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What happens once a cortical territory becomes functionally redundant? We studied changes in brain function and behavior for the remaining hand in humans (male and female) with either a missing hand from birth (one-handers) or due to amputation. Previous studies reported that amputees, but not one-handers, show increased ipsilateral activity in the somatosensory territory of the missing hand (i.e., remapping). We used a complex finger task to explore whether this observed remapping in amputees involves recruiting more neural resources to support the intact hand to meet greater motor control demands. Using basic fMRI analysis, we found that only amputees had more ipsilateral activity when motor demand increased; however, this did not match any noticeable improvement in their behavioral task performance. More advanced multivariate fMRI analyses showed that amputees had stronger and more typical representation-relative to controls' contralateral hand representation-compared with one-handers. This suggests that in amputees, both hand areas work together more collaboratively, potentially reflecting the intact hand's efference copy. One-handers struggled to learn difficult finger configurations, but this did not translate to differences in univariate or multivariate activity relative to controls. Additional white matter analysis provided conclusive evidence that the structural connectivity between the two hand areas did not vary across groups. Together, our results suggest that enhanced activity in the missing hand territory may not reflect intact hand function. Instead, we suggest that plasticity is more restricted than generally assumed and may depend on the availability of homologous pathways acquired early in life.
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Amputados , Mapeo Encefálico , Masculino , Humanos , Femenino , Mapeo Encefálico/métodos , Mano , Amputación Quirúrgica , Análisis y Desempeño de Tareas , Imagen por Resonancia Magnética/métodos , Lateralidad FuncionalRESUMEN
BACKGROUND: Studies suggest that ambulation after major lower extremity amputation (LEA) is low and mortality after LEA is high. Successful prosthetic fitting after LEA has a significant quality of life benefit; however, it is unclear if there are benefits in post-LEA mortality. Our objective was to examine a contemporary cohort of patients who underwent LEA and determine if there is an association between fitting for a prosthetic and mortality. METHODS: We reviewed all patients who underwent LEA between 2015 and 2022 at two academic health care systems in a large metropolitan city. The exposure of interest was prosthetic fitting after LEA. The primary outcomes were mortality within 1 and 3 years of follow-up. Ambulation after LEA was defined as being ambulatory with or without an assistive device. Patients with prior LEA were excluded. Extended Cox models with time-dependent exposure were used to evaluate the association between prosthetic fitting and mortality at 1 and 3 years of follow-up. RESULTS: Among 702 patients who underwent LEA, the mean (SD) age was 64.3 (12.6) years and 329 (46.6%) were fitted for prosthetic. The study population was mostly male (n = 488, 69.5%), predominantly non-Hispanic Black (n = 410, 58.4%), and nearly one-fifth were non-ambulatory before LEA (n = 139 [19.8%]). Of note, 14.3% of all subjects who were nonambulatory at some point after LEA, and 28.5% of patients not ambulatory preoperatively were eventually ambulatory after LEA. The rate of death among those fitted for a prosthetic was 12.0/100 person-years at 1 year and 5.8/100 person-years at 3 years of follow-up; among those not fitted for a prosthetic, the rate of death was 55.7/100 person-years and 50.7/100 person-years at 1 and 3 years of follow-up, respectively. After adjusting for several sociodemographic data points, comorbidities, pre- or post- coronavirus disease 2019 pandemic timeframe, and procedural factors, prosthetic fitting is associated with decreased likelihood of mortality within 1 year of follow-up (adjusted hazard ratio, 0.24; 95% confidence interval, 0.14-0.40) as well as within 3 years (adjusted hazard ratio, 0.40; 95% confidence interval, 0.29-0.55). CONCLUSIONS: Prosthetic fitting is associated with improved survival, and preoperative functional status does not always predict postoperative functional status. Characterizing patient, surgical, and rehabilitation factors associated with receipt of prosthetic after LEA may improve long-term survival in these patients. Process measures employed by the Department of Veterans Affairs, such as prosthetic department evaluation of all amputees, may represent a best practice.
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Amputación Quirúrgica , Miembros Artificiales , Ajuste de Prótesis , Humanos , Masculino , Femenino , Persona de Mediana Edad , Amputación Quirúrgica/mortalidad , Anciano , Estudios Retrospectivos , Factores de Riesgo , Extremidad Inferior/irrigación sanguínea , Extremidad Inferior/cirugía , Factores de Tiempo , Amputados/rehabilitación , COVID-19/mortalidad , Medición de Riesgo , Resultado del TratamientoRESUMEN
OBJECTIVE: Elicit preferred terminology among people with limb difference, as well as healthcare and/or research professionals. DESIGN: Cross-sectional survey. SETTING: Online. PARTICIPANTS: A convenience sample of 122 individuals (people with limb difference n=65; healthcare and/or research professionals n=57) completed an online survey. People were included if they: 1) were 18 years of age or older, 2) self-identified as having limb difference (regardless of etiology) or as a healthcare or research professional (with experience working with people with limb difference), and 3) lived in the US for the majority of the time in their selected role. INTERVENTIONS: N/A MAIN OUTCOME MEASURE(S): Importance of terminology, preference towards person-first or identity-first terms, preferred terms, and individual perspectives on terminology preferences. RESULTS: Most participants identified as White (92.6%). Age significantly differed between groups (people with limb difference= 49.9 ± 15.4; professionals=41.0 ± 14.3; p=0.001). Fewer professionals (5.3%) reported that terminology was slightly or not at all important to them, compared to people with limb difference (approximately 30%) (χ2=16.6, p=0.002). While 73.7% of professionals reported a preference for person-first terminology, the sample of people with limb difference were more evenly split, as 42.9% reported preferences for identity-first terminology and 50.8% reported a preference for person-first terminology. The most frequently selected limb and population terms, respectively, were residual limb and individual/person with limb difference, except many people with limb difference indicated they preferred "amputee" when speaking about a population. CONCLUSIONS: The majority of participants indicated terminology was very or extremely important, and both groups tended to prefer the terms residual limb (limb term) and individual/person with limb difference (population term). However, this study does not intend to recommend terminology, but rather help inform terminology choices that are centered around people with limb difference. Individuality and context should be considered when deciding terminology. Future studies should include more participants from racially/ethnically minoritized groups, and people with limb difference who have dysvascular and/or congenital etiologies.
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OBJECTIVE: Three-phase graded motor imagery (limb laterality, explicit motor imagery, and mirror therapy) has been successful in chronic pain populations. However, when applied to phantom limb pain, an amputation-related pain, investigations often use mirror therapy alone. We aimed to explore evidence for graded motor imagery and its phases to treat phantom limb pain. DATA SOURCES: A scoping review was conducted following the JBI Manual of Synthesis and Preferred Reporting Items for Systematic Review and Meta-Analyses extension for Scoping Reviews. Thirteen databases, registers, and websites were searched. REVIEW METHODS: Published works on any date prior to the search (August 2023) were included that involved one or more graded motor imagery phases for participants ages 18+ with amputation and phantom limb pain. Extracted data included study characteristics, participant demographics, treatment characteristics, and outcomes. RESULTS: Sixty-one works were included representing 19 countries. Most were uncontrolled studies (31%). Many participants were male (75%) and had unilateral amputations (90%) of varying levels, causes, and duration. Most works examined one treatment phase (92%), most often mirror therapy (84%). Few works (3%) reported three-phase intervention. Dosing was inconsistent across studies. The most measured outcome was pain intensity (95%). CONCLUSION: Despite the success of three-phase graded motor imagery in other pain populations, phantom limb pain research focuses on mirror therapy, largely ignoring other phases. Participant demographics varied, making comparisons difficult. Future work should evaluate graded motor imagery effects and indicators of patient success. The represented countries indicate that graded motor imagery phases are implemented internationally, so future work could have a widespread impact.
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Amputados , Miembro Fantasma , Humanos , Masculino , Femenino , Miembro Fantasma/etiología , Miembro Fantasma/terapia , Amputación Quirúrgica/efectos adversos , Imágenes en Psicoterapia , Manejo del DolorRESUMEN
BACKGROUND: The therapeutic benefits of motor imagery (MI) are now well-established in different populations of persons suffering from central nervous system impairments. However, research on similar efficacy of MI interventions after amputation remains scarce, and experimental studies were primarily designed to explore the effects of MI after upper-limb amputations. OBJECTIVES: The present comparative study therefore aimed to assess the effects of MI on locomotion recovery following unilateral lower-limb amputation. METHODS: Nineteen participants were assigned either to a MI group (n = 9) or a control group (n = 10). In addition to the course of physical therapy, they respectively performed 10 min per day of locomotor MI training or neutral cognitive exercises, five days per week. Participants' locomotion functions were assessed through two functional tasks: 10 m walking and the Timed Up and Go Test. Force of the amputated limb and functional level score reflecting the required assistance for walking were also measured. Evaluations were scheduled at the arrival at the rehabilitation center (right after amputation), after prosthesis fitting (three weeks later), and at the end of the rehabilitation program. A retention test was also programed after 6 weeks. RESULTS: While there was no additional effect of MI on pain management, data revealed an early positive impact of MI for the 10 m walking task during the pre-prosthetic phase, and greater performance during the Timed Up and Go Test during the prosthetic phase. Also, a lower proportion of participants still needed a walking aid after MI training. Finally, the force of the amputated limb was greater at the end of rehabilitation for the MI group. CONCLUSION: Taken together, these data support the integration of MI within the course of physical therapy in persons suffering from lower-limb amputations.
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Amputados , Miembros Artificiales , Humanos , Equilibrio Postural , Estudios de Tiempo y Movimiento , Amputación Quirúrgica , Amputados/rehabilitación , Caminata/fisiologíaRESUMEN
OBJECTIVE: The aim of this study was to evaluate the prevalence of, and explore factors related to, prescription of potentially inappropriate medications (PIMs) among older adults with lower-limb loss (LLL). METHODS: This was a secondary analysis of a cross-sectional dataset collected through an interdisciplinary limb loss clinic between September 2013 and November 2022. Self-report medication lists were reviewed during in-clinic face-to-face interviews and compared to the American Geriatrics Society Beers Criteria corresponding to the patient's evaluation year. RESULTS: Of 82 participants (72.9 ± 6.6 years-old; 78.0 % male), n = 41 (50.0 %) reported using one or more PIM. PIM prescription was significantly associated with presence of phantom limb pain, history of upper gastrointestinal issues, and a greater number of medications. DISCUSSION: Polypharmacy and PIM use are common among older adults with LLL. Greater attention should be paid to medications post-amputation, especially pain management medications, to minimize potential adverse side-effects.
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Geriatría , Lista de Medicamentos Potencialmente Inapropiados , Humanos , Masculino , Anciano , Femenino , Prescripción Inadecuada , Estudios Transversales , PolifarmaciaRESUMEN
OBJECTIVE: To answer the following questions: (1) Do physical activity (PA) and exercise improve fitness, mobility, and functional capacity among adults with lower limb amputation (LLA) and (2) What is the type and minimum dose of PA (frequency, intensity and duration) needed? DESIGN: Systematic review. SETTING: Outpatient intervention, outside of the prosthetic rehabilitation phase. PARTICIPANTS: Adults with lower limb amputation living in the community. INTERVENTION: Any physical activity or exercise intervention. OUTCOMES AND MEASURES: Any fitness, mobility, or functional capacity indicators and measurements. RESULTS: Twenty-three studies were included, totaling 408 adults with LLA. Studies evaluated the effect of structured PA sessions on fitness, mobility, and functional capacity. The highest evidence is for mixed exercise programs, that is, programs combining aerobic exercise with strengthening or balance exercise. There is moderate confidence that 1-3 sessions of 20-60 minutes of exercise per week improves balance, walking speed, walking endurance, and transfer ability in adults with LLA above the ankle. As for flexibility, cardiorespiratory health, lower-limb muscles strength, and functional capacity, there was low confidence that exercise improves these fitness components because of the lack of studies. CONCLUSION: Exercise 1-3 times per week may improve balance, walking speed, walking endurance, and transfer ability in adults with LLA, especially when combining aerobic exercises with lower limb strengthening or balance exercises. There is a need for most robust studies focusing on the effect of PA on cardiorespiratory health, muscles strength, flexibility, and functional status.
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OBJECTIVE: The study purpose was three-fold: (a) to describe the development of the Functional Lower-Limb Amputee Gait Assessment, (b) to determine its reliability with two groups of raters, physical therapists, and certified prosthetists, and (c) to determine the agreement on its results between the two groups. DESIGN: A reliability study. SETTING: Institution for higher education. PARTICIPANTS: Five physical therapists and five certified prosthetists. INTERVENTION: Not applicable. MAIN MEASURE: The gait of people with unilateral lower limb amputation was evaluated using the Functional Lower-Limb Amputee Gait Assessment. Kappa statistic was used to analyze reliability. RESULTS: The intra-rater reliability of nine gait deviations in the physical therapists' group and eight in the certified prosthetists' group was between moderate and almost perfect agreement (kappa = .41-1). In the physical therapists' group, the inter-rater reliability of four gait deviations was moderate (kappa = .41-.6). In the certified prosthetists' group, the inter-rater reliability of six gait deviations was moderate to substantial (kappa = .41-.8). Three gait deviations achieved moderate agreement in both groups of clinicians (kappa = .41-.6). CONCLUSIONS: Most gait deviations included in the Functional Lower-Limb Amputee Gait Assessment appear stable over time when used by the same clinician. Six gait deviations in the certified prosthetists' group and four in the physical therapists' group may be used by multiple clinicians, and three gait deviations may be used across both professions to assist in communication and collaboration on the best course of treatment for a patient with a unilateral lower limb amputation.
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Wearable sensors allow for the objective analysis of gait and motion both in and outside the clinical setting. However, it remains a challenge to apply such systems to highly diverse patient populations, including individuals with lower-limb amputations (LLA) that present with unique gait deviations and rehabilitation goals. This paper presents the development of a novel method using continuous gyroscope data from a single inertial sensor for person-specific classification of gait changes from a physiotherapist-led gait training session. Gyroscope data at the thigh were collected using a wearable gait analysis system for five LLA before, during, and after completing a gait training session. Data from able-bodied participants receiving no intervention were also collected. Models using dynamic time warping (DTW) and Euclidean distance in combination with the nearest neighbor classifier were applied to the gyroscope data to classify the pre- and post-training gait. The model achieved an accuracy of 98.65% ± 0.69 (Euclidean) and 98.98% ± 0.83 (DTW) on pre-training and 95.45% ± 6.20 (Euclidean) and 94.18% ± 5.77 (DTW) on post-training data across the participants whose gait changed significantly during their session. This study provides preliminary evidence that continuous angular velocity data from a single gyroscope could be used to assess changes in amputee gait. This supports future research and the development of wearable gait analysis and feedback systems that are adaptable to a broad range of mobility impairments.
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Amputados , Trastornos del Movimiento , Humanos , Marcha , Modalidades de Fisioterapia , Aprendizaje AutomáticoRESUMEN
BACKGROUND: This paper seeks to explore the pregnancy experiences of amputee women. Relatively little is known about pregnancy for amputees, but the wider literature on disability and pregnancy shows that the disabled pregnant body is often viewed as 'high risk'. The majority of amputations (90%) involve lower limb amputations; whilst our analytical interest was not limited to lower limb amputations, the sources we explored reflected the prevalence of lower limb amputees. METHODS: Using online blogs and first-person accounts from 6 different sources (3 authors of blogs, 2 authors of websites and 1 author of an information page on a general amputation website), we thematically analyse amputee women's own narratives around their experiences of pregnancy. FINDINGS: Four key themes were identified, which we describe as: The lack of information for the pregnant amputee; Managing risks; The embodied experience of suffering; and 'It's all worth it in the end'. Women amputees faced trade-offs between risks to self and the unborn child and reported physical discomforts due to pregnancy-related bodily changes impacting their prosthesis or residual limb. The challenges of pregnancy as an amputee were, however, all seen to be outweighed by the safe arrival of a healthy baby. CONCLUSIONS: The lack of information on pregnancy for amputees may affect women's resilience to the adaptation challenges they face. Research should further explore the experiences of amputee mothers to ensure adequate information is available to them and their caring professionals, and that the needs of women with more challenging experiences are also addressed.
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Amputados , Embarazo , Lactante , Femenino , Humanos , MadresRESUMEN
Research addressing lower limb amputee gait and prosthetic design often focuses on men, despite female lower limb amputees having different risk factors and lower success with their prosthetics overall. It is widely agreed that sex differences exist in able-bodied gait, but research analyzing sex differences in amputee gait is rare. This study compared male and female transtibial amputee gait to ascertain potential sex differences. Forty-five transtibial amputees were asked to walk at their self-selected speed, and spatiotemporal gait data were obtained. Both the mean and variability metric of parameters were analyzed for 10 male and 10 female participants. For all participants, amputated limbs had a shorter stance time, longer swing time, and larger step length. Females had a 10% shorter stance time and 26% larger normalized step and stride length than males. Female participants also walked over 20% faster than male participants. Finally, significant interactions were found in the mean and variability metric of stride velocity, indicating greater variability in women. These findings suggest that sex differences exist in transtibial amputee gait, offering possible explanations for the different comorbidities experienced by female lower limb amputees. These results have major implications for female amputees and for sex-specific research, rehabilitation, and prosthetic design.
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Amputados , Miembros Artificiales , Humanos , Femenino , Masculino , Amputados/rehabilitación , Pierna , Caracteres Sexuales , Fenómenos Biomecánicos , Marcha , CaminataRESUMEN
[Purpose] Few studies have investigated diurnal and day-to-day changes in the thigh circumference of the residual limb in female amputees. In this study, we used a limb circumference measuring device to confirm the reliability of the measurement and compared the changes in the measured values over time. [Participants and Methods] The study measured and compared the femoral circumference in 2 female amputees and 8 healthy female non-amputees in the morning and evening. [Results] Reliability was assured by measuring the circumferential diameter in triplicate. There were no significant interactions in both diurnal and day-to-day variations, however, in both variations, there were significant differences in the femoral circumstance at any site among the non-amputees. [Conclusion] The amount of edema increased in the evening and varied from day to day in the non-amputees.
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OBJECTIVE: To evaluate test-retest reliability and related measurement properties of items developed to assess best, worst, and average prosthetic socket comfort. DESIGN: Methodological research to assess test-retest reliability of 4 individual socket comfort survey items. Socket comfort items were included in a self-report paper survey, which was administered to participants 2 to 3 days apart. SETTING: General community. PARTICIPANTS: A minimum convenience sample of participants (N=63) was targeted for this study; 72 lower limb prosthesis users (>1y postamputation) completed the survey and were included in the final dataset. INTERVENTIONS: Not applicable. MAIN OUTCOME MEASURE: The expanded socket comfort score (ESCS) was adapted from the original socket comfort score (SCS). The original SCS is a single-item self-report instrument developed to assess a lower limb prosthesis user's current socket comfort. Three additional items were designed to assess the user's best, worst, and average socket comfort over the previous 7 days. RESULTS: Best, worst, and average socket comfort items demonstrated better reliability, as indicated by higher intraclass correlation coefficients. As such, these items also exhibited lower measurement error and smaller minimal detectable change values than the item that measured current socket comfort. However, test-retest coefficients for all 4 ESCS items were below the level desired for evaluation of within-individual changes of socket comfort. CONCLUSIONS: Items that assess best, worst, and average comfort provide a more stable measurement of socket fit than the existing SCS instrument. Although administration of all 4 ESCS items may provide more comprehensive assessment of a lower limb prosthesis user's socket fit, administrators should expect variations in scores over time owing to the variable nature of the underlying construct over time. Future research should examine whether the ESCS provides an improved overall assessment of socket fit.
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Amputados , Miembros Artificiales , Humanos , Diseño de Prótesis , Reproducibilidad de los Resultados , Autoinforme , Encuestas y CuestionariosRESUMEN
OBJECTIVE: Determine efficacy of the novel WiiNWalk intervention on walking-related outcomes in older adults with lower limb amputation. DESIGN: Multi-site, parallel, evaluator-masked randomized controlled trial. SETTING: Home-setting in three Canadian cities. PARTICIPANTS: Community-dwelling lower limb prosthesis users over 50 years of age. INTERVENTIONS: The WiiNWalk group (n = 38) used modified Wii Fit activities for prosthetic rehabilitation. The attention control group (n = 33) used Big Brain Academy: Wii Degree, comprising of cognitive activities. Both groups completed a 4-week supervised phase with three 1-h sessions/week in groups of three overseen by a clinician via videoconferencing and a 4-week unstructured and unsupervised phase. MAIN MEASURES: Primary outcome was walking capacity (2â min walk test); secondary outcomes were balance confidence (activities-specific balance confidence scale), dynamic balance (four-step square test), and lower limb functioning (short physical performance battery). Outcomes were compared across time points with repeated measures analysis of covariance, adjusting for baseline and age. RESULTS: Mean age was 65.0 (8.4) years, with 179.5 (223.5) months post-amputation and 80% transtibial amputation. No group difference in a 2â min walk test with an effect size: 1.53 95% CI [-3.17, 6.23] m. Activities balance confidence was greater in the WiiNWalk group by 5.53 [2.53, 8.52]%. No group difference in the four-step square test -0.16 [-1.25, 0.92] s, nor short physical performance battery 0.48 [-0.65, 1.61]. A post-hoc analysis showed the greatest difference in balance confidence immediately after an unsupervised phase. CONCLUSIONS: The WiiNWalk intervention improved balance confidence, but not walking-related physical function in older adult lower limb prosthesis users. Future rehabilitation games should be specific to the amputation context.Clinical Trial Registration number, NCT01942798.
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Miembros Artificiales , Telerrehabilitación , Anciano , Amputación Quirúrgica , Canadá , Humanos , Extremidad Inferior/cirugía , Equilibrio Postural , CaminataRESUMEN
BACKGROUND: Cybathlon championship aims at promoting the development of prosthetic and assistive devices capable to meet users' needs. This paper describes and analyses possible exploitation outcomes of our team's (REHAB TECH) experience into the Powered Arm Prosthesis Race of the Cybathlon 2020 Global Edition, with the novel prosthetic system Hannes. In detail, we present our analysis on a concurrent evaluation conducted to verify if the Cybathlon training and competition positively influenced pilot's performance and human-technology integration with Hannes, with respect to a non-runner Hannes user. METHODS: Two transradial amputees were recruited as pilots (Pilot 1 and Pilot 2) for the Cybathlon competition and were given the polyarticulated myoelectric prosthetic hand Hannes. Due to COVID-19 emergency, only Pilot 1 was trained for the race. However, both pilots kept Hannes for Home Use for seven weeks. Before this period, they both participated to the evaluation of functionality, embodiment, and user experience (UX) related to Hannes, which they repeated at the end of the Home Use and right after the competition. We analysed Pilot 1's training and race outcomes, as well as changes in the concurrent evaluation, and compared these results with Pilot 2's ones. RESULTS: The Cybathlon training gradually improved Pilot 1's performances, leading to the sixth place with a single error in task 5. In the parallel evaluation, both pilots had an overall improvement over time, whereas Pilot 2 experienced a deterioration of embodiment. In detail, Pilot 1, who followed the training and raced the Cybathlon, improved in greater way. CONCLUSION: Hannes demonstrated to be a valuable competitor and to perform grasps with human-like behaviors. The higher improvements of Pilot 1, who actively participated in the Cybathlon, in terms of functionality, embodiment and UX, may depend on his training and engagement in the effort of achieving a successful user-prosthesis interaction during the competition. Tasks based on Cybathlon's ones could improve the training phase of a prosthetic user, stimulating dexterity, prosthetic integration, and user perception towards the prosthesis. Likewise, timed races or competitions could facilitate and accelerate the learning phase, improving the efficiency and efficacy of the process.
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Amputados , Miembros Artificiales , COVID-19 , Mano , Humanos , Extremidad SuperiorRESUMEN
Advancements in digital imaging technologies hold the potential to transform prosthetic and orthotic practices. Non-contact optical scanners can capture the shape of the residual limb quickly, accurately, and reliably. However, their suitability in clinical practice, particularly for the transradial (below-elbow) residual limb, is unknown. This project aimed to evaluate the reliability of an optical scanner-based shape capture process for transradial residual limbs related to volumetric measurements and shape assessment in a clinical setting. A dedicated setup for digitally shape capturing transradial residual limbs was developed, addressing challenges with scanning of small residual limb size and aspects such as positioning and patient movement. Two observers performed three measurements each on 15 participants with transradial-level limb absence. Overall, the developed shape capture process was found to be highly repeatable, with excellent intra- and inter-rater reliability that was comparable to the scanning of residual limb cast models. Future work in this area should compare the differences between residual limb shapes captured through digital and manual methods.
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Amputados , Miembros Artificiales , Extremidades , Humanos , Diseño de Prótesis , Reproducibilidad de los ResultadosRESUMEN
Motion classification can be performed using biometric signals recorded by electroencephalography (EEG) or electromyography (EMG) with noninvasive surface electrodes for the control of prosthetic arms. However, current single-modal EEG and EMG based motion classification techniques are limited owing to the complexity and noise of EEG signals, and the electrode placement bias, and low-resolution of EMG signals. We herein propose a novel system of two-dimensional (2D) input image feature multimodal fusion based on an EEG/EMG-signal transfer learning (TL) paradigm for detection of hand movements in transforearm amputees. A feature extraction method in the frequency domain of the EEG and EMG signals was adopted to establish a 2D image. The input images were used for training on a model based on the convolutional neural network algorithm and TL, which requires 2D images as input data. For the purpose of data acquisition, five transforearm amputees and nine healthy controls were recruited. Compared with the conventional single-modal EEG signal trained models, the proposed multimodal fusion method significantly improved classification accuracy in both the control and patient groups. When the two signals were combined and used in the pretrained model for EEG TL, the classification accuracy increased by 4.18-4.35% in the control group, and by 2.51-3.00% in the patient group.
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Amputados , Interfaces Cerebro-Computador , Aprendizaje Profundo , Algoritmos , Electroencefalografía , Electromiografía , Humanos , MuñecaRESUMEN
INTRODUCTION: The Great War (1914-1918) caused a dramatic increase in the number of limbless invalids. Orthopaedics became the field of medicine that could offer the most effective help for those patients. OBJECTIVE: This review article aims to present how new operations and methods in the field of orthopaedics spread to other countries during the Great War. METHODS: Historical photographs of patients treated by being given hand prostheses are analysed and discussed as a case study of the transfer of orthopaedic techniques in Europe. The pictures were taken in a provincial military hospital, directed by Ireneusz Wierzejewski, the pioneer of orthopaedics in Poland. RESULTS: The methods of preparing stumps for prostheses at Wierzejewski's hospital followed the patterns of the time. In some cases, the prostheses were further modified to better help patients return to their former lives. CONCLUSION: The case of the Fortress Hospital in Poznan demonstrates that kinetic hand prostheses were also available in provincial hospitals. Modern orthopaedic procedures remain an effective treatment and a way to restore amputees to society.
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Amputados , Miembros Artificiales , Procedimientos Ortopédicos , Ortopedia , Humanos , Extremidad Superior/cirugía , Primera Guerra MundialRESUMEN
OBJECTIVE: To evaluate the amputees' satisfaction with their prostheses and with the clinical services. Methods: The cross-sectional study was conducted at the Medical Rehabilitation Hospital, Madinah, Saudi Arabia, from August 2018 to November 2019, and comprised unilateral, traumatic lower limb amputees. Data was collected using the client satisfaction with the device, and the client satisfaction with service modules of the Orthotics and Prosthetics User's Survey instrument. Data was analysed using SPSS 23. RESULTS: Of the 220 subjects, 43(19.54%) were transfemoral amputees; 37(86%) males with a mean age of 51.9±12.7 years, and 6(14%) females with mean age 51.9±12.7 years. There were 168(76.36%) transtibial amputees; 146(87%) males with mean age 51.7±12.9 years, and 22(13%) females with mean age 54.1±12.7 years. Besides, there were 9(4.09%) female partial-foot amputees with a mean age of 36.0± 6.5 years. Overall, 165(75%) subjects were satisfied with the durability of their prostheses, and 213(97%) were satisfied with the service standard. Conclusion: Most of the participants were generally satisfied with their prostheses, and almost all of them were generally satisfied with the clinical services.
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Amputados , Miembros Artificiales , Adulto , Anciano , Amputados/rehabilitación , Estudios Transversales , Femenino , Pie , Humanos , Masculino , Persona de Mediana Edad , Satisfacción PersonalRESUMEN
The recurrence or exacerbation of phantom limb pain (PLP) induced by spinal anesthesia in patients with amputated limbs is rare, but it can occur in any amputee. A 76-year-old woman with an amputated right knee underwent three left knee surgeries with spinal anesthesia over a period of 6 months. She did not experience PLP in the previous two surgeries but experienced the recurrence of severe PLP after the third surgery for the left knee amputation. It is believed that this third operation caused the patient to experience even more severe psychological stress than the previous two operations. Regional blocks can induce PLP in amputees. In addition, PLP can be triggered and exacerbated by psychological factors. Therefore, we suggest that physicians check the patient's psychological state and provide adequate mental stability when performing surgeries with spinal anesthesia in amputated patients.