PMID- 34388098 OWN - NLM STAT- MEDLINE DCOM- 20220314 LR - 20220314 IS - 2168-2208 (Electronic) IS - 2168-2194 (Linking) VI - 26 IP - 1 DP - 2022 Jan TI - Acoustic Simulation for Transcranial Focused Ultrasound Using GAN-Based Synthetic CT. PG - 161-171 LID - 10.1109/JBHI.2021.3103387 [doi] AB - Transcranial focused ultrasound (tFUS) is a promising non-invasive technique for treating neurological and psychiatric disorders. One of the challenges for tFUS is the disruption of wave propagation through the skull. Consequently, despite the risks associated with exposure to ionizing radiation, computed tomography (CT) is required to estimate the acoustic transmission through the skull. This study aims to generate synthetic CT (sCT) from T1-weighted magnetic resonance imaging (MRI) and investigate its applicability to tFUS acoustic simulation. We trained a 3D conditional generative adversarial network (3D-cGAN) with 15 subjects. We then assessed image quality with 15 test subjects: mean absolute error (MAE) = 85.72+/-9.50 HU (head) and 280.25+/-24.02 HU (skull), dice coefficient similarity (DSC) = 0.88+/-0.02 (skull). In terms of skull density ratio (SDR) and skull thickness (ST), no significant difference was found between sCT and real CT (rCT). When the acoustic simulation results of rCT and sCT were compared, the intracranial peak acoustic pressure ratio was found to be less than 4%, and the distance between focal points less than 1 mm. FAU - Koh, Heekyung AU - Koh H FAU - Park, Tae Young AU - Park TY FAU - Chung, Yong An AU - Chung YA FAU - Lee, Jong-Hwan AU - Lee JH FAU - Kim, Hyungmin AU - Kim H LA - eng PT - Journal Article PT - Research Support, Non-U.S. Gov't DEP - 20220117 PL - United States TA - IEEE J Biomed Health Inform JT - IEEE journal of biomedical and health informatics JID - 101604520 SB - IM MH - Acoustics MH - Computer Simulation MH - Humans MH - *Magnetic Resonance Imaging/methods MH - Skull/diagnostic imaging MH - *Tomography, X-Ray Computed/methods EDAT- 2021/08/14 06:00 MHDA- 2022/03/15 06:00 CRDT- 2021/08/13 17:14 PHST- 2021/08/14 06:00 [pubmed] PHST- 2022/03/15 06:00 [medline] PHST- 2021/08/13 17:14 [entrez] AID - 10.1109/JBHI.2021.3103387 [doi] PST - ppublish SO - IEEE J Biomed Health Inform. 2022 Jan;26(1):161-171. doi: 10.1109/JBHI.2021.3103387. Epub 2022 Jan 17.