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DOI 10.1002/mrm.70443

Медицинская библиотека · Magnetic resonance in medicine · 2026

T1-weighting in Steady-State FLASH MRI-Diffusion Is Not Only Supportive but Mandatory for the Contrast.

Weinmüller Simon, Chellapandian Deepak Charles, Endres Jonathan, Leupold Jochen, Gritsch Florian, Wagner Fabian, Schneider Rainer, Zaiss Moritz

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Аннотация

PURPOSE: FLASH imaging is widely assumed to produce a T1-weighted steady-state contrast using RF- and gradient-spoiling. We observed substantial overestimation of CSF signals in simulations, when diffusion was neglected and realistic proton density was applied. This work investigates the role of diffusion in steady-state FLASH contrast formation and its implications for simulation-based modeling and measurement.

METHODS

FLASH sequences were simulated using phase graph simulations using a synthetic brain phantom with and without diffusion and realistic PD values to show the contrast change. The impact of neglecting diffusion in synthetic training data was evaluated using a segmentation network trained on simulated data and tested on in vivo measurement. Experimental validation of the contrast change was performed using a 3D-printed brain phantom using silicone oil as a low-diffusivity compartment.

RESULTS

Without diffusion, simulations showed CSF signal intensities higher than WM, resulting in a contrast change. Diffusion suppresses higher-order echoes in long T2 tissues and is essential for achieving the T1-weighted steady-state contrast. A NN trained without diffusion fails to generalize to in vivo data and measurements with silicone oil compartments confirm the contrast changes in low-diffusivity media.

CONCLUSION

Diffusion is essential for realistic FLASH simulations of long T2 tissues such as CSF. Steady-state FLASH contrast arises from the interplay of RF-, gradient-spoiling, and "multi-TR-relaxation-spoiling" governed by T2-decay and diffusion effects. For many quadratic phase cycling schemes, diffusion is required to obtain realistic T1-weighted contrast in MR simulations and should not be neglected in simulations or simulation-based deep learning applications.

Для цитирования: Weinmüller Simon, Chellapandian Deepak Charles, Endres Jonathan, Leupold Jochen, Gritsch Florian, Wagner Fabian, Schneider Rainer, Zaiss Moritz. T1-weighting in Steady-State FLASH MRI-Diffusion Is Not Only Supportive but Mandatory for the Contrast.. Magnetic resonance in medicine. 2026. DOI: 10.1002/mrm.70443.

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