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Bhagavatula SK, Panikkanvalappil SR, Tokuda J, Levesque V, Tatarova Z, Liu G, Markert JE, Jonas O. Superparamagnetic iron oxide nanoparticle enhanced percutaneous microwave ablation: Ex-vivo characterization using magnetic resonance thermometry. Med Phys 2024; 51:3195-3206. [PMID: 38513254 DOI: 10.1002/mp.17040] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2023] [Revised: 01/27/2024] [Accepted: 03/12/2024] [Indexed: 03/23/2024] Open
Abstract
BACKGROUND Percutaneous microwave ablation (pMWA) is a minimally invasive procedure that uses a microwave antenna placed at the tip of a needle to induce lethal tissue heating. It can treat cancer and other diseases with lower morbidity than conventional surgery, but one major limitation is the lack of control over the heating region around the ablation needle. Superparamagnetic iron oxide nanoparticles have the potential to enhance and control pMWA heating due to their ability to absorb microwave energy and their ease of local delivery. PURPOSE The purpose of this study is to experimentally quantify the capabilities of FDA-approved superparamagnetic iron oxide Feraheme nanoparticles (FHNPs) to enhance and control pMWA heating. This study aims to determine the effectiveness of locally injected FHNPs in increasing the maximum temperature during pMWA and to investigate the ability of FHNPs to create a controlled ablation zone around the pMWA needle. METHODS PMWA was performed using a clinical ablation system at 915 MHz in ex-vivo porcine liver tissues. Prior to ablation, 50 uL 5 mg/mL FHNP injections were made on one side of the pMWA needle via a 23-gauge needle. Local temperatures at the FHNP injection site were directly compared to equidistant control sites without FHNP. First, temperatures were compared using directly inserted thermocouples. Next, temperatures were measured non-invasively using magnetic resonance thermometry (MRT), which enabled comprehensive four-dimensional (volumetric and temporal) assessment of heating effects relative to nanoparticle distribution, which was quantified using dual-echo ultrashort echo time (UTE) subtraction MR imaging. Maximum heating within FHNP-exposed tissues versus control tissues were compared at multiple pMWA energy delivery settings. The ability to generate a controlled asymmetric ablation zone using multiple FHNP injections was also tested. Finally, intra-procedural MRT-derived heat maps were correlated with gold standard gross pathology using Dice similarity analysis. RESULTS Maximum temperatures at the FHNP injection site were significantly higher than control (without FHNP) sites when measured using direct thermocouples (93.1 ± 6.0°C vs. 57.2 ± 8.1°C, p = 0.002) and using non-invasive MRT (115.6 ± 13.4°C vs. 49.0 ± 10.6°C, p = 0.02). Temperature difference between FHNP-exposed and control sites correlated with total energy deposition: 66.6 ± 17.6°C, 58.1 ± 8.5°C, and 20.8 ± 9.2°C at high (17.5 ± 2.2 kJ), medium (13.6 ± 1.8 kJ), and low (8.8 ± 1.1 kJ) energies, respectively (all pairwise p < 0.05). Each FHNP injection resulted in a nanoparticle distribution within 0.9 ± 0.2 cm radially of the injection site and a local lethal heating zone confined to within 1.1 ± 0.4 cm radially of the injection epicenter. Multiple injections enabled a controllable, asymmetric ablation zone to be generated around the ablation needle, with maximal ablation radius on the FHNP injection side of 1.6 ± 0.2 cm compared to 0.7 ± 0.2 cm on the non-FHNP side (p = 0.02). MRT intra-procedural predicted ablation zone correlated strongly with post procedure gold-standard gross pathology assessment (Dice similarity 0.9). CONCLUSIONS Locally injected FHNPs significantly enhanced pMWA heating in liver tissues, and were able to control the ablation zone shape around a pMWA needle. MRI and MRT allowed volumetric real-time visualization of both FHNP distribution and FHNP-enhanced pMWA heating that was useful for intra-procedural monitoring. This work strongly supports further development of a FHNP-enhanced pMWA paradigm; as all individual components of this approach are approved for patient use, there is low barrier for clinical translation.
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Affiliation(s)
- Sharath K Bhagavatula
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | | | - Junichi Tokuda
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Vincent Levesque
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Zuzana Tatarova
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Guigen Liu
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - John E Markert
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Oliver Jonas
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA
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Sheikh K, Daniel BL, Lee J, Tokuda J, Jerosch-Herold M, Benkert T, Bhat H, Seethamraju RT, Schmidt E, Song D. Prostate Tumor Regression during Radiation Therapy in Relation to Image Derived Estimates of Fibrosis Using Ultrashort Echo Time MRI. Int J Radiat Oncol Biol Phys 2023; 117:e715-e716. [PMID: 37786091 DOI: 10.1016/j.ijrobp.2023.06.2219] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/04/2023]
Abstract
PURPOSE/OBJECTIVE(S) An inflammatory response due to radiation injury can lead to the activation of fibroblasts and their transformation into myofibroblasts that produce organized collagen layers. We term these organized collagen layers "acute fibrosis" (FA). Small animal imaging has shown that accumulation of fibrosis is accelerated at a higher radiation dose with later remodeling of type III collagen into densely packed type I collagen structures, which later transform into what we term "chronic fibrosis" (FC). In prostate cancer (PCa) patients treated with EBRT, we evaluated image derived FA (IDFA) and FC (IDFC) estimates using non-contrast and late gadolinium contrast enhanced (LGE) IR UTE, respectively. We hypothesized that fibrosis changes during RT are associated to tumor regression. MATERIALS/METHODS Four PCa patients undergoing radiation and hormone suppression were included. 1.5T MR imaging was acquired at three time-points (TPs); pre-RT, on-RT (30-40 Gy), and post-RT (60-78 Gy). IDFA imaging: Stack of spirals dual echo (TE = 50, 2690µs, TI = 60ms) IR UTE research application. Subtracting the two echoes yielded short TE signal intensity (SI). IDFC imaging: stack of spirals dual echo IR UTE research application, TE = 50µs, TI = 200ms, acquired 15 minutes following Gadovist administration. Remnant tumor was contoured at each TP with T2, ADC, and DCE. Relative quantification; IDFA = IR UTE SI/Gluteal Muscle SI and IDFC = LGE IR UTE SI/Gluteal Muscle SI. The sum of normalized IDFA and IDFC SI within the remnant tumor at each TP was divided by the corresponding tumor volume yielding tumor intensity (TI) FA and FC accumulation estimates: TIFA and TIFC. Mean delivered dose within the treated volume to regions where post-RT IDFA and IDFC > 100% gluteal muscle SI was determined. Univariate relationships were evaluated using correlation coefficients (r). RESULTS The coefficients of variation for TIFA = 10% and TIFC = 11%. IDFA and IDFC were observed pre-RT on the prostate gland periphery, and on RT and post RT within the prostate gland. IDFA and IDFC mean doses were 74% and 85% of prescription, respectively. Tumor regression was incomplete by post-RT. Initial tumor burden was inversely correlated with pre-RT TIFC (r = -0.98, p = .01). Tumor volume change post RT was inversely correlated with larger on-RT TIFA (r = -0.76) and post-RT TIFC (r = -0.78). CONCLUSION In this small pilot study, results suggest that IDFA and IDFC may be associated with improved tumor regression. They also suggest higher delivered dose is related to regions of greater IDFC. Quantitative fibrosis may be an early marker of RT response. Caution must be taken when interpreting these results given the small sample size. Future work will include a larger cohort of patients and include post-RT imaging.
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Affiliation(s)
- K Sheikh
- Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University School of Medicine, Baltimore, MD
| | - B L Daniel
- Department of Radiology, Stanford University, Stanford, CA
| | - J Lee
- Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University School of Medicine, Baltimore, MD
| | - J Tokuda
- Harvard Medical School, Boston, MA
| | | | - T Benkert
- MR Applications Predevelopment, Siemens Healthcare GmbH, Erlangen, Germany
| | - H Bhat
- Siemens Medical Solutions, Boston, MA
| | | | - E Schmidt
- Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University School of Medicine, Baltimore, MD
| | - D Song
- Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University School of Medicine, Baltimore, MD
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Sheikh K, Schmidt E, Daniel BL, Lee J, Tokuda J, Jerosch-Herold M, Benkert T, Bhat H, Seethamraju RT, Viswanathan AN. Image Derived Estimates of Fibrosis Using Ultrashort Echo Time MRI in Gynecologic Cancer. Int J Radiat Oncol Biol Phys 2023; 117:S67. [PMID: 37784551 DOI: 10.1016/j.ijrobp.2023.06.371] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/04/2023]
Abstract
PURPOSE/OBJECTIVE(S) Fibrosis forms during and after radiation therapy (RT) due to wound-healing and cell death. In gynecologic cancer patients treated with EBRT and HDR, we evaluated image derived (ID) acute fibrosis (IDFA) and chronic fibrosis (IDFC) estimates using non-contrast and late gadolinium contrast enhanced (LGE) inversion recovery ultrashort echo time (IR UTE) MRI, respectively. We hypothesized that that ID markers can quantify FA and FC within tumor as a result of response to RT and that fibrosis changes over the course of RT are associated with tumor regression. MATERIALS/METHODS Subjects: Three subjects with cervical squamous cell carcinoma (SCC), 1 subject with cervical adenocarcinoma, and 2 subjects with vaginal SCC undergoing RT were included. Image Acquisition & Analysis: 1.5T MR imaging at four time-points (TPs): pre-RT, on-RT, post-RT, and post 3mo RT. IDFA imaging: Stack of spirals dual echo (TE = 50, 2690µs), TI = 60ms IR UTE research application. Subtracting the two echoes yielded short TE signal intensity (SI). IDFC imaging: stack of spirals dual echo IR UTE research application, TE = 50µs, TI = 200ms, acquired 15 minutes following contrast. Remnant tumor was contoured at each TP with T2, ADC, and DCE. Relative IDFA, IDFC quantification: voxel-wise IR UTE and LGE IR UTE signal intensity (SI) normalized to gluteal muscle SI. The sum of normalized IDFA and IDFC SI within the remnant tumor at each TP was divided by the corresponding tumor volume yielding tumor intensity (TI) TIFA and TIFC fibrosis accumulation estimates. STATISTICS The coefficients of variation (COV) for TIFA and TIFC were calculated by varying tumor margins and re-computing TIFA and TIFC. Univariate relationships were evaluated using linear regression. RESULTS The COVs for TIFA = 13% and TIFC = 7%. IDFA and IDFC were observed pre-RT on the tumor periphery, on-RT and post-RT within the tumor, with IDFA potentially transforming into IDFC. Table 1 shows that a greater decrease in tumor volume post RT was correlated with a larger pre-RT TIFA (r = -0.85, p = .03). Decrease in tumor volume was correlated with a larger TIFC post-RT (r = -0.79, p = .05). Post 3 month TIFC was associated with tumor reduction (r = 0.82, n = 4). CONCLUSION In this pilot study, we developed reproducible methods to quantify IDFA and IDFC within remnant tumor. Our results suggest that IDFA and IDFC may be associated with tumor response based on tumor volume.
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Affiliation(s)
- K Sheikh
- Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University School of Medicine, Baltimore, MD
| | - E Schmidt
- Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University School of Medicine, Baltimore, MD
| | - B L Daniel
- Department of Radiology, Stanford University, Stanford, CA
| | - J Lee
- Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University School of Medicine, Baltimore, MD
| | - J Tokuda
- Harvard Medical School, Boston, MA
| | | | - T Benkert
- MR Applications Predevelopment, Siemens Healthcare GmbH, Erlangen, Germany
| | - H Bhat
- Siemens Healthineers, Boston, MA
| | | | - A N Viswanathan
- Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University School of Medicine, Baltimore, MD
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Moreira P, Tuncali K, Tempany C, Tokuda J. AI-Based Isotherm Prediction for Focal Cryoablation of Prostate Cancer. Acad Radiol 2023; 30 Suppl 1:S14-S20. [PMID: 37236896 PMCID: PMC10524864 DOI: 10.1016/j.acra.2023.04.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2023] [Revised: 04/04/2023] [Accepted: 04/15/2023] [Indexed: 05/28/2023]
Abstract
RATIONALE AND OBJECTIVES Focal therapies have emerged as minimally invasive alternatives for patients with localized low-risk prostate cancer (PCa) and those with postradiation recurrence. Among the available focal treatment methods for PCa, cryoablation offers several technical advantages, including the visibility of the boundaries of frozen tissue on the intraprocedural images, access to anterior lesions, and the proven ability to treat postradiation recurrence. However, predicting the final volume of the frozen tissue is challenging as it depends on several patient-specific factors, such as proximity to heat sources and thermal properties of the prostatic tissue. MATERIALS AND METHODS This paper presents a convolutional neural network model based on 3D-Unet to predict the frozen isotherm boundaries (iceball) resultant from a given a cryo-needle placement. Intraprocedural magnetic resonance images acquired during 38 cases of focal cryoablation of PCa were retrospectively used to train and validate the model. The model accuracy was assessed and compared against a vendor-provided geometrical model, which is used as a guideline in routine procedures. RESULTS The mean Dice Similarity Coefficient using the proposed model was 0.79±0.08 (mean+SD) vs 0.72±0.06 using the geometrical model (P<.001). CONCLUSION The model provided an accurate iceball boundary prediction in less than 0.4second and has proven its feasibility to be implemented in an intraprocedural planning algorithm.
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Affiliation(s)
- Pedro Moreira
- Brigham and Women's Hospital, 75 Francis St, Boston, MA 22115 (P.M., K.T., C.T., J.T.); Harvard Medical School, 25 Shattuck St, Boston, MA 02115 (P.M., K.T., C.T., J.T.).
| | - Kemal Tuncali
- Brigham and Women's Hospital, 75 Francis St, Boston, MA 22115 (P.M., K.T., C.T., J.T.); Harvard Medical School, 25 Shattuck St, Boston, MA 02115 (P.M., K.T., C.T., J.T.)
| | - Clare Tempany
- Brigham and Women's Hospital, 75 Francis St, Boston, MA 22115 (P.M., K.T., C.T., J.T.); Harvard Medical School, 25 Shattuck St, Boston, MA 02115 (P.M., K.T., C.T., J.T.)
| | - Junichi Tokuda
- Brigham and Women's Hospital, 75 Francis St, Boston, MA 22115 (P.M., K.T., C.T., J.T.); Harvard Medical School, 25 Shattuck St, Boston, MA 02115 (P.M., K.T., C.T., J.T.)
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Bernardes MC, Moreira P, Mareschal L, Tempany C, Tuncali K, Hata N, Tokuda J. Data-driven adaptive needle insertion assist for transperineal prostate interventions. Phys Med Biol 2023; 68:10.1088/1361-6560/accefa. [PMID: 37080237 PMCID: PMC10249778 DOI: 10.1088/1361-6560/accefa] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2022] [Accepted: 04/20/2023] [Indexed: 04/22/2023]
Abstract
Objective.Clinical outcomes of transperineal prostate interventions, such as biopsy, thermal ablations, and brachytherapy, depend on accurate needle placement for effectiveness. However, the accurate placement of a long needle, typically 150-200 mm in length, is challenging due to needle deviation induced by needle-tissue interaction. While several approaches for needle trajectory correction have been studied, many of them do not translate well to practical applications due to the use of specialized needles not yet approved for clinical use, or to relying on needle-tissue models that need to be tailored to individual patients.Approach.In this paper, we present a robot-assisted collaborative needle insertion method that only requires an actuated passive needle guide and a conventional needle. The method is designed to assist a physician inserting a needle manually through a needle guide. If the needle is deviated from the intended path, actuators shifts the needle radially in order to steer the needle trajectory and compensate for needle deviation adaptively. The needle guide is controlled by a new data-driven algorithm which does not requirea prioriinformation about needle or tissue properties. The method was evaluated in experiments with bothin vitroandex vivophantoms.Main results.The experiments inex vivotissue reported a mean final placement error of 0.36 mm with a reduction of 96.25% of placement error when compared to insertions without the use of assistive correction.Significance.Presented results show that the proposed closed-loop formulation can be successfully used to correct needle deflection during collaborative manual insertion with potential to be easily translated into clinical application.
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Affiliation(s)
- Mariana C Bernardes
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, United States of America
| | - Pedro Moreira
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, United States of America
| | - Lisa Mareschal
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, United States of America
| | - Clare Tempany
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, United States of America
| | - Kemal Tuncali
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, United States of America
| | - Nobuhiko Hata
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, United States of America
| | - Junichi Tokuda
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, United States of America
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Moreira P, Grimble J, Bernardes MC, Iftimia N, Levesque VM, Foley L, Tuncali K, Tokuda J, Park J. Motorized template for MRI-guided focal cryoablation of prostate cancer. IEEE Trans Med Robot Bionics 2023; 5:335-342. [PMID: 37312886 PMCID: PMC10259684 DOI: 10.1109/tmrb.2023.3272025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
MR-guided focal cryoablation of prostate cancer has often been selected as a minimally-invasive treatment option. Placing multiple cryo-needles accurately to form an ablation volume that adequately covers the target volume is crucial for better oncological/functional outcomes. This paper presents an MRI-compatible system combining a motorized tilting grid template with insertion depth sensing capabilities, enabling the physician to precisely place the cryo-needles into the desired location. In vivo animal study in a swine model (3 animals) was performed to test the device performance including targeting accuracy and the procedure workflow. The study showed that the insertion depth feedback improved the 3D targeting accuracy when compared to the conventional insertion technique (7.4 mm vs. 11.2 mm, p=0.04). All three cases achieved full iceball coverage without repositioning the cryo-needles. The results demonstrate the advantages of the motorized tilting mechanism and real-time insertion depth feedback, as well as the feasibility of the proposed workflow for MRI-guided focal cryoablation of prostate cancer.
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Affiliation(s)
- Pedro Moreira
- Department of Radiology at the Brigham and Women's Hospital and Harvard Medical School., Boston 02138 MA, USA
| | | | - Mariana C Bernardes
- Department of Radiology at the Brigham and Women's Hospital and Harvard Medical School., Boston 02138 MA, USA
| | | | - Vincent M Levesque
- Department of Radiology at the Brigham and Women's Hospital and Harvard Medical School., Boston 02138 MA, USA
| | - Lori Foley
- Department of Radiology at the Brigham and Women's Hospital and Harvard Medical School., Boston 02138 MA, USA
| | - Kemal Tuncali
- Department of Radiology at the Brigham and Women's Hospital and Harvard Medical School., Boston 02138 MA, USA
| | - Junichi Tokuda
- Department of Radiology at the Brigham and Women's Hospital and Harvard Medical School., Boston 02138 MA, USA
| | - Jesung Park
- Physical Science Inc., Andover 01810 MA, USA
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Giganti F, Cole AP, Fennessy FM, Clinton T, Moreira PLDF, Bernardes MC, Westin CF, Krishnaswamy D, Fedorov A, Wollin DA, Langbein B, Frego N, Labban M, Badaoui JS, Chang SL, Briggs LG, Tokuda J, Ambrosi A, Kirkham A, Emberton M, Kasivisvanathan V, Moore CM, Allen C, Tempany CM. Promoting the use of the PI-QUAL score for prostate MRI quality: results from the ESOR Nicholas Gourtsoyiannis teaching fellowship. Eur Radiol 2023; 33:461-471. [PMID: 35771247 PMCID: PMC9244244 DOI: 10.1007/s00330-022-08947-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2022] [Revised: 05/22/2022] [Accepted: 05/25/2022] [Indexed: 11/24/2022]
Abstract
OBJECTIVES The Prostate Imaging Quality (PI-QUAL) score is a new metric to evaluate the diagnostic quality of multiparametric magnetic resonance imaging (MRI) of the prostate. This study assesses the impact of an intervention, namely a prostate MRI quality training lecture, on the participant's ability to apply PI-QUAL. METHODS Sixteen participants (radiologists, urologists, physicists, and computer scientists) of varying experience in reviewing diagnostic prostate MRI all assessed the image quality of ten examinations from different vendors and machines. Then, they attended a dedicated lecture followed by a hands-on workshop on MRI quality assessment using the PI-QUAL score. Five scans assessed by the participants were evaluated in the workshop using the PI-QUAL score for teaching purposes. After the course, the same participants evaluated the image quality of a new set of ten scans applying the PI-QUAL score. Results were assessed using receiver operating characteristic analysis. The reference standard was the PI-QUAL score assessed by one of the developers of PI-QUAL. RESULTS There was a significant improvement in average area under the curve for the evaluation of image quality from baseline (0.59 [95 % confidence intervals: 0.50-0.66]) to post-teaching (0.96 [0.92-0.98]), an improvement of 0.37 [0.21-0.41] (p < 0.001). CONCLUSIONS A teaching course (dedicated lecture + hands-on workshop) on PI-QUAL significantly improved the application of this scoring system to assess the quality of prostate MRI examinations. KEY POINTS • A significant improvement in the application of PI-QUAL for the assessment of prostate MR image quality was observed after an educational intervention. • Appropriate training on image quality can be delivered to those involved in the acquisition and interpretation of prostate MRI. • Further investigation will be needed to understand the impact on improving the acquisition of high-quality diagnostic prostate MR examinations.
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Affiliation(s)
- Francesco Giganti
- Department of Radiology, University College London Hospital NHS Foundation Trust, London, UK.
- Division of Surgery & Interventional Science, University College London, 3rd Floor, Charles Bell House, 43-45 Foley St., W1W 7TS, London, UK.
| | - Alexander P Cole
- Division of Urological Surgery, Centre for Surgery and Public Health, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Fiona M Fennessy
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Timothy Clinton
- Division of Urological Surgery, Centre for Surgery and Public Health, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | | | - Mariana Costa Bernardes
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Carl-Fredrik Westin
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Deepa Krishnaswamy
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Andriy Fedorov
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Daniel A Wollin
- Division of Urological Surgery, Centre for Surgery and Public Health, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Bjoern Langbein
- Division of Urological Surgery, Centre for Surgery and Public Health, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Nicola Frego
- Division of Urological Surgery, Centre for Surgery and Public Health, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Muhieddine Labban
- Division of Urological Surgery, Centre for Surgery and Public Health, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Joy S Badaoui
- Division of Urological Surgery, Centre for Surgery and Public Health, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Steven L Chang
- Division of Urological Surgery, Centre for Surgery and Public Health, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Logan G Briggs
- Division of Urological Surgery, Centre for Surgery and Public Health, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Junichi Tokuda
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | | | - Alex Kirkham
- Department of Radiology, University College London Hospital NHS Foundation Trust, London, UK
| | - Mark Emberton
- Division of Surgery & Interventional Science, University College London, 3rd Floor, Charles Bell House, 43-45 Foley St., W1W 7TS, London, UK
- Department of Urology, University College London Hospital NHS Foundation Trust, London, UK
| | - Veeru Kasivisvanathan
- Division of Surgery & Interventional Science, University College London, 3rd Floor, Charles Bell House, 43-45 Foley St., W1W 7TS, London, UK
- Department of Urology, University College London Hospital NHS Foundation Trust, London, UK
| | - Caroline M Moore
- Division of Surgery & Interventional Science, University College London, 3rd Floor, Charles Bell House, 43-45 Foley St., W1W 7TS, London, UK
- Department of Urology, University College London Hospital NHS Foundation Trust, London, UK
| | - Clare Allen
- Department of Radiology, University College London Hospital NHS Foundation Trust, London, UK
| | - Clare M Tempany
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
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Lo W, Bittencourt LK, Panda A, Jiang Y, Tokuda J, Seethamraju R, Tempany‐Afdhal C, Obmann V, Wright K, Griswold M, Seiberlich N, Gulani V. Multicenter Repeatability and Reproducibility of MR Fingerprinting in Phantoms and in Prostatic Tissue. Magn Reson Med 2022; 88:1818-1827. [PMID: 35713379 PMCID: PMC9469467 DOI: 10.1002/mrm.29264] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2021] [Revised: 02/15/2022] [Accepted: 03/22/2022] [Indexed: 11/12/2022]
Abstract
PURPOSE To evaluate multicenter repeatability and reproducibility of T1 and T2 maps generated using MR fingerprinting (MRF) in the International Society for Magnetic Resonance in Medicine/National Institute of Standards and Technology MRI system phantom and in prostatic tissues. METHODS MRF experiments were performed on 5 different 3 Tesla MRI scanners at 3 different institutions: University Hospitals Cleveland Medical Center (Cleveland, OH), Brigham and Women's Hospital (Boston, MA) in the United States, and Diagnosticos da America (Rio de Janeiro, RJ) in Brazil. Raw MRF data were reconstructed using a Gadgetron-based MRF online reconstruction pipeline to yield quantitative T1 and T2 maps. The repeatability of T1 and T2 values over 6 measurements in the International Society for Magnetic Resonance in Medicine/National Institute of Standards and Technology MRI system phantom was assessed to demonstrate intrascanner variation. The reproducibility between the 4 clinical scanners was assessed to demonstrate interscanner variation. The same-day test-retest normal prostate mean T1 and T2 values from peripheral zone and transitional zone were also compared using the intraclass correlation coefficient and Bland-Altman analysis. RESULTS The intrascanner variation of values measured using MRF was less than 2% for T1 and 4.7% for T2 for relaxation values, within the range of 307.7 to 2360 ms for T1 and 19.1 to 248.5 ms for T2 . Interscanner measurements showed that the T1 variation was less than 4.9%, and T2 variation was less than 8.1% between multicenter scanners. Both T1 and T2 values in in vivo prostatic tissue demonstrated high test-retest reliability (intraclass correlation coefficient > 0.92) and strong linear correlation (R2 > 0.840). CONCLUSION Prostate MRF measurements of T1 and T2 are repeatable and reproducible between MRI scanners at different centers on different continents for the above measurement ranges.
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Affiliation(s)
- Wei‐Ching Lo
- Department of Biomedical EngineeringCase Western Reserve UniversityClevelandOhio
- Siemens Medical Solutions IncBostonMassachusetts
| | - Leonardo Kayat Bittencourt
- Department of RadiologyUniversity Hospital and Case Western Reserve UniversityClevelandOhio
- DASA companyRio de JaneiroRJBrazil
| | - Ananya Panda
- Department of RadiologyMayo ClinicRochesterMinnesota
| | - Yun Jiang
- Department of RadiologyUniversity of MichiganAnn ArborMichigan
| | - Junichi Tokuda
- Department of Radiology, Harvard Medical SchoolHarvard UniversityBostonMassachusetts
- Department of RadiologyBrigham and Women's HospitalBostonMassachusetts
| | | | - Clare Tempany‐Afdhal
- Department of Radiology, Harvard Medical SchoolHarvard UniversityBostonMassachusetts
- Department of RadiologyBrigham and Women's HospitalBostonMassachusetts
| | - Verena Obmann
- Department of Diagnostic, Interventional and Pediatric Radiology, Inselspital BernUniversity of BernBerneSwitzerland
| | | | - Mark Griswold
- Department of Biomedical EngineeringCase Western Reserve UniversityClevelandOhio
- Department of RadiologyUniversity Hospital and Case Western Reserve UniversityClevelandOhio
| | | | - Vikas Gulani
- Department of RadiologyUniversity of MichiganAnn ArborMichigan
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9
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Connolly L, Deguet A, Leonard S, Tokuda J, Ungi T, Krieger A, Kazanzides P, Mousavi P, Fichtinger G, Taylor RH. Bridging 3D Slicer and ROS2 for Image-Guided Robotic Interventions. Sensors (Basel) 2022; 22:5336. [PMID: 35891016 PMCID: PMC9324680 DOI: 10.3390/s22145336] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/20/2022] [Revised: 07/13/2022] [Accepted: 07/14/2022] [Indexed: 06/15/2023]
Abstract
Developing image-guided robotic systems requires access to flexible, open-source software. For image guidance, the open-source medical imaging platform 3D Slicer is one of the most adopted tools that can be used for research and prototyping. Similarly, for robotics, the open-source middleware suite robot operating system (ROS) is the standard development framework. In the past, there have been several "ad hoc" attempts made to bridge both tools; however, they are all reliant on middleware and custom interfaces. Additionally, none of these attempts have been successful in bridging access to the full suite of tools provided by ROS or 3D Slicer. Therefore, in this paper, we present the SlicerROS2 module, which was designed for the direct use of ROS2 packages and libraries within 3D Slicer. The module was developed to enable real-time visualization of robots, accommodate different robot configurations, and facilitate data transfer in both directions (between ROS and Slicer). We demonstrate the system on multiple robots with different configurations, evaluate the system performance and discuss an image-guided robotic intervention that can be prototyped with this module. This module can serve as a starting point for clinical system development that reduces the need for custom interfaces and time-intensive platform setup.
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Affiliation(s)
- Laura Connolly
- Whiting School of Engineering, Johns Hopkins University, Baltimore, MD 21218, USA; (A.D.); (S.L.); (A.K.); (P.K.); (R.H.T.)
- School of Computing, Queen’s University, Kingston, ON K7L 3N6, Canada; (T.U.); (P.M.); (G.F.)
| | - Anton Deguet
- Whiting School of Engineering, Johns Hopkins University, Baltimore, MD 21218, USA; (A.D.); (S.L.); (A.K.); (P.K.); (R.H.T.)
| | - Simon Leonard
- Whiting School of Engineering, Johns Hopkins University, Baltimore, MD 21218, USA; (A.D.); (S.L.); (A.K.); (P.K.); (R.H.T.)
| | | | - Tamas Ungi
- School of Computing, Queen’s University, Kingston, ON K7L 3N6, Canada; (T.U.); (P.M.); (G.F.)
| | - Axel Krieger
- Whiting School of Engineering, Johns Hopkins University, Baltimore, MD 21218, USA; (A.D.); (S.L.); (A.K.); (P.K.); (R.H.T.)
| | - Peter Kazanzides
- Whiting School of Engineering, Johns Hopkins University, Baltimore, MD 21218, USA; (A.D.); (S.L.); (A.K.); (P.K.); (R.H.T.)
| | - Parvin Mousavi
- School of Computing, Queen’s University, Kingston, ON K7L 3N6, Canada; (T.U.); (P.M.); (G.F.)
| | - Gabor Fichtinger
- School of Computing, Queen’s University, Kingston, ON K7L 3N6, Canada; (T.U.); (P.M.); (G.F.)
| | - Russell H. Taylor
- Whiting School of Engineering, Johns Hopkins University, Baltimore, MD 21218, USA; (A.D.); (S.L.); (A.K.); (P.K.); (R.H.T.)
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10
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Schmidt EJ, Olson G, Tokuda J, Alipour A, Watkins RD, Meyer EM, Elahi H, Stevenson WG, Schweitzer J, Dumoulin CL, Johnson T, Kolandaivelu A, Loew W, Halperin HR. Intracardiac MR imaging (ICMRI) guiding-sheath with amplified expandable-tip imaging and MR-tracking for navigation and arrythmia ablation monitoring: Swine testing at 1.5 and 3T. Magn Reson Med 2022; 87:2885-2900. [PMID: 35142398 PMCID: PMC8957513 DOI: 10.1002/mrm.29168] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2021] [Revised: 11/30/2021] [Accepted: 01/05/2022] [Indexed: 12/15/2022]
Abstract
PURPOSE Develop a deflectable intracardiac MR imaging (ICMRI) guiding-sheath to accelerate imaging during MR-guided electrophysiological (EP) interventions for radiofrequency (500 kHz) ablation (RFA) of arrythmia. Requirements include imaging at three to five times surface-coil SNR in cardiac chambers, vascular insertion, steerable-active-navigation into cardiac chambers, operation with ablation catheters, and safe levels of MR-induced heating. METHODS ICMRI's 6 mm outer-diameter (OD) metallic-braided shaft had a 2.6 mm OD internal lumen for ablation-catheter insertion. Miniature-Baluns (MBaluns) on ICMRI's 1 m shaft reduced body-coil-induced heating. Distal section was a folded "star"-shaped imaging-coil mounted on an expandable frame, with an integrated miniature low-noise-amplifier overcoming cable losses. A handle-activated movable-shaft expanded imaging-coil to 35 mm OD for imaging within cardiac-chambers. Four MR-tracking micro-coils enabled navigation and motion-compensation, assuming a tetrahedron-shape when expanded. A second handle-lever enabled distal-tip deflection. ICMRI with a protruding deflectable EP catheter were used for MR-tracked navigation and RFA using a dedicated 3D-slicer user-interface. ICMRI was tested at 3T and 1.5T in swine to evaluate (a) heating, (b) cardiac-chamber access, (c) imaging field-of-view and SNR, and (d) intraprocedural RFA lesion monitoring. RESULTS The 3T and 1.5T imaging SNR demonstrated >400% SNR boost over a 4 × 4 × 4 cm3 FOV in the heart, relative to body and spine arrays. ICMRI with MBaluns met ASTM/IEC heating limits during navigation. Tip-deflection allowed navigating ICMRI and EP catheter into atria and ventricles. Acute-lesion long-inversion-time-T1-weighted 3D-imaging (TWILITE) ablation-monitoring using ICMRI required 5:30 min, half the time needed with surface arrays alone. CONCLUSION ICMRI assisted EP-catheter navigation to difficult targets and accelerated RFA monitoring.
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Affiliation(s)
- Ehud J. Schmidt
- Medicine (Cardiology)Johns Hopkins UniversityBaltimoreMarylandUSA
| | - Gregory Olson
- Cardiac Arrhythmia and Heart Failure DivisionAbbott LaboratoriesMinnetonkaMinnesotaUSA
| | - Junichi Tokuda
- RadiologyBrigham and Women’s HospitalBostonMassachusettsUSA
| | - Akbar Alipour
- Medicine (Cardiology)Johns Hopkins UniversityBaltimoreMarylandUSA
| | | | - Eric M. Meyer
- Medicine (Cardiology)Johns Hopkins UniversityBaltimoreMarylandUSA
| | - Hassan Elahi
- Medicine (Cardiology)Johns Hopkins UniversityBaltimoreMarylandUSA
| | | | - Jeffrey Schweitzer
- Cardiac Arrhythmia and Heart Failure DivisionAbbott LaboratoriesMinnetonkaMinnesotaUSA
| | | | | | | | - Wolfgang Loew
- RadiologyCincinnati Children’s Hospital Medical CenterCincinnatiOhioUSA
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Robertson FC, Sha R, Amich J, Lee B, Lal A, Calvachi P, Wu K, Gormley W, Weaver J, Tokuda J. 181 Frameless Neuronavigation With Computer Vision and Real Time Tracking for Bedside External Ventricular Drain Placement: A Cadaveric Study. Neurosurgery 2022. [DOI: 10.1227/neu.0000000000001880_181] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
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12
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Gunderman AL, Schmidt EJ, Morcos M, Tokuda J, Seethamraju RT, Halperin HR, Viswanathan AN, Chen Y. MR-Tracked Deflectable Stylet for Gynecologic Brachytherapy. IEEE ASME Trans Mechatron 2022; 27:407-417. [PMID: 35185321 PMCID: PMC8855967 DOI: 10.1109/tmech.2021.3064954] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/14/2023]
Abstract
Brachytherapy is a radiation based treatment that is implemented by precisely placing focused radiation sources into tumors. In advanced interstitial cervical cancer bracytherapy treatment, this is performed by placing a metallic rod ("stylet") inside a hollow cylindrical tube ("catheter") and advancing the pair to the desired target. The stylet is removed once the target is reached, followed by the insertion of radiation sources into the catheter. However, manually advancing an initially straight stylet into the tumor with millimeter spatial accuracy has been a long-standing challenge, which requires multiple insertions and retractions, due to the unforeseen stylet deflection caused by the stiff muscle tissue that is traversed. In this paper, we develop a novel tendon-actuated deflectable stylet equipped with MR active-tracking coils that may enhance brachytherapy treatment outcomes by allowing accurate stylet trajectory control. Herein we present the design concept and fabrication method, followed by the kinematic and mechanics models of the deflectable stylet. The hardware and theoretical models are extensively validated via benchtop and MRI-guided characterization. At insertion depths of 60 mm, benchtop phantom targeting tests provided a targeting error of 1. 23 ± 0. 47 mm, and porcine tissue targeting tests provided a targeting error of 1. 65 ± 0. 64 mm, after only a single insertion. MR-guided experiments indicate that the stylet can be safely and accurately located within the MRI environment.
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Affiliation(s)
- Anthony L Gunderman
- Mechanical Engineering Department, University of Arkansas, Fayetteville, AR 72701 USA
| | - Ehud J Schmidt
- Department of Medicine, Johns Hopkins University, Baltimore, MD., 21205
| | - Marc Morcos
- Department of Radiation Oncology, Johns Hopkins University, Baltimore, MD., 21205
| | - Junichi Tokuda
- Department of Radiology, Harvard Medical School, Boston, MA., 02115
| | | | - Henry R Halperin
- Department of Medicine, Johns Hopkins University, Baltimore, MD., 21205
| | - Akila N Viswanathan
- Department of Radiation Oncology, Johns Hopkins University, Baltimore, MD., 21205
| | - Yue Chen
- Mechanical Engineering Department, University of Arkansas, Fayetteville, AR 72701 USA
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13
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Robertson FC, Sha RM, Amich JM, Essayed WI, Lal A, Lee BH, Calvachi Prieto P, Tokuda J, Weaver JC, Kirollos RW, Chen MW, Gormley WB. Frameless neuronavigation with computer vision and real-time tracking for bedside external ventricular drain placement: a cadaveric study. J Neurosurg 2021:1-10. [PMID: 34653985 DOI: 10.3171/2021.5.jns211033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2021] [Accepted: 05/18/2021] [Indexed: 11/06/2022]
Abstract
OBJECTIVE A major obstacle to improving bedside neurosurgical procedure safety and accuracy with image guidance technologies is the lack of a rapidly deployable, real-time registration and tracking system for a moving patient. This deficiency explains the persistence of freehand placement of external ventricular drains, which has an inherent risk of inaccurate positioning, multiple passes, tract hemorrhage, and injury to adjacent brain parenchyma. Here, the authors introduce and validate a novel image registration and real-time tracking system for frameless stereotactic neuronavigation and catheter placement in the nonimmobilized patient. METHODS Computer vision technology was used to develop an algorithm that performed near-continuous, automatic, and marker-less image registration. The program fuses a subject's preprocedure CT scans to live 3D camera images (Snap-Surface), and patient movement is incorporated by artificial intelligence-driven recalibration (Real-Track). The surface registration error (SRE) and target registration error (TRE) were calculated for 5 cadaveric heads that underwent serial movements (fast and slow velocity roll, pitch, and yaw motions) and several test conditions, such as surgical draping with limited anatomical exposure and differential subject lighting. Six catheters were placed in each cadaveric head (30 total placements) with a simulated sterile technique. Postprocedure CT scans allowed comparison of planned and actual catheter positions for user error calculation. RESULTS Registration was successful for all 5 cadaveric specimens, with an overall mean (± standard deviation) SRE of 0.429 ± 0.108 mm for the catheter placements. Accuracy of TRE was maintained under 1.2 mm throughout specimen movements of low and high velocities of roll, pitch, and yaw, with the slowest recalibration time of 0.23 seconds. There were no statistically significant differences in SRE when the specimens were draped or fully undraped (p = 0.336). Performing registration in a bright versus a dimly lit environment had no statistically significant effect on SRE (p = 0.742 and 0.859, respectively). For the catheter placements, mean TRE was 0.862 ± 0.322 mm and mean user error (difference between target and actual catheter tip) was 1.674 ± 1.195 mm. CONCLUSIONS This computer vision-based registration system provided real-time tracking of cadaveric heads with a recalibration time of less than one-quarter of a second with submillimetric accuracy and enabled catheter placements with millimetric accuracy. Using this approach to guide bedside ventriculostomy could reduce complications, improve safety, and be extrapolated to other frameless stereotactic applications in awake, nonimmobilized patients.
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Affiliation(s)
- Faith C Robertson
- 1Department of Neurosurgery, Massachusetts General Hospital, Boston.,2Computational Neuroscience Outcomes Center, Brigham and Women's Hospital, Boston.,3Harvard Medical School, Boston
| | - Raahil M Sha
- 4Zeta Surgical Inc., Boston.,5Harvard Innovation Labs, Boston
| | - Jose M Amich
- 4Zeta Surgical Inc., Boston.,5Harvard Innovation Labs, Boston
| | - Walid Ibn Essayed
- 3Harvard Medical School, Boston.,6Department of Neurosurgery, Brigham and Women's Hospital, Boston
| | - Avinash Lal
- 4Zeta Surgical Inc., Boston.,5Harvard Innovation Labs, Boston
| | - Benjamin H Lee
- 4Zeta Surgical Inc., Boston.,5Harvard Innovation Labs, Boston
| | - Paola Calvachi Prieto
- 2Computational Neuroscience Outcomes Center, Brigham and Women's Hospital, Boston.,3Harvard Medical School, Boston
| | - Junichi Tokuda
- 7Department of Radiology, Brigham and Women's Hospital, Boston
| | - James C Weaver
- 8Harvard John A. Paulson School of Engineering and Applied Sciences, Cambridge, Massachusetts
| | - Ramez W Kirollos
- 9Department of Neurosurgery, National Neuroscience Institute, Singapore; and.,10Department of Neurosurgery, SingHealth Duke-NUS, National University of Singapore, Singapore
| | - Min Wei Chen
- 9Department of Neurosurgery, National Neuroscience Institute, Singapore; and
| | - William B Gormley
- 2Computational Neuroscience Outcomes Center, Brigham and Women's Hospital, Boston.,3Harvard Medical School, Boston.,6Department of Neurosurgery, Brigham and Women's Hospital, Boston
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14
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Moreira P, Tuncali K, Tempany CM, Tokuda J. The Impact of Placement Errors on the Tumor Coverage in MRI-Guided Focal Cryoablation of Prostate Cancer. Acad Radiol 2021; 28:841-848. [PMID: 32863151 PMCID: PMC7910318 DOI: 10.1016/j.acra.2020.07.013] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2020] [Revised: 07/01/2020] [Accepted: 07/06/2020] [Indexed: 12/25/2022]
Abstract
RATIONALE AND OBJECTIVES There have been multiple investigations defining and reporting the effectiveness of focal cryoablation as a treatment option for organ-confined prostate cancer. However, the impact of cryo-needle/probe placement accuracy within the tumor and gland has not been extensively studied. We analyzed how variations in the placement of the cryo-needles, specifically errors leading to incomplete ablation, may affect prostate cancer's resulting cryoablation. MATERIALS AND METHODS We performed a study based on isothermal models using Monte Carlo simulations to analyze the impact of needle placement errors on tumor coverage and the probability of positive ablation margin. We modeled the placement error as a Gaussian noise on the cryo-needle position. The analysis used retrospective MRI data of 15 patients with biopsy-proven, unifocal, and MRI visible prostate cancer to calculate the impact of placement error on the volume of the tumor encompassed by the -40°C and -20°C isotherms using one to four cryo-needles. RESULTS When the standard deviation of the placement error reached 3 mm, the tumor coverage was still above 97% with the -20°C isotherm, and above 81% with the -40°C isotherm using two cryo-needles or more. The probability of positive margin was significantly lower considering the -20°C isotherm (0.04 for three needles) than using the -40°C isotherm (0.66 for three needles). CONCLUSION The results indicated that accurate cryo-needle placement is essential for the success of focal cryoablation of prostate cancer. The analysis shows that an admissible targeting error depends on the lethal temperature considered and the number of cryo-needles used.
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Affiliation(s)
- Pedro Moreira
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, 75 Francis St. Boston, 02115 Massachusetts, USA.
| | - Kemal Tuncali
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, 75 Francis St. Boston, 02115 Massachusetts, USA
| | - Clare M Tempany
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, 75 Francis St. Boston, 02115 Massachusetts, USA
| | - Junichi Tokuda
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, 75 Francis St. Boston, 02115 Massachusetts, USA
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15
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Meyer A, Mehrtash A, Rak M, Bashkanov O, Langbein B, Ziaei A, Kibel AS, Tempany CM, Hansen C, Tokuda J. Domain adaptation for segmentation of critical structures for prostate cancer therapy. Sci Rep 2021; 11:11480. [PMID: 34075061 PMCID: PMC8169882 DOI: 10.1038/s41598-021-90294-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2020] [Accepted: 05/04/2021] [Indexed: 11/23/2022] Open
Abstract
Preoperative assessment of the proximity of critical structures to the tumors is crucial in avoiding unnecessary damage during prostate cancer treatment. A patient-specific 3D anatomical model of those structures, namely the neurovascular bundles (NVB) and the external urethral sphincters (EUS), can enable physicians to perform such assessments intuitively. As a crucial step to generate a patient-specific anatomical model from preoperative MRI in a clinical routine, we propose a multi-class automatic segmentation based on an anisotropic convolutional network. Our specific challenge is to train the network model on a unique source dataset only available at a single clinical site and deploy it to another target site without sharing the original images or labels. As network models trained on data from a single source suffer from quality loss due to the domain shift, we propose a semi-supervised domain adaptation (DA) method to refine the model's performance in the target domain. Our DA method combines transfer learning and uncertainty guided self-learning based on deep ensembles. Experiments on the segmentation of the prostate, NVB, and EUS, show significant performance gain with the combination of those techniques compared to pure TL and the combination of TL with simple self-learning ([Formula: see text] for all structures using a Wilcoxon's signed-rank test). Results on a different task and data (Pancreas CT segmentation) demonstrate our method's generic application capabilities. Our method has the advantage that it does not require any further data from the source domain, unlike the majority of recent domain adaptation strategies. This makes our method suitable for clinical applications, where the sharing of patient data is restricted.
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Affiliation(s)
- Anneke Meyer
- Department of Simulation and Graphics and Research Campus STIMULATE, University of Magdeburg, Magdeburg, Germany.
| | - Alireza Mehrtash
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Marko Rak
- Department of Simulation and Graphics and Research Campus STIMULATE, University of Magdeburg, Magdeburg, Germany
| | - Oleksii Bashkanov
- Department of Simulation and Graphics and Research Campus STIMULATE, University of Magdeburg, Magdeburg, Germany
| | - Bjoern Langbein
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Alireza Ziaei
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Adam S Kibel
- Division of Urology, Department of Surgery, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Clare M Tempany
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Christian Hansen
- Department of Simulation and Graphics and Research Campus STIMULATE, University of Magdeburg, Magdeburg, Germany
| | - Junichi Tokuda
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
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16
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Cormack R, Tokuda J, Ekchian G, Cima M, Lee L. OC-0043 Feasibility Study of Quantitative Silicone Oxygen Sensors in HDR Cervical Cancer Brachytherapy. Radiother Oncol 2021. [DOI: 10.1016/s0167-8140(21)06285-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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17
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Moreira P, Grimble J, Iftimia N, Bay CP, Tuncali K, Park J, Tokuda J. In vivo evaluation of angulated needle-guide template for MRI-guided transperineal prostate biopsy. Med Phys 2021; 48:2553-2565. [PMID: 33651407 DOI: 10.1002/mp.14816] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2020] [Revised: 01/28/2021] [Accepted: 02/10/2021] [Indexed: 11/07/2022] Open
Abstract
PURPOSE Magnetic resonance imaging (MRI)-guided transperineal prostate biopsy has been practiced since the early 2000s. The technique often suffers from targeting error due to deviation of the needle as a result of physical interaction between the needle and inhomogeneous tissues. Existing needle guide devices, such as a grid template, do not allow choosing an alternative insertion path to mitigate the deviation because of their limited degree-of-freedom (DoF). This study evaluates how an angulated needle insertion path can reduce needle deviation and improve needle placement accuracy. METHODS We extended a robotic needle-guidance device (Smart Template) for in-bore MRI-guided transperineal prostate biopsy. The new Smart Template has a 4-DoF needle-guiding mechanism allowing a translational range of motion of 65 and 58 mm along the vertical and horizontal axis, and a needle rotational motion around the vertical and horizontal axis ± 30 ∘ and a vertical rotational range of - 30 ∘ , + 10 ∘ , respectively. We defined a path planning strategy, which chooses between straight and angulated insertion paths depending on the anatomical structures on the potential insertion path. We performed (a) a set of experiments to evaluate the device positioning accuracy outside the MR-bore, and (b) an in vivo experiment to evaluate the improvement of targeting accuracy combining straight and angulated insertions in animal models (swine, n = 3 ). RESULTS We analyzed 46 in vivo insertions using either straight or angulated insertions paths. The experiment showed that the proposed strategy of selecting straight or angulated insertions based on the subject's anatomy outperformed the conventional approach of just straight insertions in terms of targeting accuracy (2.4 mm [1.3-3.7] vs 3.9 mm [2.4-5.0] {Median IQR } ); p = 0.041 after the bias correction). CONCLUSION The in vivo experiment successfully demonstrated that an angulated needle insertion path could improve needle placement accuracy with a path planning strategy that takes account of the subject-specific anatomical structures.
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Affiliation(s)
- Pedro Moreira
- Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, 75 Francis St., Boston, MA, USA
| | - John Grimble
- Physical Sciences Inc., 20 New England Bus Center Dr, Andover, MA, USA
| | - Nicusor Iftimia
- Physical Sciences Inc., 20 New England Bus Center Dr, Andover, MA, USA
| | - Camden P Bay
- Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, 75 Francis St., Boston, MA, USA
| | - Kemal Tuncali
- Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, 75 Francis St., Boston, MA, USA
| | - Jesung Park
- Physical Sciences Inc., 20 New England Bus Center Dr, Andover, MA, USA
| | - Junichi Tokuda
- Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, 75 Francis St., Boston, MA, USA
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Ekchian G, Tokuda J, Freedman J, Harens H, Cormack R, Lee L, Cima M. PD-0432: Implantable Sensors for Quantifying Tumor Oxygenation. Radiother Oncol 2020. [DOI: 10.1016/s0167-8140(21)00454-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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Cormack R, Ekchian G, Tokuda J, Frangieh C, Lee L, Cima M. OC-1033: Oxygen Sensing HDR-Brachytherapy Catheters with an Intra-Lumen MRI Receive Coil. Radiother Oncol 2020. [DOI: 10.1016/s0167-8140(21)01972-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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20
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Wang S, Frisbie J, Keepers Z, Bolten Z, Hevaganinge A, Boctor E, Leonard S, Tokuda J, Krieger A, Siddiqui MM. The Use of Three-dimensional Visualization Techniques for Prostate Procedures: A Systematic Review. Eur Urol Focus 2020; 7:1274-1286. [PMID: 32873515 DOI: 10.1016/j.euf.2020.08.002] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2020] [Revised: 07/14/2020] [Accepted: 08/11/2020] [Indexed: 12/29/2022]
Abstract
CONTEXT As an emerging technique, three-dimensional (3D) visualization has become more popular and can facilitate education, training, surgical planning, and intraoperative guidance for prostate cancer surgery. OBJECTIVE In this review, we aim to present the impact of 3D printing, virtual reality (VR), and augmented reality (AR) techniques for prostate cancer procedures, specifically prostate biopsy and radical prostatectomy (RP). EVIDENCE ACQUISITION A systematic review was performed by two investigators according to the Preferred Reporting Items for Systematic Reviews and Meta-analyses (PRISMA) criteria. EVIDENCE SYNTHESIS A total of 541 papers were identified in PubMed, Scopus, and Embase. Of these, 53 studies were identified for detailed review and 25 were qualified. Two more studies were identified from the references; thus, 27 studies were finally included in this systematic review. Nine papers reported on the use of 3D reconstructed models, mainly in education/training and intraoperative guidance; nine reported on VR, focusing on simulation training model and intraoperative guidance; and nine reported on AR technique with its best indication for surgical guidance in robotic RP. CONCLUSIONS Three-dimensional visualization techniques have gradually been introduced and developed in prostate procedures, and demonstrate potential utility not only for education/training, but also for surgical planning and intraoperative guidance. Prospective studies are needed to demonstrate clinical utility and validation of these technologies. PATIENT SUMMARY Despite low-quality evidence, promising signals were identified to demonstrate that three-dimensional visualization could help facilitate prostate procedures, in terms of education/training, surgical planning, and intraoperative guidance. It is still in a very early stage, and more studies need to be conducted to justify its widespread use.
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Affiliation(s)
- Shu Wang
- Division of Urology, Department of Surgery, University of Maryland School of Medicine, Baltimore, MD, USA
| | - James Frisbie
- Division of Urology, Department of Surgery, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Zachery Keepers
- Division of Urology, Department of Surgery, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Zachary Bolten
- Division of Urology, Department of Surgery, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Anjana Hevaganinge
- Bio-Imaging and Machine Vision Lab, Fischell Department of Bioengineering, University of Maryland, College Park, MD, USA
| | - Emad Boctor
- Department of Computer Science, The Johns Hopkins University, Baltimore, MD, USA; Department of Electrical and Computer Engineering, The Johns Hopkins University, Baltimore, USA
| | - Simon Leonard
- Laboratory for Computational Sensing and Robotics, The Johns Hopkins University, Baltimore, MD, USA
| | - Junichi Tokuda
- Radiology, Brigham and Women's Hospital, Boston, MA, USA
| | - Axel Krieger
- Department of Mechanical Engineering, University of Maryland, College Park, MD, USA
| | - Mohummad Minhaj Siddiqui
- Division of Urology, Department of Surgery, University of Maryland School of Medicine, Baltimore, MD, USA; Veterans Affairs Maryland Healthcare System, Baltimore, MD, USA.
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21
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Shono N, Ninni B, King F, Kato T, Tokuda J, Fujimoto T. Simulated accuracy assessment of small footprint body-mounted probe alignment device for MRI-guided cryotherapy of abdominal lesions. Med Phys 2020; 47:2337-2349. [PMID: 32141080 PMCID: PMC7889307 DOI: 10.1002/mp.14116] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2019] [Revised: 02/19/2020] [Accepted: 02/19/2020] [Indexed: 12/11/2022] Open
Abstract
PURPOSE Magnetic resonance imaging (MRI)-guided percutaneous cryotherapy of abdominal lesions, an established procedure, uses MRI to guide and monitor the cryoablation of lesions. Methods to precisely guide cryotherapy probes with a minimum amount of trial-and-error are yet to be established. To aid physicians in attaining precise probe alignment without trial-and-error, a body-mounted motorized cryotherapy-probe alignment device (BMCPAD) with motion compensation was clinically tested in this study. The study also compared the contribution of body motion and organ motion compensation to the guidance accuracy of a body-mounted probe alignment device. METHODS The accuracy of guidance using the BMCPAD was prospectively measured during MRI-guided percutaneous cryotherapies before insertion of the probes. Clinical parameters including patient age, types of anesthesia, depths of the target, and organ sites of target were collected. By using MR images of the target organs and fiducial markers embedded in the BMCPAD, we retrospectively simulated the guidance accuracy with body motion compensation, organ motion compensation, and no compensation. The collected data were analyzed to test the impact of motion compensation on the guidance accuracy. RESULTS Thirty-seven physical guidance of probes were prospectively recorded for sixteen completed cases. The accuracy of physical guidance using the BMCPAD was 13.4 ± 11.1 mm. The simulated accuracy of guidance with body motion compensation, organ motion compensation, and no compensation was 2.4 ± 2.9 mm, 2.2 ± 1.6 mm, and 3.5 ± 2.9 mm, respectively. Data analysis revealed that the body motion compensation and organ motion compensation individually impacted the improvement in the accuracy of simulated guidance. Moreover, the difference in the accuracy of guidance either by body motion compensation or organ motion compensation was not statistically significant. The major clinical parameters impacting the accuracy of guidance were the body and organ motions. Patient age, types of anesthesia, depths of the target, and organ sites of target did not influence the accuracy of guidance using BMCPAD. The magnitude of body surface movement and organ movement exhibited mutual statistical correlation. CONCLUSIONS The BMCPAD demonstrated guidance accuracy comparable to that of previously reported devices for CT-guided procedures. The analysis using simulated motion compensation revealed that body motion compensation and organ motion compensation individually impact the improvement in the accuracy of device-guided cryotherapy probe alignment. Considering the correlation between body and organ movements, we also determined that body motion compensation using the ring fiducial markers in the BMCPAD can be solely used to address both body and organ motions in MRI-guided cryotherapy.
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Affiliation(s)
- Naoyuki Shono
- Radiology, Brigham and Women’s Hospital, Boston, MA 02115, USA
| | - Brian Ninni
- Radiology, Brigham and Women’s Hospital, Boston, MA 02115, USA
- Canon Healthcare Optics Research Laboratory Boston, Cambridge, MA 02139, USA
| | - Franklin King
- Radiology, Brigham and Women’s Hospital, Boston, MA 02115, USA
| | - Takahisa Kato
- Radiology, Brigham and Women’s Hospital, Boston, MA 02115, USA
- Canon Healthcare Optics Research Laboratory Boston, Cambridge, MA 02139, USA
| | - Junichi Tokuda
- Radiology, Brigham and Women’s Hospital, Boston, MA 02115, USA
| | - Takahiro Fujimoto
- Division of Clinical Radiology Service, Kyoto University Hospital, Kyoto, Kyoto 606-8507, Japan
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22
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Herz C, MacNeil K, Behringer PA, Tokuda J, Mehrtash A, Mousavi P, Kikinis R, Fennessy FM, Tempany CM, Tuncali K, Fedorov A. Open Source Platform for Transperineal In-Bore MRI-Guided Targeted Prostate Biopsy. IEEE Trans Biomed Eng 2020; 67:565-576. [PMID: 31135342 PMCID: PMC6874712 DOI: 10.1109/tbme.2019.2918731] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
OBJECTIVE Accurate biopsy sampling of the suspected lesions is critical for the diagnosis and clinical management of prostate cancer. Transperineal in-bore MRI-guided prostate biopsy (tpMRgBx) is a targeted biopsy technique that was shown to be safe, efficient, and accurate. Our goal was to develop an open source software platform to support evaluation, refinement, and translation of this biopsy approach. METHODS We developed SliceTracker, a 3D Slicer extension to support tpMRgBx. We followed modular design of the implementation to enable customization of the interface and interchange of image segmentation and registration components to assess their effect on the processing time, precision, and accuracy of the biopsy needle placement. The platform and supporting documentation were developed to enable the use of software by an operator with minimal technical training to facilitate translation. Retrospective evaluation studied registration accuracy, effect of the prostate segmentation approach, and re-identification time of biopsy targets. Prospective evaluation focused on the total procedure time and biopsy targeting error (BTE). RESULTS Evaluation utilized data from 73 retrospective and ten prospective tpMRgBx cases. Mean landmark registration error for retrospective evaluation was 1.88 ± 2.63 mm, and was not sensitive to the approach used for prostate gland segmentation. Prospectively, we observed target re-identification time of 4.60 ± 2.40 min and BTE of 2.40 ± 0.98 mm. CONCLUSION SliceTracker is modular and extensible open source platform for supporting image processing aspects of the tpMRgBx procedure. It has been successfully utilized to support clinical research procedures at our site.
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23
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Yamada A, Tokuda J, Naka S, Murakami K, Tani T, Morikawa S. Magnetic resonance and ultrasound image-guided navigation system using a needle manipulator. Med Phys 2019; 47:850-858. [PMID: 31829440 DOI: 10.1002/mp.13958] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2019] [Revised: 12/06/2019] [Accepted: 12/06/2019] [Indexed: 12/23/2022] Open
Abstract
PURPOSE Image guidance is crucial for percutaneous tumor ablations, enabling accurate needle-like applicator placement into target tumors while avoiding tissues that are sensitive to injury and/or correcting needle deflection. Although ultrasound (US) is widely used for image guidance, magnetic resonance (MR) is preferable due to its superior soft tissue contrast. The objective of this study was to develop and evaluate an MR and US multi-modal image-guided navigation system with a needle manipulator to enable US-guided applicator placement during MR imaging (MRI)-guided percutaneous tumor ablation. METHODS The MRI-compatible needle manipulator with US probe was installed adjacent to a 3 Tesla MRI scanner patient table. Coordinate systems for the MR image, patient table, manipulator, and US probe were all registered using an optical tracking sensor. The patient was initially scanned in the MRI scanner bore for planning and then moved outside the bore for treatment. Needle insertion was guided by real-time US imaging fused with the reformatted static MR image to enhance soft tissue contrast. Feasibility, targeting accuracy, and MR compatibility of the system were evaluated using a bovine liver and agar phantoms. RESULTS Targeting error for 50 needle insertions was 1.6 ± 0.6 mm (mean ± standard deviation). The experiment confirmed that fused MR and US images provided real-time needle localization against static MR images with soft tissue contrast. CONCLUSIONS The proposed MR and US multi-modal image-guided navigation system using a needle manipulator enabled accurate needle insertion by taking advantage of static MR and real-time US images simultaneously. Real-time visualization helped determine needle depth, tissue monitoring surrounding the needle path, target organ shifts, and needle deviation from the path.
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Affiliation(s)
- Atsushi Yamada
- Department of Research and Development for Innovative Medical Devices and Systems, Shiga University of Medical Science, Otsu, Shiga, 520-2192, Japan
| | - Junichi Tokuda
- National Center for Image Guided Therapy, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, 02115, USA
| | - Shigeyuki Naka
- Department of Surgery, Shiga University of Medical Science, Otsu, Shiga, 520-2192, Japan
| | - Koichiro Murakami
- Department of Surgery, Shiga University of Medical Science, Otsu, Shiga, 520-2192, Japan
| | - Tohru Tani
- Department of Research and Development for Innovative Medical Devices and Systems, Shiga University of Medical Science, Otsu, Shiga, 520-2192, Japan
| | - Shigehiro Morikawa
- Molecular Neuroscience Research Center, Shiga University of Medical Science, Otsu, Shiga, 520-2192, Japan
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24
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Patel NA, Li G, Shang W, Wartenberg M, Heffter T, Burdette EC, Iordachita I, Tokuda J, Hata N, Tempany CM, Fischer GS. System Integration and Preliminary Clinical Evaluation of a Robotic System for MRI-Guided Transperineal Prostate Biopsy. J Med Robot Res 2019; 4:1950001. [PMID: 31485544 PMCID: PMC6726403 DOI: 10.1142/s2424905x19500016] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
This paper presents the development, preclinical evaluation, and preliminary clinical study of a robotic system for targeted transperineal prostate biopsy under direct interventional magnetic resonance imaging (MRI) guidance. The clinically integrated robotic system is developed based on a modular design approach, comprised of surgical navigation application, robot control software, MRI robot controller hardware, and robotic needle placement manipulator. The system provides enabling technologies for MRI-guided procedures. It can be easily transported and setup for supporting the clinical workflow of interventional procedures, and the system is readily extensible and reconfigurable to other clinical applications. Preclinical evaluation of the system is performed with phantom studies in a 3 Tesla MRI scanner, rehearsing the proposed clinical workflow, and demonstrating an in-plane targeting error of 1.5mm. The robotic system has been approved by the institutional review board (IRB) for clinical trials. A preliminary clinical study is conducted with the patient consent, demonstrating the targeting errors at two biopsy target sites to be 4.0mm and 3.7mm, which is sufficient to target a clinically significant tumor foci. First-in-human trials to evaluate the system's effectiveness and accuracy for MR image-guide prostate biopsy are underway.
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Affiliation(s)
- Niravkumar A Patel
- Automation and Interventional Medicine Laboratory, Worcester Polytechnic Institute, Worcester, MA 01609, USA [napatel, gfischerj]@wpi.edu
- indicates shared first authorship
| | - Gang Li
- Automation and Interventional Medicine Laboratory, Worcester Polytechnic Institute, Worcester, MA 01609, USA [napatel, gfischerj]@wpi.edu
- indicates shared first authorship
| | - Weijian Shang
- Automation and Interventional Medicine Laboratory, Worcester Polytechnic Institute, Worcester, MA 01609, USA [napatel, gfischerj]@wpi.edu
| | - Marek Wartenberg
- Automation and Interventional Medicine Laboratory, Worcester Polytechnic Institute, Worcester, MA 01609, USA [napatel, gfischerj]@wpi.edu
| | - Tamas Heffter
- Automation and Interventional Medicine Laboratory, Worcester Polytechnic Institute, Worcester, MA 01609, USA [napatel, gfischerj]@wpi.edu
| | - Everette C Burdette
- Automation and Interventional Medicine Laboratory, Worcester Polytechnic Institute, Worcester, MA 01609, USA [napatel, gfischerj]@wpi.edu
| | - Iulian Iordachita
- Laboratory for Computational Sensing and Robotics (LCSR), Johns Hopkins University, Baltimore, MD, USA
| | - Junichi Tokuda
- Department of Radiology, Surgical Navigation and Robotics Laboratory, Brigham and Womens Hospital, Harvard Medical School, Boston, MA, USA
| | - Nobuhiko Hata
- Department of Radiology, Surgical Navigation and Robotics Laboratory, Brigham and Womens Hospital, Harvard Medical School, Boston, MA, USA
| | - Clare M Tempany
- Department of Radiology, Surgical Navigation and Robotics Laboratory, Brigham and Womens Hospital, Harvard Medical School, Boston, MA, USA
| | - Gregory S Fischer
- Automation and Interventional Medicine Laboratory, Worcester Polytechnic Institute, Worcester, MA 01609, USA [napatel, gfischerj]@wpi.edu
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25
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Ekchian GJ, Tokuda J, Barnes B, Cormack R, Lee L, Cima M. Clinical Translation of a Quantitative Oxygen Sensor for HDR Cervical Cancer Brachytherapy. Brachytherapy 2019. [DOI: 10.1016/j.brachy.2019.04.032] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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26
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Abstract
Foldable origami structures have been implemented into robotics as a way of compacting joints and circuitry into smaller structures. This technique is especially useful in minimally invasive surgical instruments, where the goal is to create slimline devices that can be inserted through small incisions. Origami also has the potential to cut costs by reducing the amount of material required for assembly. Origami devices are especially suitable for MRI-guided procedures, where instruments must be nonmagnetic because origami is more suitable for flexible, non-metallic materials. MR conditional surgical instruments enable intraoperative MRI procedures that provide superior imaging capabilities to physicians to allow for safer procedures. This work presents an MR conditional joint developed using origami techniques that reduces costs by eliminating assembly of various components and has potential applications in endoscopy. The joint is a compliant rolling-contact element that employs curved-folding origami techniques. A chain of these joints can be constructed from a single sheet of material, eliminating assembly of numerous materials to produce a final product, which is specifically advantageous for constructing low-cost, disposable surgical devices. The prototype contains a degree of bending of ±9 degrees per joint, a response time of less than 4 seconds and an actuation force of 0.5 N using a 1.25 A current. The MRI results showed a minimal artifact of less than 1 mm measured from the boundary of the joint chain and a SNR reduction of less than 10%.
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Affiliation(s)
- Austin J Taylor
- College of Electrical and Computer Engineering, University of Georgia, Athens, GA 30602 USA
| | | | - Leah Feuerman
- Department of Physics, Occidental College, Los Angeles, CA 90041 USA
| | - Hongliang Ren
- Department of Biomedical Engineering, National University of Singapore, Singapore 119077
| | - Junichi Tokuda
- Department of Radiology, Brigham and Women's Hospital, Boston MA 02115 USA
| | - Kent Nilsson
- Department of Cardiology, Piedmont Athens Regional, Athens, GA 30606
| | - Zion Tsz Ho Tse
- College of Electrical and Computer Engineering, University of Georgia, Athens, GA 30602 USA
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27
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Moreira P, Patel N, Wartenberg M, Li G, Tuncali K, Heffter T, Burdette EC, Iordachita I, Fischer GS, Hata N, Tempany CM, Tokuda J. Evaluation of robot-assisted MRI-guided prostate biopsy: needle path analysis during clinical trials. Phys Med Biol 2018; 63:20NT02. [PMID: 30226214 PMCID: PMC6198326 DOI: 10.1088/1361-6560/aae214] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
While the interaction between a needle and the surrounding tissue is known to cause a significant targeting error in prostate biopsy leading to false-negative results, few studies have demonstrated how it impacts in the actual procedure. We performed a pilot study on robot-assisted MRI-guided prostate biopsy with an emphasis on the in-depth analysis of the needle-tissue interaction in vivo. The data were acquired during in-bore transperineal prostate biopsies in patients using a 4 degrees-of-freedom (DoF) MRI-compatible robot. The anatomical structures in the pelvic area and the needle path were reconstructed from MR images, and quantitatively analyzed. We analyzed each structure individually and also proposed a mathematical model to investigate the influence of those structures in the targeting error using the mixed-model regression. The median targeting error in 188 insertions (27 patients) was 6.3 mm. Both the individual anatomical structure analysis and the mixed-model analysis showed that the deviation resulted from the contact between the needle and the skin as the main source of error. On contrary, needle bending inside the tissue (expressed as needle curvature) did not vary among insertions with targeting errors above and below the average. The analysis indicated that insertions crossing the bulbospongiosus presented a targeting error lower than the average. The mixed-model analysis demonstrated that the distance between the needle guide and the patient skin, the deviation at the entry point, and the path length inside the pelvic diaphragm had a statistically significant contribution to the targeting error (p < 0.05). Our results indicate that the errors associated with the elastic contact between the needle and the skin were more prominent than the needle bending along the insertion. Our findings will help to improve the preoperative planning of transperineal prostate biopsies.
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Affiliation(s)
- Pedro Moreira
- Department of Radiology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Niravkumar Patel
- Laboratory for Computational Sensing and Robotics, Johns Hopkins University, Baltimore, MD, USA
| | - Marek Wartenberg
- Automation and Interventional Medicine Lab, Worcester Polytechnic Institute, Worcester, MA, USA
| | - Gang Li
- Automation and Interventional Medicine Lab, Worcester Polytechnic Institute, Worcester, MA,USA
| | - Kemal Tuncali
- Department of Radiology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA,USA
| | | | | | - Iulian Iordachita
- Laboratory for Computational Sensing and Robotics, Johns Hopkins University, Baltimore, MD, USA
| | - Gregory S. Fischer
- Automation and Interventional Medicine Lab, Worcester Polytechnic Institute, Worcester, MA, USA
| | - Nobuhiko Hata
- Department of Radiology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Clare M. Tempany
- Department of Radiology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Junichi Tokuda
- Department of Radiology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA,USA
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28
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Abstract
Magnetic resonance imaging (MRI) is beneficial for imaging-guided procedures because it provides higher resolution images and better soft tissue contrast than computed tomography (CT), ultrasound, and X-ray. MRI can be used to streamline diagnostics and treatment because it does not require patients to be repositioned between scans of different areas of the body. It is even possible to use MRI to visualize, power, and control medical devices inside the human body to access remote locations and perform minimally invasive procedures. Therefore, MR conditional medical devices have the potential to improve a wide variety of medical procedures; this potential is explored in terms of practical considerations pertaining to clinical applications and the MRI environment. Recent advancements in this field are introduced with a review of clinically relevant research in the areas of interventional tools, endovascular microbots, and closed-loop controlled MRI robots. Challenges related to technology and clinical feasibility are discussed, including MRI based propulsion and control, navigation of medical devices through the human body, clinical adoptability, and regulatory issues. The development of MRI-powered medical devices is an emerging field, but the potential clinical impact of these devices is promising.
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Affiliation(s)
- Sierra Hovet
- College of Engineering, University of Georgia, Athens, GA, USA
| | - Hongliang Ren
- Department of Biomedical Engineering, National University of Singapore, Singapore
| | - Sheng Xu
- Center for Interventional Oncology, Department of Radiology and Imaging Sciences, National Institutes of Health, Bethesda, MD, USA
| | - Bradford Wood
- Center for Interventional Oncology, Department of Radiology and Imaging Sciences, National Institutes of Health, Bethesda, MD, USA
| | - Junichi Tokuda
- Department of Radiology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Zion Tsz Ho Tse
- College of Engineering, University of Georgia, Athens, GA, USA
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29
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Wartenberg M, Schornak J, Gandomi K, Carvalho P, Nycz C, Patel N, Iordachita I, Tempany C, Hata N, Tokuda J, Fischer GS. Closed-Loop Active Compensation for Needle Deflection and Target Shift During Cooperatively Controlled Robotic Needle Insertion. Ann Biomed Eng 2018; 46:1582-1594. [PMID: 29926303 DOI: 10.1007/s10439-018-2070-2] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2018] [Accepted: 06/06/2018] [Indexed: 01/16/2023]
Abstract
Intra-operative imaging is sometimes available to assist needle biopsy, but typical open-loop insertion does not account for unmodeled needle deflection or target shift. Closed-loop image-guided compensation for deviation from an initial straight-line trajectory through rotational control of an asymmetric tip can reduce targeting error. Incorporating robotic closed-loop control often reduces physician interaction with the patient, but by pairing closed-loop trajectory compensation with hands-on cooperatively controlled insertion, a physician's control of the procedure can be maintained while incorporating benefits of robotic accuracy. A series of needle insertions were performed with a typical 18G needle using closed-loop active compensation under both fully autonomous and user-directed cooperative control. We demonstrated equivalent improvement in accuracy while maintaining physician-in-the-loop control with no statistically significant difference (p > 0.05) in the targeting accuracy between any pair of autonomous or individual cooperative sets, with average targeting accuracy of 3.56 mmrms. With cooperatively controlled insertions and target shift between 1 and 10 mm introduced upon needle contact, the system was able to effectively compensate up to the point where error approached a maximum curvature governed by bending mechanics. These results show closed-loop active compensation can enhance targeting accuracy, and that the improvement can be maintained under user directed cooperative insertion.
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Affiliation(s)
- Marek Wartenberg
- Robotics Engineering, Worcester Polytechnic Institute, 85 Prescott St., Worcester, MA, 10605, USA.
| | - Joseph Schornak
- Robotics Engineering, Worcester Polytechnic Institute, 85 Prescott St., Worcester, MA, 10605, USA
| | - Katie Gandomi
- Robotics Engineering, Worcester Polytechnic Institute, 85 Prescott St., Worcester, MA, 10605, USA
| | - Paulo Carvalho
- Robotics Engineering, Worcester Polytechnic Institute, 85 Prescott St., Worcester, MA, 10605, USA
| | - Chris Nycz
- Robotics Engineering, Worcester Polytechnic Institute, 85 Prescott St., Worcester, MA, 10605, USA
| | | | | | - Clare Tempany
- Brigham and Women's Hospital, Boston, MA, 02115, USA
| | - Nobuhiko Hata
- Brigham and Women's Hospital, Boston, MA, 02115, USA
| | | | - Gregory S Fischer
- Robotics Engineering, Worcester Polytechnic Institute, 85 Prescott St., Worcester, MA, 10605, USA
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30
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Tokuda J, Chauvin L, Ninni B, Kato T, King F, Tuncali K, Hata N. Motion compensation for MRI-compatible patient-mounted needle guide device: estimation of targeting accuracy in MRI-guided kidney cryoablations. Phys Med Biol 2018; 63:085010. [PMID: 29546845 DOI: 10.1088/1361-6560/aab736] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
Patient-mounted needle guide devices for percutaneous ablation are vulnerable to patient motion. The objective of this study is to develop and evaluate a software system for an MRI-compatible patient-mounted needle guide device that can adaptively compensate for displacement of the device due to patient motion using a novel image-based automatic device-to-image registration technique. We have developed a software system for an MRI-compatible patient-mounted needle guide device for percutaneous ablation. It features fully-automated image-based device-to-image registration to track the device position, and a device controller to adjust the needle trajectory to compensate for the displacement of the device. We performed: (a) a phantom study using a clinical MR scanner to evaluate registration performance; (b) simulations using intraoperative time-series MR data acquired in 20 clinical cases of MRI-guided renal cryoablations to assess its impact on motion compensation; and (c) a pilot clinical study in three patients to test its feasibility during the clinical procedure. FRE, TRE, and success rate of device-to-image registration were 2.71 ± 2.29 mm, 1.74 ± 1.13 mm, and 98.3% for the phantom images. The simulation study showed that the motion compensation reduced the targeting error for needle placement from 8.2 mm to 5.4 mm (p < 0.0005) in patients under general anesthesia (GA), and from 14.4 mm to 10.0 mm (p < 1.0 × 10(−5)) in patients under monitored anesthesia care (MAC). The pilot study showed that the software registered the device successfully in a clinical setting. Our simulation study demonstrated that the software system could significantly improve targeting accuracy in patients treated under both MAC and GA. Intraprocedural image-based device-to-image registration was feasible.
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Affiliation(s)
- Junichi Tokuda
- Department of Radiology, Brigham and Womens Hospital and Harvard Medical School, Boston, MA 02115, United States of America
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31
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de Arcos J, Schmidt EJ, Wang W, Tokuda J, Vij K, Seethamraju RT, Damato AL, Dumoulin CL, Cormack RA, Viswanathan AN. Prospective Clinical Implementation of a Novel Magnetic Resonance Tracking Device for Real-Time Brachytherapy Catheter Positioning. Int J Radiat Oncol Biol Phys 2017; 99:618-626. [PMID: 28843373 DOI: 10.1016/j.ijrobp.2017.05.054] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2017] [Revised: 05/05/2017] [Accepted: 05/31/2017] [Indexed: 10/19/2022]
Abstract
PURPOSE We designed and built dedicated active magnetic resonance (MR)-tracked (MRTR) stylets. We explored the role of MRTR in a prospective clinical trial. METHODS AND MATERIALS Eleven gynecologic cancer patients underwent MRTR to rapidly optimize interstitial catheter placement. MRTR catheter tip location and orientation were computed and overlaid on images displayed on in-room monitors at rates of 6 to 16 frames per second. Three modes of actively tracked navigation were analyzed: coarse navigation to the approximate region around the tumor; fine-tuning, bringing the stylets to the desired location; and pullback, with MRTR stylets rapidly withdrawn from within the catheters, providing catheter trajectories for radiation treatment planning (RTP). Catheters with conventional stylets were inserted, forming baseline locations. MRTR stylets were substituted, and catheter navigation was performed by a clinician working inside the MRI bore, using monitor feedback. RESULTS Coarse navigation allowed repositioning of the MRTR catheters tips by 16 mm (mean), relative to baseline, in 14 ± 5 s/catheter (mean ± standard deviation [SD]). The fine-tuning mode repositioned the catheter tips by a further 12 mm, in 24 ± 17 s/catheter. Pullback mode provided catheter trajectories with RTP point resolution of ∼1.5 mm, in 1 to 9 s/catheter. CONCLUSIONS MRTR-based navigation resulted in rapid and optimal placement of interstitial brachytherapy catheters. Catheters were repositioned compared with the initial insertion without tracking. In pullback mode, catheter trajectories matched computed tomographic precision, enabling their use for RTP.
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Affiliation(s)
- Jose de Arcos
- Department of Radiology, Brigham and Women's Hospital, Boston, Massachusetts.
| | - Ehud J Schmidt
- Department of Radiology, Brigham and Women's Hospital, Boston, Massachusetts; Department of Medicine, Johns Hopkins Medicine, Baltimore, Maryland
| | - Wei Wang
- Department of Radiology, Brigham and Women's Hospital, Boston, Massachusetts
| | - Junichi Tokuda
- Department of Radiology, Brigham and Women's Hospital, Boston, Massachusetts
| | - Kamal Vij
- Department of Radiation Oncology, Brigham and Women's Hospital, Boston, Massachusetts
| | | | - Antonio L Damato
- Department of Radiology, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio
| | | | - Robert A Cormack
- Department of Radiology, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio
| | - Akila N Viswanathan
- Department of Radiology, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio; Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins Sidney Kimmel Cancer Center, Baltimore, Maryland.
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Doba N, Fukuda H, Numata K, Hao Y, Hara K, Nozaki A, Kondo M, Chuma M, Tanaka K, Takebayashi S, Koizumi N, Kobayashi A, Tokuda J, Maeda S. A new device for fiducial registration of image-guided navigation system for liver RFA. Int J Comput Assist Radiol Surg 2017; 13:115-124. [PMID: 28718001 DOI: 10.1007/s11548-017-1647-9] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2017] [Accepted: 07/10/2017] [Indexed: 10/19/2022]
Abstract
PURPOSE Radiofrequency ablation for liver tumors (liver RFA) is widely performed under ultrasound guidance. However, discriminating between the tumor and the needle is often difficult because of cavitation caused by RFA-induced coagulation. An unclear ultrasound image can lead to complications and tumor residue. Therefore, image-guided navigation systems based on fiducial registration have been developed. Fiducial points are usually set on a patient's skin. But the use of internal fiducial points can improve the accuracy of navigation. In this study, a new device is introduced to use internal fiducial points using 2D US. METHODS 3D Slicer as the navigation software, Polaris Vicra as the position sensor, and two target tumors in a 3D abdominal phantom as puncture targets were used. Also, a new device that makes it possible to obtain tracking coordinates in the body was invented. First, two-dimensional reslice images from the CT images using 3D Slicer were built. A virtual needle was displayed on the two-dimensional reslice image, reflecting the movement of the actual needle after fiducial registration. A phantom experiment using three sets of fiducial point configurations: one conventional case using only surface points, and two cases in which the center of the target tumor was selected as a fiducial point was performed. For each configuration, one surgeon punctured each target tumor ten times under guidance from the 3D Slicer display. Finally, a statistical analysis examining the puncture error was performed. RESULTS The puncture error for each target tumor decreased significantly when the center of the target tumor was included as one of the fiducial points, compared with when only surface points were used. CONCLUSION This study introduces a new device to use internal fiducial points and suggests that the accuracy of image-guided navigation systems for liver RFA can be improved by using the new device.
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Affiliation(s)
- Nobutaka Doba
- Gastroenterological Center, Yokohama City University Medical Center, 4-57 Urafune-cho, Minami-ku, Yokohama, Kanagawa, 232-0024, Japan.
| | - Hiroyuki Fukuda
- Gastroenterological Center, Yokohama City University Medical Center, 4-57 Urafune-cho, Minami-ku, Yokohama, Kanagawa, 232-0024, Japan
| | - Kazushi Numata
- Gastroenterological Center, Yokohama City University Medical Center, 4-57 Urafune-cho, Minami-ku, Yokohama, Kanagawa, 232-0024, Japan
| | - Yoshiteru Hao
- Gastroenterological Center, Yokohama City University Medical Center, 4-57 Urafune-cho, Minami-ku, Yokohama, Kanagawa, 232-0024, Japan
| | - Kouji Hara
- Gastroenterological Center, Yokohama City University Medical Center, 4-57 Urafune-cho, Minami-ku, Yokohama, Kanagawa, 232-0024, Japan
| | - Akito Nozaki
- Gastroenterological Center, Yokohama City University Medical Center, 4-57 Urafune-cho, Minami-ku, Yokohama, Kanagawa, 232-0024, Japan
| | - Masaaki Kondo
- Department of Gastroenterology, Yokohama City University, 3-9 Fukuura, Kanazawa-ku, Yokohama, Kanagawa, 236-0004, Japan
| | - Makoto Chuma
- Gastroenterological Center, Yokohama City University Medical Center, 4-57 Urafune-cho, Minami-ku, Yokohama, Kanagawa, 232-0024, Japan
| | - Katsuaki Tanaka
- Gastroenterological Center, Yokohama City University Medical Center, 4-57 Urafune-cho, Minami-ku, Yokohama, Kanagawa, 232-0024, Japan
| | - Shigeo Takebayashi
- Gastroenterological Center, Yokohama City University Medical Center, 4-57 Urafune-cho, Minami-ku, Yokohama, Kanagawa, 232-0024, Japan
| | - Norihiro Koizumi
- Department of Mechanical and Intelligent Systems Engineering, Graduate School of Informatics and Engineering, School of Informatics and Engineering, The University of Electro-Communications, 1-5-1 Choufugaoka, Choufu City, Tokyo, Japan
| | - Akira Kobayashi
- National Institute of Radiological Sciences, 4-9-1 Anagawa, Inage-ku, Chiba, Chiba, 263-8555, Japan
| | - Junichi Tokuda
- Department of Radiology, Brigham and Women's Hospital, 75 Francis Street, Boston, MA, 02115, USA
| | - Shin Maeda
- Department of Gastroenterology, Yokohama City University, 3-9 Fukuura, Kanazawa-ku, Yokohama, Kanagawa, 236-0004, Japan
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Frank T, Krieger A, Leonard S, Patel NA, Tokuda J. ROS-IGTL-Bridge: an open network interface for image-guided therapy using the ROS environment. Int J Comput Assist Radiol Surg 2017; 12:1451-1460. [PMID: 28567563 DOI: 10.1007/s11548-017-1618-1] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2017] [Accepted: 05/18/2017] [Indexed: 01/18/2023]
Abstract
PURPOSE With the growing interest in advanced image-guidance for surgical robot systems, rapid integration and testing of robotic devices and medical image computing software are becoming essential in the research and development. Maximizing the use of existing engineering resources built on widely accepted platforms in different fields, such as robot operating system (ROS) in robotics and 3D Slicer in medical image computing could simplify these tasks. We propose a new open network bridge interface integrated in ROS to ensure seamless cross-platform data sharing. METHODS A ROS node named ROS-IGTL-Bridge was implemented. It establishes a TCP/IP network connection between the ROS environment and external medical image computing software using the OpenIGTLink protocol. The node exports ROS messages to the external software over the network and vice versa simultaneously, allowing seamless and transparent data sharing between the ROS-based devices and the medical image computing platforms. RESULTS Performance tests demonstrated that the bridge could stream transforms, strings, points, and images at 30 fps in both directions successfully. The data transfer latency was <1.2 ms for transforms, strings and points, and 25.2 ms for color VGA images. A separate test also demonstrated that the bridge could achieve 900 fps for transforms. Additionally, the bridge was demonstrated in two representative systems: a mock image-guided surgical robot setup consisting of 3D slicer, and Lego Mindstorms with ROS as a prototyping and educational platform for IGT research; and the smart tissue autonomous robot surgical setup with 3D Slicer. CONCLUSION The study demonstrated that the bridge enabled cross-platform data sharing between ROS and medical image computing software. This will allow rapid and seamless integration of advanced image-based planning/navigation offered by the medical image computing software such as 3D Slicer into ROS-based surgical robot systems.
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Affiliation(s)
- Tobias Frank
- Institute of Mechatronic Systems, Gottfried Wilhelm Leibniz Universität Hannover, Appelstrasse 11 a, 30167, Hannover, Germany.
| | - Axel Krieger
- Sheikh Zayed Institute for Pediatric Surgical Innovation, Childrens National Health System, 111 Michigan Avenue Northwest, Washington, DC, 20010, USA
| | - Simon Leonard
- Department of Computer Science, Johns Hopkins University, 3400 North Charles Street, Baltimore, MD, 21218, USA
| | - Niravkumar A Patel
- Automation and Interventional Medicine (AIM) Laboratory, Worcester Polytechnic Institute, 100 Institute Road, Worcester, MA, 01609, USA
| | - Junichi Tokuda
- Department of Radiology, Brigham and Womens Hospital and Harvard Medical School, 75 Francis Street, Boston, MA, 02115, USA
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Su H, Iordachita II, Tokuda J, Hata N, Liu X, Seifabadi R, Xu S, Wood B, Fischer GS. Fiber Optic Force Sensors for MRI-Guided Interventions and Rehabilitation: A Review. IEEE Sens J 2017; 17:1952-1963. [PMID: 28652857 PMCID: PMC5482288 DOI: 10.1109/jsen.2017.2654489] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
Magnetic Resonance Imaging (MRI) provides both anatomical imaging with excellent soft tissue contrast and functional MRI imaging (fMRI) of physiological parameters. The last two decades have witnessed the manifestation of increased interest in MRI-guided minimally invasive intervention procedures and fMRI for rehabilitation and neuroscience research. Accompanying the aspiration to utilize MRI to provide imaging feedback during interventions and brain activity for neuroscience study, there is an accumulated effort to utilize force sensors compatible with the MRI environment to meet the growing demand of these procedures, with the goal of enhanced interventional safety and accuracy, improved efficacy and rehabilitation outcome. This paper summarizes the fundamental principles, the state of the art development and challenges of fiber optic force sensors for MRI-guided interventions and rehabilitation. It provides an overview of MRI-compatible fiber optic force sensors based on different sensing principles, including light intensity modulation, wavelength modulation, and phase modulation. Extensive design prototypes are reviewed to illustrate the detailed implementation of these principles. Advantages and disadvantages of the sensor designs are compared and analyzed. A perspective on the future development of fiber optic sensors is also presented which may have additional broad clinical applications. Future surgical interventions or rehabilitation will rely on intelligent force sensors to provide situational awareness to augment or complement human perception in these procedures.
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Affiliation(s)
- Hao Su
- Wyss Institute for Biologically Inspired Engineering and the John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA 02138, USA
| | | | - Junichi Tokuda
- National Center for Image Guided Therapy (NCIGT), Brigham and Women's Hospital, Department of Radiology, Harvard Medical School, Boston, MA, 02115 USA
| | - Nobuhiko Hata
- National Center for Image Guided Therapy (NCIGT), Brigham and Women's Hospital, Department of Radiology, Harvard Medical School, Boston, MA, 02115 USA
| | - Xuan Liu
- New Jersey Institute of Technology, Newark, NJ 07103, USA
| | - Reza Seifabadi
- Center for Interventional Oncology, Radiology and Imaging Sciences, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Sheng Xu
- Center for Interventional Oncology, Radiology and Imaging Sciences, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Bradford Wood
- Center for Interventional Oncology, Radiology and Imaging Sciences, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Gregory S Fischer
- Automation and Interventional Medicine (AIM) Robotics Laboratory, Department of Mechanical Engineering, Worcester Polytechnic Institute, 100 Institute Road, Worcester, MA 01609, USA
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Wang W, Viswanathan AN, Damato AL, Chen Y, Tse Z, Pan L, Tokuda J, Seethamraju RT, Dumoulin CL, Schmidt EJ, Cormack RA. Evaluation of an active magnetic resonance tracking system for interstitial brachytherapy. Med Phys 2016; 42:7114-21. [PMID: 26632065 DOI: 10.1118/1.4935535] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
Abstract
PURPOSE In gynecologic cancers, magnetic resonance (MR) imaging is the modality of choice for visualizing tumors and their surroundings because of superior soft-tissue contrast. Real-time MR guidance of catheter placement in interstitial brachytherapy facilitates target coverage, and would be further improved by providing intraprocedural estimates of dosimetric coverage. A major obstacle to intraprocedural dosimetry is the time needed for catheter trajectory reconstruction. Herein the authors evaluate an active MR tracking (MRTR) system which provides rapid catheter tip localization and trajectory reconstruction. The authors assess the reliability and spatial accuracy of the MRTR system in comparison to standard catheter digitization using magnetic resonance imaging (MRI) and CT. METHODS The MRTR system includes a stylet with microcoils mounted on its shaft, which can be inserted into brachytherapy catheters and tracked by a dedicated MRTR sequence. Catheter tip localization errors of the MRTR system and their dependence on catheter locations and orientation inside the MR scanner were quantified with a water phantom. The distances between the tracked tip positions of the MRTR stylet and the predefined ground-truth tip positions were calculated for measurements performed at seven locations and with nine orientations. To evaluate catheter trajectory reconstruction, fifteen brachytherapy catheters were placed into a gel phantom with an embedded catheter fixation framework, with parallel or crossed paths. The MRTR stylet was then inserted sequentially into each catheter. During the removal of the MRTR stylet from within each catheter, a MRTR measurement was performed at 40 Hz to acquire the instantaneous stylet tip position, resulting in a series of three-dimensional (3D) positions along the catheter's trajectory. A 3D polynomial curve was fit to the tracked positions for each catheter, and equally spaced dwell points were then generated along the curve. High-resolution 3D MRI of the phantom was performed followed by catheter digitization based on the catheter's imaging artifacts. The catheter trajectory error was characterized in terms of the mean distance between corresponding dwell points in MRTR-generated catheter trajectory and MRI-based catheter digitization. The MRTR-based catheter trajectory reconstruction process was also performed on three gynecologic cancer patients, and then compared with catheter digitization based on MRI and CT. RESULTS The catheter tip localization error increased as the MRTR stylet moved further off-center and as the stylet's orientation deviated from the main magnetic field direction. Fifteen catheters' trajectories were reconstructed by MRTR. Compared with MRI-based digitization, the mean 3D error of MRTR-generated trajectories was 1.5 ± 0.5 mm with an in-plane error of 0.7 ± 0.2 mm and a tip error of 1.7 ± 0.5 mm. MRTR resolved ambiguity in catheter assignment due to crossed catheter paths, which is a common problem in image-based catheter digitization. In the patient studies, the MRTR-generated catheter trajectory was consistent with digitization based on both MRI and CT. CONCLUSIONS The MRTR system provides accurate catheter tip localization and trajectory reconstruction in the MR environment. Relative to the image-based methods, it improves the speed, safety, and reliability of the catheter trajectory reconstruction in interstitial brachytherapy. MRTR may enable in-procedural dosimetric evaluation of implant target coverage.
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Affiliation(s)
- Wei Wang
- Department of Radiology, Brigham and Women's Hospital, Boston, Massachusetts 02115 and Department of Radiation Oncology, Dana-Farber Cancer Institute/Brigham and Women's Hospital, Boston, Massachusetts 02115
| | - Akila N Viswanathan
- Department of Radiation Oncology, Dana-Farber Cancer Institute/Brigham and Women's Hospital, Boston, Massachusetts 02115
| | - Antonio L Damato
- Department of Radiation Oncology, Dana-Farber Cancer Institute/Brigham and Women's Hospital, Boston, Massachusetts 02115
| | - Yue Chen
- Department of Engineering, The University of Georgia, Athens, Georgia 30602
| | - Zion Tse
- Department of Engineering, The University of Georgia, Athens, Georgia 30602
| | - Li Pan
- Siemens Healthcare USA, Baltimore, Maryland 21287
| | - Junichi Tokuda
- Department of Radiology, Brigham and Women's Hospital, Boston, Massachusetts 02115
| | | | - Charles L Dumoulin
- Radiology, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio 45229
| | - Ehud J Schmidt
- Department of Radiology, Brigham and Women's Hospital, Boston, Massachusetts 02115
| | - Robert A Cormack
- Department of Radiation Oncology, Dana-Farber Cancer Institute/Brigham and Women's Hospital, Boston, Massachusetts 02115
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Kapur T, Pieper S, Fedorov A, Fillion-Robin JC, Halle M, O'Donnell L, Lasso A, Ungi T, Pinter C, Finet J, Pujol S, Jagadeesan J, Tokuda J, Norton I, Estepar RSJ, Gering D, Aerts HJWL, Jakab M, Hata N, Ibanez L, Blezek D, Miller J, Aylward S, Grimson WEL, Fichtinger G, Wells WM, Lorensen WE, Schroeder W, Kikinis R. Increasing the impact of medical image computing using community-based open-access hackathons: The NA-MIC and 3D Slicer experience. Med Image Anal 2016; 33:176-180. [PMID: 27498015 DOI: 10.1016/j.media.2016.06.035] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2016] [Revised: 06/10/2016] [Accepted: 06/28/2016] [Indexed: 11/16/2022]
Abstract
The National Alliance for Medical Image Computing (NA-MIC) was launched in 2004 with the goal of investigating and developing an open source software infrastructure for the extraction of information and knowledge from medical images using computational methods. Several leading research and engineering groups participated in this effort that was funded by the US National Institutes of Health through a variety of infrastructure grants. This effort transformed 3D Slicer from an internal, Boston-based, academic research software application into a professionally maintained, robust, open source platform with an international leadership and developer and user communities. Critical improvements to the widely used underlying open source libraries and tools-VTK, ITK, CMake, CDash, DCMTK-were an additional consequence of this effort. This project has contributed to close to a thousand peer-reviewed publications and a growing portfolio of US and international funded efforts expanding the use of these tools in new medical computing applications every year. In this editorial, we discuss what we believe are gaps in the way medical image computing is pursued today; how a well-executed research platform can enable discovery, innovation and reproducible science ("Open Science"); and how our quest to build such a software platform has evolved into a productive and rewarding social engineering exercise in building an open-access community with a shared vision.
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Affiliation(s)
- Tina Kapur
- Brigham and Women's Hospital and Harvard Medical School.
| | | | | | | | - Michael Halle
- Brigham and Women's Hospital and Harvard Medical School
| | | | | | | | | | | | - Sonia Pujol
- Brigham and Women's Hospital and Harvard Medical School
| | | | | | - Isaiah Norton
- Brigham and Women's Hospital and Harvard Medical School
| | | | | | | | | | - Nobuhiko Hata
- Brigham and Women's Hospital and Harvard Medical School
| | | | | | | | | | | | | | | | | | | | - Ron Kikinis
- Brigham and Women's Hospital and Harvard Medical School
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Ciris PA, Balasubramanian M, Seethamraju RT, Tokuda J, Scalera J, Penzkofer T, Fennessy FM, Tempany-Afdhal CM, Tuncali K, Mulkern RV. Characterization of gradient echo signal decays in healthy and cancerous prostate at 3T improves with a Gaussian augmentation of the mono-exponential (GAME) model. NMR Biomed 2016; 29:999-1009. [PMID: 27241215 PMCID: PMC4957529 DOI: 10.1002/nbm.3556] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/20/2015] [Revised: 04/11/2016] [Accepted: 04/12/2016] [Indexed: 05/06/2023]
Abstract
A biomarker of cancer aggressiveness, such as hypoxia, could substantially impact treatment decisions in the prostate, especially radiation therapy, by balancing treatment morbidity (urinary incontinence, erectile dysfunction, etc.) against mortality. R2 (*) mapping with Mono-Exponential (ME) decay modeling has shown potential for identifying areas of prostate cancer hypoxia at 1.5T. However, Gaussian deviations from ME decay have been observed in other tissues at 3T. The purpose of this study is to assess whether gradient-echo signal decays are better characterized by a standard ME decay model, or a Gaussian Augmentation of the Mono-Exponential (GAME) decay model, in the prostate at 3T. Multi-gradient-echo signals were acquired on 20 consecutive patients with a clinical suspicion of prostate cancer undergoing MR-guided prostate biopsies. Data were fitted with both ME and GAME models. The information contents of these models were compared using Akaike's information criterion (second order, AICC ), in skeletal muscle, the prostate central gland (CG), and peripheral zone (PZ) regions of interest (ROIs). The GAME model had higher information content in 30% of the prostate on average (across all patients and ROIs), covering up to 67% of cancerous PZ ROIs, and up to 100% of cancerous CG ROIs (in individual patients). The higher information content of GAME became more prominent in regions that would be assumed hypoxic using ME alone, reaching 50% of the PZ and 70% of the CG as ME R2 (*) approached 40 s(-1) . R2 (*) mapping may have important applications in MRI; however, information lost due to modeling could mask differences in parameters due to underlying tissue anatomy or physiology. The GAME model improves characterization of signal behavior in the prostate at 3T, and may increase the potential for determining correlates of fit parameters with biomarkers, for example of oxygenation status.
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Affiliation(s)
- Pelin Aksit Ciris
- Department of Biomedical Engineering, Akdeniz University, Antalya, Turkey
- Harvard Medical School, Boston, MA, USA
- Brigham and Women's Hospital, Boston, MA, USA
| | | | | | - Junichi Tokuda
- Harvard Medical School, Boston, MA, USA
- Brigham and Women's Hospital, Boston, MA, USA
| | - Jonathan Scalera
- Harvard Medical School, Boston, MA, USA
- Brigham and Women's Hospital, Boston, MA, USA
| | - Tobias Penzkofer
- Harvard Medical School, Boston, MA, USA
- Brigham and Women's Hospital, Boston, MA, USA
- Charité Universitätsmedizin Berlin, Berlin, Germany
| | - Fiona M Fennessy
- Harvard Medical School, Boston, MA, USA
- Brigham and Women's Hospital, Boston, MA, USA
- Dana-Farber Cancer Institute, MA, USA
| | | | - Kemal Tuncali
- Harvard Medical School, Boston, MA, USA
- Brigham and Women's Hospital, Boston, MA, USA
| | - Robert V Mulkern
- Harvard Medical School, Boston, MA, USA
- Boston Children's Hospital, Boston, MA, USA
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Tani S, Tatli S, Hata N, Garcia-Rojas X, Olubiyi OI, Silverman SG, Tokuda J. Three-dimensional quantitative assessment of ablation margins based on registration of pre- and post-procedural MRI and distance map. Int J Comput Assist Radiol Surg 2016; 11:1133-42. [PMID: 27038962 DOI: 10.1007/s11548-016-1398-z] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2016] [Accepted: 03/19/2016] [Indexed: 12/14/2022]
Abstract
PURPOSE Contrast-enhanced MR images are widely used to confirm the adequacy of ablation margin after liver ablation for early prediction of local recurrence. However, quantitative assessment of the ablation margin by comparing pre- and post-procedural images remains challenging. We developed and tested a novel method for three-dimensional quantitative assessment of ablation margin based on non-rigid image registration and 3D distance map. METHODS Our method was tested with pre- and post-procedural MR images acquired in 21 patients who underwent image-guided percutaneous liver ablation. The two images were co-registered using non-rigid intensity-based registration. After the tumor and ablation volumes were segmented, target volume coverage, percent of tumor coverage, and Dice similarity coefficient were calculated as metrics representing overall adequacy of ablation. In addition, 3D distance map around the tumor was computed and superimposed on the ablation volume to identify the area with insufficient margins. For patients with local recurrences, the follow-up images were registered to the post-procedural image. Three-dimensional minimum distance between the recurrence and the areas with insufficient margins was quantified. RESULTS The percent tumor coverage for all nonrecurrent cases was 100 %. Five cases had tumor recurrences, and the 3D distance map revealed insufficient tumor coverage or a 0-mm margin. It also showed that two recurrences were remote to the insufficient margin. CONCLUSIONS Non-rigid registration and 3D distance map allow us to quantitatively evaluate the adequacy of the ablation margin after percutaneous liver ablation. The method may be useful to predict local recurrences immediately following ablation procedure.
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Affiliation(s)
- Soichiro Tani
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, 75 Francis Street, Boston, MA, 02115, USA. .,Department of Surgery, Biomedical Innovation Center, Shiga University of Medical Science, Seta Tsukinowa-Cho, Otsu, Shiga, 520-2192, Japan.
| | - Servet Tatli
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, 75 Francis Street, Boston, MA, 02115, USA
| | - Nobuhiko Hata
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, 75 Francis Street, Boston, MA, 02115, USA
| | | | - Olutayo I Olubiyi
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, 75 Francis Street, Boston, MA, 02115, USA
| | - Stuart G Silverman
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, 75 Francis Street, Boston, MA, 02115, USA
| | - Junichi Tokuda
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, 75 Francis Street, Boston, MA, 02115, USA
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Hata N, Song SE, Olubiyi O, Arimitsu Y, Fujimoto K, Kato T, Tuncali K, Tani S, Tokuda J. Body-mounted robotic instrument guide for image-guided cryotherapy of renal cancer. Med Phys 2016; 43:843-53. [PMID: 26843245 PMCID: PMC4723400 DOI: 10.1118/1.4939875] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2015] [Revised: 12/10/2015] [Accepted: 01/02/2016] [Indexed: 01/26/2023] Open
Abstract
PURPOSE Image-guided cryotherapy of renal cancer is an emerging alternative to surgical nephrectomy, particularly for those who cannot sustain the physical burden of surgery. It is well known that the outcome of this therapy depends on the accurate placement of the cryotherapy probe. Therefore, a robotic instrument guide may help physicians aim the cryotherapy probe precisely to maximize the efficacy of the treatment and avoid damage to critical surrounding structures. The objective of this paper was to propose a robotic instrument guide for orienting cryotherapy probes in image-guided cryotherapy of renal cancers. The authors propose a body-mounted robotic guide that is expected to be less susceptible to guidance errors caused by the patient's whole body motion. METHODS Keeping the device's minimal footprint in mind, the authors developed and validated a body-mounted, robotic instrument guide that can maintain the geometrical relationship between the device and the patient's body, even in the presence of the patient's frequent body motions. The guide can orient the cryotherapy probe with the skin incision point as the remote-center-of-motion. The authors' validation studies included an evaluation of the mechanical accuracy and position repeatability of the robotic instrument guide. The authors also performed a mock MRI-guided cryotherapy procedure with a phantom to compare the advantage of robotically assisted probe replacements over a free-hand approach, by introducing organ motions to investigate their effects on the accurate placement of the cryotherapy probe. Measurements collected for performance analysis included accuracy and time taken for probe placements. Multivariate analysis was performed to assess if either or both organ motion and the robotic guide impacted these measurements. RESULTS The mechanical accuracy and position repeatability of the probe placement using the robotic instrument guide were 0.3 and 0.1 mm, respectively, at a depth of 80 mm. The phantom test indicated that the accuracy of probe placement was significantly better with the robotic instrument guide (4.1 mm) than without the guide (6.3 mm, p<0.001), even in the presence of body motion. When independent organ motion was artificially added, in addition to body motion, the advantage of accurate probe placement using the robotic instrument guide disappeared statistically [i.e., 6.0 mm with the robotic guide and 5.9 mm without the robotic guide (p = 0.906)]. When the robotic instrument guide was used, the total time required to complete the procedure was reduced from 19.6 to 12.7 min (p<0.001). Multivariable analysis indicated that the robotic instrument guide, not the organ motion, was the cause of statistical significance. The statistical power the authors obtained was 88% in accuracy assessment and 99% higher in duration measurement. CONCLUSIONS The body-mounted robotic instrument guide allows positioning of the probe during image-guided cryotherapy of renal cancer and was done in fewer attempts and in less time than the free-hand approach. The accuracy of the placement of the cryotherapy probe was better using the robotic instrument guide than without the guide when no organ motion was present. The accuracy between the robotic and free-hand approach becomes comparable when organ motion was present.
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Affiliation(s)
- Nobuhiko Hata
- National Center for Image Guided Therapy, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts 02115
| | - Sang-Eun Song
- National Center for Image Guided Therapy, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts 02115
| | - Olutayo Olubiyi
- National Center for Image Guided Therapy, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts 02115
| | | | | | - Takahisa Kato
- Healthcare Optics Research Laboratory, Canon U.S.A., Cambridge, Massachusetts 02144
| | - Kemal Tuncali
- National Center for Image Guided Therapy, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts 02115
| | - Soichiro Tani
- National Center for Image Guided Therapy, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts 02115
| | - Junichi Tokuda
- National Center for Image Guided Therapy, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts 02115
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Su H, Shang W, Cole G, Li G, Harrington K, Camilo A, Tokuda J, Tempany CM, Hata N, Fischer GS. Piezoelectrically Actuated Robotic System for MRI-Guided Prostate Percutaneous Therapy. IEEE ASME Trans Mechatron 2015; 20:1920-1932. [PMID: 26412962 PMCID: PMC4580290 DOI: 10.1109/tmech.2014.2359413] [Citation(s) in RCA: 49] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
This paper presents a fully-actuated robotic system for percutaneous prostate therapy under continuously acquired live magnetic resonance imaging (MRI) guidance. The system is composed of modular hardware and software to support the surgical workflow of intra-operative MRI-guided surgical procedures. We present the development of a 6-degree-of-freedom (DOF) needle placement robot for transperineal prostate interventions. The robot consists of a 3-DOF needle driver module and a 3-DOF Cartesian motion module. The needle driver provides needle cannula translation and rotation (2-DOF) and stylet translation (1-DOF). A custom robot controller consisting of multiple piezoelectric motor drivers provides precision closed-loop control of piezoelectric motors and enables simultaneous robot motion and MR imaging. The developed modular robot control interface software performs image-based registration, kinematics calculation, and exchanges robot commands and coordinates between the navigation software and the robot controller with a new implementation of the open network communication protocol OpenIGTLink. Comprehensive compatibility of the robot is evaluated inside a 3-Tesla MRI scanner using standard imaging sequences and the signal-to-noise ratio (SNR) loss is limited to 15%. The image deterioration due to the present and motion of robot demonstrates unobservable image interference. Twenty-five targeted needle placements inside gelatin phantoms utilizing an 18-gauge ceramic needle demonstrated 0.87 mm root mean square (RMS) error in 3D Euclidean distance based on MRI volume segmentation of the image-guided robotic needle placement procedure.
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Affiliation(s)
- Hao Su
- indicates corresponding author. ()
| | - Weijian Shang
- Automation and Interventional Medicine (AIM) Robotics Lab, Department of Mechanical Engineering, Worcester Polytechnic Institute, 100 Institute Road, Worcester, MA 01609, USA
| | - Gregory Cole
- Philips Research North America, were with the Automation and Interventional Medicine (AIM) Robotics Lab, Department of Mechanical Engineering, Worcester Polytechnic Institute
| | - Gang Li
- Automation and Interventional Medicine (AIM) Robotics Lab, Department of Mechanical Engineering, Worcester Polytechnic Institute, 100 Institute Road, Worcester, MA 01609, USA
| | - Kevin Harrington
- Automation and Interventional Medicine (AIM) Robotics Lab, Department of Mechanical Engineering, Worcester Polytechnic Institute, 100 Institute Road, Worcester, MA 01609, USA
| | - Alexander Camilo
- Automation and Interventional Medicine (AIM) Robotics Lab, Department of Mechanical Engineering, Worcester Polytechnic Institute, 100 Institute Road, Worcester, MA 01609, USA
| | - Junichi Tokuda
- National Center for Image Guided Therapy (NCIGT), Brigham and Women's Hospital, Department of Radiology, Harvard Medical School, Boston, MA, 02115 USA
| | - Clare M. Tempany
- National Center for Image Guided Therapy (NCIGT), Brigham and Women's Hospital, Department of Radiology, Harvard Medical School, Boston, MA, 02115 USA
| | - Nobuhiko Hata
- National Center for Image Guided Therapy (NCIGT), Brigham and Women's Hospital, Department of Radiology, Harvard Medical School, Boston, MA, 02115 USA
| | - Gregory S. Fischer
- Automation and Interventional Medicine (AIM) Robotics Lab, Department of Mechanical Engineering, Worcester Polytechnic Institute, 100 Institute Road, Worcester, MA 01609, USA ()
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Eslami S, Shang W, Li G, Patel N, Fischer GS, Tokuda J, Hata N, Tempany CM, Iordachita I. In-bore prostate transperineal interventions with an MRI-guided parallel manipulator: system development and preliminary evaluation. Int J Med Robot 2015; 12:199-213. [PMID: 26111458 DOI: 10.1002/rcs.1671] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2014] [Revised: 04/15/2015] [Accepted: 04/22/2015] [Indexed: 01/10/2023]
Abstract
BACKGROUND Robot-assisted minimally-invasive surgery is well recognized as a feasible solution for diagnosis and treatment of prostate cancer in humans. METHODS This paper discusses the kinematics of a parallel 4 Degrees-of-Freedom (DOF) surgical manipulator designed for minimally invasive in-bore prostate percutaneous interventions through the patient's perineum. The proposed manipulator takes advantage of four sliders actuated by MRI-compatible piezoelectric motors and incremental rotary encoders. Errors, mostly originating from the design and manufacturing process, need to be identified and reduced before the robot is deployed in clinical trials. RESULTS The manipulator has undergone several experiments to evaluate the repeatability and accuracy (about 1 mm in air (in x or y direction) at the needle's reference point) of needle placement, which is an essential concern in percutaneous prostate interventions. CONCLUSION The acquired results endorse the sustainability, precision and reliability of the manipulator. Copyright © 2015 John Wiley & Sons, Ltd.
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Affiliation(s)
- Sohrab Eslami
- Laboratory for Computational Sensing and Robotics (LCSR) at the Johns Hopkins University, Baltimore, MD, USA
| | - Weijian Shang
- Automation and Interventional Medicine (AIM) Laboratory in the Department of Mechanical Engineering, Worcester Polytechnic Institute, Worcester, MA, USA
| | - Gang Li
- Automation and Interventional Medicine (AIM) Laboratory in the Department of Mechanical Engineering, Worcester Polytechnic Institute, Worcester, MA, USA
| | - Nirav Patel
- Automation and Interventional Medicine (AIM) Laboratory in the Department of Mechanical Engineering, Worcester Polytechnic Institute, Worcester, MA, USA
| | - Gregory S Fischer
- Automation and Interventional Medicine (AIM) Laboratory in the Department of Mechanical Engineering, Worcester Polytechnic Institute, Worcester, MA, USA
| | - Junichi Tokuda
- Surgical Navigation and Robotics Laboratory, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, 02115, USA
| | - Nobuhiko Hata
- Surgical Navigation and Robotics Laboratory, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, 02115, USA
| | - Clare M Tempany
- Surgical Navigation and Robotics Laboratory, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, 02115, USA
| | - Iulian Iordachita
- Laboratory for Computational Sensing and Robotics (LCSR) at the Johns Hopkins University, Baltimore, MD, USA
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Tilak G, Tuncali K, Song SE, Tokuda J, Olubiyi O, Fennessy F, Fedorov A, Penzkofer T, Tempany C, Hata N. 3T MR-guided in-bore transperineal prostate biopsy: A comparison of robotic and manual needle-guidance templates. J Magn Reson Imaging 2014; 42:63-71. [PMID: 25263213 DOI: 10.1002/jmri.24770] [Citation(s) in RCA: 46] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2014] [Accepted: 09/11/2014] [Indexed: 12/24/2022] Open
Abstract
PURPOSE To demonstrate the utility of a robotic needle-guidance template device as compared to a manual template for in-bore 3T transperineal magnetic resonance imaging (MRI)-guided prostate biopsy. MATERIALS AND METHODS This two-arm mixed retrospective-prospective study included 99 cases of targeted transperineal prostate biopsies. The biopsy needles were aimed at suspicious foci noted on multiparametric 3T MRI using manual template (historical control) as compared with a robotic template. The following data were obtained: the accuracy of average and closest needle placement to the focus, histologic yield, percentage of cancer volume in positive core samples, complication rate, and time to complete the procedure. RESULTS In all, 56 cases were performed using the manual template and 43 cases were performed using the robotic template. The mean accuracy of the best needle placement attempt was higher in the robotic group (2.39 mm) than the manual group (3.71 mm, P < 0.027). The mean core procedure time was shorter in the robotic (90.82 min) than the manual group (100.63 min, P < 0.030). Percentage of cancer volume in positive core samples was higher in the robotic group (P < 0.001). Cancer yields and complication rates were not statistically different between the two subgroups (P = 0.557 and P = 0.172, respectively). CONCLUSION The robotic needle-guidance template helps accurate placement of biopsy needles in MRI-guided core biopsy of prostate cancer.
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Affiliation(s)
- Gaurie Tilak
- Department of Radiology, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Kemal Tuncali
- Department of Radiology, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Sang-Eun Song
- Department of Radiology, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Junichi Tokuda
- Department of Radiology, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Olutayo Olubiyi
- Department of Radiology, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Fiona Fennessy
- Department of Radiology, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Andriy Fedorov
- Department of Radiology, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Tobias Penzkofer
- Department of Radiology, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Clare Tempany
- Department of Radiology, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Nobuhiko Hata
- Department of Radiology, Brigham and Women's Hospital, Boston, Massachusetts, USA
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Penzkofer T, Tuncali K, Fedorov A, Song SE, Tokuda J, Fennessy FM, Vangel MG, Kibel AS, Mulkern RV, Wells WM, Hata N, Tempany CMC. Transperineal in-bore 3-T MR imaging-guided prostate biopsy: a prospective clinical observational study. Radiology 2014; 274:170-80. [PMID: 25222067 DOI: 10.1148/radiol.14140221] [Citation(s) in RCA: 64] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
PURPOSE To determine the detection rate, clinical relevance, Gleason grade, and location of prostate cancer ( PCa prostate cancer ) diagnosed with and the safety of an in-bore transperineal 3-T magnetic resonance (MR) imaging-guided prostate biopsy in a clinically heterogeneous patient population. MATERIALS AND METHODS This prospective retrospectively analyzed study was HIPAA compliant and institutional review board approved, and informed consent was obtained. Eighty-seven men (mean age, 66.2 years ± 6.9) underwent multiparametric endorectal prostate MR imaging at 3 T and transperineal MR imaging-guided biopsy. Three subgroups of patients with at least one lesion suspicious for cancer were included: men with no prior PCa prostate cancer diagnosis, men with PCa prostate cancer who were undergoing active surveillance, and men with treated PCa prostate cancer and suspected recurrence. Exclusion criteria were prior prostatectomy and/or contraindication to 3-T MR imaging. The transperineal MR imaging-guided biopsy was performed in a 70-cm wide-bore 3-T device. Overall patient biopsy outcomes, cancer detection rates, Gleason grade, and location for each subgroup were evaluated and statistically compared by using χ(2) and one-way analysis of variance followed by Tukey honestly significant difference post hoc comparisons. RESULTS Ninety biopsy procedures were performed with no serious adverse events, with a mean of 3.7 targets sampled per gland. Cancer was detected in 51 (56.7%) men: 48.1% (25 of 52) with no prior PCa prostate cancer , 61.5% (eight of 13) under active surveillance, and 72.0% (18 of 25) in whom recurrence was suspected. Gleason pattern 4 or higher was diagnosed in 78.1% (25 of 32) in the no prior PCa prostate cancer and active surveillance groups. Gleason scores were not assigned in the suspected recurrence group. MR targets located in the anterior prostate had the highest cancer yield (40 of 64, 62.5%) compared with those for the other parts of the prostate (P < .001). CONCLUSION In-bore 3-T transperineal MR imaging-guided biopsy, with a mean of 3.7 targets per gland, allowed detection of many clinically relevant cancers, many of which were located anteriorly.
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Affiliation(s)
- Tobias Penzkofer
- From the Division of MRI in the Department of Radiology (T.P., K.T., A.F., S.S., J.T., F.M.F., R.V.M., W.M.W., N.H., C.M.C.T.) and the Division of Urology (A.S.K.), Brigham and Women's Hospital, 75 Francis St, Boston, MA 02115; Department of Diagnostic and Interventional Radiology, RWTH Aachen University Hospital, Aachen, Germany (T.P.). Department of Radiology, Massachusetts General Hospital, Boston, Mass (M.G.V.); Department of Radiology, Dana-Farber Cancer Institute, Boston, Mass (F.M.F.); and Department of Radiology, Children's Hospital, Boston, Mass (R.V.M.)
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Wang W, Dumoulin CL, Viswanathan AN, Tse ZTH, Mehrtash A, Loew W, Norton I, Tokuda J, Seethamraju RT, Kapur T, Damato AL, Cormack RA, Schmidt EJ. Real-time active MR-tracking of metallic stylets in MR-guided radiation therapy. Magn Reson Med 2014; 73:1803-11. [PMID: 24903165 DOI: 10.1002/mrm.25300] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2014] [Revised: 05/01/2014] [Accepted: 05/02/2014] [Indexed: 11/10/2022]
Abstract
PURPOSE To develop an active MR-tracking system to guide placement of metallic devices for radiation therapy. METHODS An actively tracked metallic stylet for brachytherapy was constructed by adding printed-circuit micro-coils to a commercial stylet. The coil design was optimized by electromagnetic simulation, and has a radio-frequency lobe pattern extending ∼5 mm beyond the strong B0 inhomogeneity region near the metal surface. An MR-tracking sequence with phase-field dithering was used to overcome residual effects of B0 and B1 inhomogeneities caused by the metal, as well as from inductive coupling to surrounding metallic stylets. The tracking system was integrated with a graphical workstation for real-time visualization. The 3 Tesla MRI catheter-insertion procedures were tested in phantoms and ex vivo animal tissue, and then performed in three patients during interstitial brachytherapy. RESULTS The tracking system provided high-resolution (0.6 × 0.6 × 0.6 mm(3) ) and rapid (16 to 40 frames per second, with three to one phase-field dithering directions) catheter localization in phantoms, animals, and three gynecologic cancer patients. CONCLUSION This is the first demonstration of active tracking of the shaft of metallic stylet in MR-guided brachytherapy. It holds the promise of assisting physicians to achieve better targeting and improving outcomes in interstitial brachytherapy.
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Affiliation(s)
- Wei Wang
- Radiology, Brigham and Women's Hospital, Boston, Massachusetts, USA; Radiation Oncology, Brigham and Women's Hospital, Boston, Massachusetts, USA
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Nose K, Nagamine K, Tokuda J, Takino J, Hori T. [Polyethylene glycol accelerates loop-mediated isothermal amplification (LAMP) reaction]. YAKUGAKU ZASSHI 2014; 133:1121-6. [PMID: 24088355 DOI: 10.1248/yakushi.13-00068] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Loop-mediated isothermal amplification (LAMP) has several advantages: this technique involves gene amplification under isothermal conditions using only one high-specificity enzyme; the amplification efficiency is so high that large quantities of pyrophosphoric acid are formed as a by-product of DNA synthesis; furthermore, the results can be judged directly on the basis of turbidity. On the other hand, a PCR requires approximately 3.5-4.0 hours. The LAMP method is faster than the PCR method and is also relatively inexpensive. In the present study, we modified the composition of the reaction solutions to reduce the LAMP reaction time; more specifically, a thickener, either polyethylene glycol 8000 or 20000, was added. These results showed that the LAMP method was faster than the original method, and it is able to detect both turbidity and fluorescence. In conclusion, the LAMP reaction could be performed within 20 minutes when reaction mixture supplemented with a thickener was used. This method can be used for tests in various fields such as the diagnosis of hereditary disease and identification of viral infections as point-of-care testing.
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Affiliation(s)
- Kenta Nose
- Laboratory of Biochemistry, Faculty of Pharmaceutical Sciences, Hiroshima International University
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Tokuda J, Song SE, Tuncali K, Tempany C, Hata N. Configurable automatic detection and registration of fiducial frames for device-to-image registration in MRI-guided prostate interventions. ACTA ACUST UNITED AC 2014; 16:355-62. [PMID: 24505781 DOI: 10.1007/978-3-642-40760-4_45] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/07/2023]
Abstract
We propose a novel automatic fiducial frame detection and registration method for device-to-image registration in MRI-guided prostate interventions. The proposed method does not require any manual selection of markers, and can be applied to a variety of fiducial frames, which consist of multiple cylindrical MR-visible markers placed in different orientations. The key idea is that automatic extraction of linear features using a line filter is more robust than that of bright spots by thresholding; by applying a line set registration algorithm to the detected markers, the frame can be registered to the MRI. The method was capable of registering the fiducial frame to the MRI with an accuracy of 1.00 +/- 0.73 mm and 1.41 +/- 1.06 degrees in a phantom study, and was sufficiently robust to detect the fiducial frame in 98% of images acquired in clinical cases despite the existence of anatomical structures in the field of view.
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Affiliation(s)
- Junichi Tokuda
- Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA.
| | - Sang-Eun Song
- Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Kemal Tuncali
- Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Clare Tempany
- Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Nobuhiko Hata
- Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
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Seifabadi R, Cho NBJ, Song SE, Tokuda J, Hata N, Tempany CM, Fichtinger G, Iordachita I. Accuracy study of a robotic system for MRI-guided prostate needle placement. Int J Med Robot 2013; 9:305-16. [PMID: 22678990 PMCID: PMC3772968 DOI: 10.1002/rcs.1440] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/05/2012] [Indexed: 11/06/2022]
Abstract
BACKGROUND Accurate needle placement is the first concern in percutaneous MRI-guided prostate interventions. In this phantom study, different sources contributing to the overall needle placement error of a MRI-guided robot for prostate biopsy have been identified, quantified and minimized to the possible extent. METHODS The overall needle placement error of the system was evaluated in a prostate phantom. This error was broken into two parts: the error associated with the robotic system (called 'before-insertion error') and the error associated with needle-tissue interaction (called 'due-to-insertion error'). Before-insertion error was measured directly in a soft phantom and different sources contributing into this part were identified and quantified. A calibration methodology was developed to minimize the 4-DOF manipulator's error. The due-to-insertion error was indirectly approximated by comparing the overall error and the before-insertion error. The effect of sterilization on the manipulator's accuracy and repeatability was also studied. RESULTS The average overall system error in the phantom study was 2.5 mm (STD = 1.1 mm). The average robotic system error in the Super Soft plastic phantom was 1.3 mm (STD = 0.7 mm). Assuming orthogonal error components, the needle-tissue interaction error was found to be approximately 2.13 mm, thus making a larger contribution to the overall error. The average susceptibility artifact shift was 0.2 mm. The manipulator's targeting accuracy was 0.71 mm (STD = 0.21 mm) after robot calibration. The robot's repeatability was 0.13 mm. Sterilization had no noticeable influence on the robot's accuracy and repeatability. CONCLUSIONS The experimental methodology presented in this paper may help researchers to identify, quantify and minimize different sources contributing into the overall needle placement error of an MRI-guided robotic system for prostate needle placement. In the robotic system analysed here, the overall error of the studied system remained within the acceptable range.
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Affiliation(s)
- Reza Seifabadi
- Laboratory for Percutaneous Surgery (Perk Lab), Queen's University, Kingston, ON, Canada
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Lewis J, Mamata H, Tokuda J, Mishra P, Hermann G, Hatabu H, Nishino M, Mak R. TH-C-141-08: A Feasibility Study of the Utility of Dynamic Contrast-Enhanced MRI for Treatment Planning and Monitoring Treatment Response in Lung Stereotactic Body Radiation Therapy. Med Phys 2013. [DOI: 10.1118/1.4815776] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
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Eslami S, Fischer GS, Song SE, Tokuda J, Hata N, Tempany CM, Iordachita I. Towards Clinically Optimized MRI-guided Surgical Manipulator for Minimally Invasive Prostate Percutaneous Interventions: Constructive Design. IEEE Int Conf Robot Autom 2013; 20132:1228-1233. [PMID: 24683502 DOI: 10.1109/icra.2013.6630728] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
This paper undertakes the modular design and development of a minimally invasive surgical manipulator for MRI-guided transperineal prostate interventions. Severe constraints for the MRI-compatibility to hold the minimum artifact on the image quality and dimensions restraint of the bore scanner shadow the design procedure. Regarding the constructive design, the manipulator kinematics has been optimized and the effective analytical needle workspace is developed and followed by proposing the workflow for the manual needle insertion. A study of the finite element analysis is established and utilized to improve the mechanism weaknesses under some inevitable external forces to ensure the minimum structure deformation. The procedure for attaching a sterile plastic drape on the robot manipulator is discussed. The introduced robotic manipulator herein is aimed for the clinically prostate biopsy and brachytherapy applications.
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Affiliation(s)
- Sohrab Eslami
- Laboratory for Computational Sensing and Robotics (LCSR) at the Johns Hopkins University, Baltimore, MD, USA
| | - Gregory S Fischer
- Automation and Interventional Medicine (AIM) Laboratory in the Department of Mechanical Engineering, Worcester Polytechnic Institute, Worcester, MA, USA
| | - Sang-Eun Song
- Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Junichi Tokuda
- Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Nobuhiko Hata
- Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Clare M Tempany
- Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Iulian Iordachita
- Laboratory for Computational Sensing and Robotics (LCSR) at the Johns Hopkins University, Baltimore, MD, USA
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Li G, Su H, Shang W, Tokuda J, Hata N, Tempany CM, Fischer GS. A Fully Actuated Robotic Assistant for MRI-Guided Prostate Biopsy and Brachytherapy. Proc SPIE Int Soc Opt Eng 2013; 8671:867117. [PMID: 25076821 DOI: 10.1117/12.2007669] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
Abstract
Intra-operative medical imaging enables incorporation of human experience and intelligence in a controlled, closed-loop fashion. Magnetic resonance imaging (MRI) is an ideal modality for surgical guidance of diagnostic and therapeutic procedures, with its ability to perform high resolution, real-time, high soft tissue contrast imaging without ionizing radiation. However, for most current image-guided approaches only static pre-operative images are accessible for guidance, which are unable to provide updated information during a surgical procedure. The high magnetic field, electrical interference, and limited access of closed-bore MRI render great challenges to developing robotic systems that can perform inside a diagnostic high-field MRI while obtaining interactively updated MR images. To overcome these limitations, we are developing a piezoelectrically actuated robotic assistant for actuated percutaneous prostate interventions under real-time MRI guidance. Utilizing a modular design, the system enables coherent and straight forward workflow for various percutaneous interventions, including prostate biopsy sampling and brachytherapy seed placement, using various needle driver configurations. The unified workflow compromises: 1) system hardware and software initialization, 2) fiducial frame registration, 3) target selection and motion planning, 4) moving to the target and performing the intervention (e.g. taking a biopsy sample) under live imaging, and 5) visualization and verification. Phantom experiments of prostate biopsy and brachytherapy were executed under MRI-guidance to evaluate the feasibility of the workflow. The robot successfully performed fully actuated biopsy sampling and delivery of simulated brachytherapy seeds under live MR imaging, as well as precise delivery of a prostate brachytherapy seed distribution with an RMS accuracy of 0.98mm.
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Affiliation(s)
- Gang Li
- Department of Mechanical Engineering, Worcester Polytechnic Institute, Worcester, MA, USA
| | - Hao Su
- Department of Mechanical Engineering, Worcester Polytechnic Institute, Worcester, MA, USA
| | - Weijian Shang
- Department of Mechanical Engineering, Worcester Polytechnic Institute, Worcester, MA, USA
| | - Junichi Tokuda
- Department of Radiology, Brigham and Women's Hospital, Boston, MA, USA
| | - Nobuhiko Hata
- Department of Radiology, Brigham and Women's Hospital, Boston, MA, USA
| | - Clare M Tempany
- Department of Radiology, Brigham and Women's Hospital, Boston, MA, USA
| | - Gregory S Fischer
- Department of Mechanical Engineering, Worcester Polytechnic Institute, Worcester, MA, USA
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