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Xu SJ, Wei Q, Hu X, Li CB, Yang Z, Zheng SS, Xu X. No-touch recipient hepatectomy in liver transplantation for liver malignancies: A state-of-the-art review. Hepatobiliary Pancreat Dis Int 2025; 24:39-44. [PMID: 39510904 DOI: 10.1016/j.hbpd.2024.10.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/12/2024] [Accepted: 10/20/2024] [Indexed: 11/15/2024]
Abstract
Tumor recurrence, the Gordian knot of liver transplantation for malignancies, may be attributed to many parameters. The technique of the "classical" recipient hepatectomy is believed to be one of the potential reasons to cause tumor evasion because of the possible increase of circulating tumor cells, thus leading to an increased recurrent rate. On this background, the no-touch oncological recipient hepatectomy technique has been developed. A comprehensive review of the development and the key surgical steps of the no-touch recipient hepatectomy is presented. This technique might improve clinical outcomes, especially for those recipients who are at a high risk for tumor recurrence. Multicenter prospective studies should be set up to further validate the prognostic role of this technique in patients with liver cancer treated with liver transplantation.
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Affiliation(s)
- Sheng-Jun Xu
- NHC Key Laboratory of Combined Multi-organ Transplantation, Institute of Organ Transplantation, Zhejiang University, Hangzhou 310003, China
| | - Qiang Wei
- NHC Key Laboratory of Combined Multi-organ Transplantation, Institute of Organ Transplantation, Zhejiang University, Hangzhou 310003, China; School of Clinical Medicine, Hangzhou Medical College, Hangzhou 310059, China
| | - Xin Hu
- NHC Key Laboratory of Combined Multi-organ Transplantation, Institute of Organ Transplantation, Zhejiang University, Hangzhou 310003, China
| | - Chang-Biao Li
- NHC Key Laboratory of Combined Multi-organ Transplantation, Institute of Organ Transplantation, Zhejiang University, Hangzhou 310003, China; General Surgery, Cancer Center, Department of Gastrointestinal and Pancreatic Surgery, Zhejiang Provincial People's Hospital, Affiliated People's Hospital, Hangzhou Medical College, Hangzhou 310014, China
| | - Zhe Yang
- NHC Key Laboratory of Combined Multi-organ Transplantation, Institute of Organ Transplantation, Zhejiang University, Hangzhou 310003, China; Department of Hepatobiliary and Pancreatic Surgery, Department of Liver Transplantation, Shulan (Hangzhou) Hospital, Zhejiang Shuren University School of Medicine, Hangzhou 310022, China
| | - Shu-Sen Zheng
- NHC Key Laboratory of Combined Multi-organ Transplantation, Institute of Organ Transplantation, Zhejiang University, Hangzhou 310003, China; Department of Hepatobiliary and Pancreatic Surgery, Department of Liver Transplantation, Shulan (Hangzhou) Hospital, Zhejiang Shuren University School of Medicine, Hangzhou 310022, China.
| | - Xiao Xu
- NHC Key Laboratory of Combined Multi-organ Transplantation, Institute of Organ Transplantation, Zhejiang University, Hangzhou 310003, China; School of Clinical Medicine, Hangzhou Medical College, Hangzhou 310059, China; Institute of Translational Medicine, Zhejiang University, Hangzhou 310000, China.
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Karageorgos FF, Karolos IA, Pettas T, Tsioukas V, Pikridas C, Tsoulfas G. The Role of 3D Printing and Augmented Reality in the Management of Hepatic Malignancies. Technol Cancer Res Treat 2025; 24:15330338251323138. [PMID: 39980434 PMCID: PMC11843687 DOI: 10.1177/15330338251323138] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/22/2025] Open
Abstract
Introduction: 3-dimensional (3D) printing and augmented reality (AR) are emerging technologies that are used in a wide variety of scientific fields. Among them, medicine is one of the most promising fields of application since these technologies can benefit not only surgeons, but also medical/surgical trainees, patients and can potentially benefit health care systems with better educated staff working on personalized solutions for the patients. Thus, potentially reducing intra-operative and post operative complications and overall costs for the health care systems. Hepatic malignancy surgeries are some of the most demanding surgeries that could a general surgeon perform. The intra-operative and post-operative risks and complications render them demanding. In literature there are cases of research studies including applications of 3D printing and augmented reality in hepatic malignancies. Methods: For this, a comprehensive literature search was conducted on Scopus and Pubmed databases (latest search September 5, 2024). Research studies that included applications of 3D printing and AR in hepatic malignancies were eligible for the review. Results: Herein, twelve papers have been included and presented, which either include the use of 3D printing or the use of AR. There are some cases where both technologies were used simultaneously. 3D printing technology and AR can be used alone or in combination together to aid in the management of hepatic malignancies. Conclusion: Encouraging results (eg, efforts to reduce cost of 3D printing, proper surgical pre-planning, usefulness in education of medical personnel and patients) from the use of these technologies, not only qualitatively but also quantitatively, show that the medical staff can help patients and improve their part of the health system. Yet much more studies need to validate whether the use of these two technologies provides positive results on the surgeries or not.
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Affiliation(s)
- Filippos F. Karageorgos
- Department of Transplantation Surgery, Center for Research and Innovation in Solid Organ Transplantation, Aristotle University School of Medicine, Thessaloniki, Greece
| | - Ion-Anastasios Karolos
- Department of Geodesy and Surveying, School of Rural and Surveying Engineering, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Theodoros Pettas
- Department of Transplantation Surgery, Center for Research and Innovation in Solid Organ Transplantation, Aristotle University School of Medicine, Thessaloniki, Greece
| | - Vassilios Tsioukas
- Department of Geodesy and Surveying, School of Rural and Surveying Engineering, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Christos Pikridas
- Department of Geodesy and Surveying, School of Rural and Surveying Engineering, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Georgios Tsoulfas
- Department of Transplantation Surgery, Center for Research and Innovation in Solid Organ Transplantation, Aristotle University School of Medicine, Thessaloniki, Greece
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Ringel MJ, Heiselman JS, Richey WL, Meszoely IM, Jarnagin WR, Miga MI. Comparing regularized Kelvinlet functions and the finite element method for registration of medical images to sparse organ data. Med Image Anal 2024; 96:103221. [PMID: 38824864 PMCID: PMC11869944 DOI: 10.1016/j.media.2024.103221] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2023] [Revised: 05/06/2024] [Accepted: 05/25/2024] [Indexed: 06/04/2024]
Abstract
Image-guided surgery collocates patient-specific data with the physical environment to facilitate surgical decision making. Unfortunately, these guidance systems commonly become compromised by intraoperative soft-tissue deformations. Nonrigid image-to-physical registration methods have been proposed to compensate for deformations, but clinical utility requires compatibility of these techniques with data sparsity and temporal constraints in the operating room. While finite element models can be effective in sparse data scenarios, computation time remains a limitation to widespread deployment. This paper proposes a registration algorithm that uses regularized Kelvinlets, which are analytical solutions to linear elasticity in an infinite domain, to overcome these barriers. This algorithm is demonstrated and compared to finite element-based registration on two datasets: a phantom liver deformation dataset and an in vivo breast deformation dataset. The regularized Kelvinlets algorithm resulted in a significant reduction in computation time compared to the finite element method. Accuracy as evaluated by target registration error was comparable between methods. Average target registration errors were 4.6 ± 1.0 and 3.2 ± 0.8 mm on the liver dataset and 5.4 ± 1.4 and 6.4 ± 1.5 mm on the breast dataset for the regularized Kelvinlets and finite element method, respectively. Limitations of regularized Kelvinlets include the lack of organ-specific geometry and the assumptions of linear elasticity and infinitesimal strain. Despite limitations, this work demonstrates the generalizability of regularized Kelvinlets registration on two soft-tissue elastic organs. This method may improve and accelerate registration for image-guided surgery, and it shows the potential of using regularized Kelvinlets on medical imaging data.
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Affiliation(s)
- Morgan J Ringel
- Vanderbilt University, Department of Biomedical Engineering, Nashville, TN, USA; Vanderbilt Institute for Surgery and Engineering, Nashville, TN, USA.
| | - Jon S Heiselman
- Vanderbilt University, Department of Biomedical Engineering, Nashville, TN, USA; Vanderbilt Institute for Surgery and Engineering, Nashville, TN, USA; Memorial Sloan-Kettering Cancer Center, Department of Surgery, New York, NY, USA
| | - Winona L Richey
- Vanderbilt University, Department of Biomedical Engineering, Nashville, TN, USA; Vanderbilt Institute for Surgery and Engineering, Nashville, TN, USA
| | - Ingrid M Meszoely
- Vanderbilt University Medical Center, Division of Surgical Oncology, Nashville, TN, USA
| | - William R Jarnagin
- Memorial Sloan-Kettering Cancer Center, Department of Surgery, New York, NY, USA
| | - Michael I Miga
- Vanderbilt University, Department of Biomedical Engineering, Nashville, TN, USA; Vanderbilt Institute for Surgery and Engineering, Nashville, TN, USA
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Tan Y, Zhu JY, Li J, Wu LM, Ouyang Z, Liu WY, Song H, Huang CY. Application of 3-dimensional visualization and image fusion technology in liver cancer with portal vein tumor thrombus surgery. Medicine (Baltimore) 2024; 103:e38980. [PMID: 39058856 PMCID: PMC11272227 DOI: 10.1097/md.0000000000038980] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/13/2023] [Accepted: 06/27/2024] [Indexed: 07/28/2024] Open
Abstract
Liver cancer with portal vein tumor thrombus (PVTT) is a frequent finding and is related to poor prognosis. Surgical resection provides a more promising prognosis in selected patients. The purpose of this study was to explore the application of 3D (3-dimensional) visualization and image fusion technology in liver cancer with PVTT surgery. 12 patients were treated with surgery between March 2019 and August 2022. The preoperative standard liver volume (SLV), estimated future liver remnant (FLR), FLR/SLV, 3D visualization models, PVTT classification, operation programs, surgical results, and prognosis were collected and analyzed. Twelve patients who had complete data of 3D visualization and underwent hemihepatectomy combined with portal vein tumor thrombectomy. The operation plan was formulated by 3D visualization and was highly consistent with the actual surgery. The SLV was 1208.33 ± 63.22 mL, FLR was 734.00 mL and FLR/SLV was 61.62 ± 19.38%. The accuracy of classification of PVTT by 3D visualization was 100%, Cheng type Ⅱa (4 cases), Ⅱb (2 cases), Ⅲa (4 cases), and Ⅲb (2 cases). The 3D visualization model was a perfect fusion with the intraoperative live scene and precise guidance for hepatectomy. No patient was suffering from postoperative liver failure and without procedure‑associated death. 6 patients died of tumor recurrence, and 2 patients died of other reasons. The 12-month cumulative survival rate was 25.9%. 3D visualization and image fusion technology could be used for precise assessment of FLR, classification of PVTT, surgery navigation, and which was helpful in improving the safety of hepatectomy.
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Affiliation(s)
- Yong Tan
- Department of Hepatobiliary Surgery, Yuebei People’s Hospital, Shaoguan, P.R. China
| | - Jian Yong Zhu
- Senior Department of Hepato-Pancreato-Biliary Surgery, the First Medical Center of PLA General Hospital, Beijing, P.R. China
| | - Jing Li
- Department of Pathology, Yuebei People’s Hospital, Shaoguan, P.R. China
| | - Li Ming Wu
- Department of Hepatobiliary Surgery, Yuebei People’s Hospital, Shaoguan, P.R. China
| | - Zaixing Ouyang
- Department of Hepatobiliary Surgery, Yuebei People’s Hospital, Shaoguan, P.R. China
| | - Wen Ying Liu
- Department of Hepatobiliary Surgery, Yuebei People’s Hospital, Shaoguan, P.R. China
| | - Hao Song
- Department of Hepatobiliary Surgery, Yuebei People’s Hospital, Shaoguan, P.R. China
| | - Cong Yun Huang
- Department of Hepatobiliary Surgery, Yuebei People’s Hospital, Shaoguan, P.R. China
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Igami T, Hayashi Y, Yokyama Y, Mori K, Ebata T. Development of real-time navigation system for laparoscopic hepatectomy using magnetic micro sensor. MINIM INVASIV THER 2024; 33:129-139. [PMID: 38265868 DOI: 10.1080/13645706.2023.2301594] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2023] [Accepted: 12/04/2023] [Indexed: 01/26/2024]
Abstract
BACKGROUND We report a new real-time navigation system for laparoscopic hepatectomy (LH), which resembles a car navigation system. MATERIAL AND METHODS Virtual three-dimensional liver and body images were reconstructed using the "New-VES" system, which worked as roadmap during surgery. Several points of the patient's body were registered in virtual images using a magnetic position sensor (MPS). A magnetic transmitter, corresponding to an artificial satellite, was placed about 40 cm above the patient's body. Another MPS, corresponding to a GPS antenna, was fixed on the handling part of the laparoscope. Fiducial registration error (FRE, an error between real and virtual lengths) was utilized to evaluate the accuracy of this system. RESULTS Twenty-one patients underwent LH with this system. Mean FRE of the initial five patients was 17.7 mm. Mean FRE of eight patients in whom MDCT was taken using radiological markers for registration of body parts as first improvement, was reduced to 10.2 mm (p = .014). As second improvement, a new MPS as an intraoperative body position sensor was fixed on the right-sided chest wall for automatic correction of postural gap. The preoperative and postoperative mean FREs of 8 patients with both improvements were 11.1 mm and 10.1 mm (p = .250). CONCLUSIONS Our system may provide a promising option that virtually guides LH.
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Affiliation(s)
- Tsuyoshi Igami
- Division of Surgical Oncology, Department of Surgery, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Yuichiro Hayashi
- Graduate School of Informatics, Nagoya University, Nagoya, Japan
| | - Yukihiro Yokyama
- Division of Surgical Oncology, Department of Surgery, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Kensaku Mori
- Graduate School of Informatics, Nagoya University, Nagoya, Japan
- Information Strategy Office, Information and Communications, Nagoya University, Nagoya, Japan
| | - Tomoki Ebata
- Division of Surgical Oncology, Department of Surgery, Nagoya University Graduate School of Medicine, Nagoya, Japan
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Shu W, Song Y, Lin Z, Yang M, Pan B, Su R, Yang M, Lu Z, Zheng S, Xu X, Yang Z, Wei X. Evaluation of liver regeneration after hemi-hepatectomy by combining computed tomography and post-operative liver function. Heliyon 2024; 10:e30964. [PMID: 38803961 PMCID: PMC11128876 DOI: 10.1016/j.heliyon.2024.e30964] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2023] [Revised: 05/07/2024] [Accepted: 05/08/2024] [Indexed: 05/29/2024] Open
Abstract
Background Accurate evaluation of postoperative liver regeneration is essential to prevent postoperative liver failure. Aims To analyze the predictors that affect liver regeneration after hemi-hepatectomy. Method Patients who underwent hemi-hepatectomy in Hangzhou First People's Hospital and Hangzhou Shulan Hospital from January 2016 to December 2021 were enrolled in this study. The regeneration index (RI) was calculated by the following equation: RI = [(postoperative total liver volume {TLVpost} - future liver remnant volume {FLRV}/FLRV] × 100 %. Hepatic dysfunction was defined according to the "TBilpeak>7" standard, which was interpreted as (peak) total bilirubin (TBil) >7.0 mg/dL. Good liver regeneration was defined solely when the RI surpassed the median with hepatic dysfunction. Logistic regression analyses were performed to estimate prognostic factors affecting liver regeneration. Result A total of 153 patients were enrolled, with 33 in the benign group and 120 patients in the malignant group. In the entire study population, FLRV% [OR 4.087 (1.405-11.889), P = 0.010], international normalized ratio (INR) [OR 2.763 (95%CI, 1.008-7.577), P = 0.048] and TBil [OR 2.592 (95%CI, 1.177-5.710), P = 0.018] were independent prognostic factors associated with liver regeneration. In the benign group, only the computed tomography (CT) parameter FLRV% [OR, 11.700 (95%CI, 1.265-108.200), P = 0.030] predicted regeneration. In the malignant group, parenchymal hepatic resection rate (PHRR%) [OR 0.141 (95%CI, 0.040-0.499), P = 0.002] and TBil [OR 3.384 (95%CI, 1.377-8.319), P = 0.008] were independent prognostic factors. Conclusion FLRV%, PHRR%, TBil and INR were predictive factors associated with liver regeneration.
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Affiliation(s)
- Wenzhi Shu
- Zhejiang University School of Medicine, Hangzhou First People's Hospital, Hangzhou, 310006, China
- Zhejiang University School of Medicine, Hangzhou, 310058, China
- Department of Hepatobiliary and Pancreatic Surgery, Hangzhou First People's Hospital, Hangzhou, 310006, China
- Key Laboratory of Integrated Oncology and Intelligent Medicine of Zhejiang Province, Hangzhou, 310006, China
| | - Yisu Song
- Zhejiang University School of Medicine, Hangzhou First People's Hospital, Hangzhou, 310006, China
- Zhejiang University School of Medicine, Hangzhou, 310058, China
- Key Laboratory of Integrated Oncology and Intelligent Medicine of Zhejiang Province, Hangzhou, 310006, China
| | - Zuyuan Lin
- Zhejiang University School of Medicine, Hangzhou First People's Hospital, Hangzhou, 310006, China
- Zhejiang University School of Medicine, Hangzhou, 310058, China
- Key Laboratory of Integrated Oncology and Intelligent Medicine of Zhejiang Province, Hangzhou, 310006, China
| | - Mengfan Yang
- Key Laboratory of Integrated Oncology and Intelligent Medicine of Zhejiang Province, Hangzhou, 310006, China
| | - Binhua Pan
- Zhejiang University School of Medicine, Hangzhou First People's Hospital, Hangzhou, 310006, China
- Key Laboratory of Integrated Oncology and Intelligent Medicine of Zhejiang Province, Hangzhou, 310006, China
| | - Renyi Su
- Zhejiang University School of Medicine, Hangzhou First People's Hospital, Hangzhou, 310006, China
- Zhejiang University School of Medicine, Hangzhou, 310058, China
- Key Laboratory of Integrated Oncology and Intelligent Medicine of Zhejiang Province, Hangzhou, 310006, China
| | - Modan Yang
- Key Laboratory of Integrated Oncology and Intelligent Medicine of Zhejiang Province, Hangzhou, 310006, China
| | - Zhengyang Lu
- Key Laboratory of Integrated Oncology and Intelligent Medicine of Zhejiang Province, Hangzhou, 310006, China
| | - Shusen Zheng
- Shulan (Hangzhou) Hospital, Zhejiang Shuren University School of Medicine, Hangzhou, 310022, China
| | - Xiao Xu
- Zhejiang University School of Medicine, Hangzhou, 310058, China
- Key Laboratory of Integrated Oncology and Intelligent Medicine of Zhejiang Province, Hangzhou, 310006, China
| | - Zhe Yang
- Shulan (Hangzhou) Hospital, Zhejiang Shuren University School of Medicine, Hangzhou, 310022, China
| | - Xuyong Wei
- Department of Hepatobiliary and Pancreatic Surgery, Hangzhou First People's Hospital, Hangzhou, 310006, China
- Key Laboratory of Integrated Oncology and Intelligent Medicine of Zhejiang Province, Hangzhou, 310006, China
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Liu J, Xiu W, Lin A, Duan G, Jiang N, Wang B, Wang F, Dong Q, Xia N. Can Hisense computer-assisted surgery system (Hisense CAS) improve anatomy teaching in pediatric liver surgery? Surg Radiol Anat 2024; 46:117-124. [PMID: 38189912 DOI: 10.1007/s00276-023-03277-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2023] [Accepted: 11/28/2023] [Indexed: 01/09/2024]
Abstract
PURPOSE This study aimed to investigate the effectiveness of the Hisense computer-assisted surgery system (CAS) in teaching pediatric liver surgical anatomy. METHODS The research subjects were residents who underwent standardized training at the Department of Pediatric Surgery at Yijishan Hospital of Wannan Medical College from May 2022 to May 2023. RESULTS The study recruited a total of 62 students, with 31 students assigned to the Hisense CAS group (12 males and 19 females) and the remaining 31 students serving as controls (Control group, 15 males and 16 females). There were no significant differences in baseline characteristics observed between the two groups. This study found that the average scores of the Hisense CAS teaching group in the liver surgery evaluations were higher than those of the control group. Specifically, the Hisense CAS group had an average score of 84.25 ± 5.70 points in the liver surgery knowledge test, 77.10 ± 8.12 points in the image reading test, and 70.58 ± 8.79 points in the surgical simulation test, while the traditional teaching group had average scores of 73.45 ± 6.12 points, 69.81 ± 6.05 points, and 66.42 ± 6.61 points, respectively; the differences between the two groups were statistically significant (P < 0.05). Furthermore, this study also found that the Hisense CAS teaching model resulted in significantly better teaching satisfaction on the part of the residents in terms of standardized teaching for physicians in pediatric liver surgical anatomy. CONCLUSION In conclusion, this study demonstrated greater satisfaction of the residents with the use of 3D reconstruction added to traditional teaching sessions and better performance during the posttraining evaluation.
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Affiliation(s)
- Jie Liu
- Department of Pediatric Surgery, Yijishan Hospital of Wannan Medical College, Wannan Medical College, Wuhu, China
- Institute of Digital Medicine and Computer-Assisted Surgery of Qingdao University, Qingdao University, No. 308, Ningxia Road, Shinan District, Qingdao, 266071, Shandong, China
| | - Wenli Xiu
- Institute of Digital Medicine and Computer-Assisted Surgery of Qingdao University, Qingdao University, No. 308, Ningxia Road, Shinan District, Qingdao, 266071, Shandong, China
- Department of Pediatric Surgery, Affiliated Hospital of Qingdao University, Qingdao University, No. 16, Jiangsu Road, Shinan District, Qingdao, 266000, Shandong, China
| | - Aiqin Lin
- Department of Medical Biology of Wannan Medical College, Wannan Medical College, Wuhu, 241002, China
| | - Guangqi Duan
- Department of Pediatric Surgery, Yijishan Hospital of Wannan Medical College, Wannan Medical College, Wuhu, China
| | - Nannan Jiang
- Department of Pediatric Surgery, Yijishan Hospital of Wannan Medical College, Wannan Medical College, Wuhu, China
| | - Bao Wang
- Department of Pediatric Surgery, Yijishan Hospital of Wannan Medical College, Wannan Medical College, Wuhu, China
| | - Feifei Wang
- Institute of Digital Medicine and Computer-Assisted Surgery of Qingdao University, Qingdao University, No. 308, Ningxia Road, Shinan District, Qingdao, 266071, Shandong, China.
- Department of Pediatric Surgery, Affiliated Hospital of Qingdao University, Qingdao University, No. 16, Jiangsu Road, Shinan District, Qingdao, 266000, Shandong, China.
- Shandong Provincial Key Laboratory of Digital Medicine and Computer-Assisted Surgery, Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China.
| | - Qian Dong
- Institute of Digital Medicine and Computer-Assisted Surgery of Qingdao University, Qingdao University, No. 308, Ningxia Road, Shinan District, Qingdao, 266071, Shandong, China.
- Department of Pediatric Surgery, Affiliated Hospital of Qingdao University, Qingdao University, No. 16, Jiangsu Road, Shinan District, Qingdao, 266000, Shandong, China.
| | - Nan Xia
- Institute of Digital Medicine and Computer-Assisted Surgery of Qingdao University, Qingdao University, No. 308, Ningxia Road, Shinan District, Qingdao, 266071, Shandong, China.
- Shandong Provincial Key Laboratory of Digital Medicine and Computer-Assisted Surgery, Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China.
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Zhao X, Zhao H, Zheng W, Gohritz A, Shen Y, Xu W. Clinical evaluation of augmented reality-based 3D navigation system for brachial plexus tumor surgery. World J Surg Oncol 2024; 22:20. [PMID: 38233922 PMCID: PMC10792838 DOI: 10.1186/s12957-023-03288-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Accepted: 12/26/2023] [Indexed: 01/19/2024] Open
Abstract
BACKGROUND Augmented reality (AR), a form of 3D imaging technology, has been preliminarily applied in tumor surgery of the head and spine, both are rigid bodies. However, there is a lack of research evaluating the clinical value of AR in tumor surgery of the brachial plexus, a non-rigid body, where the anatomical position varies with patient posture. METHODS Prior to surgery in 8 patients diagnosed with brachial plexus tumors, conventional MRI scans were performed to obtain conventional 2D MRI images. The MRI data were then differentiated automatically and converted into AR-based 3D models. After point-to-point relocation and registration, the 3D models were projected onto the patient's body using a head-mounted display for navigation. To evaluate the clinical value of AR-based 3D models compared to the conventional 2D MRI images, 2 senior hand surgeons completed questionnaires on the evaluation of anatomical structures (tumor, arteries, veins, nerves, bones, and muscles), ranging from 1 (strongly disagree) to 5 (strongly agree). RESULTS Surgeons rated AR-based 3D models as superior to conventional MRI images for all anatomical structures, including tumors. Furthermore, AR-based 3D models were preferred for preoperative planning and intraoperative navigation, demonstrating their added value. The mean positional error between the 3D models and intraoperative findings was approximately 1 cm. CONCLUSIONS This study evaluated, for the first time, the clinical value of an AR-based 3D navigation system in preoperative planning and intraoperative navigation for brachial plexus tumor surgery. By providing more direct spatial visualization, compared with conventional 2D MRI images, this 3D navigation system significantly improved the clinical accuracy and safety of tumor surgery in non-rigid bodies.
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Affiliation(s)
- Xuanyu Zhao
- Department of Hand and Upper Extremity Surgery, Jing'an District Central Hospital, Branch of Huashan Hospital, Fudan University, Shanghai, China
- Department of Hand Surgery, Huashan Hospital, Fudan University, Shanghai, China
| | - Huali Zhao
- Department of Radiology, Jing'an District Central Hospital, Branch of Huashan Hospital, Fudan University, Shanghai, China
| | - Wanling Zheng
- Department of Hand and Upper Extremity Surgery, Jing'an District Central Hospital, Branch of Huashan Hospital, Fudan University, Shanghai, China
- Department of Hand Surgery, Huashan Hospital, Fudan University, Shanghai, China
| | - Andreas Gohritz
- Department of Plastic, Reconstructive, Aesthetic and Hand Surgery, University Hospital Basel, University of Basel, Basel, Switzerland
| | - Yundong Shen
- Department of Hand and Upper Extremity Surgery, Jing'an District Central Hospital, Branch of Huashan Hospital, Fudan University, Shanghai, China.
- Department of Hand Surgery, Huashan Hospital, Fudan University, Shanghai, China.
- The National Clinical Research Center for Aging and Medicine, Fudan University, Shanghai, China.
| | - Wendong Xu
- Department of Hand and Upper Extremity Surgery, Jing'an District Central Hospital, Branch of Huashan Hospital, Fudan University, Shanghai, China.
- Department of Hand Surgery, Huashan Hospital, Fudan University, Shanghai, China.
- The National Clinical Research Center for Aging and Medicine, Fudan University, Shanghai, China.
- Institute of Brain Science, State Key Laboratory of Medical Neurobiology and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China.
- Research Unit of Synergistic Reconstruction of Upper and Lower Limbs after Brain Injury, Chinese Academy of Medical Sciences, Beijing, China.
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9
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Seah D, Cheng Z, Vendrell M. Fluorescent Probes for Imaging in Humans: Where Are We Now? ACS NANO 2023; 17:19478-19490. [PMID: 37787658 PMCID: PMC10604082 DOI: 10.1021/acsnano.3c03564] [Citation(s) in RCA: 34] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/20/2023] [Accepted: 09/26/2023] [Indexed: 10/04/2023]
Abstract
Optical imaging has become an indispensable technology in the clinic. The molecular design of cell-targeted and highly sensitive materials, the validation of specific disease biomarkers, and the rapid growth of clinically compatible instrumentation have altogether revolutionized the way we use optical imaging in clinical settings. One prime example is the application of cancer-targeted molecular imaging agents in both trials and routine clinical use to define the margins of tumors and to detect lesions that are "invisible" to the surgeons, leading to improved resection of malignant tissues without compromising viable structures. In this Perspective, we summarize some of the key research advances in chemistry, biology, and engineering that have accelerated the translation of optical imaging technologies for use in human patients. Finally, our paper comments on several research areas where further work will likely render the next generation of technologies for translational optical imaging.
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Affiliation(s)
- Deborah Seah
- School
of Chemistry, Chemical Engineering and Biotechnology, Nanyang Technological University Singapore 637371, Singapore
- Centre
for Inflammation Research, The University
of Edinburgh, EH16 4UU Edinburgh, U.K.
| | - Zhiming Cheng
- Centre
for Inflammation Research, The University
of Edinburgh, EH16 4UU Edinburgh, U.K.
- IRR
Chemistry Hub, Institute for Regeneration and Repair, The University of Edinburgh, EH16 4UU Edinburgh, U.K.
| | - Marc Vendrell
- Centre
for Inflammation Research, The University
of Edinburgh, EH16 4UU Edinburgh, U.K.
- IRR
Chemistry Hub, Institute for Regeneration and Repair, The University of Edinburgh, EH16 4UU Edinburgh, U.K.
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10
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Ratti F, Ferrero A, Guglielmi A, Cillo U, Giuliante F, Mazzaferro V, De Carlis L, Ettorre GM, Gruttadauria S, Di Benedetto F, Ercolani G, Valle RD, Belli A, Jovine E, Ravaioli M, Aldrighetti L. Ten years of Italian mini-invasiveness: the I Go MILS registry as a tool of dissemination, characterization and networking. Updates Surg 2023; 75:1457-1469. [PMID: 37488408 DOI: 10.1007/s13304-023-01597-2] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2023] [Accepted: 07/15/2023] [Indexed: 07/26/2023]
Abstract
Purposes of this study are to evaluate the main changes that have occurred in the Italian MILS activity in the last decade in terms of indications, approaches and outcomes as reported in the national registry and to provide specific details on the main areas of development of MILS. Data from patients undergoing minimally invasive liver resections at centers included in the I Go MILS Registry from its start-up (November 2014) to March 2023 were analyzed for the purposes of this study. The registry is intention-to-treat and prospective. Global recruitment trends stratified by indication to surgery and type of approach were analysed. 7413 MILS procedures were performed across all centers (median number of procedures per center: 63). Years (2020-2023) displayed a significantly higher proportion of treated patients diagnosed with hepatocellular carcinoma (HCC) (38.2% vs. 28.9% and 33.9%, p < 0.001) and cholangiocarcinoma (6.7% vs. 6.5% and 4.2%, p < 0.001) compared to the preceding triennial periods. Additionally, technical complexity demonstrated an increased prominence in Years (2019-2023) with a significantly higher percentage of grade III cases compared to the earlier periods (39.3% vs. 21.7% and 25.6%, p < 0.001). Annual case trends focusing on laparoscopic and robotic techniques demonstrated a steadily increase in the use of these techniques for complex case mix of indications. Overall, attitude and attention to MILS approach has evolved, so that currently indications to hepatic mini-invasiveness have expanded and surgical technique has been refined: Areas mainly involved in increasing growth trends are hepatocellular carcinoma, possible applications of MILS in transplant setting, intrahepatic cholangiocarcinoma and robotic approach.
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Affiliation(s)
- Francesca Ratti
- Hepatobiliary Surgery Division, IRCCS San Raffaele Hospital, Via Olgettina 60, 20132, Milan, Italy.
- Vita-Salute San Raffaele University, Milan, Italy.
| | - Alessandro Ferrero
- Department of General and Oncological Surgery, Mauriziano Hospital Umberto I, Turin, Italy
| | - Alfredo Guglielmi
- Department of Surgery, Division of General and Hepatobiliary Surgery, School of Medicine, University of Verona, Verona, Italy
| | - Umberto Cillo
- General Surgery 2-Hepato-Pancreato-Biliary Surgery and Liver Transplantation Unit, University of Padua, Padua, Italy
| | - Felice Giuliante
- Hepatobiliary Surgery Unit, Fondazione "Policlinico Universitario A. Gemelli" IRCCS, Università Cattolica del Sacro Cuore, Rome, Italy
| | - Vincenzo Mazzaferro
- Hepato-Pancreatic-Biliary Surgery and Liver Transplantation, Fondazione IRCCS Istituto Nazionale Tumori, Milan, Italy
| | - Luciano De Carlis
- Department of General Surgery and Transplantation, ASST Grande Ospedale Metropolitano Niguarda, Milan, Italy
- School of Medicine and Surgery, University of Milan-Bicocca, Milan, Italy
| | - Giuseppe Maria Ettorre
- Department of General and Hepatobiliary and Pancreatic Surgery, Liver Transplantation Service, San Camillo-Forlanini Hospital, Rome, Italy
| | - Salvatore Gruttadauria
- Department for the Treatment and Study of Abdominal Diseases and Abdominal Transplantation, Istituto di Ricovero e Cura a Carattere Scientifico-Istituto Mediterraneo per i Trapianti e Terapie ad alta specializzazione (IRCCS-ISMETT), University of Pittsburgh Medical Center (UPMC), Palermo, Italy
| | - Fabrizio Di Benedetto
- Hepato-Pancreato-Biliary Surgery and Liver Transplantation Unit, University of Modena and Reggio Emilia, Modena, Italy
| | - Giorgio Ercolani
- Department of Medical and Surgical Sciences-DIMEC, Alma Mater Studiorum - University of Bologna, Bologna, Italy
- Department of General and Oncologic Surgery, Morgagni-Pierantoni Hospital, Ausl Romagna, Forlì, Italy
| | | | - Andrea Belli
- Department of Abdominal Oncology, Division of Hepatopancreatobiliary Surgical Oncology, National Cancer Center-IRCCS-G. Pascale, Naples, Italy
| | - Elio Jovine
- Department of Medical and Surgical Sciences, Alma Mater Studiorum, University of Bologna, Bologna, Italy
- Department of General Surgery, IRCCS, Azienda Ospedaliero-Universitaria di Bologna, Maggiore Hospital, Bologna, Italy
| | - Matteo Ravaioli
- Hepatobiliary and Transplant Unit, Policlinico Sant'Orsola IRCCS, University of Bologna, Bologna, Italy
| | - Luca Aldrighetti
- Hepatobiliary Surgery Division, IRCCS San Raffaele Hospital, Via Olgettina 60, 20132, Milan, Italy
- Vita-Salute San Raffaele University, Milan, Italy
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11
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Shah YR, Nombera-Aznaran N, Guevara-Lazo D, Calderon-Martinez E, Tiwari A, Kanumilli S, Shah P, Pinnam BSM, Ali H, Dahiya DS. Liver transplant in primary sclerosing cholangitis: Current trends and future directions. World J Hepatol 2023; 15:939-953. [PMID: 37701917 PMCID: PMC10494561 DOI: 10.4254/wjh.v15.i8.939] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Revised: 07/23/2023] [Accepted: 08/11/2023] [Indexed: 08/22/2023] Open
Abstract
Primary sclerosing cholangitis (PSC) is a chronic and progressive immune-mediated cholangiopathy causing biliary tree inflammation and scarring, leading to liver cirrhosis and end-stage liver disease. Diagnosis of PSC is challenging due to its nonspecific symptoms and overlap with other liver diseases. Despite the rising incidence of PSC, there is no proven medical therapy that can alter the natural history of the disease. While liver transplantation (LT) is the most effective approach for managing advanced liver disease caused by PSC, post-transplantation recurrence of PSC remains a challenge. Therefore, ongoing research aims to develop better therapies for PSC, and continued efforts are necessary to improve outcomes for patients with PSC. This article provides an overview of PSC's pathogenesis, clinical presentation, and management options, including LT trends and future aspects. It also highlights the need for improved therapeutic options and ethical considerations in providing equitable access to LT for patients with PSC. Additionally, the impact of liver transplant on the quality of life and psychological outcomes of patients with PSC is discussed. Ongoing research into PSC's pathogenesis and post-transplant recurrence is crucial for improved understanding of the disease and more effective treatment options.
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Affiliation(s)
- Yash R Shah
- Department of Internal Medicine, Trinity Health Oakland, Pontiac, MI 48341, United States
| | | | - David Guevara-Lazo
- Faculty of Medicine, Universidad Peruana Cayetano Heredia, Lima 15102, Peru
| | - Ernesto Calderon-Martinez
- Department of Internal Medicine, Universidad Nacional Autonoma de Mexico, Ciudad De Mexico 04510, Mexico
| | - Angad Tiwari
- Department of Internal Medicine, Maharani Laxmi Bai Medical College, Jhansi 284001, India
| | | | - Purva Shah
- Department of Postgraduate Education, Harvard Medical School, Boston, MA 02115, United States
| | - Bhanu Siva Mohan Pinnam
- Department of Internal Medicine, John H. Stroger Hospital of Cook County, Chicago, IL 60612, United States
| | - Hassam Ali
- Department of Internal Medicine, East Carolina University/Brody School of Medicine, Greenville, NC 27858, United States
| | - Dushyant Singh Dahiya
- Division of Gastroenterology, Hepatology and Motility, The University of Kansas School of Medicine, Kansas City, KS 66160, United States.
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12
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Montalti R, Rompianesi G, Cassese G, Pegoraro F, Giglio MC, De Simone G, Rashidian N, Venetucci P, Troisi RI. Role of preoperative 3D rendering for minimally invasive parenchyma sparing liver resections. HPB (Oxford) 2023; 25:915-923. [PMID: 37149483 DOI: 10.1016/j.hpb.2023.04.008] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/29/2022] [Revised: 03/23/2023] [Accepted: 04/13/2023] [Indexed: 05/08/2023]
Abstract
BACKGROUND 3D rendering (3DR) represents a promising approach to plan surgical strategies. The study aimed to compare the results of minimally invasive liver resections (MILS) in patients with 3DR versus conventional 2D CT-scan. METHODS We performed 118 3DR for various indications; the patients underwent a preoperative tri-phasic CT-scan and rendered with Synapse3D® Software. Fifty-six patients undergoing MILS with pre-operative 3DR were compared to a similar cohort of 127 patients undergoing conventional pre-operative 2D CT-scan using the propensity score matching (PSM) analysis. RESULTS The 3DR mandated pre-operative surgical plan variations in 33.9% cases, contraindicated surgery in 12.7%, providing a new surgical indication in 5.9% previously excluded cases. PSM identified 39 patients in both groups with comparable results in terms of conversion rates, blood loss, blood transfusions, parenchymal R1-margins, grade ≥3 Clavien-Dindo complications, 90-days mortality, and hospital stay respectively in 3DR and conventional 2D. Operative time was significantly increased in the 3DR group (402 vs. 347 min, p = 0.020). Vascular R1 resections were 25.6% vs 7.7% (p = 0.068), while the conversion rate was 0% vs 10.2% (p = 0.058), respectively, for 3DR group vs conventional 2D. CONCLUSION 3DR may help in surgical planning increasing resectability rate while reducing conversion rates, allowing the precise identification of anatomical landmarks in minimally invasive parenchyma-preserving liver resections.
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Affiliation(s)
- Roberto Montalti
- Department of Public Health, Federico II University, Naples, Italy; Department of Clinical Medicine and Surgery, Division of HPB, Minimally Invasive and Robotic Surgery, Renal Transplant Service, Federico II University, Naples, Italy
| | - Gianluca Rompianesi
- Department of Clinical Medicine and Surgery, Division of HPB, Minimally Invasive and Robotic Surgery, Renal Transplant Service, Federico II University, Naples, Italy
| | - Gianluca Cassese
- Department of Clinical Medicine and Surgery, Division of HPB, Minimally Invasive and Robotic Surgery, Renal Transplant Service, Federico II University, Naples, Italy
| | - Francesca Pegoraro
- Department of Clinical Medicine and Surgery, Division of HPB, Minimally Invasive and Robotic Surgery, Renal Transplant Service, Federico II University, Naples, Italy
| | - Mariano C Giglio
- Department of Clinical Medicine and Surgery, Division of HPB, Minimally Invasive and Robotic Surgery, Renal Transplant Service, Federico II University, Naples, Italy
| | - Giuseppe De Simone
- Department of Anesthesiology and Intensive Care, Federico II University, Naples, Italy
| | - Nikdokht Rashidian
- Department of Hepatobiliary and Liver Transplantation, Ghent University Hospital, Ghent, Belgium
| | - Pietro Venetucci
- Division of Medical Imaging and Radiotherapy, Department of Onco-Hematology, Diagnostic and Morphologic Imaging, and Forensic Medicine, Federico II University, Naples, Italy
| | - Roberto I Troisi
- Department of Clinical Medicine and Surgery, Division of HPB, Minimally Invasive and Robotic Surgery, Renal Transplant Service, Federico II University, Naples, Italy; Department of Structure and Human Repair, University of Ghent, Ghent, Belgium.
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13
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Laparoscopic Microwave Ablation: Which Technologies Improve the Results. Cancers (Basel) 2023; 15:cancers15061814. [PMID: 36980701 PMCID: PMC10046461 DOI: 10.3390/cancers15061814] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2023] [Revised: 03/13/2023] [Accepted: 03/14/2023] [Indexed: 03/19/2023] Open
Abstract
Liver resection is the best treatment for hepatocellular carcinoma (HCC) when resectable. Unfortunately, many patients with HCC cannot undergo liver resection. Percutaneous thermoablation represents a valid alternative for inoperable neoplasms and for small HCCs, but it is not always possible to accomplish it. In cases where the percutaneous approach is not feasible (not a visible lesion or in hazardous locations), laparoscopic thermoablation may be indicated. HCC diagnosis is commonly obtained from imaging modalities, such as CT and MRI, However, the interpretation of radiological images, which have a two-dimensional appearance, during the surgical procedure and in particular during laparoscopy, can be very difficult in many cases for the surgeon who has to treat the tumor in a three-dimensional environment. In recent years, more technologies have helped surgeons to improve the results after ablative treatments. The three-dimensional reconstruction of the radiological images has allowed the surgeon to assess the exact position of the tumor both before the surgery (virtual reality) and during the surgery with immersive techniques (augmented reality). Furthermore, indocyanine green (ICG) fluorescence imaging seems to be a valid tool to enhance the precision of laparoscopic thermoablation. Finally, the association with laparoscopic ultrasound with contrast media could improve the localization and characteristics of tumor lesions. This article describes the use of hepatic three-dimensional modeling, ICG fluorescence imaging and laparoscopic ultrasound examination, convenient for improving the preoperative surgical preparation for personalized laparoscopic approach.
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14
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Huber T, Huettl F, Hanke LI, Vradelis L, Heinrich S, Hansen C, Boedecker C, Lang H. Leberchirurgie 4.0 - OP-Planung, Volumetrie, Navigation und Virtuelle
Realität. Zentralbl Chir 2022; 147:361-368. [DOI: 10.1055/a-1844-0549] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
ZusammenfassungDurch die Optimierung der konservativen Behandlung, die Verbesserung der
bildgebenden Verfahren und die Weiterentwicklung der Operationstechniken haben
sich das operative Spektrum sowie der Maßstab für die Resektabilität in Bezug
auf die Leberchirurgie in den letzten Jahrzehnten deutlich verändert.Dank zahlreicher technischer Entwicklungen, insbesondere der 3-dimensionalen
Segmentierung, kann heutzutage die präoperative Planung und die Orientierung
während der Operation selbst, vor allem bei komplexen Eingriffen, unter
Berücksichtigung der patientenspezifischen Anatomie erleichtert werden.Neue Technologien wie 3-D-Druck, virtuelle und augmentierte Realität bieten
zusätzliche Darstellungsmöglichkeiten für die individuelle Anatomie.
Verschiedene intraoperative Navigationsmöglichkeiten sollen die präoperative
Planung im Operationssaal verfügbar machen, um so die Patientensicherheit zu
erhöhen.Dieser Übersichtsartikel soll einen Überblick über den gegenwärtigen Stand der
verfügbaren Technologien sowie einen Ausblick in den Operationssaal der Zukunft
geben.
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Affiliation(s)
- Tobias Huber
- Klinik für Allgemein-, Viszeral- und Transplantationschirurgie,
Universitätsmedizin Mainz, Mainz, Deutschland
| | - Florentine Huettl
- Klinik für Allgemein-, Viszeral- und Transplantationschirurgie,
Universitätsmedizin Mainz, Mainz, Deutschland
| | - Laura Isabel Hanke
- Klinik für Allgemein-, Viszeral- und Transplantationschirurgie,
Universitätsmedizin Mainz, Mainz, Deutschland
| | - Lukas Vradelis
- Klinik für Allgemein-, Viszeral- und Transplantationschirurgie,
Universitätsmedizin Mainz, Mainz, Deutschland
| | - Stefan Heinrich
- Klinik für Allgemein-, Viszeral- und Transplantationschirurgie,
Universitätsmedizin Mainz, Mainz, Deutschland
| | - Christian Hansen
- Fakultät für Informatik, Otto von Guericke Universität
Magdeburg, Magdeburg, Deutschland
| | - Christian Boedecker
- Klinik für Allgemein-, Viszeral- und Transplantationschirurgie,
Universitätsmedizin Mainz, Mainz, Deutschland
| | - Hauke Lang
- Klinik für Allgemein-, Viszeral- und Transplantationschirurgie,
Universitätsmedizin Mainz, Mainz, Deutschland
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15
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A Fast Method for Whole Liver- and Colorectal Liver Metastasis Segmentations from MRI Using 3D FCNN Networks. APPLIED SCIENCES-BASEL 2022. [DOI: 10.3390/app12105145] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
The liver is the most frequent organ for metastasis from colorectal cancer, one of the most common tumor types with a poor prognosis. Despite reducing surgical planning time and providing better spatial representation, current methods of 3D modeling of patient-specific liver anatomy are extremely time-consuming. The purpose of this study was to develop a deep learning model trained on an in-house dataset of 84 MRI volumes to rapidly provide fully automated whole liver and liver lesions segmentation from volumetric MRI series. A cascade approach was utilized to address the problem of class imbalance. The trained model achieved an average Dice score for whole liver segmentation of 0.944 ± 0.009 and 0.780 ± 0.119 for liver lesion segmentation. Furthermore, applying this method to a not-annotated dataset creates a complete 3D segmentation in less than 6 s per MRI volume, with a mean segmentation Dice score of 0.994 ± 0.003 for the liver and 0.709 ± 0.171 for tumors compared to manual corrections applied after the inference was achieved. Availability and integration of our method in clinical practice may improve diagnosis and treatment planning in patients with colorectal liver metastasis and open new possibilities for research into liver tumors.
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16
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Berardi G, Colasanti M, Meniconi RL, Ferretti S, Guglielmo N, Mariano G, Burocchi M, Campanelli A, Scotti A, Pecoraro A, Angrisani M, Ferrari P, Minervini A, Gasparoli C, Wakabayashi G, Ettorre GM. The Applications of 3D Imaging and Indocyanine Green Dye Fluorescence in Laparoscopic Liver Surgery. Diagnostics (Basel) 2021; 11:2169. [PMID: 34943406 PMCID: PMC8700092 DOI: 10.3390/diagnostics11122169] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2021] [Revised: 11/19/2021] [Accepted: 11/21/2021] [Indexed: 02/06/2023] Open
Abstract
Laparoscopic liver resections have gained widespread popularity among hepatobiliary surgeons and is nowadays performed for both standard and more complex hepatectomies. Given the increased technical challenges, preoperative planning and intraoperative guidance is pivotal in laparoscopic surgery to safely carry out complex and oncologically safe hepatectomies. Modern tools can help both preoperatively and intraoperatively and allow surgeons to perform more precise hepatectomies. Preoperative 3D reconstructions and printing as well as augmented reality can increase the knowledge of the specific anatomy of the case and therefore plan the surgery accordingly and tailor the procedure on the patient. Furthermore, the indocyanine green retention dye is an increasingly used tool that can nowadays improve the precision during laparoscopic hepatectomies, especially when considering anatomical resection. The use of preoperative modern imaging and intraoperative indocyanine green dye are key to successfully perform complex hepatectomies such as laparoscopic parenchymal sparing liver resections. In this narrative review, we discuss the aspects of preoperative and intraoperative tools that are nowadays increasingly used in experienced hepatobiliary centers.
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Affiliation(s)
- Giammauro Berardi
- Department of General, Hepatobiliary and Pancreatic Surgery, Liver Transplantation Service, San Camillo Forlanini Hospital, 00151 Rome, Italy; (M.C.); (R.L.M.); (S.F.); (N.G.); (G.M.); (M.B.); (A.C.); (A.S.); (A.P.); (M.A.); (P.F.); (A.M.); (C.G.); (G.M.E.)
| | - Marco Colasanti
- Department of General, Hepatobiliary and Pancreatic Surgery, Liver Transplantation Service, San Camillo Forlanini Hospital, 00151 Rome, Italy; (M.C.); (R.L.M.); (S.F.); (N.G.); (G.M.); (M.B.); (A.C.); (A.S.); (A.P.); (M.A.); (P.F.); (A.M.); (C.G.); (G.M.E.)
| | - Roberto Luca Meniconi
- Department of General, Hepatobiliary and Pancreatic Surgery, Liver Transplantation Service, San Camillo Forlanini Hospital, 00151 Rome, Italy; (M.C.); (R.L.M.); (S.F.); (N.G.); (G.M.); (M.B.); (A.C.); (A.S.); (A.P.); (M.A.); (P.F.); (A.M.); (C.G.); (G.M.E.)
| | - Stefano Ferretti
- Department of General, Hepatobiliary and Pancreatic Surgery, Liver Transplantation Service, San Camillo Forlanini Hospital, 00151 Rome, Italy; (M.C.); (R.L.M.); (S.F.); (N.G.); (G.M.); (M.B.); (A.C.); (A.S.); (A.P.); (M.A.); (P.F.); (A.M.); (C.G.); (G.M.E.)
| | - Nicola Guglielmo
- Department of General, Hepatobiliary and Pancreatic Surgery, Liver Transplantation Service, San Camillo Forlanini Hospital, 00151 Rome, Italy; (M.C.); (R.L.M.); (S.F.); (N.G.); (G.M.); (M.B.); (A.C.); (A.S.); (A.P.); (M.A.); (P.F.); (A.M.); (C.G.); (G.M.E.)
| | - Germano Mariano
- Department of General, Hepatobiliary and Pancreatic Surgery, Liver Transplantation Service, San Camillo Forlanini Hospital, 00151 Rome, Italy; (M.C.); (R.L.M.); (S.F.); (N.G.); (G.M.); (M.B.); (A.C.); (A.S.); (A.P.); (M.A.); (P.F.); (A.M.); (C.G.); (G.M.E.)
| | - Mirco Burocchi
- Department of General, Hepatobiliary and Pancreatic Surgery, Liver Transplantation Service, San Camillo Forlanini Hospital, 00151 Rome, Italy; (M.C.); (R.L.M.); (S.F.); (N.G.); (G.M.); (M.B.); (A.C.); (A.S.); (A.P.); (M.A.); (P.F.); (A.M.); (C.G.); (G.M.E.)
| | - Alessandra Campanelli
- Department of General, Hepatobiliary and Pancreatic Surgery, Liver Transplantation Service, San Camillo Forlanini Hospital, 00151 Rome, Italy; (M.C.); (R.L.M.); (S.F.); (N.G.); (G.M.); (M.B.); (A.C.); (A.S.); (A.P.); (M.A.); (P.F.); (A.M.); (C.G.); (G.M.E.)
| | - Andrea Scotti
- Department of General, Hepatobiliary and Pancreatic Surgery, Liver Transplantation Service, San Camillo Forlanini Hospital, 00151 Rome, Italy; (M.C.); (R.L.M.); (S.F.); (N.G.); (G.M.); (M.B.); (A.C.); (A.S.); (A.P.); (M.A.); (P.F.); (A.M.); (C.G.); (G.M.E.)
| | - Alessandra Pecoraro
- Department of General, Hepatobiliary and Pancreatic Surgery, Liver Transplantation Service, San Camillo Forlanini Hospital, 00151 Rome, Italy; (M.C.); (R.L.M.); (S.F.); (N.G.); (G.M.); (M.B.); (A.C.); (A.S.); (A.P.); (M.A.); (P.F.); (A.M.); (C.G.); (G.M.E.)
| | - Marco Angrisani
- Department of General, Hepatobiliary and Pancreatic Surgery, Liver Transplantation Service, San Camillo Forlanini Hospital, 00151 Rome, Italy; (M.C.); (R.L.M.); (S.F.); (N.G.); (G.M.); (M.B.); (A.C.); (A.S.); (A.P.); (M.A.); (P.F.); (A.M.); (C.G.); (G.M.E.)
| | - Paolo Ferrari
- Department of General, Hepatobiliary and Pancreatic Surgery, Liver Transplantation Service, San Camillo Forlanini Hospital, 00151 Rome, Italy; (M.C.); (R.L.M.); (S.F.); (N.G.); (G.M.); (M.B.); (A.C.); (A.S.); (A.P.); (M.A.); (P.F.); (A.M.); (C.G.); (G.M.E.)
| | - Andrea Minervini
- Department of General, Hepatobiliary and Pancreatic Surgery, Liver Transplantation Service, San Camillo Forlanini Hospital, 00151 Rome, Italy; (M.C.); (R.L.M.); (S.F.); (N.G.); (G.M.); (M.B.); (A.C.); (A.S.); (A.P.); (M.A.); (P.F.); (A.M.); (C.G.); (G.M.E.)
| | - Camilla Gasparoli
- Department of General, Hepatobiliary and Pancreatic Surgery, Liver Transplantation Service, San Camillo Forlanini Hospital, 00151 Rome, Italy; (M.C.); (R.L.M.); (S.F.); (N.G.); (G.M.); (M.B.); (A.C.); (A.S.); (A.P.); (M.A.); (P.F.); (A.M.); (C.G.); (G.M.E.)
| | - Go Wakabayashi
- Center for Advanced Treatment of HPB Diseases, Ageo Central General Hospital, Saitama 362-8588, Japan;
| | - Giuseppe Maria Ettorre
- Department of General, Hepatobiliary and Pancreatic Surgery, Liver Transplantation Service, San Camillo Forlanini Hospital, 00151 Rome, Italy; (M.C.); (R.L.M.); (S.F.); (N.G.); (G.M.); (M.B.); (A.C.); (A.S.); (A.P.); (M.A.); (P.F.); (A.M.); (C.G.); (G.M.E.)
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