Articles | Volume 7, issue 1
https://doi.org/10.5194/mr-7-53-2026
https://doi.org/10.5194/mr-7-53-2026
Research article
 | 
21 May 2026
Research article |  | 21 May 2026

Scalable modeling of multi-spin ensembles in SABRE hyperpolarization: a symmetry-based framework for zero and ultralow fields

Danil Markelov, Alexander Snadin, Alexey Kiryutin, Danila Barskiy, and Alexandra Yurkovskaya

Related authors

In memoriam Konstantin L'vovich Ivanov
Alexandra Yurkovskaya and Geoffrey Bodenhausen
Magn. Reson., 2, 341–342, https://doi.org/10.5194/mr-2-341-2021,https://doi.org/10.5194/mr-2-341-2021, 2021
Short summary

Cited articles

Abergel, D. and Palmer, A. G.: A Markov Model for Relaxation and Exchange in NMR Spectroscopy, J. Phys. Chem. B, 109, 4837–4844, https://doi.org/10.1021/jp0458304, 2005. a
Adams, R. W., Aguilar, J. A., Atkinson, K. D., Cowley, M. J., Elliott, P. I. P., Duckett, S. B., Green, G. G. R., Khazal, I. G., López-Serrano, J., and Williamson, D. C.: Reversible Interactions with para-Hydrogen Enhance NMR Sensitivity by Polarization Transfer, Science, 323, 1708–1711, https://doi.org/10.1126/science.1168877, 2009. a
Angelovski, G., Tickner, B. J., and Wang, G.: Opportunities and Challenges with Hyperpolarized Bioresponsive Probes for Functional Imaging using Magnetic Resonance, Nat. Chem., 15, 755–763, https://doi.org/10.1038/s41557-023-01211-3, 2023. a
Atkinson, K. D., Cowley, M. J., Elliott, P. I. P., Duckett, S. B., Green, G. G. R., López-Serrano, J., and Whitwood, A. C.: Spontaneous Transfer of Parahydrogen Derived Spin Order to Pyridine at Low Magnetic Field, J. Am. Chem. Soc., 131, 13362–13368, https://doi.org/10.1021/ja903601p, 2009. a
Barskiy, D. A. and Pravdivtsev, A. N.: Magnetization and Polarization of Coupled Nuclear Spins Ensembles at High Magnetic Fields, ChemPhysChem, 26, 2500092, https://doi.org/10.1002/cphc.202500092, 2025. a
Download
Short summary
We present a framework to simulate nuclear magnetic resonance (NMR) signal enhancement experiments using parahydrogen at ultralow magnetic fields. Our approach captures the full quantum evolution of the system while reducing computational complexity for multi-spin systems through symmetry-based dimensionality reduction. This enables efficient prediction of optimal polarization transfer fields and simulation of the resulting ultralow-field NMR spectra.
Share