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Banach A, Hata N, Crawford R, Piontek T. Supratrochlear Rim is Correlated with Isolated Patellar Chondromalacia on Magnetic Resonance Imaging of the Knee. Arthrosc Sports Med Rehabil 2024; 6:100855. [PMID: 38328532 PMCID: PMC10847026 DOI: 10.1016/j.asmr.2023.100855] [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] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2023] [Accepted: 11/22/2023] [Indexed: 02/09/2024] Open
Abstract
Purpose To investigate the relationship between the supratrochlear rim and isolated patellar chondromalacia (PC) using magnetic resonance imaging (MRI) scans of the knee. Methods Patients without patellofemoral pain (control group) and patients with patellofemoral pain and diagnosed with stage III or IV PC based on MRI (defect group) were retrospectively identified. Patients with a history of patellar subluxation were excluded. We used patient MRI scans to perform 20 anatomical measurements of the patellofemoral joint. We also performed 2 measurements of the anterior femoral curvature. A total of 30 patients (29 ± 8.7 years) were in the control group, and 20 patients were in the defect group (29.4 ± 9.7 years). Results The maximum curvature (P < .001) and mean curvature (P < .001) of the anterior femoral condyle were found statistically significantly different between the groups. Patellotrochlear index (P = .03) and Insall-Salvati index (P < .001) were also found statistically significantly different between the 2 groups. Patella type III and trochlear dysplasia grade B were found more common in the defect group. Conclusions In this Level III prognostic, case-control study, we have shown through MRI knee measurements that the isolated patellar chondromalacia in patients without a history of patellar subluxation and dislocation is correlated with the increased anterior femoral curvature in combination with patella alta.
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Affiliation(s)
- Artur Banach
- National Center for Image-guided Therapy, Department of Radiology, Brigham and Women’s Hospital and Harvard Medical School, Boston, Massachusetts, U.S.A
| | - Nobuhiko Hata
- National Center for Image-guided Therapy, Department of Radiology, Brigham and Women’s Hospital and Harvard Medical School, Boston, Massachusetts, U.S.A
| | - Ross Crawford
- Queensland University of Technology, Brisbane, Australia The Prince Charles Hospital, Brisbane, Australia
| | - Tomasz Piontek
- Department of Spine Disorders and Pediatric Orthopedics, University of Medical Sciences, Poznan, Poland
- Rehasport Clinic, Poznan, Poland
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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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Banach A, Naito M, King F, Masaki F, Tsukada H, Hata N. Computer-based airway stenosis quantification from bronchoscopic images: preliminary results from a feasibility trial. Int J Comput Assist Radiol Surg 2023; 18:707-713. [PMID: 36528684 DOI: 10.1007/s11548-022-02808-8] [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: 06/29/2022] [Accepted: 12/06/2022] [Indexed: 12/23/2022]
Abstract
PURPOSE Airway Stenosis (AS) is a condition of airway narrowing in the expiration phase. Bronchoscopy is a minimally invasive pulmonary procedure used to diagnose and/or treat AS. The AS quantification in a form of the Stenosis Index (SI), whether subjective or digital, is necessary for the physician to decide on the most appropriate form of treatment. The literature reports that the subjective SI estimation is inaccurate. In this paper, we propose an approach to quantify the SI defining the level of airway narrowing, using depth estimation from a bronchoscopic image. METHODS In this approach we combined a generative depth estimation technique combined with depth thresholding to provide Computer-based AS quantification. We performed an interim clinical analysis by comparing AS quantification performance of three expert bronchoscopists against the proposed Computer-based method on seven patient datasets. RESULTS The Mean Absolute Error of the subjective Human-based and the proposed Computer-based SI estimation was [Formula: see text] [%] and [Formula: see text] [%], respectively. The correlation coefficients between the CT measurements were used as the gold standard, and the Human-based and Computer-based SI estimation were [Formula: see text] and 0.46, respectively. CONCLUSIONS We presented a new computer method to quantify the severity of AS in bronchoscopy using depth estimation and compared the performance of the method against a human-based approach. The obtained results suggest that the proposed Computer-based AS quantification is a feasible tool that has the potential to provide significant assistance to physicians in bronchoscopy.
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Affiliation(s)
- Artur Banach
- National Center for Image-guided Therapy, Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA.
- QUT Centre for Robotics, Queensland University of Technology, Brisbane, 4000, Australia.
| | - Masahito Naito
- National Center for Image-guided Therapy, Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Franklin King
- National Center for Image-guided Therapy, Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Fumitaro Masaki
- National Center for Image-guided Therapy, Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Healthcare Optics Research Laboratory Canon U.S.A., Cambridge, MA, USA
| | - Hisashi Tsukada
- Division of Thoracic Surgery, Department of Surgery, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Nobuhiko Hata
- National Center for Image-guided Therapy, Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
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Kobayashi S, King F, Hata N. Automatic segmentation of prostate and extracapsular structures in MRI to predict needle deflection in percutaneous prostate intervention. Int J Comput Assist Radiol Surg 2023; 18:449-460. [PMID: 36152168 PMCID: PMC9974805 DOI: 10.1007/s11548-022-02757-2] [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: 01/10/2022] [Accepted: 09/13/2022] [Indexed: 11/05/2022]
Abstract
PURPOSE Understanding the three-dimensional anatomy of percutaneous intervention in prostate cancer is essential to avoid complications. Recently, attempts have been made to use machine learning to automate the segmentation of functional structures such as the prostate gland, rectum, and bladder. However, a paucity of material is available to segment extracapsular structures that are known to cause needle deflection during percutaneous interventions. This research aims to explore the feasibility of the automatic segmentation of prostate and extracapsular structures to predict needle deflection. METHODS Using pelvic magnetic resonance imagings (MRIs), 3D U-Net was trained and optimized for the prostate and extracapsular structures (bladder, rectum, pubic bone, pelvic diaphragm muscle, bulbospongiosus muscle, bull of the penis, ischiocavernosus muscle, crus of the penis, transverse perineal muscle, obturator internus muscle, and seminal vesicle). The segmentation accuracy was validated by putting intra-procedural MRIs into the 3D U-Net to segment the prostate and extracapsular structures in the image. Then, the segmented structures were used to predict deflected needle path in in-bore MRI-guided biopsy using a model-based approach. RESULTS The 3D U-Net yielded Dice scores to parenchymal organs (0.61-0.83), such as prostate, bladder, rectum, bulb of the penis, crus of the penis, but lower in muscle structures (0.03-0.31), except and obturator internus muscle (0.71). The 3D U-Net showed higher Dice scores for functional structures ([Formula: see text]0.001) and complication-related structures ([Formula: see text]0.001). The segmentation of extracapsular anatomies helped to predict the deflected needle path in MRI-guided prostate interventions of the prostate with the accuracy of 0.9 to 4.9 mm. CONCLUSION Our segmentation method using 3D U-Net provided an accurate anatomical understanding of the prostate and extracapsular structures. In addition, our method was suitable for segmenting functional and complication-related structures. Finally, 3D images of the prostate and extracapsular structures could simulate the needle pathway to predict needle deflections.
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Affiliation(s)
- Satoshi Kobayashi
- National Center for Image Guided Therapy, Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, 75 Francis Street, Boston, MA, 02115, USA.
- Urology, Kyushu University, 3-1-1 Maidashi, Higashi-ku, Fukuoka, 8128582, Japan.
| | - Franklin King
- National Center for Image Guided Therapy, Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, 75 Francis Street, Boston, MA, 02115, USA
| | - Nobuhiko Hata
- National Center for Image Guided Therapy, Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, 75 Francis Street, Boston, MA, 02115, USA
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Kobayashi S, Masaki F, King F, Wollin DA, Kibel AS, Hata N. Feasibility of multi-section continuum robotic ureteroscope in the kidney. J Robot Surg 2023:10.1007/s11701-023-01530-0. [PMID: 36689076 DOI: 10.1007/s11701-023-01530-0] [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: 11/14/2022] [Accepted: 01/08/2023] [Indexed: 01/24/2023]
Abstract
Our objective was to evaluate the feasibility of a multi-section continuum robotic ureteroscope to address the difficulties with access into certain renal calyces during flexible ureteroscopy. First, the robotic ureteroscope developed in previous research, which utilizes three actuated bendable sections controlled by wires, was modified for use in this project. Second, using phantom models created from five randomly selected computer tomography urograms, the flexible ureteroscope and robotic ureteroscope were evaluated, focusing on several factors: time taken to access each renal calyx, time taken to aim at three targets on each renal calyx, the force generated in the renal pelvic wall associated with ureteroscope manipulation, and the distance and standard deviation between the ureteroscope and the target. As a result, the robotic ureteroscope utilized significantly less force during lower pole calyx access (flexible ureteroscope vs. robotic ureteroscope; 2.0 vs. 0.98 N, p = 0.03). When aiming at targets, the standard deviation of proper target access was smaller for each renal calyx (upper pole: 0.49 vs. 0.11 mm, middle: 0.84 vs. 0.12 mm, lower pole: 3.4 vs. 0.19 mm) in the robotic ureteroscope group, and the distance between the center point of the ureteroscope image and the target was significantly smaller in the robotic ureteroscope group (upper: 0.49 vs. 0.19 mm, p < 0.001, middle: 0.77 vs. 0.17 mm, p < 0.001, lower: 0.77 vs. 0.22 mm, p < 0.001). In conclusion, our robotic ureteroscope demonstrated improved maneuverability and facilitated accuracy and precision while reducing the force on the renal pelvic wall during access into each renal calyx.
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Affiliation(s)
- Satoshi Kobayashi
- National Center for Image Guided Therapy, Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, 75 Francis Street, Boston, MA, 02115, USA.
- Department of Urology, Kyushu University, 3-1-1 Maidashi, Higashi-ku, Fukuoka, Fukuoka, 8128582, Japan.
| | - Fumitaro Masaki
- National Center for Image Guided Therapy, Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, 75 Francis Street, Boston, MA, 02115, USA
- Healthcare Optics Research Laboratory, Canon U.S.A., 210 Broadway, Cambridge, MA, 02139, USA
| | - Franklin King
- National Center for Image Guided Therapy, Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, 75 Francis Street, Boston, MA, 02115, USA
| | - Daniel A Wollin
- Division of Urology, Brigham and Women's Hospital, Harvard Medical School, 75 Francis Street, Boston, MA, 02115, USA
| | - Adam S Kibel
- Division of Urology, Brigham and Women's Hospital, Harvard Medical School, 75 Francis Street, Boston, MA, 02115, USA
| | - Nobuhiko Hata
- National Center for Image Guided Therapy, Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, 75 Francis Street, Boston, MA, 02115, USA
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Dominas C, Bhagavatula S, Stover E, Deans K, Larocca C, Colson Y, Peruzzi P, Kibel A, Hata N, Tsai L, Hung Y, Packard R, Jonas O. The Translational and Regulatory Development of an Implantable Microdevice for Multiple Drug Sensitivity Measurements in Cancer Patients. IEEE Trans Biomed Eng 2022; 69:412-421. [PMID: 34242160 PMCID: PMC8702455 DOI: 10.1109/tbme.2021.3096126] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [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 The purpose of this article is to report the translational process of an implantable microdevice platform with an emphasis on the technical and engineering adaptations for patient use, regulatory advances, and successful integration into clinical workflow. METHODS We developed design adaptations for implantation and retrieval, established ongoing monitoring and testing, and facilitated regulatory advances that enabled the administration and examination of a large set of cancer therapies simultaneously in individual patients. RESULTS Six applications for oncology studies have successfully proceeded to patient trials, with future applications in progress. CONCLUSION First-in-human translation required engineering design changes to enable implantation and retrieval that fit with existing clinical workflows, a regulatory strategy that enabled both delivery and response measurement of up to 20 agents in a single patient, and establishment of novel testing and quality control processes for a drug/device combination product without clear precedents. SIGNIFICANCE This manuscript provides a real-world account and roadmap on how to advance from animal proof-of-concept into the clinic, confronting the question of how to use research to benefit patients.
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Lee EJ, Plishker W, Hata N, Shyn PB, Silverman SG, Bhattacharyya SS, Shekhar R. Rapid Quality Assessment of Nonrigid Image Registration Based on Supervised Learning. J Digit Imaging 2021; 34:1376-1386. [PMID: 34647199 PMCID: PMC8669090 DOI: 10.1007/s10278-021-00523-5] [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: 10/21/2020] [Revised: 08/03/2021] [Accepted: 08/17/2021] [Indexed: 11/25/2022] Open
Abstract
When preprocedural images are overlaid on intraprocedural images, interventional procedures benefit in that more structures are revealed in intraprocedural imaging. However, image artifacts, respiratory motion, and challenging scenarios could limit the accuracy of multimodality image registration necessary before image overlay. Ensuring the accuracy of registration during interventional procedures is therefore critically important. The goal of this study was to develop a novel framework that has the ability to assess the quality (i.e., accuracy) of nonrigid multimodality image registration accurately in near real time. We constructed a solution using registration quality metrics that can be computed rapidly and combined to form a single binary assessment of image registration quality as either successful or poor. Based on expert-generated quality metrics as ground truth, we used a supervised learning method to train and test this system on existing clinical data. Using the trained quality classifier, the proposed framework identified successful image registration cases with an accuracy of 81.5%. The current implementation produced the classification result in 5.5 s, fast enough for typical interventional radiology procedures. Using supervised learning, we have shown that the described framework could enable a clinician to obtain confirmation or caution of registration results during clinical procedures.
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Affiliation(s)
- Eung-Joo Lee
- Department of Electrical and Computer Engineering, University of Maryland, College Park, MD USA
| | - William Plishker
- Institute for Advanced Computer Studies, University of Maryland, College Park, MD USA
| | | | | | | | - Shuvra S. Bhattacharyya
- Department of Electrical and Computer Engineering, University of Maryland, College Park, MD USA
- Department of Radiology, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA USA
| | - Raj Shekhar
- Institute for Advanced Computer Studies, University of Maryland, College Park, MD USA
- Sheikh Zayed Institute for Pediatric Surgical Innovation, Children’s National Hospital, Washington, DC USA
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Banach A, King F, Masaki F, Tsukada H, Hata N. Visually Navigated Bronchoscopy using three cycle-Consistent generative adversarial network for depth estimation. Med Image Anal 2021; 73:102164. [PMID: 34314953 PMCID: PMC8453111 DOI: 10.1016/j.media.2021.102164] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [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: 02/02/2021] [Revised: 06/29/2021] [Accepted: 07/06/2021] [Indexed: 11/30/2022]
Abstract
[Background] Electromagnetically Navigated Bronchoscopy (ENB) is currently the state-of-the art diagnostic and interventional bronchoscopy. CT-to-body divergence is a critical hurdle in ENB, causing navigation error and ultimately limiting the clinical efficacy of diagnosis and treatment. In this study, Visually Navigated Bronchoscopy (VNB) is proposed to address the aforementioned issue of CT-to-body divergence. [Materials and Methods] We extended and validated an unsupervised learning method to generate a depth map directly from bronchoscopic images using a Three Cycle-Consistent Generative Adversarial Network (3cGAN) and registering the depth map to preprocedural CTs. We tested the working hypothesis that the proposed VNB can be integrated to the navigated bronchoscopic system based on 3D Slicer, and accurately register bronchoscopic images to pre-procedural CTs to navigate transbronchial biopsies. The quantitative metrics to asses the hypothesis we set was Absolute Tracking Error (ATE) of the tracking and the Target Registration Error (TRE) of the total navigation system. We validated our method on phantoms produced from the pre-procedural CTs of five patients who underwent ENB and on two ex-vivo pig lung specimens. [Results] The ATE using 3cGAN was 6.2 +/- 2.9 [mm]. The ATE of 3cGAN was statistically significantly lower than that of cGAN, particularly in the trachea and lobar bronchus (p < 0.001). The TRE of the proposed method had a range of 11.7 to 40.5 [mm]. The TRE computed by 3cGAN was statistically significantly smaller than those computed by cGAN in two of the five cases enrolled (p < 0.05). [Conclusion] VNB, using 3cGAN to generate the depth maps was technically and clinically feasible. While the accuracy of tracking by cGAN was acceptable, the TRE warrants further investigation and improvement.
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Affiliation(s)
- Artur Banach
- National Center for Image-guided Therapy, Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, United States; QUT Centre for Robotics, Queensland University of Technology, Brisbane, Australia.
| | - Franklin King
- National Center for Image-guided Therapy, Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, United States
| | - Fumitaro Masaki
- National Center for Image-guided Therapy, Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, United States; Healthcare Optics Research Laboratory, Canon U.S.A., Cambridge, MA, United States
| | - Hisashi Tsukada
- Division of Thoracic Surgery, Department of Surgery, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, United States
| | - Nobuhiko Hata
- National Center for Image-guided Therapy, Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, United States
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Masaki F, King F, Kato T, Tsukada H, Colson Y, Hata N. Technical validation of multi-section robotic bronchoscope with first person view control for transbronchial biopsies of peripheral lung. IEEE Trans Biomed Eng 2021; 68:3534-3542. [PMID: 33945467 DOI: 10.1109/tbme.2021.3077356] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
This study aims to validate the advantage of the new engineering method to maneuver multi-section robotic bronchoscope with first person view control in transbronchial biopsy. Six physician operators were recruited and tasked to operate a manual and a robotic bronchoscope to the peripheral area placed in patient-derived lung phantoms. The metrics collected were the furthest generation count of the airway the bronchoscope reached, force incurred to the phantoms, and NASA-Task Load Index. The furthest generation count of the airway the physicians reached using the manual and the robotic bronchoscopes were 6.6 +/- 1.2th and 6.7 +/- 0.8th. Robotic bronchoscopes successfully reached the 5th generation count into the peripheral area of the airway, while the manual bronchoscope typically failed earlier in the 3rd generation. More force was incurred to the airway when the manual bronchoscope was used (0.24 +/- 0.20 [N]) than the robotic bronchoscope was applied (0.18 +/- 0.22 [N], p<0.05). The manual bronchoscope imposed more physical demand than the robotic bronchoscope by NASA-TLX score (55 +/- 24 vs 19 +/- 16, p<0.05). These results indicate that a robotic bronchoscope facilitates the advancement of the bronchoscope to the peripheral area with less physical demand to physician operators. The metrics collected in this study would expect to be used as a benchmark for the future development of robotic bronchoscopes.
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Gao Y, Takagi K, Kato T, Shono N, Hata N. Continuum Robot With Follow-the-Leader Motion for Endoscopic Third Ventriculostomy and Tumor Biopsy. IEEE Trans Biomed Eng 2020; 67:379-390. [PMID: 31034405 PMCID: PMC7098325 DOI: 10.1109/tbme.2019.2913752] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [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: 11/08/2022]
Abstract
BACKGROUND In a combined endoscopic third ventriculostomy (ETV) and endoscopic tumor biopsy (ETB) procedure, an optimal tool trajectory is mandatory to minimize trauma to surrounding cerebral tissue. OBJECTIVE This paper presents wire-driven multi-section robot with push-pull wire. The robot is tested to attain follow-the-leader (FTL) motion to place surgical instruments through narrow passages while minimizing the trauma to tissues. METHODS A wire-driven continuum robot with six sub-sections was developed and its kinematic model was proposed to achieve FTL motion. An accuracy test to assess the robot's ability to attain FTL motion along a set of elementary curved trajectory was performed. We also used hydrocephalus ventricular model created from human subject data to generate five ETV/ETB trajectories and conducted a study assessing the accuracy of the FTL motion along these clinically desirable trajectories. RESULTS In the test with elementary curved paths, the maximal deviation of the robot was increased from 0.47 mm at 30 ° turn to 1.78 mm at 180 ° in a simple C-shaped curve. S-shaped FTL motion had lesser deviation ranging from 0.16 to 0.18 mm. In the phantom study, the greatest tip deviation was 1.45 mm, and the greatest path deviation was 1.23 mm. CONCLUSION We present the application of a continuum robot with FTL motion to perform a combined ETV/ETB procedure. The validation study using human subject data indicated that the accuracy of FTL motion is relatively high. The study indicated that FTL motion may be useful tool for combined ETV and ETB.
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Tsumura R, Vang DP, Hata N, Zhang HK. Ring-arrayed Forward-viewing Ultrasound Imaging System: A Feasibility Study. Proc SPIE Int Soc Opt Eng 2020; 11319:113190K. [PMID: 32782420 PMCID: PMC7416557 DOI: 10.1117/12.2550042] [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: 06/11/2023]
Abstract
Current standard workflows of ultrasound (US)-guided needle insertion require physicians to use their both hands: holding the US probe to locate interested areas with the non-dominant hand and the needle with the dominant hand. This is due to the separation of functionalities for localization and needle insertion. This requirement does not only make the procedure cumbersome, but also limits the reliability of guidance given that the positional relationship between the needle and US images is unknown and interpreted with their experience and assumption. Although the US-guided needle insertion may be assisted through navigation systems, recovery of the positional relationship between the needle and US images requires the usage of external tracking systems and image-based tracking algorisms that may involve the registration inaccuracy. Therefore, there is an unmet need for the solution that provides a simple and intuitive needle localization and insertion to improve the conventional US-guided procedure. In this work, we propose a new device concept solution based on the ring-arrayed forward-viewing (RAF) ultrasound imaging system. The proposed system is comprised with ring-arrayed transducers and an open whole inside the ring where the needle can be inserted. The ring array provides forward-viewing US images, where the needle path is always maintained at the center of the reconstructed image without requiring any registration. As the proof of concept, we designed single-circle ring-arrayed configurations with different radiuses and visualized point targets using the forward-viewing US imaging through simulations and phantom experiments. The results demonstrated the successful target visualization and indicates the ring-arrayed US imaging has a potential to improve the US-guided needle insertion procedure to be simpler and more intuitive.
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Affiliation(s)
- Ryosuke Tsumura
- Dept. of Biomedical Engineering, Worcester Polytechnic Institute, Worcester, MA, USA
| | - Doua P. Vang
- Dept. of Electrical and Computer Engineering, Worcester Polytechnic Institute, Worcester, MA, USA
| | - Nobuhiko Hata
- Brigham and Women’s Hospital and Harvard Medical School, Boston, MA, USA
| | - Haichong K. Zhang
- Dept. of Biomedical Engineering, Worcester Polytechnic Institute, Worcester, MA, USA
- Robotics Engineering, Worcester Polytechnic Institute, Worcester, MA, USA
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Uechi T, Shibata S, Suda T, Hata N, Hirabuki K, Tsukada T, Hirasawa A, Matsuda T. P1707Non-business hours and cold exposure independently worsen neurological outcome after out-of-hospital cardiac arrest. Eur Heart J 2019. [DOI: 10.1093/eurheartj/ehz748.0462] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Abstract
Background
It has been known that survival rates after out-of-hospital cardiac arrest (OHCA) are lower at night than during the day. It may be explained by diurnal temperature changes.
Purpose
The purpose of the present study was to test our hypothesis that diurnal variation of the prognosis after OHCA would be independent from the ambient temperature changes.
Methods
We used the All-Japan Utstein Registry (2005–2010) combined with atmospheric temperature from the Automated Meteorological Data Acquisition System, and enrolled adult OHCA patients who had suffered from a witnessed cardiac arrest and who had been resuscitated.
The primary outcome was a favorable neurological outcome one month after OHCA and the secondary outcome was the presence of return of spontaneous circulation (ROSC) before hospital admission. Effects of business vs. non-business hours and ambient temperature on the primary and secondary outcomes were assessed with adjustment for factors that are known to potentially affect OHCA outcomes. Sub-group analysis based on the initial cardiac rhythm (VT/Vf, PEA and Asystole) was also performed.
Results
Among the 263,750 witnessed OHCA patients, neurological survival and ROSC rates were significantly increased with an adjusted odds ratio (OR) of 1.13 (95% CI 1.08–1.18) and hazard ratio (HR) of 1.06 (95% CI 1.04–1.09) for non-business hours, and OR of 1.11 (95% CI 1.05–1.17) and HR of 1.05 (95% CI 1.02–1.08) for each 20°C increase in temperature. The effects were different between business vs. non-business hours and ambient temperature dependent on the initial cardiac rhythm.
Conclusions
These findings suggest that both the outdoor temperature and business hours are independent factors for predicting neurological outcomes after OHCA with different characteristics based on the initial cardiac rhythms. Diurnal variability of prognosis after OHCA is likely to be attributable to diurnal variation of medical resources.
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Affiliation(s)
- T Uechi
- Kyorin University School of Medicine, Department of General Medicine, Tokyo, Japan
| | - S Shibata
- Kyorin University School of Medicine, Department of General Medicine, Tokyo, Japan
| | - T Suda
- Kyorin University School of Medicine, Department of General Medicine, Tokyo, Japan
| | - N Hata
- Kyorin University School of Medicine, Department of General Medicine, Tokyo, Japan
| | - K Hirabuki
- Kyorin University School of Medicine, Department of General Medicine, Tokyo, Japan
| | - T Tsukada
- Kyorin University School of Medicine, Department of General Medicine, Tokyo, Japan
| | - A Hirasawa
- Kyorin University, Faculty of Health Sciences, Department of Health and Welfare, Tokyo, Japan
| | - T Matsuda
- Kyorin University School of Medicine, Department of Traumatology and Critical Care Medicine, Tokyo, Japan
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Yamashita K, Hiwatashi A, Togao O, Kikuchi K, Momosaka D, Hata N, Akagi Y, Suzuki SO, Iwaki T, Iihara K, Honda H. Differences between primary central nervous system lymphoma and glioblastoma: topographic analysis using voxel-based morphometry. Clin Radiol 2019; 74:816.e1-816.e8. [PMID: 31400805 DOI: 10.1016/j.crad.2019.06.017] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2019] [Accepted: 06/26/2019] [Indexed: 12/27/2022]
Abstract
AIM To evaluate the diagnostic feasibility of probabilistic analysis using voxel-based morphometry (VBM) in differentiating primary central nervous system lymphoma (PCNSL) from glioblastoma (GBM). MATERIALS AND METHODS In total, 118 patients with GBM (57 males, 61 females; mean [± standard deviation] age, 56.9±19.3 years; median, 61 years) and 52 patients with PCNSL (37 males, 15 females; mean age, 62±13.3 years, median, 66 years) were studied retrospectively. Each patient underwent preoperative contrast-enhanced T1-weighted imaging (CE-T1WI) using a 1.5 or 3 T magnetic resonance imaging (MRI) system. To assess preferential occurrence sites, images from CE-T1WI were co-registered and spatially normalised using the MNI152 T1 template. Subsequently, a region of interest (ROI) was placed in the centre of the enhancing tumour in normalised images with 1-mm isotropic resolution. The same ROI between normalised and T1 template images was set up using an ROI manager function in ImageJ software. A spherical volume of interest (VOI) with a radius of 10 mm was determined. A probability map was created by overlaying each image with the VOI. Each VOI was removed from T1 template images for VBM analysis. VBM analysis was performed using statistical parametric mapping (SPM) 12 software under default settings. RESULTS VBM analysis showed significantly higher frequency in the splenium of the corpus callosum among PCNSL patients than among GBM patients (p<0.05; family-wise error correction). CONCLUSION Topographic analysis using VBM provides useful information for differentiating PCNSL from GBM.
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Affiliation(s)
- K Yamashita
- Department of Clinical Radiology, Graduate School of Medical Sciences, Kyushu University, 3-1-1, Maidashi, Higashi-ku, Fukuoka 812-8582 Japan.
| | - A Hiwatashi
- Department of Molecular Imaging and Diagnosis, Graduate School of Medical Sciences, Kyushu University, 3-1-1, Maidashi, Higashi-ku, Fukuoka 812-8582 Japan
| | - O Togao
- Department of Clinical Radiology, Graduate School of Medical Sciences, Kyushu University, 3-1-1, Maidashi, Higashi-ku, Fukuoka 812-8582 Japan
| | - K Kikuchi
- Department of Clinical Radiology, Graduate School of Medical Sciences, Kyushu University, 3-1-1, Maidashi, Higashi-ku, Fukuoka 812-8582 Japan
| | - D Momosaka
- Department of Clinical Radiology, Graduate School of Medical Sciences, Kyushu University, 3-1-1, Maidashi, Higashi-ku, Fukuoka 812-8582 Japan
| | - N Hata
- Department of Neurosurgery, Graduate School of Medical Sciences, Kyushu University, 3-1-1, Maidashi, Higashi-ku, Fukuoka 812-8582 Japan
| | - Y Akagi
- Department of Neurosurgery, Graduate School of Medical Sciences, Kyushu University, 3-1-1, Maidashi, Higashi-ku, Fukuoka 812-8582 Japan
| | - S O Suzuki
- Department of Neuropathology, Graduate School of Medical Sciences, Kyushu University, 3-1-1, Maidashi, Higashi-ku, Fukuoka 812-8582 Japan
| | - T Iwaki
- Department of Neuropathology, Graduate School of Medical Sciences, Kyushu University, 3-1-1, Maidashi, Higashi-ku, Fukuoka 812-8582 Japan
| | - K Iihara
- Department of Neurosurgery, Graduate School of Medical Sciences, Kyushu University, 3-1-1, Maidashi, Higashi-ku, Fukuoka 812-8582 Japan
| | - H Honda
- Department of Clinical Radiology, Graduate School of Medical Sciences, Kyushu University, 3-1-1, Maidashi, Higashi-ku, Fukuoka 812-8582 Japan
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14
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Dupourqué L, Masaki F, Colson YL, Kato T, Hata N. Transbronchial biopsy catheter enhanced by a multisection continuum robot with follow-the-leader motion. Int J Comput Assist Radiol Surg 2019; 14:2021-2029. [DOI: 10.1007/s11548-019-02017-w] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2018] [Accepted: 06/12/2019] [Indexed: 10/26/2022]
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15
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Yamashita K, Hatae R, Hiwatashi A, Togao O, Kikuchi K, Momosaka D, Yamashita Y, Kuga D, Hata N, Yoshimoto K, Suzuki S, Iwaki T, Iihara K, Honda H. Predicting TERT promoter mutation using MR images in patients with wild-type IDH1 glioblastoma. Diagn Interv Imaging 2019; 100:411-419. [DOI: 10.1016/j.diii.2019.02.010] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2018] [Revised: 02/19/2019] [Accepted: 02/21/2019] [Indexed: 01/04/2023]
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16
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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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17
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Kikuchi K, Hiwatashi A, Togao O, Yamashita K, Kamei R, Momosaka D, Hata N, Iihara K, Suzuki SO, Iwaki T, Honda H. Intravoxel Incoherent Motion MR Imaging of Pediatric Intracranial Tumors: Correlation with Histology and Diagnostic Utility. AJNR Am J Neuroradiol 2019; 40:878-884. [PMID: 31023663 DOI: 10.3174/ajnr.a6052] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2018] [Accepted: 03/27/2019] [Indexed: 12/22/2022]
Abstract
BACKGROUND AND PURPOSE Intravoxel incoherent motion imaging, which simultaneously measures diffusion and perfusion parameters, is promising for brain tumor grading. However, intravoxel incoherent motion imaging has not been tested in children. The purpose of this study was to evaluate the correlation between intravoxel incoherent motion parameters and histology to assess the accuracy of intravoxel incoherent motion imaging for pediatric intracranial tumor grading. MATERIALS AND METHODS Between April 2013 and September 2015, 17 children (11 boys, 6 girls; 2 months to 15 years of age) with intracranial tumors were included in this retrospective study. Intravoxel incoherent motion parameters were fitted using 13 b-values for a biexponential model. The perfusion-free diffusion coefficient, pseudodiffusion coefficient, and perfusion fraction were measured in high- and low-grade tumors. These intravoxel incoherent motion parameters and the ADC were compared using the unpaired t test. The correlations between the intravoxel incoherent motion parameters and microvessel density or the MIB-1 index were analyzed using the Spearman correlation test. Receiver operating characteristic analysis was used to evaluate diagnostic performance. RESULTS The perfusion-free diffusion coefficient and ADC were lower in high-grade than in low-grade tumors (perfusion-free diffusion coefficient, 0.85 ± 0.40 versus 1.53 ± 0.21 × 10-3 mm2/s, P < .001; ADC, 1.04 ± 0.33 versus 1.60 ± 0.21 × 10-3 mm2/s, P < .001). The pseudodiffusion coefficient showed no difference between the groups. The perfusion fraction was higher in high-grade than in low-grade tumors (21.7 ± 8.2% versus 7.6 ± 4.3%, P < .001). Receiver operating characteristic analysis found that the combined perfusion-free diffusion coefficient and perfusion fraction had the best diagnostic performance for tumor differentiation (area under the curve = 0.986). CONCLUSIONS Intravoxel incoherent motion imaging reflects tumor histology and may be a helpful, noninvasive method for pediatric intracranial tumor grading.
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Affiliation(s)
- K Kikuchi
- From the Departments of Clinical Radiology (K.K., A.H., O.T., K.Y., R.K., D.M., H.H.)
| | - A Hiwatashi
- From the Departments of Clinical Radiology (K.K., A.H., O.T., K.Y., R.K., D.M., H.H.)
| | - O Togao
- From the Departments of Clinical Radiology (K.K., A.H., O.T., K.Y., R.K., D.M., H.H.)
| | - K Yamashita
- From the Departments of Clinical Radiology (K.K., A.H., O.T., K.Y., R.K., D.M., H.H.)
| | - R Kamei
- From the Departments of Clinical Radiology (K.K., A.H., O.T., K.Y., R.K., D.M., H.H.)
| | - D Momosaka
- From the Departments of Clinical Radiology (K.K., A.H., O.T., K.Y., R.K., D.M., H.H.)
| | - N Hata
- Neurosurgery (N.H., K.I.)
| | | | - S O Suzuki
- Neuropathology (S.O.S., T.I.), Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - T Iwaki
- Neuropathology (S.O.S., T.I.), Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - H Honda
- From the Departments of Clinical Radiology (K.K., A.H., O.T., K.Y., R.K., D.M., H.H.)
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18
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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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19
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Honda T, Kouzuki T, Tsunezuka Y, Seki N, Shibayama T, Okimoto T, Taniguchi H, Takeda Y, Hata N, Sugimoto K, Takahashi N, Sakai K, Nishimura T, Ikeda S, Watanabe S, Mori K, Shinkai T. Open-label multicenter randomized phase II study of docetaxel plus bevacizumab or pemetrexed plus bevacizumab for elderly (≥75 years old) patients (pts) with previously untreated advanced non-squamous non-small cell lung cancer (NSCLC): TORG1323. Ann Oncol 2018. [DOI: 10.1093/annonc/mdy292.025] [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: 11/13/2022] Open
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20
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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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21
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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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22
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Abayazid M, Kato T, Silverman SG, Hata N. Using needle orientation sensing as surrogate signal for respiratory motion estimation in percutaneous interventions. Int J Comput Assist Radiol Surg 2018; 13:125-133. [PMID: 28766177 PMCID: PMC5754381 DOI: 10.1007/s11548-017-1644-z] [Citation(s) in RCA: 2] [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] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2017] [Accepted: 07/10/2017] [Indexed: 12/25/2022]
Abstract
PURPOSE To develop and evaluate an approach to estimate the respiratory-induced motion of lesions in the chest and abdomen. MATERIALS AND METHODS The proposed approach uses the motion of an initial reference needle inserted into a moving organ to estimate the lesion (target) displacement that is caused by respiration. The needles position is measured using an inertial measurement unit (IMU) sensor externally attached to the hub of an initially placed reference needle. Data obtained from the IMU sensor and the target motion are used to train a learning-based approach to estimate the position of the moving target. An experimental platform was designed to mimic respiratory motion of the liver. Liver motion profiles of human subjects provided inputs to the experimental platform. Variables including the insertion angle, target depth, target motion velocity and target proximity to the reference needle were evaluated by measuring the error of the estimated target position and processing time. RESULTS The mean error of estimation of the target position ranged between 0.86 and 1.29 mm. The processing maximum training and testing time was 5 ms which is suitable for real-time target motion estimation using the needle position sensor. CONCLUSION The external motion of an initially placed reference needle inserted into a moving organ can be used as a surrogate, measurable and accessible signal to estimate in real-time the position of a moving target caused by respiration; this technique could then be used to guide the placement of subsequently inserted needles directly into the target.
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Affiliation(s)
- Momen Abayazid
- Department of Radiology, Brigham and Womens Hospital and Harvard Medical School, Boston, MA, USA.
- MIRA-Institute for Biomedical Technology and Technical Medicine (Robotics and Mechatronics), University of Twente, Enschede, The Netherlands.
| | - Takahisa Kato
- Department of Radiology, Brigham and Womens Hospital and Harvard Medical School, Boston, MA, USA
- Healthcare Optics Research Laboratory, Canon U.S.A., Inc., Cambridge, MA, USA
| | - Stuart G Silverman
- Department of Radiology, Brigham and Womens Hospital and Harvard Medical School, Boston, MA, USA
| | - Nobuhiko Hata
- Department of Radiology, Brigham and Womens Hospital and Harvard Medical School, Boston, MA, USA
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23
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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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Yang GZ, Cambias J, Cleary K, Daimler E, Drake J, Dupont PE, Hata N, Kazanzides P, Martel S, Patel RV, Santos VJ, Taylor RH. Medical robotics—Regulatory, ethical, and legal considerations for increasing levels of autonomy. Sci Robot 2017; 2:2/4/eaam8638. [DOI: 10.1126/scirobotics.aam8638] [Citation(s) in RCA: 229] [Impact Index Per Article: 32.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
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Shyn P, Tremblay-Paquet S, Palmer K, Tatli S, Tuncali K, Olubiyi O, Hata N, Silverman S. Breath-hold PET/CT-guided tumour ablation under general anaesthesia: accuracy of tumour image registration and projected ablation zone overlap. Clin Radiol 2017; 72:223-229. [DOI: 10.1016/j.crad.2016.10.017] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2016] [Revised: 10/16/2016] [Accepted: 10/20/2016] [Indexed: 12/18/2022]
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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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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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Kato T, Okumura I, Kose H, Takagi K, Hata N. Tendon-driven continuum robot for neuroendoscopy: validation of extended kinematic mapping for hysteresis operation. Int J Comput Assist Radiol Surg 2015; 11:589-602. [PMID: 26476639 DOI: 10.1007/s11548-015-1310-2] [Citation(s) in RCA: 46] [Impact Index Per Article: 5.1] [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: 06/15/2015] [Accepted: 09/28/2015] [Indexed: 01/08/2023]
Abstract
PURPOSE The hysteresis operation is an outstanding issue in tendon-driven actuation--which is used in robot-assisted surgery--as it is incompatible with kinematic mapping for control and trajectory planning. Here, a new tendon-driven continuum robot, designed to fit existing neuroendoscopes, is presented with kinematic mapping for hysteresis operation. METHODS With attention to tension in tendons as a salient factor of the hysteresis operation, extended forward kinematic mapping (FKM) has been developed. In the experiment, the significance of every component in the robot for the hysteresis operation has been investigated. Moreover, the prediction accuracy of postures by the extended FKM has been determined experimentally and compared with piecewise constant curvature assumption. RESULTS The tendons were the most predominant factor affecting the hysteresis operation of the robot. The extended FKM including friction in tendons predicted the postures in the hysteresis operation with improved accuracy (2.89 and 3.87 mm for the single and the antagonistic-tendons layouts, respectively). The measured accuracy was within the target value of 5 mm for planning of neuroendoscopic resection of intraventricle tumors. CONCLUSION The friction in tendons was the most predominant factor for the hysteresis operation in the robot. The extended FKM including this factor can improve prediction accuracy of the postures in the hysteresis operation. The trajectory of the new robot can be planned within target value for the neuroendoscopic procedure by using the extended FKM.
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Affiliation(s)
- Takahisa Kato
- National Center for Image Guided Therapy, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA.,Healthcare Optics Research Laboratory, Canon U.S.A., Inc., Cambridge, MA, USA
| | | | | | | | - Nobuhiko Hata
- National Center for Image Guided Therapy, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA. .,Department of Radiology, Brigham and Women's Hospital, 75 Francis Street, Boston, MA, 02115, USA.
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Kato T, Okumura I, Song SE, Golby AJ, Hata N. Tendon-Driven Continuum Robot for Endoscopic Surgery: Preclinical Development and Validation of a Tension Propagation Model. IEEE ASME Trans Mechatron 2015; 20:2252-2263. [PMID: 26380544 PMCID: PMC4569018 DOI: 10.1109/tmech.2014.2372635] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
In this paper, we present a tendon-driven continuum robot for endoscopic surgery. The robot has two sections for articulation actuated by tendon wires. By actuating the two sections independently, the robot can generate a variety of tip positions while maintaining the tip direction. This feature offers more flexibility in positioning the tip for large viewing angles of up to 180 degrees than does a conventional endoscope. To accurately estimate the tip position at large viewing angles, we employed kinematic mapping with a tension propagation model including friction between the tendon wires and the robot body. In a simulation study using this kinematic-mapping, the two-section robot at a target scale (outer diameter 1.7 mm and length 60 mm) produced a variety of tip positions within 50-mm ranges at the 180°-angle view. In the experimental validation, a 10:1 scale prototype performed three salient postures with different tip positions at the 180°-angle view. The proposed forward kinematic mapping (FKM) predicted the tip position within a tip-to-tip error of 6 mm over the 208-mm articulating length. The tip-to-tip error by FKM was significantly less than the one by conventional piecewise-constant-curvature approximation (PCCA) (FKM: 5.9 ± 2.9 mm vs. PCCA: 23.7 ± 3.6 mm, n=15, P < 0.01).
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Affiliation(s)
- Takahisa Kato
- National Center for Image Guided Therapy, Brigham and Women's Hospital and Harvard Medical School, MA, USA ( ); Healthcare Optics Research Laboratory, Canon U.S.A., Inc., MA, USA ( )
| | | | - Sang-Eun Song
- National Center for Image Guided Therapy, Brigham and Women's Hospital and Harvard Medical School, MA, USA ( )
| | - Alexandra J Golby
- Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, MA USA ( )
| | - Nobuhiko Hata
- National Center for Image Guided Therapy, Brigham and Women's Hospital and Harvard Medical School, MA, USA ( )
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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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Peacock ZS, Magill JC, Tricomi BJ, Murphy BA, Nikonovskiy V, Hata N, Chauvin L, Troulis MJ. Assessment of the OsteoMark-Navigation System for Oral and Maxillofacial Surgery. J Oral Maxillofac Surg 2015; 73:2005-16. [PMID: 25865717 DOI: 10.1016/j.joms.2015.03.017] [Citation(s) in RCA: 8] [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] [Received: 11/27/2014] [Revised: 03/02/2015] [Accepted: 03/05/2015] [Indexed: 11/18/2022]
Abstract
PURPOSE To assess the accuracy of a novel navigation system for maxillofacial surgery using human cadavers and a live minipig model. MATERIALS AND METHODS We tested an electromagnetic tracking system (OsteoMark-Navigation) that uses simple sensors to determine the position and orientation of a hand-held pencil-like marking device. The device can translate 3-dimensional computed tomographic data intraoperatively to allow the surgeon to localize and draw a proposed osteotomy or the resection margins of a tumor on bone. The accuracy of the OsteoMark-Navigation system in locating and marking osteotomies and screw positions in human cadaver heads was assessed. In group 1 (n = 3, 6 sides), OsteoMark-Navigation marked osteotomies and screw positions were compared to virtual treatment plans. In group 2 (n = 3, 6 sides), marked osteotomies and screw positions for distraction osteogenesis devices were compared with those performed using fabricated guide stents. Three metrics were used to document the precision and accuracy. In group 3 (n = 1), the system was tested in a standard operating room environment. RESULTS For group 1, the mean error between the points was 0.7 mm (horizontal) and 1.7 mm (vertical). Compared with the posterior and inferior mandibular border, the mean error was 1.2 and 1.7 mm, respectively. For group 2, the mean discrepancy between the points marked using the OsteoMark-Navigation system and the surgical guides was 1.9 mm (range 0 to 4.1). The system maintained accuracy on a live minipig in a standard operating room environment. CONCLUSION Based on this research OsteoMark-Navigation is a potentially powerful tool for clinical use in maxillofacial surgery. It has accuracy and precision comparable to that of existing clinical applications.
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Affiliation(s)
- Zachary S Peacock
- Assistant Professor, Department of Oral and Maxillofacial Surgery, Massachusetts General Hospital, Boston, MA.
| | - John C Magill
- Principle Research Scientist, Physical Sciences, Inc, Andover, MA
| | - Brad J Tricomi
- Masters Student, University of Massachusetts Boston; Research Fellow, Massachusetts General Hospital, Boston, MA
| | - Brian A Murphy
- Principle Scientist, Physical Sciences, Inc, Andover, MA
| | | | - Nobuhiko Hata
- Software Engineer, Assistant Professor, Department of Radiology, Harvard Medical School; Director, Surgical Navigation and Robotics Laboratory, Brigham and Women's Hospital, Boston, MA
| | - Laurent Chauvin
- Research Associate, Surgical Navigation and Robotics Laboratory, Brigham and Women's Hospital, Boston, MA
| | - Maria J Troulis
- Associate Professor, Department of Oral and Maxillofacial Surgery, Massachusetts General Hospital, Boston, MA
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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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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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Yoshimitsu K, Kato T, Song SE, Hata N. A novel four-wire-driven robotic catheter for radio-frequency ablation treatment. Int J Comput Assist Radiol Surg 2014; 9:867-74. [PMID: 24510205 DOI: 10.1007/s11548-014-0982-3] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2013] [Accepted: 01/24/2014] [Indexed: 11/28/2022]
Abstract
PURPOSE Robotic catheters have been proposed to increase the efficacy and safety of the radio-frequency ablation treatment. The robotized motion of current robotic catheters mimics the motion of manual ones-namely, deflection in one direction and rotation around the catheter. With the expectation that the higher dexterity may achieve further efficacy and safety of the robotically driven treatment, we prototyped a four-wire-driven robotic catheter with the ability to deflect in two- degree-of-freedom motions in addition to rotation. METHODS A novel quad-directional structure with two wires was designed and developed to attain yaw and pitch motion in the robotic catheter. We performed a mechanical evaluation of the bendability and maneuverability of the robotic catheter and compared it with current manual catheters. RESULTS We found that the four-wire-driven robotic catheter can achieve a pitching angle of 184.7[Formula: see text] at a pulling distance of wire for 11 mm, while the yawing angle was 170.4[Formula: see text] at 11 mm. The robotic catheter could attain the simultaneous two- degree-of-freedom motions in a simulated cardiac chamber. CONCLUSION The results indicate that the four-wire-driven robotic catheter may offer physicians the opportunity to intuitively control a catheter and smoothly approach the focus position that they aim to ablate.
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Affiliation(s)
- Kitaro Yoshimitsu
- Department of Radiology, Brigham and Women's Hospital and Harvard Medical School, 75 Francis Street, SPL L1-050 ASB1, Boston, MA, USA,
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Golland P, Hata N, Barillot C, Hornegger J, Howe R. 17th International Conference on Medical Image Computing and Computer-Assisted Intervention. Med Image Comput Comput Assist Interv 2014; 17:V-VI. [PMID: 25489644] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
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Golland P, Hata N, Barillot C, Hornegger J, Howe R. Preface. The 17th International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI 2014). Med Image Comput Comput Assist Interv 2014; 17:V-VI. [PMID: 25320774] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
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Golland P, Hata N, Barillot C, Hornegger J, Howe R. Preface. Medical image computing and computer-assisted intervention--MICCAI2014. Med Image Comput Comput Assist Interv 2014; 17:V-VI. [PMID: 25333093] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
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Shimogawara R, Hata N, Schuster A, Lesshafft H, Guedes de Oliveira S, Ignatius R, Akao N, Ohta N, Feldmeier H. Hookworm-related cutaneous larva migrans in patients living in an endemic community in Brazil: immunological patterns before and after ivermectin treatmen. Eur J Microbiol Immunol (Bp) 2013; 3:258-66. [PMID: 24294495 DOI: 10.1556/eujmi.3.2013.4.4] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2013] [Revised: 10/14/2013] [Accepted: 10/14/2013] [Indexed: 01/07/2023] Open
Abstract
Hookworm-related cutaneous larva migrans (Hr-CLM) is caused by animal hookworm larvae migrating in the human epidermis where they elicit an inflammatory response. This study describes the immunological profile in Hr-CLM patients. In 77 Hr-CLM patients from Manaus, Brazil, peripheral eosinophils were counted, and serum concentrations of total immunoglobulin E (IgE) and selected cytokines were determined by ELISA before and after treatment with ivermectin. Controls included patients' household members (endemic controls), non-endemic Brazilian and Japanese individuals. Eosinophil counts and total IgE in Hr-CLM patients were higher than in controls and correlated with disease severity. Concentrations of interleukin (IL)-4, IL-5, IL-6, and IL-10 were higher in Hr-CLM patients than in endemic controls (p < 0.001) while no differences were detected for interferon (IFN)-γ, tumor necrosis factor (TNF)-α, IL-1β, IL-2, or transforming growth factor (TGF)-β. Following ivermectin treatment, numbers of eosinophils and concentrations of IL-4, IL-5, and IL-10 decreased whereas IgE, IFN-γ, and TGF-β concentrations increased. The IL-5/IFN-γ ratio declined from 5.9 (interquartile range [IQR] 0.8-31.6) before to 0.1 (IQR 0.05-0.2; p = 0.001) after treatment. Thus, although an impact of other infections on the immune parameters determined cannot be excluded, Hr-CLM in endemic areas is associated with eosinophilia and elevated cytokine levels, particularly of IL-5 and IL-10, which decrease following ivermectin treatment.
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Ren H, Campos-Nanez E, Yaniv Z, Banovac F, Abeledo H, Hata N, Cleary K. Treatment planning and image guidance for radiofrequency ablation of large tumors. IEEE J Biomed Health Inform 2013; 18:920-8. [PMID: 24235279 DOI: 10.1109/jbhi.2013.2287202] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
This article addresses the two key challenges in computer-assisted percutaneous tumor ablation: planning multiple overlapping ablations for large tumors while avoiding critical structures, and executing the prescribed plan. Toward semiautomatic treatment planning for image-guided surgical interventions, we develop a systematic approach to the needle-based ablation placement task, ranging from preoperative planning algorithms to an intraoperative execution platform. The planning system incorporates clinical constraints on ablations and trajectories using a multiple objective optimization formulation, which consists of optimal path selection and ablation coverage optimization based on integer programming. The system implementation is presented and validated in both phantom and animal studies. The presented system can potentially be further extended for other ablation techniques such as cryotherapy.
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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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Inami T, Shirakabe A, Hata N, Seino Y. Unique case of latent left ventricular obstruction in Takayasu arteritis. Case Reports 2013; 2013:bcr-2013-009886. [DOI: 10.1136/bcr-2013-009886] [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: 11/03/2022] 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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Song SE, Tokuda J, Tuncali K, Tempany CM, Zhang E, Hata N. Development and preliminary evaluation of a motorized needle guide template for MRI-guided targeted prostate biopsy. IEEE Trans Biomed Eng 2013; 60:3019-27. [PMID: 23335658 DOI: 10.1109/tbme.2013.2240301] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
To overcome the problems of limited needle insertion accuracy and human error in the use of a conventional needle guide template in magnetic resonance imaging (MRI)-guided prostate intervention, we developed a motorized MRI-compatible needle guide template that resembles a transrectal ultrasound-guided prostate template. The motorized template allows automated, gapless needle guidance in a 3T MRI scanner with minimal changes in the current clinical procedure. To evaluate the impact of the motorized template on MRI, signal-to-noise ratio and distortion were measured under various system configurations. A maximum of 44% signal-to-noise ratio decrease was found when the ultrasonic motors were running, and a maximum of 0.4% image distortion was observed due to the presence of the motorized template. To measure needle insertion accuracy, we performed four sets of five random target needle insertions mimicking four biopsy procedures, which resulted in an average in-plane targeting error of 0.94 mm with a standard deviation of 0.34 mm. The evaluation studies indicated that the presence and operation of the motorized template in the MRI bore create insignificant image degradation, and provide submillimeter targeting accuracy. The automated needle guide that is directly controlled by navigation software eliminates human error so that the safety of the procedure can be improved.
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Fedorov A, Tuncali K, Fennessy FM, Tokuda J, Hata N, Wells WM, Kikinis R, Tempany CM. Image registration for targeted MRI-guided transperineal prostate biopsy. J Magn Reson Imaging 2012; 36:987-92. [PMID: 22645031 PMCID: PMC3434292 DOI: 10.1002/jmri.23688] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.0] [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: 08/01/2011] [Accepted: 03/28/2012] [Indexed: 11/09/2022] Open
Abstract
PURPOSE To develop and evaluate image registration methodology for automated re-identification of tumor-suspicious foci from preprocedural MR exams during MR-guided transperineal prostate core biopsy. MATERIALS AND METHODS A hierarchical approach for automated registration between planning and intra-procedural T2-weighted prostate MRI was developed and evaluated on the images acquired during 10 consecutive MR-guided biopsies. Registration accuracy was quantified at image-based landmarks and by evaluating spatial overlap for the manually segmented prostate and sub-structures. Registration reliability was evaluated by simulating initial mis-registration and analyzing the convergence behavior. Registration precision was characterized at the planned biopsy targets. RESULTS The total computation time was compatible with a clinical setting, being at most 2 min. Deformable registration led to a significant improvement in spatial overlap of the prostate and peripheral zone contours compared with both rigid and affine registration. Average in-slice landmark registration error was 1.3 ± 0.5 mm. Experiments simulating initial mis-registration resulted in an estimated average capture range of 6 mm and an average in-slice registration precision of ±0.3 mm. CONCLUSION Our registration approach requires minimum user interaction and is compatible with the time constraints of our interventional clinical workflow. The initial evaluation shows acceptable accuracy, reliability and consistency of the method.
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Affiliation(s)
- Andriy Fedorov
- Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA.
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Tokuda J, Tuncali K, Iordachita I, Song SE, Fedorov A, Oguro S, Lasso A, Fennessy FM, Tempany CM, Hata N. In-bore setup and software for 3T MRI-guided transperineal prostate biopsy. Phys Med Biol 2012; 57:5823-40. [PMID: 22951350 DOI: 10.1088/0031-9155/57/18/5823] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
MRI-guided prostate biopsy in conventional closed-bore scanners requires transferring the patient outside the bore during needle insertion due to the constrained in-bore space, causing a safety hazard and limiting image feedback. To address this issue, we present our custom-made in-bore setup and software to support MRI-guided transperineal prostate biopsy in a wide-bore 3 T MRI scanner. The setup consists of a specially designed tabletop and a needle-guiding template with a Z-frame that gives a physician access to the perineum of the patient at the imaging position and allows the physician to perform MRI-guided transperineal biopsy without moving the patient out of the scanner. The software and Z-frame allow registration of the template, target planning and biopsy guidance. Initially, we performed phantom experiments to assess the accuracy of template registration and needle placement in a controlled environment. Subsequently, we embarked on our clinical trial (N = 10). The phantom experiments showed that the translational errors of the template registration along the right-left (RP) and anterior-posterior (AP) axes were 1.1 ± 0.8 and 1.4 ± 1.1 mm, respectively, while the rotational errors around the RL, AP and superior-inferior axes were (0.8 ± 1.0)°, (1.7 ± 1.6)° and (0.0 ± 0.0)°, respectively. The 2D root-mean-square (RMS) needle-placement error was 3 mm. The clinical biopsy procedures were safely carried out in all ten clinical cases with a needle-placement error of 5.4 mm (2D RMS). In conclusion, transperineal prostate biopsy in a wide-bore 3T scanner is feasible using our custom-made tabletop setup and software, which supports manual needle placement without moving the patient out of the magnet.
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Affiliation(s)
- Junichi Tokuda
- Department of Radiology, Brigham and Womens Hospital and Harvard Medical School, Boston, MA, USA.
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