Model based deep learning method for focused ultrasound pathway scanning
Dubinsky, T. J., Cuevas, C., Dighe, M. K., Kolokythas, O. & Hwang, J. H. High-intensity focused ultrasound: Current potential and oncologic applications. Am. J. Roentgenol. 190, 191 (2008).
Google Scholar
Jang, H. J., Lee, J.-Y., Lee, D.-H., Kim, W.-H. & Hwang, J. H. Current and future clinical applications of high-intensity focused ultrasound (HIFU) for pancreatic cancer. Gut Liver 4, S57 (2010).
Google Scholar
Marinova, M., Rauch, M., Schild, H. & Strunk, H. Novel non-invasive treatment with high-intensity focused ultrasound (HIFU). Ultraschall Med. Eur. J. Ultrasound 37, 46–55 (2016).
Google Scholar
ter Haar, G. & Coussios, C. High intensity focused ultrasound: Physical principles and devices. Int. J. Hyperth. 23, 89–104 (2007).
Google Scholar
Fennessy, F. M. & Tempany, C. M. Mri-guided focused ultrasound surgery of uterine leiomyomas. Acad. Radiol. 12, 1158–1166 (2005).
Google Scholar
Hindley, J. et al. Mri guidance of focused ultrasound therapy of uterine fibroids: Early results. Am. J. Roentgenol. 183, 1713–1719 (2004).
Google Scholar
Illing, R. et al. The safety and feasibility of extracorporeal high-intensity focused ultrasound (HIFU) for the treatment of liver and kidney tumours in a western population. Br. J. Cancer 93, 890–895 (2005).
Google Scholar
Hesley, G. K. et al. Noninvasive treatment of uterine fibroids: Early mayo clinic experience with magnetic resonance imaging-guided focused ultrasound. Mayo Clin. Proc. 81, 936–942 (2006).
Google Scholar
Napoli, A. et al. Mr-guided high-intensity focused ultrasound: Current status of an emerging technology. Cardiovasc. Intervent. Radiol. 36, 1190–1203 (2013).
Google Scholar
Izadifar, Z., Izadifar, Z., Chapman, D. & Babyn, P. An introduction to high intensity focused ultrasound: Systematic review on principles, devices, and clinical applications. J. Clin. Med. 9, 460 (2020).
Google Scholar
Zhou, Y.-F. High intensity focused ultrasound in clinical tumor ablation. World J. Clin. Oncol. 2, 8 (2011).
Google Scholar
Ni, Y., Mulier, S., Miao, Y., Michel, L. & Marchal, G. A review of the general aspects of radiofrequency ablation. Abdom. Imaging 30, 381–400 (2005).
Google Scholar
Manthe, R. L., Foy, S. P., Krishnamurthy, N., Sharma, B. & Labhasetwar, V. Tumor ablation and nanotechnology. Mol. Pharm. 7, 1880–1898 (2010).
Google Scholar
Wu, F. et al. Preliminary experience using high intensity focused ultrasound for the treatment of patients with advanced stage renal malignancy. J. Urol. 170, 2237–2240 (2003).
Google Scholar
Aus, G. Current status of HIFU and cryotherapy in prostate cancer—A review. Eur. Urol. 50, 927–934 (2006).
Google Scholar
Klingler, H. C. et al. A novel approach to energy ablative therapy of small renal tumours: Laparoscopic high-intensity focused ultrasound. Eur. Urol. 53, 810–818 (2008).
Google Scholar
Rewcastle, J. C. High intensity focused ultrasound for prostate cancer: A review of the scientific foundation, technology and clinical outcomes. Technol. Cancer Res. Treat. 5, 619–625 (2006).
Google Scholar
Miklavčič, D. et al. Electrochemotherapy: Technological advancements for efficient electroporation-based treatment of internal tumors. Med. Biol. Eng. Comput. 50, 1213–1225 (2012).
Google Scholar
Brace, C. Thermal tumor ablation in clinical use. IEEE Pulse 2, 28–38 (2011).
Google Scholar
Khokhlova, T. D. et al. Ultrasound-guided tissue fractionation by high intensity focused ultrasound in an in vivo porcine liver model. Proc. Natl. Acad. Sci. 111, 8161–8166 (2014).
Google Scholar
Suomi, V., Jaros, J., Treeby, B. & Cleveland, R. O. Full modeling of high-intensity focused ultrasound and thermal heating in the kidney using realistic patient models. IEEE Trans. Biomed. Eng. 65, 969–979 (2017).
Google Scholar
Filonenko, E., ter Haar, G., Rivens, I. & Khokhlova, V. Prediction of ablation volume for different HIFU exposure regimes. In Proc. 3rd International Symposium on Therapeutic Ultrasound 22–25 (2003).
Wu, F. et al. Extracorporeal focused ultrasound surgery for treatment of human solid carcinomas: Early Chinese clinical experience. Ultrasound Med. Biol. 30, 245–260 (2004).
Google Scholar
Curiel, L. et al. Experimental evaluation of lesion prediction modelling in the presence of cavitation bubbles: Intended for high-intensity focused ultrasound prostate treatment. Med. Biol. Eng. Comput. 42, 44–54 (2004).
Google Scholar
Zhou, Y., Kargl, S. G. & Hwang, J. H. Producing uniform lesion pattern in HIFU ablation. AIP Conf. Proc. 1113, 91–95 (2009).
Google Scholar
Zhou, Y. Generation of uniform lesions in high intensity focused ultrasound ablation. Ultrasonics 53, 495–505 (2013).
Google Scholar
Giannakou, M., Drakos, T., Cut, A. F. & Cut, C. D. Evaluation of Navigation Algorithms for Reducing the Near-Field Heating and the Treatment Time (2021).
Roemer, R. & Payne, A. Minimization of HIFU Dose Delivery Time (International Society of Therapeutic Ultrasound, 2007).
Wu, F. et al. Pathological changes in human malignant carcinoma treated with high-intensity focused ultrasound. Ultrasound Med. Biol. 27, 1099–1106 (2001).
Google Scholar
McDannold, N. J., Jolesz, F. A. & Hynynen, K. H. Determination of the optimal delay between sonications during focused ultrasound surgery in rabbits by using mr imaging to monitor thermal buildup in vivo. Radiology 211, 419–426 (1999).
Google Scholar
McDannold, N. et al. Uterine leiomyomas: Mr imaging-based thermometry and thermal dosimetry during focused ultrasound thermal ablation. Radiology 240, 263 (2006).
Google Scholar
Bachu, V. S., Kedda, J., Suk, I., Green, J. J. & Tyler, B. High-intensity focused ultrasound: A review of mechanisms and clinical applications. Ann. Biomed. Eng. 49, 1975–1991 (2021).
Google Scholar
Payne, A., Vyas, U., Blankespoor, A., Christensen, D. & Roemer, R. Minimisation of HIFU pulse heating and interpulse cooling times. Int. J. Hyperth. 26, 198–208 (2010).
Google Scholar
Fan, X. & Hynynen, K. Ultrasound surgery using multiple sonications-treatment time considerations. Ultrasound Med. Biol. 22, 471–482 (1996).
Google Scholar
Liu, H.-L., Lin, W.-L. & Chen, Y.-Y. A fast and conformal heating scheme for producing large thermal lesions using a 2d ultrasound phased array. Int. J. Hyperth. 23, 69–82 (2007).
Google Scholar
Köhler, M. O. et al. Volumetric HIFU ablation under 3d guidance of rapid mri thermometry. Med. Phys. 36, 3521–3535 (2009).
Google Scholar
Enholm, J. K. et al. Improved volumetric mr-HIFU ablation by robust binary feedback control. IEEE Trans. Biomed. Eng. 57, 103–113 (2009).
Google Scholar
Mougenot, C., Salomir, R., Palussiere, J., Grenier, N. & Moonen, C. T. Automatic spatial and temporal temperature control for mr-guided focused ultrasound using fast 3d mr thermometry and multispiral trajectory of the focal point. Magn. Reson. Med. 52, 1005–1015 (2004).
Google Scholar
Mougenot, C. et al. Three-dimensional spatial and temporal temperature control with mr thermometry-guided focused ultrasound (mrgHIFU). Magn. Reson. Med. 61, 603–614 (2009).
Google Scholar
Malinen, M., Huttunen, T., Kaipio, J. P. & Hynynen, K. Scanning path optimization for ultrasound surgery. Phys. Med. Biol. 50, 3473 (2005).
Google Scholar
Luo, H., Shen, G. & Chen, Y. Treatment planning of scanning time and path for phased high-intensity focused ultrasound surgery. In 2009 2nd International Conference on Biomedical Engineering and Informatics 1–4 (IEEE, 2009).
Zhou, Y., Kargl, S. G. & Hwang, J. H. The effect of the scanning pathway in high-intensity focused ultrasound therapy on lesion production. Ultrasound Med. Biol. 37, 1457–1468 (2011).
Google Scholar
Coon, J., Payne, A. & Roemer, R. Hifu treatment time reduction in superficial tumours through focal zone path selection. Int. J. Hyperth. 27, 465–481 (2011).
Google Scholar
Qian, K. et al. Uniform tissue lesion formation induced by high-intensity focused ultrasound along a spiral pathway. Ultrasonics 77, 38–46 (2017).
Google Scholar
Lari, S., Han, S. W., Kim, J. U. & Kwon, H. J. Design of HIFU treatment plans using thermodynamic equilibrium algorithm. Algorithms 15, 399 (2022).
Google Scholar
Cudova, M., Treeby, B. E. & Jaros, J. Design of HIFU treatment plans using an evolutionary strategy. In Proc. Genetic and Evolutionary Computation Conference Companion 1568–1575 (2018).
Liu, F. et al. Boosting high-intensity focused ultrasound-induced anti-tumor immunity using a sparse-scan strategy that can more effectively promote dendritic cell maturation. J. Transl. Med. 8, 1–12 (2010).
Google Scholar
Elawady, M., Sadek, I., Shabayek, A. E. R., Pons, G. & Ganau, S. Automatic nonlinear filtering and segmentation for breast ultrasound images. In International Conference on Image Analysis and Recognition 206–213 (Springer, 2016).
Soneson, J. E. A user-friendly software package for HIFU simulation. AIP Conf. Proc. 1113, 165–169 (2009).
Google Scholar
Pennes, H. H. Analysis of tissue and arterial blood temperatures in the resting human forearm. J. Appl. Physiol. 1, 93–122 (1948).
Google Scholar
Sapareto, S. A. & Dewey, W. C. Thermal dose determination in cancer therapy. Int. J. Radiat. Oncol. Biol. Phys. 10, 787–800 (1984).
Google Scholar
Bhowmik, A., Repaka, R., Mishra, S. C. & Mitra, K. Thermal assessment of ablation limit of subsurface tumor during focused ultrasound and laser heating. J. Therm. Sci. Eng. Appl. 8, 1 (2015).
Google Scholar
Valencia, J. J. & Quested, P. Thermophysical properties. Model. Cast. Solidif. Process. 189, 1 (2001).
Rahpeima, R., Soltani, M. & Kashkooli, F. M. Numerical study of microwave induced thermoacoustic imaging for initial detection of cancer of breast on anatomically realistic breast phantom. Comput. Methods Progr. Biomed. 196, 105606 (2020).
Google Scholar
Soltani, M., Rahpeima, R. & Kashkooli, F. M. Breast cancer diagnosis with a microwave thermoacoustic imaging technique—A numerical approach. Med. Biol. Eng. Comput. 57, 1497–1513 (2019).
Google Scholar
Miaskowski, A. & Sawicki, B. Magnetic fluid hyperthermia modeling based on phantom measurements and realistic breast model. IEEE Trans. Biomed. Eng. 60, 1806–1813 (2013).
Google Scholar
Culjat, M. O., Goldenberg, D., Tewari, P. & Singh, R. S. A review of tissue substitutes for ultrasound imaging. Ultrasound Med. Biol. 36, 861–873 (2010).
Google Scholar
Hopp, T., Ruiter, N. V. & Duric, N. Breast tissue characterization by sound speed: Correlation with mammograms using a 2d/3d image registration. In 2012 IEEE International Ultrasonics Symposium 1–4 (IEEE, 2012).
Hasgall, P. et al. It’is Database for Thermal and Electromagnetic Parameters of Biological Tissues, Version 4.0. IT’IS (2018).
Rahpeima, R. & Lin, C.-A. Numerical study of magnetic hyperthermia ablation of breast tumor on an anatomically realistic breast phantom. PLoS ONE 17, e0274801 (2022).
Google Scholar
Zastrow, E. et al. Development of anatomically realistic numerical breast phantoms with accurate dielectric properties for modeling microwave interactions with the human breast. IEEE Trans. Biomed. Eng. 55, 2792–2800 (2008).
Google Scholar
Tartakovsky, A. M., Marrero, C. O., Perdikaris, P., Tartakovsky, G. D. & Barajas-Solano, D. Learning parameters and constitutive relationships with physics informed deep neural networks. Preprint at (2018).
Lu, L., Meng, X., Mao, Z. & Karniadakis, G. E. Deepxde: A deep learning library for solving differential equations. SIAM Rev. 63, 208–228 (2021).
Google Scholar
Han, J. & Jentzen, A. Solving high-dimensional partial differential equations using deep learning. Proc. Natl. Acad. Sci. 115, 8505–8510 (2018).
Google Scholar
Maslakowski, M. S. et al. The characterization and assembly of an efficient, cost effective focused ultrasound transducer. In 2020 IEEE 14th Dallas Circuits and Systems Conference (DCAS) 1–6 (IEEE, 2020).
Almekkawy, M. & Ebbini, E. S. The optimization of transcostal phased array refocusing using the semidefinite relaxation method. IEEE Trans. Ultrason. Ferroelectr. Freq. Control 67, 318–328 (2019).
Google Scholar
He, S. The noninvasive treatment of 251 cases of advanced pancreatic cancer with focused ultrasound surgery. In Proc. 2nd International Symposium on Therapeutic Ultrasound, 2002 (2002).
Hynynen, K. et al. A scanned, focused, multiple transducer ultrasonic system for localized hyperthermia treatments. Int. J. Hyperth. 26, 1–11 (2010).
Google Scholar
Daum, D. R. & Hynynen, K. A 256-element ultrasonic phased array system for the treatment of large volumes of deep seated tissue. IEEE Trans. Ultrason. Ferroelectr. Freq. Control 46, 1254–1268 (1999).
Google Scholar
Ebbini, E. S. & Cain, C. A. A spherical-section ultrasound phased array applicator for deep localized hyperthermia. IEEE Trans. Biomed. Eng. 38, 634–643 (1991).
Google Scholar
McGough, R. J., Kessler, M., Ebbini, E. & Cain, C. Treatment planning for hyperthermia with ultrasound phased arrays. IEEE Trans. Ultrason. Ferroelectr. Freq. Control 43, 1074–1084 (1996).
Google Scholar
Suramo, I., Päivänsalo, M. & Myllylä, V. Cranio-caudal movements of the liver, pancreas and kidneys in respiration. Acta Radiol. Diagn. 25, 129–131 (1984).
Google Scholar
Goss, S. A., Frizzell, L. A., Kouzmanoff, J. T., Barich, J. M. & Yang, J. M. Sparse random ultrasound phased array for focal surgery. IEEE Trans. Ultrason. Ferroelectr. Freq. Control 43, 1111–1121 (1996).
Google Scholar
Yao, H., Phukpattaranont, P. & Ebbini, E. S. Nonlinear imaging methods for characterization of HIFU-induced lesions. In Thermal Treatment of Tissue: Energy Delivery and Assessment II, Vol. 4954, 183–191 (SPIE, 2003).
Zhong, H., Wan, M.-X., Jiang, Y.-F. & Wang, S.-P. Monitoring imaging of lesions induced by high intensity focused ultrasound based on differential ultrasonic attenuation and integrated backscatter estimation. Ultrasound Med. Biol. 33, 82–94 (2007).
Google Scholar
Lizzi, F. L. et al. Radiation-force technique to monitor lesions during ultrasonic therapy. Ultrasound Med. Biol. 29, 1593–1605 (2003).
Google Scholar
Owen, N. R., Bailey, M. R., Hossack, J. & Crum, L. A. A method to synchronize high-intensity, focused ultrasound with an arbitrary ultrasound imager. IEEE Trans. Ultrason. Ferroelectr. Freq. Control 53, 645–650 (2006).
Google Scholar
Watkin, N., Ter Haar, G. & Rivens, I. The intensity dependence of the site of maximal energy deposition in focused ultrasound surgery. Ultrasound Med. Biol. 22, 483–491 (1996).
Google Scholar
Chavrier, F., Chapelon, J., Gelet, A. & Cathignol, D. Modeling of high-intensity focused ultrasound-induced lesions in the presence of cavitation bubbles. J. Acoust. Soc. Am. 108, 432–440 (2000).
Google Scholar
Gyongy, M. & Coussios, C.-C. Passive spatial mapping of inertial cavitation during HIFU exposure. IEEE Trans. Biomed. Eng. 57, 48–56 (2009).
Google Scholar
Valvano, J. W., Cochran, J. & Diller, K. R. Thermal conductivity and diffusivity of biomaterials measured with self-heated thermistors. Int. J. Thermophys. 6, 301–311 (1985).
Google Scholar
Bowman, H. F., Cravalho, E. G. & Woods, M. Theory, measurement, and application of thermal properties of biomaterials. Annu. Rev. Biophys. Bioeng. 4, 43–80 (1975).
Google Scholar
Sedelaar, J. M. et al. The application of three-dimensional contrast-enhanced ultrasound to measure volume of affected tissue after HIFU treatment for localized prostate cancer. Eur. Urol. 37, 559–568 (2000).
Google Scholar
Wu, F. et al. Tumor vessel destruction resulting from high-intensity focused ultrasound in patients with solid malignancies. Ultrasound Med. Biol. 28, 535–542 (2002).
Google Scholar
Ishikawa, T. et al. Functional and histological changes in rat femoral arteries by HIFU exposure. Ultrasound Med. Biol. 29, 1471–1477 (2003).
Google Scholar
Chopra, R., Burtnyk, M., N’djin, W. A. & Bronskill, M. Mri-controlled transurethral ultrasound therapy for localised prostate cancer. Int. J. Hyperth. 26, 804–821 (2010).
Google Scholar
Burtnyk, M., Chopra, R. & Bronskill, M. J. Quantitative analysis of 3-d conformal mri-guided transurethral ultrasound therapy of the prostate: Theoretical simulations. Int. J. Hyperth. 25, 116–131 (2009).
Google Scholar
Khokhlova, T. D. et al. Magnetic resonance imaging of boiling induced by high intensity focused ultrasound. J. Acoust. Soc. Am. 125, 2420–2431 (2009).
Google Scholar
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