Bär P, Bogner W, Springer E, Lima Cardoso P, Umutlu L, Trattnig S, Griswold M, Gulani V, Nittka M. Reproducibility and Repeatability of MR Fingerprinting Relaxometry in the Human Brain. Radiology. 2019 Aug;292(2):429-437. doi: 10.1148/radiol.2019182360. Epub 2019 Jun 18. PMID: 31210615.

  • Deshmane A, McGivney DF, Ma D, Jiang Y, Badve C, Gulani V, Seiberlich N, Griswold MA. Partial volume mapping using magnetic resonance fingerprinting. NMR Biomed. 2019 May;32(5):e4082. doi: 10.1002/nbm.4082. Epub 2019 Mar 1. PMID: 30821878.

  • Ma D, Jones SE, Deshmane A, Sakaie K, Pierre EY, Larvie M, McGivney D, Blümcke I, Krishnan B, Lowe M, Gulani V, Najm I, Griswold MA, Wang ZI. Development of high-resolution 3D MR fingerprinting for detection and characterization of epileptic lesions. J Magn Reson Imaging. 2019 May;49(5):1333-1346. doi: 10.1002/jmri.26319. Epub 2018 Dec 23. PMID: 30582254.

  • In Vivo Tissue Characterization of Focal Nodular Heterotopia Using Magnetic Resonance Fingerprinting. Yu AC, Deshmane A, Dastmalchian S, Cohen M, Ma D, Sunshine J, Gulani V, Griswold M, Sloan A, Badve C. Neurographics. 2019 Apr;9(2):158-162. doi: Epub 2019 Mar 29.

  • Körzdörfer G, Jiang Y, Speier P, Pang J, Ma D, Pfeuffer J, Hensel B, Gulani V, Griswold M, Nittka M. Magnetic resonance field fingerprinting. Magn Reson Med. 2019 Apr;81(4):2347-2359. doi: 10.1002/mrm.27558. Epub 2018 Oct 15. PMID: 30320925.

  • Hamilton JI, Jiang Y, Ma D, Chen Y, Lo WC, Griswold M, Seiberlich N. Simultaneous multislice cardiac magnetic resonance fingerprinting using low rank reconstruction. NMR Biomed. 2019 Feb;32(2):e4041. doi: 10.1002/nbm.4041. Epub 2018 Dec 18. PMID: 30561779; PMCID: PMC7755311.

  • de Blank P, Badve C, Gold DR, Stearns D, Sunshine J, Dastmalchian S, Tomei K, Sloan AE, Barnholtz-Sloan JS, Lane A, Griswold M, Gulani V, Ma D. Magnetic Resonance Fingerprinting to Characterize Childhood and Young Adult Brain Tumors. Pediatr Neurosurg. 2019;54(5):310-318. doi: 10.1159/000501696. Epub 2019 Aug 15. PMID: 31416081.

  • Chen Y, Panda A, Pahwa S, Hamilton JI, Dastmalchian S, McGivney DF, Ma D, Batesole J, Seiberlich N, Griswold MA, Plecha D, Gulani V. Three-dimensional MR Fingerprinting for Quantitative Breast Imaging. Radiology. 2019 Jan;290(1):33-40. doi: 10.1148/radiol.2018180836. Epub 2018 Oct 30. PMID: 30375925; PMCID: PMC6312432.

  • Bipin Mehta B, Coppo S, Frances McGivney D, Ian Hamilton J, Chen Y, Jiang Y, Ma D, Seiberlich N, Gulani V, Alan Griswold M. Magnetic resonance fingerprinting: a technical review. Magn Reson Med. 2019 Jan;81(1):25-46. doi: 10.1002/mrm.27403. Epub 2018 Sep 14. PMID: 30277265.



  • Magnetic resonance fingerprinting (MRF) with efficient acquisition schemes. Gulani V, Griswold M, Ma D, Yang A. US Patent 10898089.


  • Nuclear magnetic resonance (NMR) fingerprinting. Griswold M, Seiberlich N, Gulani V, Ma D. US Patent 10627468.

  • Magnetic resonance fingerprinting (MRF) serial artificial neural network (ANN) sequence design. Griswold M, Geshnizjani N, Ma D, Loparo K, Sunshine J. US Patent 10614359.

  • Nuclear magnetic resonance (NMR) fingerprinting tissue classification and image segmentation. Griswold MA, Jiang Y, Ma D, Deshmane A, Badve C, Gulani V, Sunshine JL. US Patent 10527698.


  • Diffusion-Weighted Double-Echo Magnetic Resonance Fingerprinting (MRF). Griswold MA, Gulani V, Ma D, Jiang Y, Wright K. US Patent 16404657.

  • Simultaneous magnetic resonance angiography and perfusion with nuclear magnetic resonance fingerprinting. Gulani V, Griswold M, Ma D, Wright K. Seiberlich N. US Patent 10379189.

  • Magnetic resonance fingerprinting with steady state precession (MRF-FISP). Griswold M, Jiang Y, Ma D. US Patent 10335049.

  • Diffusion-weighted double-echo magnetic resonance fingerprinting (MRF). Griswold M, Gulani V, Ma D, Jiang Y, Wright K. US Patent 10281547.

  • Nuclear magnetic resonance (NMR) fingerprinting tissue classification and image segmentation. Griswold MA, Jiang Y, Ma D, Deshmane A, Badve C, Gulani V, Sunshine JL. US Patent 10261154.

  • System and method for magnetic resonance fingerprinting at high field strengths. Brady-Kalnay S, Gulani V, Griswold M, Flask C, Lu L, Gao Y, Jiang Y, Ma D. US Patent 10241178.

  • Nuclear magnetic resonance (NMR) fingerprinting with singular value decomposition (SVD) compression. Griswold M, McGivney D, Ma D. US Patent 10209335.

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