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Read MD, Torikashvili J, Janjua H, Grimsley EA, Kuo PC, Docimo S. The downtrending cost of robotic bariatric surgery: a cost analysis of 47,788 bariatric patients. J Robot Surg 2024; 18:63. [PMID: 38308699 DOI: 10.1007/s11701-023-01809-2] [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: 11/12/2023] [Accepted: 12/23/2023] [Indexed: 02/05/2024]
Abstract
The surgical robot is assumed to be a fixed, indirect cost. We hypothesized rising volume of robotic bariatric procedures would decrease cost per patient over time. Patients who underwent elective, initial gastric bypass (GB) or sleeve gastrectomy (SG) for morbid obesity were selected from Florida Agency for Health Care Administration database from 2017 to 2021. Inflation-adjusted cost per patient was collected. Cost-over-time ($/patient year) and change in cost-over-time were calculated for open, laparoscopic, and robotic cases. Linear regression on cost generated predictive parameters. Density plots utilizing area under the curve demonstrated cost overlap. Among 76 hospitals, 11,472 bypasses (223 open, 6885 laparoscopic, 4364 robotic) and 36,316 sleeves (26,596 laparoscopic, 9724 robotic) were included. Total cost for robotic was approximately 1.5-fold higher (p < 0.001) than laparoscopic for both procedures. For GB, laparoscopic had lower total ($15,520) and operative ($6497) average cost compared to open (total $17,779; operative $9273) and robotic (total $21,756; operative $10,896). For SG, laparoscopic total cost was significantly less than robotic ($10,691 vs. $16,393). Robotic GB cost-over-time increased until 2021, when there was a large decrease in cost (-$944, compared with 2020). Robotic SG total cost-over time fluctuated, but decreased significantly in 2021 (-$490 compared with 2020). While surgical costs rose significantly in 2020 for bariatric procedures, our study suggests a possible downward trend in robotic bariatric surgery as total and operative costs are decreasing at a higher rate than laparoscopic costs.
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Affiliation(s)
- Meagan D Read
- Department of Surgery, University of South Florida Morsani College of Medicine, 2 Tampa General Circle, Rm 7015, Tampa, FL, 33606, USA
- Department of Gastrointestinal Oncology, Moffitt Cancer Center, Tampa, FL, USA
| | - Johnathan Torikashvili
- Department of Surgery, University of South Florida Morsani College of Medicine, 2 Tampa General Circle, Rm 7015, Tampa, FL, 33606, USA
| | - Haroon Janjua
- Department of Surgery, University of South Florida Morsani College of Medicine, 2 Tampa General Circle, Rm 7015, Tampa, FL, 33606, USA
| | - Emily A Grimsley
- Department of Surgery, University of South Florida Morsani College of Medicine, 2 Tampa General Circle, Rm 7015, Tampa, FL, 33606, USA
| | - Paul C Kuo
- Department of Surgery, University of South Florida Morsani College of Medicine, 2 Tampa General Circle, Rm 7015, Tampa, FL, 33606, USA
| | - Salvatore Docimo
- Department of Surgery, University of South Florida Morsani College of Medicine, 2 Tampa General Circle, Rm 7015, Tampa, FL, 33606, USA.
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Pittiruti M, Van Boxtel T, Scoppettuolo G, Carr P, Konstantinou E, Ortiz Miluy G, Lamperti M, Goossens GA, Simcock L, Dupont C, Inwood S, Bertoglio S, Nicholson J, Pinelli F, Pepe G. European recommendations on the proper indication and use of peripheral venous access devices (the ERPIUP consensus): A WoCoVA project. J Vasc Access 2023; 24:165-182. [PMID: 34088239 DOI: 10.1177/11297298211023274] [Citation(s) in RCA: 49] [Impact Index Per Article: 49.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023] Open
Abstract
Since several innovations have recently changed the criteria of choice and management of peripheral venous access (new devices, new techniques of insertion, new recommendations for maintenance), the WoCoVA Foundation (WoCoVA = World Conference on Vascular Access) has developed an international Consensus with the following objectives: to propose a clear and useful classification of the currently available peripheral venous access devices; to clarify the proper indication of central versus peripheral venous access; discuss the indications of the different peripheral venous access devices (short peripheral cannulas vs long peripheral cannulas vs midline catheters); to define the proper techniques of insertion and maintenance that should be recommended today. To achieve these purposes, WoCoVA have decided to adopt a European point of view, considering some relevant differences of terminology between North America and Europe in this area of venous access and the need for a common basis of understanding among the experts recruited for this project. The ERPIUP Consensus (ERPIUP = European Recommendations for Proper Indication and Use of Peripheral venous access) was designed to offer systematic recommendations for clinical practice, covering every aspect of management of peripheral venous access devices in the adult patient: indication, insertion, maintenance, prevention and treatment of complications, removal. Also, our purpose was to improve the standardization of the terminology, bringing clarity of definition, and classification.
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Affiliation(s)
| | | | | | - Peter Carr
- School of Nursing and Midwifery, National University of Ireland Galway, Galway, Ireland
| | | | | | | | - Godelieve Alice Goossens
- Nursing Centre of Excellence, University Hospitals, Leuven, Belgium and Department of Public Health and Primary Care, Academic Centre for Nursing and Midwifery, KU Leuven, Belgium
| | - Liz Simcock
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Christian Dupont
- Cochin University Hospital, Assistance Publique - Hôpitaux de Paris, France
| | | | | | - Jackie Nicholson
- St George's University Hospitals NHS Foundation Trust, London, UK
| | | | - Gilda Pepe
- Catholic University Hospital 'A. Gemelli', Rome, Italy
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Abd Rahman AB, Juhim F, Chee FP, Bade A, Kadir F. Near Infrared Illumination Optimization for Vein Detection: Hardware and Software Approaches. APPLIED SCIENCES 2022; 12:11173. [DOI: 10.3390/app122111173] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/02/2023]
Abstract
Venepuncture is one of the most crucial processes in many medical procedures. However, finding a real-time and vibrant visualization of the vein structures faces many difficulties. Several devices were introduced to solve this problem, yet, these devices shared common drawbacks, primarily when visualizing deep veins or veins in a thicker tissue of the human body. This study proposes a novel method for visualizing vein structures using a near-infrared (NIR) imaging technique enhanced with Hessian ridge detection. Several factors, including the wavelength of NIR light, square LED and ring LED arrangement and the effect of the diffuser and number of LEDs, were evaluated in the study. This study improves the overall quality of the acquired vein images and highlights the vein-morphological structure through image processing techniques. The study’s main aim is to achieve the highest number of visible veins. Based on the optical window, the maximum absorption range in the NIR spectrum was found from 700 to 950 nm. The NIR light absorption of human deoxygenated blood in the vein was highest at 850 nm peak of wavelength. The image processing further enhances the vein image by highlighting the extracted vein. The study also suggests that the square LED arrangements of NIR illumination are much more robust than the ring LED arrangement in ensuring excellent light penetration. The light diffuser further adds promising effects to the NIR illumination process. In terms of the square LED arrangement, increasing the square LED for enlarging the illumination area did not show any degradation effects in the visualization process. Overall, this paper presents an integrated hardware and software solution for the NIR image acquisition of a vein visualization system to cope with the image visualization of the vein for a thicker part of the human tissue, particularly on the arm and palm area.
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Infrared vein imaging for insertion of peripheral intravenous catheter for patients requiring isolation for SARS-CoV-2 infection: a nonrandomized clinical trial. J Emerg Nurs 2021; 48:159-166. [PMID: 35115182 PMCID: PMC8506227 DOI: 10.1016/j.jen.2021.10.001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2021] [Revised: 08/24/2021] [Accepted: 10/03/2021] [Indexed: 11/25/2022]
Abstract
Introduction Establishing intravenous access is essential but may be difficult to achieve for patients requiring isolation for severe acute respiratory syndrome coronavirus 2 infection. This study aimed to investigate the effectiveness of an infrared vein visualizer on peripheral intravenous catheter therapy in patients with coronavirus disease 2019. Methods A nonrandomized clinical trial was performed. In total, 122 patients with coronavirus disease 2019 who required peripheral intravenous cannulation were divided into 2 groups with 60 in the control group and 62 in the intervention group. A conventional venipuncture method was applied to the control group, whereas an infrared vein imaging device was applied in the intervention group. The first attempt success rate, total procedure time, and patients’ satisfaction score were compared between the 2 groups using chi-square, t test, and z test (also known as Mann-Whitney U test) statistics. Results The first attempt success rate in the intervention group was significantly higher than that of control group (91.94% vs 76.67%, ꭓ2 = 5.41, P = .02). The procedure time was shorter in the intervention group (mean [SD], 211.44 [68.58] seconds vs 388.27 [88.97] seconds, t = 12.27, P < .001). Patients from the intervention group experienced a higher degree of satisfaction (7.5 vs 6, z = −3.31, P < .001). Discussion Peripheral intravenous catheter insertion assisted by an infrared vein visualizer could improve the first attempt success rate of venipuncture, shorten the procedure time, and increase patients’ satisfaction.
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Francisco MD, Chen WF, Pan CT, Lin MC, Wen ZH, Liao CF, Shiue YL. Competitive Real-Time Near Infrared (NIR) Vein Finder Imaging Device to Improve Peripheral Subcutaneous Vein Selection in Venipuncture for Clinical Laboratory Testing. MICROMACHINES 2021; 12:mi12040373. [PMID: 33808493 PMCID: PMC8067297 DOI: 10.3390/mi12040373] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/19/2021] [Revised: 03/20/2021] [Accepted: 03/22/2021] [Indexed: 01/29/2023]
Abstract
In this study, near-infrared (NIR) technology was utilized to develop a low-cost real-time near infrared (NIR) guiding device for cannulation. A portable device that can be used by medical practitioners and also by students for their skills development training in performing cannulation. Methods. First, is the development of a reflectance type optical vein finder using three (3) light emitting diode (LED) lights with 960 nm wavelength, complementary metal-oxide-semiconductor-infrared (CMOS-IR) sensor camera with 1920 × 1080 UXGA (1080P), IR filter set for the given wavelength, and an open-source image processing software. Second, is the actual in-vitro human testing in two sites: the arm and dorsal hand of 242 subjects. The following parameters were included, such as gender, age, mass index (BMI), and skin tone. In order to maximize the assessment process towards the device, the researchers included the arm circumference. This augmented subcutaneous vein imaging study using the develop vein finder device compared the difference in the captured vein images through visual and digital imaging approaches. The human testing was performed in accordance with the ethical standards of the Trinity University of Asia—Institutional Ethics Review Committee (TUA—IERC). Results. The NIR imaging system of the developed vein finder in this study showed its capability as an efficient guiding device through real-time vein pattern recognition, for both sites. Improved captured vein images were observed, having 100% visibility of vein patterns on the dorsal hand site. Fourteen (5.79%) out of 242 subjects reported non-visible peripheral subcutaneous veins in the arm sites. Conclusions. The developed vein finder device with the NIR technology and reflected light principle with low-energy consumption was efficient for real-time peripheral subcutaneous vein imaging without the application of a tourniquet. This might be utilized as a guiding device in locating the vein for the purpose of cannulation, at a very low cost as compared to the commercially available vein finders. Moreover, it may be used as an instructional device for student training in performing cannulation.
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Affiliation(s)
- Mark D. Francisco
- Institute of Biomedical Sciences, National Sun Yat-sen University (NSYSU), Kaohsiung 80424, Taiwan;
- Department of Mechanical and Electro-Mechanical Engineering, NSYSU, Kaohsiung 80424, Taiwan; (C.-T.P.); (M.-C.L.)
- College of Medical Technology, Trinity University of Asia (TUA), Quezon City 1102, Philippines
| | - Wen-Fan Chen
- Institute of Medical Science and Technology, NSYSU, Kaohsiung 80424, Taiwan;
| | - Cheng-Tang Pan
- Department of Mechanical and Electro-Mechanical Engineering, NSYSU, Kaohsiung 80424, Taiwan; (C.-T.P.); (M.-C.L.)
- Institute of Precision Medicine, NSYSU, Kaohsiung 80424, Taiwan
| | - Ming-Cheng Lin
- Department of Mechanical and Electro-Mechanical Engineering, NSYSU, Kaohsiung 80424, Taiwan; (C.-T.P.); (M.-C.L.)
- Department of Mechanical Engineering, R.O.C. Military Academy, Kaohsiung 83059, Taiwan
| | - Zhi-Hong Wen
- Department of Marine Biotechnology and Resources, NSYSU, Kaohsiung 80424, Taiwan;
| | - Chien-Feng Liao
- Department of Emergency Medicine, Kaohsiung Armed Forces General Hospital, Kaohsiung City 80284, Taiwan
- Correspondence: (C.-F.L.); (Y.-L.S.)
| | - Yow-Ling Shiue
- Institute of Biomedical Sciences, National Sun Yat-sen University (NSYSU), Kaohsiung 80424, Taiwan;
- Institute of Precision Medicine, NSYSU, Kaohsiung 80424, Taiwan
- Correspondence: (C.-F.L.); (Y.-L.S.)
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A Novel Method of Vein Detection with the Use of Digital Image Correlation. ENTROPY 2021; 23:e23040401. [PMID: 33800598 PMCID: PMC8065518 DOI: 10.3390/e23040401] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/16/2021] [Revised: 03/13/2021] [Accepted: 03/25/2021] [Indexed: 11/23/2022]
Abstract
Digital image correlation may be useful in many different fields of science, one of which is medicine. In this paper, the authors present the results of research aimed at detecting skin micro-shifts caused by pulsation of the veins. A novel technique using digital image correlation (DIC) and filtering the resulting shifts map to detect pulsating veins was proposed. After applying the proposed method, the veins in the forearm were visualized. The proposed technique may be used in the diagnosis of venous stenosis and may also contribute to reducing the number of adverse events during blood collection. The great advantage of the proposed method is the lack of the need to have specialized equipment, only a typical mobile phone camera is needed to perform the test.
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Vt G. A novel design proposal for low-cost vein-viewer for medical and non-contact biometric applications using NIR imaging. J Med Eng Technol 2021; 45:303-312. [PMID: 33750248 DOI: 10.1080/03091902.2021.1895898] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
The vein-viewer is a new revolution in the health industry. In fact, it is one of the must-have gadgets for any medical professional. The vein-viewer is device that helps to access easily veins when trying to collect a blood sample or for administering Intravenous (IV) cannulation. It is also an aid for dermatologist/aesthetic physician to access client's veins for sclerotherapy procedures or avoiding veins in cosmetic procedures. The vein-viewer is highly applicable where vascular positioning is really difficult; examples while canulating infants, obese, hairy/dark skins, dialysis/cancer patients etc. In addition, frequent attempts affect patients, causing trauma and subcutaneous haemorrhage. As palm/finger vein patterns are unique and complex, difficult to duplicate or steal as it is beneath the skin. So, in this Covid19 pandemic time, the vein-viewer finds applications in the secure non-contact bio-metric authentications for secure banking and attendance registering system to identify an individual. In this article I am trying to explain the design overview of vein-viewer system, its design challenges, cost aspects, its availability and also sharing a few inputs for the new compact, low-cost design and implementation.
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Affiliation(s)
- Gopakumar Vt
- Department of Electronics and Communication Engineering, Adi Shankara Institute of Engineering and Technology, Kalady, Kerala, India
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Mondal SB, Achilefu S. Virtual and Augmented Reality Technologies in Molecular and Anatomical Imaging. Mol Imaging 2021. [DOI: 10.1016/b978-0-12-816386-3.00066-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
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Abstract
Just as laparoscopic surgery provided a giant leap in safety and recovery for patients over open surgery methods, robotic-assisted surgery (RAS) is doing the same to laparoscopic surgery. The first laparoscopic-RAS systems to be commercialized were the Intuitive Surgical, Inc. (Sunnyvale, CA, USA) da Vinci and the Computer Motion Zeus. These systems were similar in many aspects, which led to a patent dispute between the two companies. Before the dispute was settled in court, Intuitive Surgical bought Computer Motion, and thus owned critical patents for laparoscopic-RAS. Recently, the patents held by Intuitive Surgical have begun to expire, leading to many new laparoscopic-RAS systems being developed and entering the market. In this study, we review the newly commercialized and prototype laparoscopic-RAS systems. We compare the features of the imaging and display technology, surgeons console and patient cart of the reviewed RAS systems. We also briefly discuss the future directions of laparoscopic-RAS surgery. With new laparoscopic-RAS systems now commercially available we should see RAS being adopted more widely in surgical interventions and costs of procedures using RAS to decrease in the near future.
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Barman U, Choudhury RD. Smartphone image based digital chlorophyll meter to estimate the value of citrus leaves chlorophyll using Linear Regression, LMBP-ANN and SCGBP-ANN. JOURNAL OF KING SAUD UNIVERSITY - COMPUTER AND INFORMATION SCIENCES 2020. [DOI: 10.1016/j.jksuci.2020.01.005] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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Leipheimer JM, Balter ML, Chen AI, Pantin EJ, Davidovich AE, Labazzo KS, Yarmush ML. First-in-human evaluation of a hand-held automated venipuncture device for rapid venous blood draws. TECHNOLOGY 2019; 7:98-107. [PMID: 32292800 PMCID: PMC7156113 DOI: 10.1142/s2339547819500067] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/01/2023]
Abstract
Obtaining venous access for blood sampling or intravenous (IV) fluid delivery is an essential first step in patient care. However, success rates rely heavily on clinician experience and patient physiology. Difficulties in obtaining venous access result in missed sticks and injury to patients, and typically require alternative access pathways and additional personnel that lengthen procedure times, thereby creating unnecessary costs to healthcare facilities. Here, we present the first-in-human assessment of an automated robotic venipuncture device designed to safely perform blood draws on peripheral forearm veins. The device combines ultrasound imaging and miniaturized robotics to identify suitable vessels for cannulation and robotically guide an attached needle toward the lumen center. The device demonstrated results comparable to or exceeding that of clinical standards, with a success rate of 87% on all participants (n = 31), a 97% success rate on nondifficult venous access participants (n = 25), and an average procedure time of 93 ± 30 s (n = 31). In the future, this device can be extended to other areas of vascular access such as IV catheterization, central venous access, dialysis, and arterial line placement.
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Affiliation(s)
- Josh M Leipheimer
- Department of Biomedical Engineering, Rutgers University, Piscataway, NJ 08854, USA
| | - Max L Balter
- Department of Biomedical Engineering, Rutgers University, Piscataway, NJ 08854, USA
| | - Alvin I Chen
- Department of Biomedical Engineering, Rutgers University, Piscataway, NJ 08854, USA
| | - Enrique J Pantin
- Robert Wood Johnson University Hospital, 1 Robert Wood Johnson Place, New Brunswick, NJ 08901, USA
| | - Alexander E Davidovich
- Icahn School of Medicine, Mount Sinai Hospital, 1 Gustave L. Levy Place, New York, NY 10029-5674, USA
| | - Kristen S Labazzo
- Department of Biomedical Engineering, Rutgers University, Piscataway, NJ 08854, USA
| | - Martin L Yarmush
- Department of Biomedical Engineering, Rutgers University, Piscataway, NJ 08854, USA
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Pan CT, Francisco MD, Yen CK, Wang SY, Shiue YL. Vein Pattern Locating Technology for Cannulation: A Review of the Low-Cost Vein Finder Prototypes Utilizing near Infrared (NIR) Light to Improve Peripheral Subcutaneous Vein Selection for Phlebotomy. SENSORS (BASEL, SWITZERLAND) 2019; 19:E3573. [PMID: 31426370 PMCID: PMC6719195 DOI: 10.3390/s19163573] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/21/2019] [Revised: 07/21/2019] [Accepted: 08/13/2019] [Indexed: 12/30/2022]
Abstract
One of the most common means for diagnosis is through medical laboratory testing, which primarily uses venous blood as a sample. This requires an invasive method by cannulation that needs proper vein selection. The use of a vein finder would help the phlebotomist to easily locate the vein, preventing possible pre-analytical error in the specimen collection and even more discomfort and pain to the patient. This paper is a review of the scientific publications on the different developed low-cost vein finder prototypes utilizing camera assisted near infrared (NIR) light technology. Methods: Electronic databases were searched online, these included PubMed (PMC), MEDLINE, Science Direct, ResearchGate, and Institute of Electrical and Electronics Engineers (IEEE) Xplore digital library. Specifically, publications with the terms vein finder prototype, NIR technology, vein detection, and infrared imaging were screened. In addition, reference lists were used to further review related publications. Results: Cannulation challenges medical practitioners because of the different factors that can be reduced by the utilization of a vein finder. A limited number of publications regarding the assessment of personnel performing cannulation were observed. Moreover, variations in methodology, number of patients, type of patients according to their demographics and materials used in the assessment of the developed prototypes were noted. Some studies were limited with regard to the actual human testing of the prototype. Conclusions: The development of a low-cost effective near infrared (NIR) vein finder remains in the phase of improvement. Since, it is being challenged by different human factors, increasing the number of parameters and participants/human for actual testing of the prototypes must also be taken into consideration for possible commercialization. Finally, it was noted that publications regarding the assessment of the performance of phlebotomists using vein finders were limited.
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Affiliation(s)
- Cheng-Tang Pan
- Department of Mechanical and Electro-Mechanical Engineering, National Sun Yat-sen University (NSYSU), Kaohsiung 80424, Taiwan
- Institute of Medical Science and Technology, NSYSU, Kaohsiung 80424, Taiwan
| | - Mark D Francisco
- Department of Mechanical and Electro-Mechanical Engineering, National Sun Yat-sen University (NSYSU), Kaohsiung 80424, Taiwan
- Institute of Biomedical Sciences, NSYSU, Kaohsiung 80424, Taiwan
- College of Medical Technology, Trinity University of Asia (TUA), Quezon City 1102, Philippines
| | - Chung-Kun Yen
- Department of Mechanical and Electro-Mechanical Engineering, National Sun Yat-sen University (NSYSU), Kaohsiung 80424, Taiwan
| | - Shao-Yu Wang
- Department of Mechanical and Electro-Mechanical Engineering, National Sun Yat-sen University (NSYSU), Kaohsiung 80424, Taiwan
| | - Yow-Ling Shiue
- Institute of Biomedical Sciences, NSYSU, Kaohsiung 80424, Taiwan.
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McWade MA, Thomas G, Nguyen JQ, Sanders ME, Solórzano CC, Mahadevan-Jansen A. Enhancing Parathyroid Gland Visualization Using a Near Infrared Fluorescence-Based Overlay Imaging System. J Am Coll Surg 2019; 228:730-743. [PMID: 30769112 PMCID: PMC6487208 DOI: 10.1016/j.jamcollsurg.2019.01.017] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2018] [Revised: 01/24/2019] [Accepted: 01/29/2019] [Indexed: 11/22/2022]
Abstract
BACKGROUND Misidentifying parathyroid glands (PGs) during thyroidectomies or parathyroidectomies could significantly increase postoperative morbidity. Imaging systems based on near infrared autofluorescence (NIRAF) detection can localize PGs with high accuracy. These devices, however, depict NIRAF images on remote display monitors, where images lack spatial context and comparability with actual surgical field of view. In this study, we designed an overlay tissue imaging system (OTIS) that detects tissue NIRAF and back-projects the collected signal as a visible image directly onto the surgical field of view instead of a display monitor, and tested its ability for enhancing parathyroid visualization. STUDY DESIGN The OTIS was first calibrated with a fluorescent ink grid and initially tested with parathyroid, thyroid, and lymph node tissues ex vivo. For in vivo measurements, the surgeon's opinion on tissue of interest was first ascertained. After the surgeon looked away, the OTIS back-projected visible green light directly onto the tissue of interest, only if the device detected relatively high NIRAF as observed in PGs. System accuracy was determined by correlating NIRAF projection with surgeon's visual confirmation for in situ PGs or histopathology report for excised PGs. RESULTS The OTIS yielded 100% accuracy when tested ex vivo with parathyroid, thyroid, and lymph node specimens. Subsequently, the device was evaluated in 30 patients who underwent thyroidectomy and/or parathyroidectomy. Ninety-seven percent of exposed tissue of interest was visualized correctly as PGs by the OTIS, without requiring display monitors or contrast agents. CONCLUSIONS Although OTIS holds novel potential for enhancing label-free parathyroid visualization directly within the surgical field of view, additional device optimization is required for eventual clinical use.
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Affiliation(s)
- Melanie A McWade
- Vanderbilt Biophotonics Center, Department of Biomedical Engineering, Vanderbilt University, Nashville, TN
| | - Giju Thomas
- Vanderbilt Biophotonics Center, Department of Biomedical Engineering, Vanderbilt University, Nashville, TN
| | - John Q Nguyen
- Vanderbilt Biophotonics Center, Department of Biomedical Engineering, Vanderbilt University, Nashville, TN
| | - Melinda E Sanders
- Department of Pathology, Vanderbilt University Medical Center, Nashville, TN
| | - Carmen C Solórzano
- Division of Surgical Oncology and Endocrine Surgery, Vanderbilt University Medical Center, Nashville, TN
| | - Anita Mahadevan-Jansen
- Vanderbilt Biophotonics Center, Department of Biomedical Engineering, Vanderbilt University, Nashville, TN.
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Wu C, Yang J, Zhu J, Cong W, Ai D, Song H, Liang X, Wang Y. Hybrid constraint optimization for 3D subcutaneous vein reconstruction by near-infrared images. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2018; 163:123-133. [PMID: 30119847 DOI: 10.1016/j.cmpb.2018.06.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/02/2018] [Revised: 05/30/2018] [Accepted: 06/07/2018] [Indexed: 06/08/2023]
Abstract
BACKGROUND AND OBJECTIVE The development of biometric identification technology and intelligent medication has enabled researchers to analyze subcutaneous veins from near-infrared images. However, the stereo reconstruction of subcutaneous veins has not been well studied, and the results are difficult to utilize in clinical practice. METHODS We present a hybrid constraint optimization (HCO) matching algorithm for vein reconstruction to solve the matching failure problems caused by the incomplete segmentation of vein structures captured from different views. This algorithm initially introduces the existence of the epipolar and homography constraints in the subcutaneous vein matching. Then, the HCO matching algorithm of the vascular centerline is established by homography point-to-point matching, homography matrix optimization, and vascular section matching. Finally, the 3D subcutaneous vein is reconstructed on the basis of the principle of triangulation and system calibration parameters. RESULTS To validate the performance of the proposed matching method, we designed a series of experiments to evaluate the effectiveness of the hybrid constraint optimization method. The experiments were performed on simulated and real datasets. 42 real vascular images were analyzed on the basis of different matching strategies. Experimental result shows that the matching accuracy increased significantly with the proposed optimization matching method. To calculate the reconstruction accuracy, we reconstructed seven simulated cardboards and measured 10 vascular distances in each simulated cardboard. The average vascular distance error of each simulated image was within 1.0 mm, and the distance errors of 75% feature points were less than 1.5 mm. Also, we printed a 3D simulated vein model to improve the illustration of this system. The reconstruction error extends from -3.58 mm to 1.94 mm with a standard deviation of 0.68 mm and a mean of 0.07 mm. CONCLUSIONS The algorithm is validated in terms of homography optimization, matching efficiency, and simulated vascular reconstruction error. The experimental results demonstrate that the veins captured from the left and right views can be accurately matched through the proposed algorithm.
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Affiliation(s)
- Chan Wu
- Beijing Engineering Research Center of Mixed Reality and Advanced Display, School of Optics and Electronics, Beijing Institute of Technology, Beijing 100081, China
| | - Jian Yang
- Beijing Engineering Research Center of Mixed Reality and Advanced Display, School of Optics and Electronics, Beijing Institute of Technology, Beijing 100081, China
| | - Jianjun Zhu
- Beijing Engineering Research Center of Mixed Reality and Advanced Display, School of Optics and Electronics, Beijing Institute of Technology, Beijing 100081, China
| | - Weijian Cong
- State Key Laboratory of Virtual Reality Technology and Systems, School of Computer Science and Engineering, Beihang University, Beijing 100083, China.
| | - Danni Ai
- Beijing Engineering Research Center of Mixed Reality and Advanced Display, School of Optics and Electronics, Beijing Institute of Technology, Beijing 100081, China
| | - Hong Song
- School of Software, Beijing Institute of Technology, Beijing 100081, China
| | - Xiaohui Liang
- State Key Laboratory of Virtual Reality Technology and Systems, School of Computer Science and Engineering, Beihang University, Beijing 100083, China
| | - Yongtian Wang
- Beijing Engineering Research Center of Mixed Reality and Advanced Display, School of Optics and Electronics, Beijing Institute of Technology, Beijing 100081, China
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15
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Shon HC, Park JK, Kang SW, Yang JY. Necrosis of the thumb after inadvertent injection of diclofenac in the radial artery: a case report. J Pain Res 2017; 10:2803-2806. [PMID: 29263695 PMCID: PMC5732554 DOI: 10.2147/jpr.s150306] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Inadvertent intra-arterial drug injection occurs rarely, but it can cause very serious clinical complications, and thus, awareness of inadvertent intra-arterial drug injection is needed. The complications mainly result from iatrogenic reasons and can occur because of vascular variations in the arteries, under circumstances where normal intravenous injection is difficult, or in drug abusers who perform self-injection. The adverse effect associated with intra-arterial drug injection is serious and may lead to necrosis, requiring amputation of the affected extremity, infection, pseudoaneurysm, rhabdomyolysis, compartment syndrome, and permanent disability. However, the etiology of such adverse effects has not been clearly identified and treatment methods have not yet been established. We encountered a patient who developed necrosis of the thumb after an inadvertent injection of diclofenac sodium in the radial artery due to variations in the forearm arteries. Here, we report the prevention and treatment of, and precautions against, the dangers of intra-arterial drug injection.
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Affiliation(s)
- Hyun-Chul Shon
- Department of Orthopaedic Surgery, College of Medicine, Chungbuk National University, Cheongju, Korea
| | - Ji-Kang Park
- Department of Orthopaedic Surgery, College of Medicine, Chungbuk National University, Cheongju, Korea
| | - Sang-Woo Kang
- Department of Orthopaedic Surgery, College of Medicine, Chungbuk National University, Cheongju, Korea
| | - Jae-Young Yang
- Department of Orthopaedic Surgery, College of Medicine, Chungbuk National University, Cheongju, Korea
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16
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Dugonik B, Dugonik A, Horvat D, Žalik B, Špelič D. e-Derma - a Novel Wireless Dermatoscopy System. J Med Syst 2017; 41:205. [PMID: 29128996 DOI: 10.1007/s10916-017-0849-6] [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: 11/18/2016] [Accepted: 10/25/2017] [Indexed: 10/18/2022]
Abstract
Cutaneous Melanoma (CM) is a malignant tumour, and is one of the most rapidly growing cancers. Discovering a melanoma in the early stages of the disease is extremely difficult and, as such, only an invasive disease stage can be identified easily with the naked eye. Dermatoscopy is a diagnostic method intended to maximise early detection of CM performed by the dermatoscopy system. To address the limitations of existing systems a novel, wireless digital dermatoscopy system is presented for providing high-resolution images. It integrates a wire-free camera operation and offers a safe transfer of captured images to the computer. The working process of available dermatoscopy systems was studied, which are the most commonly used in everyday dermatology practice. Some findings, like operability, image quality, scalability, user-friendliness, and safeness, were used for the development of an e-Derma dermatoscopy system. An assessment method was performed by a group of dermatoscopy trained dermatologists to evaluate the quality of the testing images. Finally, a laboratory evaluation of images in regard to different parameters like sharpness, colour representation and illumination was performed with the side-by-side comparison of images of available dermatoscopy systems. e-Derma is a novel dermatoscopy system, which eliminates some limitations of existing systems and provides high-quality images. A novel low-budget highly capable dermatoscopy system is presented. The integrated wireless image transfer technology eliminates the movement limitations of a therapist. The image resolution is not limited by the integrated camera; it is easily upgradable with a wide range of on market alternative or improved camera models.
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Affiliation(s)
- Bogdan Dugonik
- Faculty of Electrical Engineering and Computer Science, University of Maribor, 2000, Maribor, Slovenia.
| | - A Dugonik
- Department of Dermatology, University Medical Centre Maribor, 2000, Maribor, Slovenia
| | - D Horvat
- Faculty of Electrical Engineering and Computer Science, University of Maribor, 2000, Maribor, Slovenia
| | - B Žalik
- Faculty of Electrical Engineering and Computer Science, University of Maribor, 2000, Maribor, Slovenia
| | - D Špelič
- Faculty of Electrical Engineering and Computer Science, University of Maribor, 2000, Maribor, Slovenia
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17
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Multisensory System for the Detection and Localization of Peripheral Subcutaneous Veins. SENSORS 2017; 17:s17040897. [PMID: 28422075 PMCID: PMC5426547 DOI: 10.3390/s17040897] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/13/2017] [Revised: 04/16/2017] [Accepted: 04/17/2017] [Indexed: 12/18/2022]
Abstract
This paper proposes a multisensory system for the detection and localization of peripheral subcutaneous veins, as a first step for achieving automatic robotic insertion of catheters in the near future. The multisensory system is based on the combination of a SWIR (Short-Wave Infrared) camera, a TOF (Time-Of-Flight) camera and a NIR (Near Infrared) lighting source. The associated algorithm consists of two main parts: one devoted to the features extraction from the SWIR image, and another envisaged for the registration of the range data provided by the TOF camera, with the SWIR image and the results of the peripheral veins detection. In this way, the detected subcutaneous veins are mapped onto the 3D reconstructed surface, providing a full representation of the region of interest for the automatic catheter insertion. Several experimental tests were carried out in order to evaluate the capabilities of the presented approach. Preliminary results demonstrate the feasibility of the proposed design and highlight the potential benefits of the solution.
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18
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Fekonja Z, Pajnkihar M. Use of cutting-edge biomedical devices for intravenous cannulation in the health care of a patient: literature review. OBZORNIK ZDRAVSTVENE NEGE 2017. [DOI: 10.14528/snr.2017.51.1.141] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Introduction: Biomedical devices are tools used for locating invisible and impalpable peripheral veins. The purpose of this article is to give a systematic review and analysis of existing studies on the available biomedical devices used for locating peripheral veins and on their effectiveness in clinical practice. Methods: Databases CINAHL, Medline and ScienceDirect were used for the literature review and analysis. The search was performed with the following key words in English: devices, visualization, technology, cannulation, vein, nursing care, with Boolean operators 'AND' and 'OR'. The analysis included randomized and experimental clinical studies published in the English language in the period from 2000 to August 2016. From a total of 1,020 retrieved studies, 17 were included in the detailed analysis. Results: The results of the analysis have shown that the success rate of the first attempt of intravenous cannulation using biomedical devices in more than half of the studies was not significantly higher than when the process was performed using the conventional method. The success of the first attempt of intravenous cannulation mostly depends on the experience and skills of nurses. Biomedical devices are more helpful for novice nurses who do not perform cannulation on a daily basis, for beginners and nursing students. Discussion and conclusions: Based on research, we cannot affirm that biomedical devices significantly contribute to easier peripheral venous cannulation. Further research is required to validate the advantages of such an approach. However, this is limited due to the affordability issues of such biomedical devices.
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Kim D, Kim Y, Yoon S, Lee D. Preliminary Study for Designing a Novel Vein-Visualizing Device. SENSORS 2017; 17:s17020304. [PMID: 28178227 PMCID: PMC5336071 DOI: 10.3390/s17020304] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/31/2016] [Revised: 01/18/2017] [Accepted: 02/03/2017] [Indexed: 11/29/2022]
Abstract
Venipuncture is an important health diagnosis process. Although venipuncture is one of the most commonly performed procedures in medical environments, locating the veins of infants, obese, anemic, or colored patients is still an arduous task even for skilled practitioners. To solve this problem, several devices using infrared light have recently become commercially available. However, such devices for venipuncture share a common drawback, especially when visualizing deep veins or veins of a thick part of the body like the cubital fossa. This paper proposes a new vein-visualizing device applying a new penetration method using near-infrared (NIR) light. The light module is attached directly on to the declared area of the skin. Then, NIR beam is rayed from two sides of the light module to the vein with a specific angle. This gives a penetration effect. In addition, through an image processing procedure, the vein structure is enhanced to show it more accurately. Through a phantom study, the most effective penetration angle of the NIR module is decided. Additionally, the feasibility of the device is verified through experiments in vivo. The prototype allows us to visualize the vein patterns of thicker body parts, such as arms.
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Affiliation(s)
- Donghoon Kim
- Center for Bionics, Korea Institute of Science and Technology, Seoul 02792, Korea.
- Department of Electrical and Computer Engineering, the Ohio State University, Columbus, OH 43210, USA.
| | - Yujin Kim
- Center for Bionics, Korea Institute of Science and Technology, Seoul 02792, Korea.
| | - Siyeop Yoon
- Center for Bionics, Korea Institute of Science and Technology, Seoul 02792, Korea.
- Department of Biomedical Engineering, Korea University of Science and Technology, Deajeon 305-350, Korea.
| | - Deukhee Lee
- Center for Bionics, Korea Institute of Science and Technology, Seoul 02792, Korea.
- Department of Biomedical Engineering, Korea University of Science and Technology, Deajeon 305-350, Korea.
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20
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Balter ML, Chen AI, Maguire TJ, Yarmush ML. Adaptive Kinematic Control of a Robotic Venipuncture Device Based on Stereo Vision, Ultrasound, and Force Guidance. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS (1982) 2017; 64:1626-1635. [PMID: 28111492 PMCID: PMC5240937 DOI: 10.1109/tie.2016.2557306] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/25/2023]
Abstract
Robotic systems have slowly entered the realm of modern medicine; however, outside the operating room, medical robotics has yet to be translated to more routine interventions such as blood sampling or intravenous fluid delivery. In this paper, we present a medical robot that safely and rapidly cannulates peripheral blood vessels-a procedure commonly known as venipuncture. The device uses near-infrared and ultrasound imaging to scan and select suitable injection sites, and a 9-DOF robot to insert the needle into the center of the vessel based on image and force guidance. We first present the system design and visual servoing scheme of the latest generation robot, and then evaluate the performance of the device through workspace simulations and free-space positioning tests. Finally, we perform a series of motion tracking experiments using stereo vision, ultrasound, and force sensing to guide the position and orientation of the needle tip. Positioning experiments indicate sub-millimeter accuracy and repeatability over the operating workspace of the system, while tracking studies demonstrate real-time needle servoing in response to moving targets. Lastly, robotic phantom cannulations demonstrate the use of multiple system states to confirm that the needle has reached the center of the vessel.
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Affiliation(s)
- Max L Balter
- Department of Biomedical Engineering, Rutgers University, Piscataway, NJ, 08854, USA
| | - Alvin I Chen
- Department of Biomedical Engineering, Rutgers University, Piscataway, NJ, 08854, USA
| | | | - Martin L Yarmush
- Department of Biomedical Engineering, Rutgers University, Piscataway, NJ 08854 USA, and also with Massachusetts General Hospital, Boston, MA 02108 USA
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21
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Fukuroku K, Narita Y, Taneda Y, Kobayashi S, Gayle AA. Does infrared visualization improve selection of venipuncture sites for indwelling needle at the forearm in second-year nursing students? Nurse Educ Pract 2016; 18:1-9. [PMID: 27235559 DOI: 10.1016/j.nepr.2016.02.005] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2015] [Revised: 12/22/2015] [Accepted: 02/03/2016] [Indexed: 11/16/2022]
Abstract
OBJECTIVES To evaluate the effectiveness of a vein visualization display system using near-infrared light ("Vein Display") for the safe and proper selection of venipuncture sites for indwelling needle placement in the forearm. METHODS Ten second year nursing students were recruited to apply an indwelling needle line with and without Vein Display. Another ten participants were recruited from various faculty to serve as patients. The quality of the venipuncture procedure at various selected sites was evaluated according to a scale developed by the authors. Time, scores and patterns of puncture-site selection were compared with respect to three different methods: [1] attempt 1 (tourniquet only), [2] attempt 2 (Vein Display only) and [3] attempt 3 (both). To validate the effectiveness of Vein Display, 52 trials were conducted in total. RESULTS We found that venipuncture site selection time was significantly improved with the Vein Display, particularly in the case of difficult to administer venipuncture sites. Overall, we found no significant difference with respect to venipuncture quality, as determined by our scale. CONCLUSION These results suggest that equipment such as the Vein Display can contribute immensely to the improvement of practical skills, such as venipuncture, especially in the context of elderly patients.
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Affiliation(s)
- Keiko Fukuroku
- School of Nursing, Faculty of Medicine, Mie University, Japan.
| | - Yugo Narita
- School of Nursing, Faculty of Medicine, Mie University, Japan
| | - Yukari Taneda
- School of Nursing, Faculty of Medicine, Mie University, Japan
| | | | - Alberto A Gayle
- Graduate School of Medicine, Center for Medical & Nursing Education, Mie University, Japan
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22
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Balter ML, Chen AI, Maguire TJ, Yarmush ML. The System Design and Evaluation of a 7-DOF Image-Guided Venipuncture Robot. IEEE T ROBOT 2015; 31:1044-1053. [PMID: 26257588 DOI: 10.1109/tro.2015.2452776] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Accessing the venous bloodstream to deliver fluids or obtain a blood sample is the most common clinical routine practiced in the U.S. Practitioners continue to rely on manual venipuncture techniques, but success rates are heavily dependent on clinician skill and patient physiology. In the U.S., failure rates can be as high as 50% in difficult patients, making venipuncture the leading cause of medical injury. To improve the rate of first-stick success, we have developed a portable autonomous venipuncture device that robotically servos a needle into a suitable vein under image guidance. The device operates in real time, combining near-infrared and ultra-sound imaging, image analysis, and a 7-degree-of-freedom (DOF) robotic system to perform the venipuncture. The robot consists of a 3-DOF gantry to image the patient's peripheral forearm veins and a miniaturized 4-DOF serial arm to guide the cannula into the selected vein under closed-loop control. In this paper, we present the system architecture of the robot and evaluate the accuracy and precision through tracking, free-space positioning, and in vitro phantom cannulation experiments. The results demonstrate sub-millimeter accuracy throughout the operating workspace of the manipulator and a high rate of success when cannulating phantom veins in a skin-mimicking tissue model.
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Affiliation(s)
- Max L Balter
- Department of Biomedical Engineering, Rutgers University, Piscataway, NJ 08854 USA, and also with VascuLogic, LLC, Piscataway, NJ 08854 USA ( )
| | - Alvin I Chen
- Department of Biomedical Engineering, Rutgers University, Piscataway, NJ 08854 USA, and also with VascuLogic, LLC, Piscataway, NJ 08854 USA ( )
| | - Timothy J Maguire
- Department of Biomedical Engineering, Rutgers University, Piscataway, NJ 08854 USA, and also with VascuLogic, LLC, Piscataway, NJ 08854 USA ( )
| | - Martin L Yarmush
- Department of Biomedical Engineering, Rutgers University, Piscataway, NJ 08854 USA, and also with Massachusetts General Hospital, Boston, MA 02108 USA ( )
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23
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Juric S, Zalik B. An innovative approach to near-infrared spectroscopy using a standard mobile device and its clinical application in the real-time visualization of peripheral veins. BMC Med Inform Decis Mak 2014; 14:100. [PMID: 25421099 PMCID: PMC4251692 DOI: 10.1186/s12911-014-0100-z] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2014] [Accepted: 10/28/2014] [Indexed: 11/28/2022] Open
Abstract
Background Excessive venipunctures are a significant problem both in emergency rooms and during hospital stays. Near-infrared (NIR) illumination devices improve venipuncture success rate but their usage is limited by their availability and economic cost. The objectives of this study were to develop a low-cost NIR spectroscopy prototype from a standard mobile device, to evaluate its efficacy and acceptance as an educational tool, and in a clinical setting. Methods Through a user-centric design process a prototype device was developed. Its educational efficacy was evaluated through a non-invasive, observational study (20 student clinicians, 25 subjects) and its acceptance was assessed using quantitative and qualitative analysis. A smaller clinical trial was performed by a group of 4 medical professionals over a period of 6 weeks that involved 64 patients. Results The prototype enables real-time visualization of peripheral veins on a variety of Android-based devices. The prototype was 35.2% more successful in visualizing and locating veins (n = 500 attempts) than the nursing students. The acceptance assessment revealed high perception of usefulness, satisfaction, and ease of use. In the clinical trial, 1.6 (SD 1.3) additional veins per patient were identified compared with the traditional visualization methods. Conclusions To the best of our knowledge this is the first study that describes the design, feasibility and application of an NIR spectroscopy prototype developed on a standard mobile device. Electronic supplementary material The online version of this article (doi:10.1186/s12911-014-0100-z) contains supplementary material, which is available to authorized users.
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