Model predictive control for MR-HIFU-mediated, uniform hyperthermia

References

• Datta NR, Ordóñez SG, Gaipl US, et al. Local hyperthermia combined with radiotherapy and-/or chemotherapy: recent advances and promises for the future. Cancer Treat Rev. 2015;41(9):742–753.
   PubMed Web of Science ®Google Scholar
• Issels RD. Hyperthermia adds to chemotherapy. Eur J Cancer. 2008;44(17):2546–2554.
   PubMed Web of Science ®Google Scholar
• Horsman MR, Overgaard J. Hyperthermia: a potent enhancer of radiotherapy. Clin Oncol (R Coll Radiol). 2007;19(6):418–426.
   PubMed Web of Science ®Google Scholar
• Dewhirst MW, Vujaskovic Z, Jones E, et al. Re-setting the biologic rationale for thermal therapy. Int J Hyperthermia. 2005;21(8):779–790.
   PubMed Web of Science ®Google Scholar
• Wust P, Hildebrandt B, Sreenivasa G, et al. Hyperthermia in combined treatment of cancer. Lancet Oncol. 2002;3(8):487–497.
   PubMed Web of Science ®Google Scholar
• Falk MH, Issels RD. Hyperthermia in oncology. Int J Hyperthermia. 2001;17(1):1–18.
   PubMed Web of Science ®Google Scholar
• Issels RD, Lindner LH, Verweij J, et al. Effect of neoadjuvant chemotherapy plus regional hyperthermia on long-term outcomes among patients with localized high-risk soft tissue sarcoma. JAMA Oncol. 2018;4(4):483–492.
   PubMed Web of Science ®Google Scholar
• Datta NR, Rogers S, Klingbiel D, et al. Hyperthermia and radiotherapy with or without chemotherapy in locally advanced cervical cancer: a systematic review with conventional and network meta-analyses. Int J Hyperthermia. 2016;32(7):809–821.
   PubMed Web of Science ®Google Scholar
• Datta NR, Rogers S, Ordóñez SG, et al. Hyperthermia and radiotherapy in the management of head and neck cancers: a systematic review and meta-analysis. Int J Hyperthermia. 2016;32(1):31–40.
   PubMed Web of Science ®Google Scholar
• Maluta S, Kolff MW. Role of hyperthermia in breast cancer locoregional recurrence: a review. Breast Care. 2015;10(6):408–412.
   PubMed Web of Science ®Google Scholar
• Wessalowski R, Schneider DT, Mils O, et al. Regional deep hyperthermia for salvage treatment of children and adolescents with refractory or recurrent non-testicular malignant germ-cell tumours: an open-label, non-randomised, single-institution, phase 2 study. Lancet Oncol. 2013;14(9):843–852.
   PubMed Web of Science ®Google Scholar
• Issels RD, Lindner LH, Verweij J, et al. Neo-adjuvant chemotherapy alone or with regional hyperthermia for localised high-risk soft-tissue sarcoma: a randomised phase 3 multicentre study. Lancet Oncol. 2010;11(6):561–570.
   PubMed Web of Science ®Google Scholar
• Franckena M, Lutgens LC, Koper PC, et al. Radiotherapy and hyperthermia for treatment of primary locally advanced cervix cancer: results in 378 patients. Int J Radiat Oncol Biol Phys. 2009;73(1):242–250.
   PubMed Web of Science ®Google Scholar
• Franckena M, Stalpers LJA, Koper PCM, et al. Long-term improvement in treatment outcome after radiotherapy and hyperthermia in locoregionally advanced cervix cancer: an update of the Dutch Deep Hyperthermia Trial. Int J Radiat Oncol Biol Phys. 2008;70(4):1176–1182.
   PubMed Web of Science ®Google Scholar
• Van der Zee J, Van Rhoon GC. Cervical cancer: radiotherapy and hyperthermia. Int J Hyperthermia. 2006;22(3):229–234.
   PubMed Web of Science ®Google Scholar
• Van der Zee J, González González D, Van Rhoon GC, et al. Comparison of radiotherapy alone with radiotherapy plus hyperthermia in locally advanced pelvic tumours: a prospective, randomised, multicentre trial. Dutch Deep Hyperthermia Group. Lancet. 2000;355(9210):1119–1125.
   PubMed Web of Science ®Google Scholar
• Pearce JA. Comparative analysis of mathematical models of cell death and thermal damage processes. Int J Hyperthermia. 2013;29(4):262–280.
   PubMed Web of Science ®Google Scholar
• Craciunescu OI, Samulski TV, MacFall JR, et al. Perturbations in hyperthermia temperature distributions associated with counter-current flow: numerical simulations and empirical verification. IEEE Trans Biomed Eng. 2000;47(4):435–443.
   PubMed Web of Science ®Google Scholar
• Fatehi D, Van der Zee J, Van der Wal E, et al. Temperature data analysis for 22 patients with advanced cervical carcinoma treated in Rotterdam using radiotherapy, hyperthermia and chemotherapy: a reference point is needed. Int J Hyperthermia. 2006;22(4):353–363.
   PubMed Web of Science ®Google Scholar
• Mulder HT, Curto S, Paulides MM, et al. Systematic quality assurance of the BSD2000-3D MR-compatible hyperthermia applicator performance using MR temperature imaging. Int J Hyperthermia. 2018;35(1):305–313.
   PubMed Web of Science ®Google Scholar
• Paulides MM, Numan WCM, Drizdal T, et al. Feasibility of MRI-guided hyperthermia treatment of head and neck cancer. Proceedings of the 8th European Conference on Antennas and Propagation, EuCAP 2014; The Hague, The Netherlands; 2014. p. 1474–1477.
   Google Scholar
• Gruetzmacher J. Piezoelektrischer Kristall mit Ultraschallkonvergenz. Z Physik. 1935;96(5–6):342–349.
   Google Scholar
• Fry WJ, Barnard JW, Fry FJ, et al. Ultrasonic lesions in the mammalian central nervous system. Science. 1955;122(3168):517–518.
   PubMed Web of Science ®Google Scholar
• Hynynen K, Roemer R, Anhalt D, et al. A scanned, focused, multiple transducer ultrasonic system for localized hyperthermia treatments. Int J Hyperthermia. 2010;26(1):1–11.
   PubMed Web of Science ®Google Scholar
• Shimm DS, Hynynen KH, Anhalt DP, et al. Scanned focussed ultrasound hyperthermia: initial clinical results. Int J Radiat Oncol Biol Phys. 1988;15:1203–1208.
   PubMed Web of Science ®Google Scholar
• Schenck JF, Unger E. MRI-guided noninvasive ultrasound surgery. Med Phys. 1993;20:107–115.
   PubMed Web of Science ®Google Scholar
• Cline HE, Schenck JF, Hynynen K, et al. MR-guided focused ultrasound surgery. J Comput Assist Tomogr. 1992;16(6):956–965.
   PubMed Web of Science ®Google Scholar
• Salomir R, Palussière J, Vimeux FC, et al. Local hyperthermia with MR-guided focused ultrasound: spiral trajectory of the focal point optimized for temperature uniformity in the target region. J Magn Reson Imaging. 2000;12(4):571–583.
   PubMed Web of Science ®Google Scholar
• Hynynen K, Deyoung D. Temperature elevation at muscle-bone interface during scanned, focused ultrasound hyperthermia. Int J Hyperthermia. 1988;4(3):267–279.
   PubMed Web of Science ®Google Scholar
• Anhalt D, Hynynen K, Roemer R. Patterns of changes of tumour temperatures during clinical hyperthermia: implications for treatment planning, evaluation and control. Int J Hyperthermia. 1995;11:426–436.
   Web of Science ®Google Scholar
• Benkeser PJ, Frizzell LA, Ocheltree KB, et al. A tapered phased array ultrasound transducer for hyperthermia treatment. IEEE Trans Ultrason Ferroelectr Freq Control. 1987;34(4):446–453.
   PubMed Web of Science ®Google Scholar
• Salomir R, Vimeux FC, De Zwart JA, et al. Hyperthermia by MR-guided focused ultrasound: accurate temperature control based on fast MRI and a physical model of local energy deposition and heat conduction. Magn Reson Med. 2000;43(3):342–347.
   PubMed Web of Science ®Google Scholar
• Quesson B, Vimeux F, Salomir R, et al. Automatic control of hyperthermic therapy based on real-time Fourier analysis of MR temperature maps. Magn Reson Med. 2002;47(6):1065–1072.
   PubMed Web of Science ®Google Scholar
• Vanne A, Hynynen K. MRI feedback temperature control for focused ultrasound surgery. Phys Med Biol. 2003;48(1):31–43.
   PubMed Web of Science ®Google Scholar
• Palussière J, Salomir R, Le Bail B, et al. Feasibility of MR-guided focused ultrasound with real-time temperature mapping and continuous sonication for ablation of VX2 carcinoma in rabbit thigh. Magn Reson Med. 2003;49(1):89–98.
   PubMed Web of Science ®Google Scholar
• Kneepkens E, Heijman E, Keupp J, et al. Interleaved mapping of temperature and longitudinal relaxation rate to monitor drug delivery during magnetic resonance-guided high-intensity focused ultrasound-induced hyperthermia. Invest Radiol. 2017;52(10):620–630.
   PubMed Web of Science ®Google Scholar
• Hijnen N, Kneepkens E, De Smet M, et al. Thermal combination therapies for local drug delivery by magnetic resonance-guided high-intensity focused ultrasound. Proc Natl Acad Sci USA. 2017;114(24):E4802–E4811.
   PubMed Web of Science ®Google Scholar
• Kneepkens E. Preclinical evaluation of paramagnetic temperature sensitive liposomes for image-guided drug delivery [dissertation]. Eindhoven, The Netherlands: Technische Universiteit Eindhoven; 2017.
   Google Scholar
• De Smet M, Langereis S, Van den Bosch S, et al. SPECT/CT imaging of temperature-sensitive liposomes for MR-image guided drug delivery with high intensity focused ultrasound. J Control Release. 2013;169(1–2):82–90.
   PubMed Web of Science ®Google Scholar
• De Smet M, Hijnen NM, Langereis S, et al. Magnetic resonance guided high-intensity focused ultrasound mediated hyperthermia improves the intratumoral distribution of temperature-sensitive liposomal doxorubicin. Invest Radiol. 2013;48(6):395–405.
   PubMed Web of Science ®Google Scholar
• De Smet M, Heijman E, Langereis S, et al. Magnetic resonance imaging of high intensity focused ultrasound mediated drug delivery from temperature-sensitive liposomes: an in vivo proof-of-concept study. J Control Release. 2011;150(1):102–110.
   PubMed Web of Science ®Google Scholar
• Hijnen NM, Heijman E, Köhler MO, et al. Tumour hyperthermia and ablation in rats using a clinical MR-HIFU system equipped with a dedicated small animal setup. Int J Hyperthermia. 2012;28(2):141–155.
   PubMed Web of Science ®Google Scholar
• Chu W, Staruch RM, Pichardo S, et al. MR-HIFU mild hyperthermia for locally recurrent rectal cancer: temperature mapping and heating quality in first patient. Proceedings of the 12th International Congress of Hyperthermic Oncology; New Orleans, Louisiana, USA; 2016. p. 144.
   Google Scholar
• Tillander M, Hokland S, Koskela J, et al. High intensity focused ultrasound induced in vivo large volume hyperthermia under 3D MRI temperature control. Med Phys. 2016;43(3):1539–1549.
   PubMed Web of Science ®Google Scholar
• Heijman E, Yeo SY, Sebeke L, et al. Volumetric hyperthermia of soft tissue sarcoma using MR-guided high intensity focussed ultrasound. Proceedings of the 6th International Symposium on Focused Ultrasound; Reston, Virginia, USA; 2018.
   Google Scholar
• Mayne DQ, Rawlings JB, Rao CV, et al. Constrained model predictive control: stability and optimality. Automatica. 2000;36(6):789–814.
   Web of Science ®Google Scholar
• Lee JH. Model predictive control: review of the three decades of development. Int J Control Autom Syst. 2011;9(3):415–424.
   Web of Science ®Google Scholar
• Arora D, Skliar M, Roemer RB. Model predictive control of ultrasound hyperthermia treatments of cancer. Proceedings of the 2002 American Control Conference (IEEE Cat. No. CH37301). Vol. 4; Anchorage, Alaska, USA; 2002. p. 2897–2902.
   Google Scholar
• Blankespoor A, Payne A, Todd N, et al. Model predictive control of HIFU treatments in 3D for treatment time reduction. AIP Conf Proc. 2009;1113:215–219.
   Google Scholar
• De Bever J, Todd N, Payne A, et al. Adaptive model-predictive controller for magnetic resonance guided focused ultrasound therapy. Int J Hyperthermia. 2014;30(7):456–470.
   PubMed Web of Science ®Google Scholar
• Luo X, De Jager B, Heijman E, et al. Set-based MPC with an application to enhanced local hyperthermia for cancer treatment. IFAC-PapersOnLine. 2015;48(23):477–482.
   Google Scholar
• Pannocchia G, Gabiccini M, Artoni A. Offset-free MPC explained: novelties, subtleties, and applications. IFAC-PapersOnLine. 2015;48(23):342–351.
   Google Scholar
• Pennes HH. Analysis of tissue and arterial blood temperatures in the resting human forearm. J Appl Physiol. 1948;1(2):93–122.
   PubMed Web of Science ®Google Scholar
• Pedregosa F, Varoquaux G, Gramfort A, et al. Scikit-learn: machine learning in Python. J Mach Learn Res. 2011;12:2825–2830.
   Web of Science ®Google Scholar
• Van Rossum G. Python tutorial. Amsterdam: Centrum voor Wiskunde en Informatica (CWI); 1995.
   Google Scholar
• Riverbank Computing Limited. PyQt5 reference guide. Available from https://www.riverbankcomputing.com/static/Docs/PyQt5/.
   Google Scholar
• Campagnola L. PyQtGraph – scientific graphics and GUI library for Python; 2014. Available from: www.pyqtgraph.org/documentation/.
   Google Scholar
• Zaporzan B, Waspe AC, Looi T, et al. MatMRI and MatHIFU: software toolboxes for real-time monitoring and control of MR-guided HIFU. J Ther Ultrasound. 2013;1:7.
   PubMedGoogle Scholar
• Gurobi Optimization LLC. Gurobi optimizer reference manual; 2018. Available from https://www.gurobi.com/documentation/7.5/refman/index.html
   Google Scholar
• Ishihara Y, Calderon A, Watanabe H, et al. A precise and fast temperature mapping using water proton chemical shift. Magn Reson Med. 1995;34(6):814–823.
   PubMed Web of Science ®Google Scholar
• Negussie AH, Partanen A, Mikhail AS, et al. Thermochromic tissue-mimicking phantom for optimisation of thermal tumour ablation. Int J Hyperthermia. 2016;6736:1–5.
   Google Scholar
• Deenen DA, Maljaars E, Sebeke L, et al. Offset-free model predictive control for enhancing MR-HIFU hyperthermia in cancer treatment. Proceedings of the 6th IFAC Conference on Nonlinear Model Predictive Control; Madison, Wisconsin, USA; 2018. p. 223–228.
   Google Scholar