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16 pages, 2996 KiB  
Systematic Review
Incidence and Predictors of Early and Late Radial Artery Occlusion after Percutaneous Coronary Intervention and Coronary Angiography: A Systematic Review and Meta-Analysis
by Aisha Khalid, Hans Mautong, Kayode Ahmed, Zaina Aloul, Jose Montero-Cabezas and Silvana Marasco
J. Clin. Med. 2024, 13(19), 5882; https://doi.org/10.3390/jcm13195882 - 2 Oct 2024
Abstract
Introduction: Trans-radial access for coronary angiography and percutaneous coronary intervention (PCI) has gained popularity due to its advantages over the traditional transfemoral approach. However, radial artery occlusion (RAO) remains a common complication following trans-radial procedures. This study aimed to investigate the incidence of [...] Read more.
Introduction: Trans-radial access for coronary angiography and percutaneous coronary intervention (PCI) has gained popularity due to its advantages over the traditional transfemoral approach. However, radial artery occlusion (RAO) remains a common complication following trans-radial procedures. This study aimed to investigate the incidence of early and late RAO along with their risk factors. Methods: Six databases, Medline (Ovid), National Library of Medicine (MeSH), Cochrane Database of Systematic Reviews (Wiley), Embase, Scopus, and Global Index Medicus, were searched. The systematic review and meta-analysis followed the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. Data were extracted and analyzed. Using a random-effect model, the primary endpoint was the overall incidence of RAO after invasive coronary procedures. Subgroup analysis and meta-regression were also performed to identify possible predictors of RAO. Results: A total of 41 studies with 30,020 patients were included. The overall incidence of RAO was 13% (95% CI = 0.09–0.16). The incidence of early RAO (within 24 h) was 14% (95% CI = 0.10–0.18) in 26 studies, while the incidence of late RAO (after 24 h) was 10% (95% CI = 0.04–0.16) in 22 studies. The average incidence rates of early RAO in studies with catheter sizes of <6 Fr, 6 Fr, and >6 Fr were 9.8%, 9.4%, and 8.8%. The overall effect size of female gender as a predictor was 0.22 with a 95% CI of 0.00–0.44. Age was a potential predictor of early RAO (B = 0.000357; 95% CI = −0.015–0.0027, p: 0.006). Conclusions: This meta-analysis provides essential information on the incidence of early (14%) and late (10%) RAO following angiographic procedures. Additionally, our findings suggest that female sex and age are possible predictors of RAO. A larger catheter, especially (6 Fr) and hemostatic compression time <90 min post-procedure, substantially reduced the incidence of RAO. The use of oral anticoagulation and the appropriate dosage of low-molecular-weight heparin (LMWH) does reduce RAO, but a comparison between them showed no statistical significance. Full article
(This article belongs to the Special Issue Advances in Coronary Artery Disease)
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<p>PRISMA—selected studies for the meta-analysis [<a href="#B6-jcm-13-05882" class="html-bibr">6</a>].</p>
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<p>(<b>A</b>) Early and late RAO incidence. (<b>B</b>) Low-ose heparin vs. high-dose heparin. Heterogeneity assessment: I<sup>2</sup> = 61.37%, <span class="html-italic">τ</span><sup>2</sup> = 0.85, H<sup>2</sup> = 2.59, <span class="html-italic">p</span> &lt; 0.001.</p>
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<p>Subgroup analysis (PCI vs. CA). Heterogeneity assessment: I<sup>2</sup> = 61.37%, <span class="html-italic">τ</span><sup>2</sup> = 0.85, H<sup>2</sup> = 2.59, <span class="html-italic">p</span> &lt; 0.001.</p>
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<p>Forest plot of the association between different catheter sizes and the incidence of RAO.</p>
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<p>(<b>A</b>) (<b>panel superior</b>): Forest plot of the incidence of early and late RAO for interventional procedures using oral anticoagulation. (<b>B</b>) (<b>panel inferior</b>): Forest plot of the incidence of early and late RAO for interventional procedures using oral anticoagulation versus LMWH (low vs. high).</p>
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<p>Forest plot of studies assessing the impact of hemostatic compression times on the incidence of early versus late RAO, summary log odds ratio with 95% confidence interval (CI), and weight (%) of each study.</p>
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<p>Female gender and RAO incidence across the studies.</p>
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15 pages, 1957 KiB  
Article
Distal Transradial Access Optimization: A Prospective Trial of Ultrasound-Guided Radial Artery Characterization for the Anatomical Snuffbox
by Łukasz Koziński, Zbigniew Orzałkiewicz, Paweł Zagożdżon and Alicja Dąbrowska-Kugacka
Diagnostics 2024, 14(18), 2081; https://doi.org/10.3390/diagnostics14182081 - 20 Sep 2024
Abstract
Background/Objectives: The distal transradial approach (dTRA) is increasingly used in interventional cardiology. Doppler Ultrasound (DUS) effectively assesses radial artery (RA) characteristics. This study aims to identify specific RA DUS characteristics in patients undergoing coronary procedures via dTRA. Methods: Participants from the ANTARES [...] Read more.
Background/Objectives: The distal transradial approach (dTRA) is increasingly used in interventional cardiology. Doppler Ultrasound (DUS) effectively assesses radial artery (RA) characteristics. This study aims to identify specific RA DUS characteristics in patients undergoing coronary procedures via dTRA. Methods: Participants from the ANTARES trial who completed the intervention per-protocol and retained RA patency were included. DUS was performed at baseline, 1 day, and 60 days post-procedure. Results: Among 400 participants, 348 had either dTRA (n = 169) or conventional transradial access (cTRA) (n = 179). Distal RA lumen diameter was 12% smaller than that of the proximal RA (p < 0.001). Men had a 14% larger distal RA diameter than women (2.33 ± 0.31 mm vs. 2.04 ± 0.27 mm, p < 0.0001), similar to the proximal RA relationship. Peak flow velocities were similar between the sexes. Univariate linear regression showed that height, weight, body mass index, and body surface area (BSA) predicted arterial size, with BSA remaining significant in multivariate analysis (beta coefficient 0.62; confidence interval 0.49–0.75; p < 0.0001). Distal RA diameter correlated positively with palpable pulse at the snuffbox and wrist. The dTRA resulted in an immediate 14% and 11% increase in distal and proximal RA diameter, respectively (both p < 0.05). Sixty days after dTRA, the distal RA remained slightly dilated (p < 0.05), while the proximal RA returned to baseline. Conclusions: Distal RA diameter is significantly associated with sex, measuring smaller than the forearm segment. A strong palpable pulse correlates with larger distal RA size. The dTRA induces RA lumen expansion. A thorough understanding of distal RA anatomy is essential for optimizing patient selection and refining techniques for transradial procedures. Full article
(This article belongs to the Special Issue New Trends and Advances in Cardiac Imaging)
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<p>Ultrasound measurement of lumen diameters and blood flow velocities in the distal radial artery (<b>A</b>,<b>C</b>) and forearm radial artery (<b>B</b>,<b>D</b>). Arrows indicate the luminal diameter of the artery, measured as the distance between the intimal layers of the intima-media complex.</p>
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<p>Study flow chart. CKD = chronic kidney disease; MI = myocardial infarction; RAO = radial artery occlusion; TRA = transradial approach.</p>
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<p>Gender-related cumulative frequencies of lumen diameters in the distal radial artery (<b>A</b>) and forearm radial artery (<b>B</b>).</p>
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<p>Correlation between radial artery size, blood peak velocity flow, and strength of palpable pulse at the snuffbox and forearm. Correlation between distal radial artery size and palpable pulse strength at the snuffbox (<b>A</b>), forearm radial artery size and palpable pulse strength at the wrist (<b>B</b>), distal radial artery size and palpable pulse strength at the wrist (<b>C</b>), distal radial artery size and blood peak velocity flow at the snuffbox (<b>D</b>). r = correlation coefficient.</p>
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<p>Differences in radial artery lumen size changes at the snuffbox (<b>A</b>) and forearm (<b>B</b>) at baseline, 1 day, and 60 days after distal and conventional transradial approaches. TRA = transradial approach; mm = millimeter.</p>
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<p>Differences in radial artery peak flow velocity dynamics at the snuffbox (<b>A</b>) and forearm (<b>B</b>) at baseline, 1 day, and 60 days after distal and conventional transradial approaches. TRA = transradial approach; m/s = meter per second.</p>
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16 pages, 1147 KiB  
Review
Radial Artery Spasm—A Review on Incidence, Prevention and Treatment
by Adrian Sebastian Zus, Simina Crișan, Silvia Luca, Daniel Nișulescu, Mihaela Valcovici, Oana Pătru, Mihai-Andrei Lazăr, Cristina Văcărescu, Dan Gaiță and Constantin-Tudor Luca
Diagnostics 2024, 14(17), 1897; https://doi.org/10.3390/diagnostics14171897 - 29 Aug 2024
Viewed by 267
Abstract
Radial artery spasm (RAS) is a common complication associated with transradial access (TRA) for coronary interventions, particularly affecting elderly patients in whom radial access is preferred due to its benefits in reducing bleeding complications, improving clinical outcomes, and lowering long-term costs. This review [...] Read more.
Radial artery spasm (RAS) is a common complication associated with transradial access (TRA) for coronary interventions, particularly affecting elderly patients in whom radial access is preferred due to its benefits in reducing bleeding complications, improving clinical outcomes, and lowering long-term costs. This review examines the incidence, prevention, and treatment of RAS. Methods included an online search of PubMed and other databases in early 2024, analyzing meta-analyses, reviews, studies, and case reports. RAS is characterized by a sudden narrowing of the radial artery due to psychological and mechanical factors with incidence reports varying up to 51.3%. Key risk factors include patient characteristics like female sex, age, and small body size as well as procedural factors such as emergency procedures and the use of multiple catheters. Preventive measures include using distal radial access, hydrophilic sheaths, and appropriate catheter sizes. Treatments involve the intraarterial administration of nitroglycerine and verapamil as well as mechanical methods like balloon-assisted tracking. This review underscores the need for standardizing RAS definitions and emphasizes the importance of operator experience and patient management in reducing RAS incidence and improving procedural success. Full article
(This article belongs to the Special Issue Vascular Malformations: Diagnosis and Management)
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<p>Prevention and treatment methods (I.V: intravenous, I.A: intraarterial, S.C: subcutaneous, BAT: balloon-assisted tracking, MiCAT: microcatheter-assisted tracking).</p>
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<p>Focal (<b>left</b>) and diffuse (<b>right</b>) radial artery spasm as seen on angiography.</p>
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<p>Flowchart of study selection (*RCTs: randomized control trials).</p>
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9 pages, 280 KiB  
Article
Comparative Analysis of Right vs. Left Radial Access in Percutaneous Coronary Intervention: Impact on Silent Cerebral Ischemia
by Abdulkadir Kara, Korhan Soylu, Ufuk Yildirim, Muhammet Uyanik, Metin Coksevim and Bahattin Avci
Medicina 2024, 60(8), 1193; https://doi.org/10.3390/medicina60081193 - 23 Jul 2024
Viewed by 655
Abstract
Background and Objectives: Silent cerebral ischemia (SCI) is defined as a condition that can be detected by biochemical markers or cranial imaging methods but does not produce clinical symptom. This study aims both to compare the frequency of SCI in PCIs performed [...] Read more.
Background and Objectives: Silent cerebral ischemia (SCI) is defined as a condition that can be detected by biochemical markers or cranial imaging methods but does not produce clinical symptom. This study aims both to compare the frequency of SCI in PCIs performed with right transradial access and left transradial access and to evaluate the influencing factors. Materials and Methods: A prospective, single-center study included 197 patients undergoing PCI via transradial access between November 2020 and July 2022. The patients were categorized into right radial and left radial groups. Neuron-specific enolase (NSE) values were measured and recorded before and 18 h after the procedure. A post-procedure NSE level higher than 20 ng/dL was defined as SCI. Results: SCI occurred in 60 of the 197 patients. NSE elevation was observed in 37.4% (n = 37) of the right radial group and in 23.5% (n = 23) of the left radial group (p = 0.032). Patients with SCI had higher rates of smoking (p = 0.043), presence of subclavian tortuosity (p = 0.027), and HbA1c (p = 0.031). In the multivariate logistic regression analysis, the level of EF (ejection fraction) (OR: 0.958 95% CI 0.920–0.998, p = 0.039), right radial preference (OR: 2.104 95% CI 1.102–3.995 p = 0.023), and smoking (OR: 2.088 95% CI 1.105–3.944, p = 0.023) were observed as independent variables of NSE elevation. Conclusions: Our findings suggest that PCI via right radial access poses a greater risk of SCI compared to left radial access. Anatomical considerations and technical challenges associated with right radial procedures and factors such as smoking and low ejection fraction contribute to this elevated risk. Full article
(This article belongs to the Special Issue The Challenges and Prospects in Clinical Cardiology and Angiology)
17 pages, 631 KiB  
Article
Incidence and Prognostic Factors of Radial Artery Occlusion in Transradial Coronary Catheterization
by Matthaios Didagelos, Areti Pagiantza, Andreas S. Papazoglou, Dimitrios V. Moysidis, Dimitrios Petroglou, Stylianos Daios, Vasileios Anastasiou, Konstantinos C. Theodoropoulos, Antonios Kouparanis, Thomas Zegkos, Vasileios Kamperidis, George Kassimis and Antonios Ziakas
J. Clin. Med. 2024, 13(11), 3276; https://doi.org/10.3390/jcm13113276 - 1 Jun 2024
Viewed by 730
Abstract
Background/Objectives: Radial artery occlusion (RAO) is the most common complication of transradial coronary catheterization. In this study, we aimed to evaluate the incidence of RAO and identify the risk factors that predispose patients to it. Methods: We conducted an investigator-initiated, prospective, [...] Read more.
Background/Objectives: Radial artery occlusion (RAO) is the most common complication of transradial coronary catheterization. In this study, we aimed to evaluate the incidence of RAO and identify the risk factors that predispose patients to it. Methods: We conducted an investigator-initiated, prospective, multicenter, open-label study involving 1357 patients who underwent cardiac catheterization via the transradial route for angiography and/or a percutaneous coronary intervention (PCI). Univariate and multivariate logistic regression analyses were performed to identify potential predictors of RAO occurrence. Additionally, a subgroup analysis only for patients undergoing PCIs was performed. Results: The incidence of RAO was 9.5% overall, 10.6% in the angiography-only group and 6.2% in the PCI group. Independent predictors of RAO were as follows: (i) the female gender (aOR = 1.72 (1.05–2.83)), (ii) access site cross-over (aOR = 4.33 (1.02–18.39)), (iii) increased total time of the sheath in the artery (aOR = 1.01 (1.00–1.02)), (iv) radial artery spasms (aOR = 2.47 (1.40–4.36)), (v) the presence of a hematoma (aOR = 2.28 (1.28–4.06)), (vi) post-catheterization dabigatran use (aOR = 5.15 (1.29–20.55)), (vii) manual hemostasis (aOR = 1.94 (1.01–3.72)) and (viii) numbness at radial artery ultrasound (aOR = 8.25 (1.70–40)). Contrariwise, two variables were independently associated with increased odds for radial artery patency (RAP): (i) PCI performance (aOR = 0.19 (0.06–0.63)), and (ii) a higher dosage of intravenous heparin per patient weight (aOR = 0.98 (0.96–0.99)), particularly, a dosage of >50 IU/kg (aOR = 0.56 (0.31–1.00)). In the PCI subgroup, independent predictors of RAO were as follows: (i) radial artery spasms (aOR = 4.48 (1.42–14.16)), (ii) the use of intra-arterial nitroglycerin as a vasodilator (aOR = 7.40 (1.67–32.79)) and (iii) the presence of symptoms at echo (aOR = 3.80 (1.46–9.87)), either pain (aOR = 2.93 (1.05–8.15)) or numbness (aOR = 4.66 (1.17–18.57)). On the other hand, the use of intra-arterial verapamil as a vasodilator (aOR = 0.17 (0.04–0.76)) was independently associated with a greater frequency of RAP. Conclusions: The incidence of RAO in an unselected, all-comers European population after transradial coronary catheterization for angiography and/or PCIs is similar to that reported in the international literature. Several RAO prognostic factors have been confirmed, and new ones are described. The female gender, radial artery trauma and manual hemostasis are the strongest predictors of RAO. Our results could help in the future identification of patients at higher risk of RAO, for whom less invasive diagnostic procedures maybe preferred, if possible. Full article
(This article belongs to the Special Issue Targeted Diagnosis and Treatment of Coronary Artery Disease)
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<p>Incidence and predictors of radial artery occlusion at 24 h post-transradial cardiac catheterization.</p>
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12 pages, 681 KiB  
Article
The Clinical Impact of Access Site Selection for Successful Thrombolysis and Intervention in Acute Critical Lower Limb Ischaemia (RAD-ALI Registry)
by Adam Csavajda, Karoly Toth, Nandor Kovacs, Szilard Rona, Zoltan Vamosi, Balazs Berta, Flora Zsofia Kulcsar, Olivier F. Bertrand, Istvan Hizoh and Zoltan Ruzsa
Life 2024, 14(6), 666; https://doi.org/10.3390/life14060666 - 23 May 2024
Viewed by 723
Abstract
Background: Acute limb ischaemia (ALI) is of great clinical importance due to its consequent serious complications and high comorbidity and mortality rates. The purpose of this study was to compare the acute success and complication rates of CDT performed via transradial, transbrachial, and [...] Read more.
Background: Acute limb ischaemia (ALI) is of great clinical importance due to its consequent serious complications and high comorbidity and mortality rates. The purpose of this study was to compare the acute success and complication rates of CDT performed via transradial, transbrachial, and transfemoral access sites in patients with acute lower limb vascular occlusion and to investigate the 1-year outcomes of CDT and MT for ALI. Methods: Between 2008 and 2019, 84 consecutive patients with ALI were treated with CDT in a large community hospital. Data were collected and retrospectively analysed. The primary (“safety”) endpoints encompassed major adverse events (MAEs), major adverse limb events (MALEs), and the occurrence of complications related to the access site. Secondary (“efficacy”) endpoints included both technical and clinical achievements, treatment success, fluoroscopy time, radiation dose, procedure time, and the crossover rate to an alternative puncture site. Results: CDT was started with radial (n = 17), brachial (n = 9), or femoral (n = 58) access. CDT was technically successful in 74/84 patients (88%), but additional MT and angioplasty and/or stent implantation was necessary in 17 (20.2%) and 45 cases (53.6%), respectively. Clinical success was achieved in 74/84 cases (88%). The mortality rate at 1 year was 14.3%. The cumulative incidence of MAEs and MALEs at 12 months was 50% and 40.5%, respectively. After conducting multivariate analysis, history of Rutherford stage IIB (hazard ratio [HR], 3.64; 95% confidence interval [CI], 1.58–8.41; p = 0.0025), occlusion of the external iliac artery (HR, 27.52; 95% CI, 2.83–267.33; p = 0.0043), being a case of clinically unsuccessful thrombolysis (HR, 7.72; 95% CI, 2.48–23.10; p = 0.0004), and the presence of diabetes mellitus (HR, 2.18; 95% CI, 1.01–4.71; p = 0.047) were independent predictors of a high MAE mortality rate at 12 months. For MALEs, statistically significant differences were detected with the variables history of Rutherford stage IIB (HR, 4.30; 95% CI, 1.99–9.31; p = 0.0002) and external iliac artery occlusion (HR, 31.27; 95% CI, 3.47–282.23; p = 0.0022). Conclusions: Based on the short-term results of CDT, acute limb ischaemia can be successfully, safely, and effectively treated with catheter-directed thrombolytic therapy with radial, brachial, or femoral access. However, radial access is associated with fewer access site complications. A history of Rutherford stage IIB, occlusion of external iliac artery, unsuccessful thrombolysis, and the presence of diabetes mellitus were independently associated with an increased risk of MAEs. A history of Rutherford stage IIB and external iliac artery occlusion are independent predictors of MALEs. Full article
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<p>Catheter-directed thrombolysis (CDT) performed via access from a radial artery. Selective angiography performed using a radial approach (over a 5F pigtail catheter) shows a left common femoral artery occlusion without distal run-off. (Day 1) A guidewire transversal test, in which the lesion was passed with an 0.18-inch guidewire, was conducted over a multiport thrombolytic catheter. CDT was then initiated. On the first postoperative day, control angiography shows incomplete thrombus resolution and distal embolisation. (Day 2—control) Mechanical thrombectomy, additional balloon angioplasty, and stent implantation was performed in the left superficial femoral artery and in the left popliteal artery. Control angiography shows successful recanalisation with acceptable flow in the below the knee arteries. (Day 2—after PTA). Abbreviations: CDT—catheter-directed thrombolytic therapy; MT—mechanical thrombectomy; PTA—percutaneous transluminal angioplasty.</p>
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24 pages, 384 KiB  
Systematic Review
Upper Limb Prostheses by the Level of Amputation: A Systematic Review
by Diego Segura, Enzo Romero, Victoria E. Abarca and Dante A. Elias
Prosthesis 2024, 6(2), 277-300; https://doi.org/10.3390/prosthesis6020022 - 19 Mar 2024
Viewed by 3319
Abstract
This review article aims to provide an updated and comprehensive overview of the latest trends in adult upper limb prostheses, specifically targeting various amputation levels such as transradial, transmetacarpal, transcarpal, and transhumeral. A systematic search was conducted across multiple databases, including IEEE Xplore, [...] Read more.
This review article aims to provide an updated and comprehensive overview of the latest trends in adult upper limb prostheses, specifically targeting various amputation levels such as transradial, transmetacarpal, transcarpal, and transhumeral. A systematic search was conducted across multiple databases, including IEEE Xplore, MDPI, Scopus, Frontiers, and Espacenet, covering from 2018 to 2023. After applying exclusion criteria, 49 scientific articles (33 patents and 16 commercial prostheses) were meticulously selected for review. The article offers an in-depth analysis of several critical aspects of upper limb prostheses. It discusses the evolution and current state of input control mechanisms, the number of degrees of freedom, and the variety of grips available in prostheses, all tailored according to the level of amputation. Additionally, the review delves into the selection of materials used in developing these prostheses and examines the progression of technology readiness levels. A significant focus is also placed on the evolution of prosthesis weight over the years for different amputation levels. Moreover, the review identifies and explores critical technological challenges and prospects in upper limb prostheses. Finally, the article culminates with a conclusion that encapsulates the key findings and insights on the advancements and ongoing developments in this field. Full article
(This article belongs to the Section Orthopedics and Rehabilitation)
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<p>PRISMA flow diagram illustrating the application of inclusion and exclusion criteria to studies selected from 2018 to 2023.</p>
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8 pages, 1049 KiB  
Case Report
Prostate Artery Embolization via Distal Transradial Artery Access in a 100-Year-Old Patient
by Shauh-Der Yeh, Yu-Shiou Weng and Chun-Yu Lin
J. Pers. Med. 2024, 14(1), 11; https://doi.org/10.3390/jpm14010011 - 21 Dec 2023
Viewed by 993
Abstract
Benign prostatic obstruction (BPH) is a common disease in males and surgical treatment is the gold standard for this symptomatic disease. Prostate artery embolization (PAE) is one of the emerging therapies which aims to minimize the lower urinary tract symptoms (LUTS) of BPH [...] Read more.
Benign prostatic obstruction (BPH) is a common disease in males and surgical treatment is the gold standard for this symptomatic disease. Prostate artery embolization (PAE) is one of the emerging therapies which aims to minimize the lower urinary tract symptoms (LUTS) of BPH and the volume of enlarged prostates. We reported here a case of 100-year-old man with 90 cm3 prostate and severe symptoms secondary to BPH, who underwent a successful PAE through distal transradial access without any complications. The patient was satisfied with this treatment and no symptoms recurred after PAE. This demonstrated that PAE was a safe and effective treatment for BPH and was recommended for elderly/non-surgical candidates. Full article
(This article belongs to the Section Personalized Therapy and Drug Delivery)
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<p>MRI images of patient’s BPH. (<b>a</b>,<b>b</b>) Pre-procedural MRI showed enlarged prostate of 89.39 cm<sup>3</sup> (5.90 cm × 4.41 cm × 3.84 cm). (<b>c</b>,<b>d</b>) Post-procedural MRI at 24 months showed 66.05 cm<sup>3</sup> (4.92 cm × 3.58 cm × 3.75 cm).</p>
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<p>(<b>a</b>) Right internal iliac angiography (oblique view RAO 30 degrees) shows high grade stenosis (circle) at the branch of the right prostate artery (green arrow). (<b>b</b>) Left internal iliac angiography (oblique view LAO 30 degrees) shows the left prostate artery (red arrow) with contrast opacified at the right side of the prostate artery (green arrow). (<b>c</b>) Left prostate angiography (AP view) shows both sides’ prostate perfusion via intraprostatic anastomosis (arrowhead). (<b>d</b>) CBCT images show prostate perfusion at both sides on the left prostate angiography.</p>
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23 pages, 4468 KiB  
Article
Non-Invasive Sensory Input Results in Changes in Non-Painful and Painful Sensations in Two Upper-Limb Amputees
by Eugen Romulus Lontis, Ken Yoshida and Winnie Jensen
Prosthesis 2024, 6(1), 1-23; https://doi.org/10.3390/prosthesis6010001 - 19 Dec 2023
Viewed by 1381
Abstract
Designs of active prostheses attempt to compensate for various functional losses following amputation. Integration of sensory feedback with the functional control re-enables sensory interaction with the environment through the prosthetic. Besides the functional and sensory loss, amputation induces anatomical and physiological changes of [...] Read more.
Designs of active prostheses attempt to compensate for various functional losses following amputation. Integration of sensory feedback with the functional control re-enables sensory interaction with the environment through the prosthetic. Besides the functional and sensory loss, amputation induces anatomical and physiological changes of the sensory neural pathways, both peripherally and centrally, which can lead to phantom limb pain (PLP). Additionally, referred sensation areas (RSAs) likely originating from peripheral nerve sprouting, regeneration, and sensory reinnervation may develop. RSAs might provide a non-invasive access point to sensory neural pathways that project to the lost limb. This paper aims to report on the sensory input features, elicited using non-invasive electrical stimulation of RSAs that over time alleviated PLP in two upper-limb amputees. The distinct features of RSAs and sensation evoked using mechanical and electrical stimuli were characterized for the two participants over a period of 7 and 9 weeks, respectively. Both participants received transradial and transhumeral amputation following traumatic injuries. In one participant, a relatively low but stable number of RSAs provided a large variety of types of evoked phantom hand (PH) sensations. These included non-painful touch, vibration, tingling, stabbing, pressure, warmth/cold as well as the perception of various positions and movements of the phantom hand upon stimulation. Discomforting and painful sensations were induced with both mechanical and electrical stimuli. The other participant had a relatively large number of RSAs which varied over time. Stimulation of the RSAs provided mostly non-painful sensations of touch in the phantom hand. Temporary PLP alleviation and a change in the perception of the phantom hand from a tight to a more open fist were reported by both participants. The specificity of RSAs, dynamics in perception of the sensory input, and the associated alleviation of PLP could be effectively exploited by designs of future active prostheses. As such, techniques for the modulation of the sensory input associated with paradigms from interaction with the environment may add another dimension of protheses towards integrating personalized therapy for PLP. Full article
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<p>Phases of EPIONE protocol and timeline (in weeks) for sessions for the two participants. In week zero (w<sup>0</sup>), no procedures were performed. Pre-screening session S<sub>0</sub> not included. Baseline and entry sessions for participant P1 were carried out on Mondays and Fridays, and therapy sessions were carried out on all weekdays in week 1, 2 (except Thursday) and in week 3 (except Monday and Tuesday). Baseline and entry sessions for participant P2 were carried out on Mondays and Wednesdays; therapy sessions were carried out on Mondays, Wednesdays, and Fridays in week 1, 2, 3, and 4 (except Friday in this week). The follow-up phase (week 6, 8, and 12) is not represented in the figure.</p>
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<p>(<b>a</b>) RSAs identified using tactile stimuli (brush). (<b>a1</b>) Maps of location—intensity of sensation evoked in the phantom hand using brush, for each RSA. For RSA1, 2, and 3 on a VAS<sub>S</sub> (0 = no sensation, 10 = most intense non-painful sensation perceivable) and for RSA 4 on VAS<sub>P</sub> (0 = no pain and 10 = worst imaginable pain), VAS score is presented for each RSA in <a href="#app1-prosthesis-06-00001" class="html-app">Appendix A</a>, <a href="#prosthesis-06-00001-t0A1" class="html-table">Table A1</a>. (<b>b</b>) Position of electrodes on and around RSAs, for each channel, and cumulative maps of location-intensity (VAS<sub>S</sub>, colorbar), top panel, and location-rate of occurrence (normalized units, colorbar), bottom panel, of sensation in phantom hand evoked using electrical stimuli; (<b>b1</b>) single-channel stimulation for Ch1, 2, 3, and 4 (left to right); (<b>b2</b>) single-channel stimulation combined, randomized Ch1, 2, 3, and 4 (<b>b3</b>) multi-channel stimulation on two channels, combined; (<b>b4</b>) multi-channel stimulation on three channels, combined; (<b>b5</b>) multi-channel stimulation on four channels, combined. Multi-channel stimulation for a given channel configuration was performed on all possible combinations (e.g., two-channel configuration yielded six combinations).</p>
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<p>(<b>a</b>) Position of phantom hand (participant with left-side amputation) illustrated with participant P1 using the right hand as typically experienced, before the baseline phase. (<b>b</b>) Cumulative maps, throughout several sessions, of mean values for the last 24 h (evaluated before each session) for PLP intensity (VAS<sub>P</sub>; 0 = no pain, 10 = worst pain imaginable, colorbar) and location (<b>left panel</b>), and PLP rate of occurrence (normalized units, colorbar) for given location (<b>right panel</b>), reported on the phantom hand for (<b>b1</b>) sessions S<sub>1</sub> to S<sub>4</sub>, (<b>b2</b>) sessions S<sub>5</sub> to S<sub>7</sub>, (<b>b3</b>) sessions S<sub>8</sub> to S<sub>12</sub>, and (<b>b4</b>) sessions S<sub>13</sub> to S<sub>18</sub>. (<b>c</b>) Position of phantom hand before and after (<b>c1</b>) session S<sub>5</sub>, (<b>c2</b>) session S<sub>7</sub>, (<b>c3</b>) session S<sub>12</sub>, and (<b>c4</b>) session S<sub>17</sub>. At the end of session S<sub>18</sub>, position of the phantom hand remained open as that reported at the end of session S<sub>17</sub>, illustrated in (<b>c4</b>). However, the participant reported that almost half of the phantom hand (starting from the ulnar side of the wrist and continuing with the little and ring fingers) could no longer be perceived.</p>
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<p>(<b>a</b>) Maps of RSAs for session S5 (a number of 15 RSAs where identified); (<b>b</b>) position of electrodes for six-channel configuration for session S5.</p>
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<p>Position of phantom hand was experienced by participant P2 as a tight fist at all times before and during the experiment, with the exception of the temporary opening of the phantom hand reported at the end of the sessions S<sub>13</sub>, S<sub>14</sub>, S<sub>16</sub>, and S<sub>17</sub>. The temporary opening effect of the phantom hand lasted up to three hours. Position of phantom hand at the beginning, as tight fist, and at the end of session, as partially open hand, illustrated by participant P2 with the right hand (participant had amputation of left hand) for (<b>a</b>) session S<sub>13</sub>, (<b>b</b>) session S<sub>14</sub>, (<b>c</b>) session S<sub>16</sub>, and (<b>d</b>) session S<sub>17</sub>. The phantom hand returned to the usual tight-fist position after the temporary hand-opening effect (hand opening lasting from two to three hours).</p>
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<p>(<b>a</b>) Reference system for reporting location and size of RSAs in upper-limb amputees enrolled in the EPIONE protocol. For participant P2 with transradial amputation, the reference line was drawn through the point R<sub>2</sub> (middle of the antecubital fossa, regarded as the origin of the reference system) and a point R<sub>3</sub> (defined using a scar on the stump at the amputation site) so that it reaches the acromioclavicular point (R<sub>1</sub>) when straightening the arm (in a position imagined with PH facing upwards). Three grid lines, segmented at 50 mm, normal to the reference line were drawn, dividing the reference line in two segments of 100 mm in the middle, one of 70 mm on the top, and one of 30 mm at the bottom. For participant P1 with the transhumeral amputation, the reference line was drawn through the point R<sub>1</sub> and R<sub>3</sub> (defined using a scar on the stump at the amputation site). The origin of the reference system was R<sub>3</sub>. The RSA reported through this reference system was approximated with an ellipse defined using center coordinates (distances along and normal to the reference line), major and minor diameters, and angle formed with the long axis of the ellipse to the reference line (see inset for the sign of these measures). The stump/arm was approximated with a cylinder. The surface of the cylinder in 3D was mapped to the 2D plane (surface at the amputation site rolled out in prolongation of the cylinder surface) showing the maps of RSAs and position of electrodes relative to these maps. Variations of referred sensation areas and cumulative maps for participant P2 are illustrated in the panels (<b>b1</b>,<b>b2</b>,<b>c1</b>,<b>c2</b>) and (<b>d</b>) as follows: (<b>b1</b>) The six-channel configuration for position of electrodes relative to the map of RSAs identified during session S<sub>5</sub> (as shown on images from <a href="#prosthesis-06-00001-f004" class="html-fig">Figure 4</a>a); this configuration of electrodes was used from session S5 to session S<sub>11</sub>. (<b>b2</b>) The five-channel configuration for position of electrodes relative to the map of RSAs identified during session S<sub>12</sub>; this configuration of electrodes was used from session S12 to session S<sub>19</sub>. (<b>c</b>) Cumulative maps for intensity (VAS<sub>S</sub> scale, 0 no sensation, 10 most intense sensation perceivable, colorbar) and location (top panel) and rate of occurrence (normalized units, colorbar) of sensation evoked using the light brush (test with light pressure applied with the glass ball showed similar maps) during (<b>c1</b>) session S<sub>5</sub> and (<b>c2</b>) session S<sub>12</sub>. Only sensation of touch was induced using brush/pressure; drawings at scale relative to grid lines, reference line, and the points R<sub>1</sub> and R<sub>3</sub>. (<b>d</b>) Maps of RSAs identified with the light brush during sessions S<sub>1</sub>, S<sub>2</sub>, S<sub>3</sub>, and S<sub>4</sub>.</p>
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<p>Cumulative maps for intensity (VASs; 0 = no sensation, 10 = most intense non-painful sensation perceivable) and location (<b>top panel</b>) and cumulative maps for rate of occurrence (normalized) for a given location (<b>bottom panel</b>) of non-painful sensation evoked in the phantom hand using electrical stimuli. The six-channel configuration for placement of electrodes was used from session S<sub>5</sub> to session S<sub>11</sub>. The five-channel configuration for placement of electrodes was used from session S<sub>12</sub> to session S<sub>19</sub> (<a href="#prosthesis-06-00001-f0A1" class="html-fig">Figure A1</a>) (<b>a</b>) session S<sub>8</sub>, single-channel stimulation, randomized on Ch1 to Ch4 (<b>b</b>) session S<sub>10</sub>, multi-channel stimulation, randomized on Ch1 to Ch4 (<b>c</b>) session S<sub>11</sub>, single-channel stimulation, randomized on Ch1 to Ch6 (<b>d</b>) session S<sub>11</sub>, multi-channel stimulation, randomized on Ch1 to Ch5 (<b>e</b>) session S<sub>12</sub>, multi-channel stimulation, randomized on Ch1 to Ch5, with low-energy stimulus (stimulus intensity below the mean value of the interval between sensation threshold and discomfort threshold) (<b>f</b>) session S<sub>16</sub> and S<sub>17</sub> multi-channel stimulation, randomized on Ch1 to Ch5, with high-energy stimulus (stimulus intensity above the mean value of the interval between sensation threshold and discomfort threshold).</p>
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18 pages, 4350 KiB  
Article
Implementation of an Intelligent EMG Signal Classifier Using Open-Source Hardware
by Nelson Cárdenas-Bolaño, Aura Polo and Carlos Robles-Algarín
Computers 2023, 12(12), 263; https://doi.org/10.3390/computers12120263 - 18 Dec 2023
Viewed by 1917
Abstract
This paper presents the implementation of an intelligent real-time single-channel electromyography (EMG) signal classifier based on open-source hardware. The article shows the experimental design, analysis, and implementation of a solution to identify four muscle movements from the forearm (extension, pronation, supination, and flexion), [...] Read more.
This paper presents the implementation of an intelligent real-time single-channel electromyography (EMG) signal classifier based on open-source hardware. The article shows the experimental design, analysis, and implementation of a solution to identify four muscle movements from the forearm (extension, pronation, supination, and flexion), for future applications in transradial active prostheses. An EMG signal acquisition instrument was developed, with a 20–450 Hz bandwidth and 2 kHz sampling rate. The signals were stored in a Database, as a multidimensional array, using a desktop application. Numerical and graphic analysis approaches for discriminative capacity were proposed for feature analysis and four feature sets were used to feed the classifier. Artificial Neural Networks (ANN) were implemented for time-domain EMG pattern recognition (PR). The system obtained a classification accuracy of 98.44% and response times per signal of 8.522 ms. Results suggest these methods allow us to understand, intuitively, the behavior of user information. Full article
(This article belongs to the Special Issue Machine and Deep Learning in the Health Domain)
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<p>General configuration of the acquisition system.</p>
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<p>Block diagram of the electromyograph implemented.</p>
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<p>Position of electrodes located on the right arm of the test subjects.</p>
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<p>Amplifier based on the LF353.</p>
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<p>Summing amplifier based on the LF353.</p>
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<p>Hand movements to acquire the EMG signals. (<b>a</b>) extension; (<b>b</b>) pronation; (<b>c</b>) supination; (<b>d</b>) flexion.</p>
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<p>Scheme of database information.</p>
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<p>Outline of the sampling session.</p>
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<p>Scheme of a run.</p>
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<p>Movements and their associated colors for graphical analysis.</p>
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<p>Three-layer feed-forward ANN with n input neurons, 6 hidden neurons, and 4 output neurons for movement classification.</p>
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<p>(<b>a</b>) Main interface of the application; (<b>b</b>) Interface for the analysis of features; (<b>c</b>) Interface for the creation of the database; (<b>d</b>) Interface for the training of the neural network.</p>
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<p>Prototype implemented.</p>
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<p>Frequency spectrum obtained for four signals corresponding to the four positions of the database. (<b>a</b>) Spectrum up to 1000 Hz; (<b>b</b>) Spectrum up to 100 Hz.</p>
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<p>Results of the numerical analysis of discriminative capacity. (<b>a</b>) subject 1; (<b>b</b>) subject 2.</p>
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<p>Graphical representation of the information distribution for the EMG signals of four features: (<b>a</b>) IEMG; (<b>b</b>) RMS; (<b>c</b>) SSI; (<b>d</b>) VAR.</p>
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15 pages, 921 KiB  
Article
Feasibility and Safety of the Routine Distal Transradial Approach in the Anatomical Snuffbox for Coronary Procedures: The ANTARES Randomized Trial
by Łukasz Koziński, Zbigniew Orzałkiewicz and Alicja Dąbrowska-Kugacka
J. Clin. Med. 2023, 12(24), 7608; https://doi.org/10.3390/jcm12247608 - 11 Dec 2023
Cited by 5 | Viewed by 1264
Abstract
The distal transradial approach (dTRA) through the anatomical snuffbox is hypothesized to offer greater benefits than the conventional transradial access (cTRA) for patients undergoing coronary procedures. Our goal was to assess the safety and efficacy of dTRA. Out of 465 consecutive Caucasian patients, [...] Read more.
The distal transradial approach (dTRA) through the anatomical snuffbox is hypothesized to offer greater benefits than the conventional transradial access (cTRA) for patients undergoing coronary procedures. Our goal was to assess the safety and efficacy of dTRA. Out of 465 consecutive Caucasian patients, 400 were randomized (1:1) to dTRA or cTRA in a prospective single-center trial. Clinical and ultrasound follow-ups were obtained at 24 h and 60 days post-procedure. The primary combined endpoint consisted of access crossover, access-related complications, and major adverse cardiovascular events (MACE). Secondary endpoints included clinical success endpoints (puncture success, crossover, and access time), access-site complications endpoints, and MACE at 60 days. The primary endpoint was significantly higher in the dTRA [odds ratio (OR): 2.31, 95% confidence interval (CI): 1.38–3.86, p = 0.001]. Clinical success endpoints, namely crossover (10% vs. 3.5%, p < 0.05) and access-time [median: 140s (85–322) vs. 80s (58–127), p < 0.001], did not favor the dTRA, despite a similar success rate in radial artery puncture between the dTRA and cTRA (99.5% vs. 99%). Radial artery spasm (19% vs. 4.5%, p < 0.0001), physical discomfort during access, and transient thumb numbness after the procedure occurred more frequently with the dTRA. However, early (2.5% vs. 4.5%, p = 0.41) and mid-term (2.5% vs. 3%, p = 0.98) forearm radial artery occlusion rates were comparable between the dTRA and cTRA. Randomization to the dTRA, lower forearm radial pulse volume, higher body mass index, and lower body surface area independently predicted the primary endpoint in multivariate analysis. In the interaction effect analysis, only diabetes increased the incidence of the primary endpoint with the dTRA (OR: 18.67, 95% CI: 3.96–88.07). The dTRA was a less favorable strategy than cTRA during routine coronary procedures due to a higher incidence of arterial spasm and the necessity for access crossover. The majority of local complications following the dTRA were clinically minor complications. Individuals with diabetes were particularly susceptible to complications associated with the dTRA. Full article
(This article belongs to the Section Cardiovascular Medicine)
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<p>Study flow chart. TRA = transradial approach; CKD = chronic kidney disease; MI = myocardial infarction.</p>
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<p>Selected study outcomes for the intention-to-treat and treatment-per-protocol analyses. The primary composite endpoint consisted of access crossover, major adverse cardiovascular events, and access-related vascular complications. RAO = radial artery occlusion; MACE = major adverse cardiac and cerebrovascular events.</p>
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0 pages, 2055 KiB  
Project Report
Combining Surgical Innovations in Amputation Surgery—Robotic Harvest of the Rectus Abdominis Muscle, Transplantation and Targeted Muscle Reinnervation Improves Myocontrol Capability and Pain in a Transradial Amputee
by Jennifer Ernst, Janne M. Hahne, Marko Markovic, Arndt F. Schilling, Lisa Lorbeer, Marian Grade and Gunther Felmerer
Medicina 2023, 59(12), 2134; https://doi.org/10.3390/medicina59122134 - 7 Dec 2023
Cited by 1 | Viewed by 1202
Abstract
Adding robotic surgery to bionic reconstruction might open a new dimension. The objective was to evaluate if a robotically harvested rectus abdominis (RA) transplant is a feasible procedure to improve soft-tissue coverage at the residual limb (RL) and serve as a recipient for [...] Read more.
Adding robotic surgery to bionic reconstruction might open a new dimension. The objective was to evaluate if a robotically harvested rectus abdominis (RA) transplant is a feasible procedure to improve soft-tissue coverage at the residual limb (RL) and serve as a recipient for up to three nerves due to its unique architecture and to allow the generation of additional signals for advanced myoelectric prosthesis control. A transradial amputee with insufficient soft-tissue coverage and painful neuromas underwent the interventions and was observed for 18 months. RA muscle was harvested using robotic-assisted surgery and transplanted to the RL, followed by end-to-end neurroraphy to the recipient nerves of the three muscle segments to reanimate radial, median, and ulnar nerve function. The transplanted muscle healed with partial necrosis of the skin mesh graft. Twelve months later, reliable, and spatially well-defined Hoffmann–Tinel signs were detectable at three segments of the RA muscle flap. No donor-site morbidities were present, and EMG activity could be detected in all three muscle segments. The linear discriminant analysis (LDA) classifier could reliably distinguish three classes within 1% error tolerance using only the three electrodes on the muscle transplant and up to five classes outside the muscle transplant. The combination of these surgical procedure advances with emerging (myo-)control technologies can easily be extended to different amputation levels to reduce RL complications and augment control sites with a limited surface area, thus facilitating the usability of advanced myoelectric prostheses. Full article
(This article belongs to the Special Issue Innovations in Amputation Care)
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<p>Evolution of the transradial residual limb (<b>a</b>–<b>d</b>). The proximal blue line indicates the elbow fold; the distal two blue lines the segments of the RA muscle. The green line marks the border of the RA muscle. (<b>a</b>) Preoperative pictures: the markings indicate the position of the electrodes of the previous two-channel myoelectric-controlled prosthesis and the maximum felt tingling after percussion (HT sign). (<b>b</b>) Intraoperative picture with draped nerves to indicate the dorsally to the muscle graft performed epimysial coaptation site of the radial, median, and ulnar nerves to the three segments. (<b>c</b>) The free muscle flap was covered with skin mesh graft after anastomosis and nerve transfer. (<b>d</b>) RL after wound healing eight months post-surgery.</p>
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<p>EMG recording sites, specified by palpation. Channel 1–3 on the three compartments of the transplant and channels 4–13 on neighboring muscles. (<b>a</b>) Ventromedial RL, (<b>b</b>) dorsolateral RL, (<b>c</b>) ventrolateral RL.</p>
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<p>Sensation in the area of the transplant. (<b>a</b>) Locations of Hoffmann<tt>–</tt>Tinel signs at the residual limb (RL). (<b>b</b>) Phantom sensations are elicited reliably by percussion of the RL referring to ulnar, median, and radial distribution areas.</p>
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<p>EMG activity patterns of the three segments of the RA muscle during selected phantom limb motions. All three compartments showed EMG activity clearly above baseline noise (indicated as rest), and their activation rations changed during the execution of different phantom limb motions. Interestingly, the index finger extension provides the strongest signal within the ulnar nerve segment and not on the radial segment. This can be caused by the natural co-activity of the agonist and antagonist muscles or due to the imagined motion including and hyperextension of the 5th interphalangeal joints by the lumbrical muscle. The 3rd and 4th lumbricals are ulnar-innervated intrinsic muscles of the hand that flex the metacarpophalangeal joints and extend the interphalangeal joints.</p>
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<p>Classification accuracy using the transplant, other EMG sites, and a combination of both for a different number of classes.</p>
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18 pages, 6318 KiB  
Article
A Wearable Force Myography-Based Armband for Recognition of Upper Limb Gestures
by Mustafa Ur Rehman, Kamran Shah, Izhar Ul Haq, Sajid Iqbal and Mohamed A. Ismail
Sensors 2023, 23(23), 9357; https://doi.org/10.3390/s23239357 - 23 Nov 2023
Cited by 1 | Viewed by 1125
Abstract
Force myography (FMG) represents a promising alternative to surface electromyography (EMG) in the context of controlling bio-robotic hands. In this study, we built upon our prior research by introducing a novel wearable armband based on FMG technology, which integrates force-sensitive resistor (FSR) sensors [...] Read more.
Force myography (FMG) represents a promising alternative to surface electromyography (EMG) in the context of controlling bio-robotic hands. In this study, we built upon our prior research by introducing a novel wearable armband based on FMG technology, which integrates force-sensitive resistor (FSR) sensors housed in newly designed casings. We evaluated the sensors’ characteristics, including their load–voltage relationship and signal stability during the execution of gestures over time. Two sensor arrangements were evaluated: arrangement A, featuring sensors spaced at 4.5 cm intervals, and arrangement B, with sensors distributed evenly along the forearm. The data collection involved six participants, including three individuals with trans-radial amputations, who performed nine upper limb gestures. The prediction performance was assessed using support vector machines (SVMs) and k-nearest neighbor (KNN) algorithms for both sensor arrangments. The results revealed that the developed sensor exhibited non-linear behavior, and its sensitivity varied with the applied force. Notably, arrangement B outperformed arrangement A in classifying the nine gestures, with an average accuracy of 95.4 ± 2.1% compared to arrangement A’s 91.3 ± 2.3%. The utilization of the arrangement B armband led to a substantial increase in the average prediction accuracy, demonstrating an improvement of up to 4.5%. Full article
(This article belongs to the Special Issue Human Activity Recognition Using Sensors and Machine Learning)
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<p>Step-by-step illustration of FSR placement between both casings.</p>
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<p>FMG band and signal conditioning circuitry.</p>
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<p>Schematic of FMG data acquisition.</p>
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<p>Selected gestures.</p>
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<p>Experimental setup for data collection.</p>
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<p>FMG armband: (<b>a</b>) arrangement A and (<b>b</b>) arrangement B configuration on subject No. 3.</p>
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<p>Force vs. voltage graph.</p>
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<p>FMG signals acquired for various gestures.</p>
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<p>SD of the three gestures across the trials in subjects.</p>
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<p>Confusion matrix of (<b>a</b>) arrangement A and (<b>b</b>) arrangement B using SVM.</p>
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<p>Confusion matrix of (<b>a</b>) arrangement A and (<b>b</b>) arrangement B using KNN.</p>
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<p>Individual subject classification results.</p>
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<p>Average classification accuracies using arrangement A and arrangement B.</p>
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<p>Four classifiers’ average classification accuracy.</p>
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<p>SVM confusion matrix for (<b>a</b>) arrangement A and (<b>b</b>) arrangement B while predicting hand gestures.</p>
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<p>KNN confusion matrix for (<b>a</b>) arrangement A and (<b>b</b>) arrangement B while predicting hand gestures.</p>
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<p>SVM confusion matrix for (<b>a</b>) arrangement A and (<b>b</b>) arrangement B while predicting wrist and forearm gestures.</p>
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<p>KNN confusion matrix for (<b>a</b>) arrangement A and (<b>b</b>) arrangement B while predicting wrist and forearm gestures.</p>
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5 pages, 1953 KiB  
Interesting Images
Use of Transradial Access to Install Two Sequential Stents for Pseudoaneurysms along the Celiac Artery and Common Hepatic Artery Axes
by Abheek Ghosh, Sean Lee, Christina Lim, Tanvir Agnihotri and Nabeel Akhter
Diagnostics 2023, 13(20), 3273; https://doi.org/10.3390/diagnostics13203273 - 21 Oct 2023
Cited by 1 | Viewed by 905
Abstract
Transfemoral access is the most common method for stenting visceral aneurysms. Over the years, transradial access has gained tremendous traction in interventional procedures due to many reported benefits, including increased patient comfort, decreased procedural cost, and reduced rates of procedural complications, among others. [...] Read more.
Transfemoral access is the most common method for stenting visceral aneurysms. Over the years, transradial access has gained tremendous traction in interventional procedures due to many reported benefits, including increased patient comfort, decreased procedural cost, and reduced rates of procedural complications, among others. Moreover, transradial access can serve as a valuable alternative when transfemoral access may be contraindicated. Here, we successfully utilized transradial access to sequentially place two stents for pseudoaneurysms in the celiac artery and common hepatic artery. Full article
(This article belongs to the Special Issue Advances in Diagnostic and Interventional Radiology)
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<p>Celiac arteriogram shows the presence of two pseudoaneurysms (stars) along the celiac artery (blue arrow) and common hepatic artery (white arrow). Other notable vessels include the left gastric artery (orange arrow), proper hepatic artery (purple arrow), right gastric artery (green arrow) and splenic artery (red arrow) previously ligated at time of splenectomy.</p>
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<p>A Truselect microcatheter with the help of a fathom wire was placed into the common and right hepatic artery (HA); common and right hepatic arteriograms were then performed. A microcatheter was placed deep into the right HA branch (blue arrow).</p>
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<p>A V18 exchange-length wire (blue arrow) was placed through the microcatheter into the right HA branch.</p>
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<p>Arteriogram of the common hepatic artery after placement of the first stent (blue arrow) shows resolution of the pseudoaneurysm in the common hepatic artery but persistence of the pseudoaneurysm (star) in the celiac axis.</p>
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<p>Celiac arteriogram after placement of both stents (stars) shows resolution of the pseudoaneurysms (double-headed arrow). This arteriogram shows a patent celiac axis, patent left gastric artery, patent stents in the celiac axis, and CHA without visualization of an aneurysm, pseudoaneurysm, or any extravasation with patent hepatic artery, right and left hepatic arteries, or branches.</p>
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12 pages, 3495 KiB  
Article
Improving Motion Intention Recognition for Trans-Radial Amputees Based on sEMG and Transfer Learning
by Chuang Lin, Xinyue Niu, Jun Zhang and Xianping Fu
Appl. Sci. 2023, 13(19), 11071; https://doi.org/10.3390/app131911071 - 8 Oct 2023
Cited by 1 | Viewed by 1091
Abstract
Hand motion intentions can be detected by analyzing the surface electromyographic (sEMG) signals obtained from the remaining forearm muscles of trans-radial amputees. This technology sheds new light on myoelectric prosthesis control; however, fewer signals from amputees can be collected in clinical practice. The [...] Read more.
Hand motion intentions can be detected by analyzing the surface electromyographic (sEMG) signals obtained from the remaining forearm muscles of trans-radial amputees. This technology sheds new light on myoelectric prosthesis control; however, fewer signals from amputees can be collected in clinical practice. The collected signals can further suffer from quality deterioration due to the muscular atrophy of amputees, which significantly decreases the accuracy of hand motion intention recognition. To overcome these problems, this work proposed a transfer learning strategy combined with a long-exposure-CNN (LECNN) model to improve the amputees’ hand motion intention recognition accuracy. Transfer learning can leverage the knowledge acquired from intact-limb subjects to amputees, and LECNN can effectively capture the information in the sEMG signals. Two datasets with 20 intact-limb and 11 amputated-limb subjects from the Ninapro database were used to develop and evaluate the proposed method. The experimental results demonstrated that the proposed transfer learning strategy significantly improved the recognition performance (78.1%±19.9%, p-value < 0.005) compared with the non-transfer case (73.4%±20.8%). When the source and target data matched well, the after-transfer accuracy could be improved by up to 8.5%. Compared with state-of-the-art methods in two previous studies, the average accuracy was improved by 11.6% (from 67.5% to 78.1%, p-value < 0.005) and 12.1% (from 67.0% to 78.1%, p-value < 0.005). This result is also among the best from the contrast methods. Full article
(This article belongs to the Topic Artificial Intelligence in Healthcare - 2nd Volume)
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<p>The whole workflow of the motion intention recognition system. Raw signals were first separated using a 200 ms sliding window with a 10 ms increment to extract the mDWT features. The mDWT features were then divided into samples in size of <math display="inline"><semantics> <mrow> <mrow> <mn>200</mn> <mo>×</mo> <mn>48</mn> </mrow> </mrow> </semantics></math> (where the sample size is explained in <a href="#sec2dot3dot1-applsci-13-11071" class="html-sec">Section 2.3.1</a>) with a 20 overlap for classification.</p>
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<p>The 17 classified gestures in this work. Gesture 1 is represented as m1, gesture 2 is represented as m2, and so on.</p>
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<p>Twelvechannel raw sEMG signals from an amputee vs. the corresponding mDWT features.</p>
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<p>Long-exposure segmentation to build inputs which contain more detailed information on time and space. One minor processing window contains 12 channels of 100 ms sEMG with an increment of 0.5 ms. Each minor processing window is used to calculate one subframe of the mDWT features. The final input contains 200 subframes of mDWT features.</p>
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<p>The proposed LECNN structure. All three convolutional layers contained a convolutional layer and a BN layer, while an additional pooling layer was added in Block2. A ReLU layer was adopted as an activation function after each BN layer. The sizes of filters in the three convolutional layers were <math display="inline"><semantics> <mrow> <mrow> <mn>3</mn> <mo>×</mo> <mn>3</mn> </mrow> </mrow> </semantics></math>, <math display="inline"><semantics> <mrow> <mrow> <mn>3</mn> <mo>×</mo> <mn>3</mn> </mrow> </mrow> </semantics></math>, and <math display="inline"><semantics> <mrow> <mrow> <mn>1</mn> <mo>×</mo> <mn>1</mn> </mrow> </mrow> </semantics></math>, respectively. The pooling operation was completed using <math display="inline"><semantics> <mrow> <mrow> <mn>2</mn> <mo>×</mo> <mn>2</mn> </mrow> </mrow> </semantics></math> filters.</p>
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<p>The process of transfer learning. Parameters of three convolutional blocks in the pretrained source model were first transferred to the target model, serving as the initial value of the parameters. The parameters of Block1 were then fixed without updating, while Block2, Block3, and the fully connected layer were finetuned using the target data.</p>
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<p>Recognition performance comparison between LECNN-TLs and LECNN-Onlys. The (<b>left</b>) is the classification accuracy, and the (<b>right</b>) is the weighted F1-score. The results of each amputee are presented to show the effectiveness of transfer learning on each individual.</p>
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<p>Classification accuracies comparison of each gesture. The fact that the orange line lies higher than the blue one proves the improvement in accuracy on each gesture after using the proposed transfer learning strategy.</p>
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<p>Correlations of classification accuracy and two clinical amputation parameters. (<b>a</b>) is the correlation between classification accuracy and Remaining forearm percentage. (<b>b</b>) is the correlation between classification accuracy and Years since amputation.</p>
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