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IEEE Transactions on Image Processing :... 2024Freezing of gait (FoG) is a common disabling symptom of Parkinson's disease (PD). It is clinically characterized by sudden and transient walking interruptions for...
Freezing of gait (FoG) is a common disabling symptom of Parkinson's disease (PD). It is clinically characterized by sudden and transient walking interruptions for specific human body parts, and it presents the localization in time and space. Due to the difficulty in extracting global fine-grained features from lengthy videos, developing an automated five-point FoG scoring system is quite challenging. Therefore, we propose a novel video-based automated five-classification FoG assessment method with a causality-enhanced multiple-instance-learning graph convolutional network (GCN). This method involves developing a temporal segmentation GCN to segment each video into three motion stages for stage-level feature modeling, followed by a multiple-instance-learning framework to divide each stage into short clips for instance-level feature extraction. Subsequently, an uncertainty-driven multiple-instance-learning GCN is developed to capture spatial and temporal fine-grained features through GCN scheme and uncertainty learning, respectively, for acquiring global representations. Finally, a causality-enhanced graph generation strategy is proposed to exploit causal inference for mining and enhancing human structures causally related to clinical assessment, thereby extracting spatial causal features. Extensive experimental results demonstrate the excellent performance of the proposed method on five-classification FoG assessment with an accuracy of 62.72% and an acceptable accuracy of 91.32%, which is confirmed by independent testing. Additionally, it enables temporal and spatial localization of FoG events to a certain extent, facilitating reasonable clinical interpretations. In conclusion, our method provides a valuable tool for automated FoG assessment in PD, and the proposed causality-related component exhibits promising potential for extension to other general and medical fine-grained action recognition tasks.
Topics: Humans; Parkinson Disease; Video Recording; Gait Disorders, Neurologic; Neural Networks, Computer; Image Processing, Computer-Assisted; Algorithms; Machine Learning
PubMed: 38913508
DOI: 10.1109/TIP.2024.3416052 -
Journal of Vascular Surgery May 2024Supervised exercise therapy (SET) provides clinical benefit for patients suffering from intermittent claudication and has been widely recommended as first-line therapy...
OBJECTIVE
Supervised exercise therapy (SET) provides clinical benefit for patients suffering from intermittent claudication and has been widely recommended as first-line therapy before endovascular or surgical intervention. However, published rates of SET program completion range from 5% to 55%, with historic completion of 54% at our own institution. As such, we sought to identify if targeted patient-supportive interventions improve SET completion rates while still maintaining efficacious SET programming.
METHODS
Patients who were diagnosed with intermittent claudication, as defined by ankle-brachial index (ABI) <0.9 without rest pain, were offered enrollment in a prospective quality improvement protocol for our 12-week SET for peripheral artery disease program. Program completion was defined as ≥24 of 36 offered sessions over 12 weeks. A three-pronged approach was utilized to improve completion during the study, including financial incentives up to $180, scheduled coaching with our advanced practitioner staff, and informational materials on the importance of SET programming and lifestyle modification. Patient-reported improvements in walking symptoms were tracked via regularly administered questionnaires. Functional measures of SET programming including total walking duration and distance, metabolic equivalent of task, and ABIs; vascular intervention within 12-months after enrollment was also collected and compared using univariate paired analysis.
RESULTS
In total, seventy-three patients were enrolled in SET for peripheral artery disease programming over the study period. Utilizing our three-pronged coaching approach, 56 patients completed SET programming, increasing our SET completion rate to 76.7% over a 2-year study period. Compared with pre-SET baseline, patients who completed SET noted less pain, aching, cramps in calves when walking (P = .004), and less difficulty walking 1 block (P = .038). Additionally, patients significantly increased their metabolic equivalent of task (3.1 vs 2.6; P < .001), total walking duration (30 mins vs 13.5 mins; P < .001), and total walking distance (0.7 vs 0.3 miles; P < .001) from their pre-SET baseline. There were no changes in participant ABIs from enrollment to completion in participants. Patients who completed SET programming also delayed vascular intervention compared with those who did not complete SET or declined participation (213.5 vs 122.5 days from enrollment; P = .041).
CONCLUSIONS
Targeted incentives, including cost-coverage vouchers and personalized coaching with instructional materials, successfully improved patient completion of a prescribed SET program. Patients who completed SET programming reported subjective improvement in walking symptoms and objective walking benefits. In addition, these patients had delayed time to vascular intervention, supporting current vascular guidelines advocating for effective SET therapy prior to offering vascular intervention for intermittent claudication.
PubMed: 38912995
DOI: 10.1016/j.jvs.2024.04.055 -
The Journal of Clinical and Aesthetic... Jun 2024Atopic dermatitis (AD) is an inflammatory skin condition affecting both mental and physical health. Although research has shown reduced physical activity levels among...
Association Between Atopic Dermatitis and Impaired Mobility among Adults in the United States: Findings from the 2001-2006 National Health and Nutrition Examination Survey.
OBJECTIVE
Atopic dermatitis (AD) is an inflammatory skin condition affecting both mental and physical health. Although research has shown reduced physical activity levels among patients with AD, there is a scarcity of studies examining baseline mobility, which refers to the standard level of functional ambulation or movement capability. We analyzed the relationship between AD and baseline mobility among U.S. adults ages 20 to 59, utilizing the National Health and Nutrition Examination Survey (NHANES).
METHODS
We merged three, 2-year cycles of NHANEs data (2001-2006). Patients were categorized as having "impaired mobility" by the following question: "Because of a health problem, do you have difficulty walking without using any special equipment?" Multivariable logistic regression analyses were performed using STATA/SE 18.0.
RESULTS
Our analysis included 6,540 participants. The prevalence of impaired mobility was 7.1 percent among patients with AD and 3.9 percent among those without AD. This difference was statistically significant among patients aged 20 to 59 after adjusting for potential confounding variables (adjusted odds ratio [AOR], 1.65; 95% CI, 1.19-3.25; =0.010). Subgroup analysis showed increased rates of impaired mobility among males with AD (AOR, 2.55; 95% CI, 1.21-5.40; =0.016), and among adults aged 40 to 59 (AOR, 1.94; 95% CI, 1.03-3.68; =0.042).
LIMITATIONS
Limitations to our study include lack of specificity in the survey questionnaire, self-reporting bias, and an age limit of 59 years old.
CONCLUSION
Our study demonstrated a statistically significant elevation in impaired mobility among individuals with AD compared to those without AD. This underscores the importance of comprehensive care for AD patients.
PubMed: 38912191
DOI: No ID Found -
SAGE Open Medicine 2024Ambulatory mobility aids are several devices the elderly may use in order to improve their walking pattern, balance, or safety while mobilizing independently.
INTRODUCTION
Ambulatory mobility aids are several devices the elderly may use in order to improve their walking pattern, balance, or safety while mobilizing independently.
OBJECTIVES
To assess the effect of ambulatory mobility aid devices on cardiovascular parameters, walking speed, perceived exertion, and balance of older adult men.
METHODS
A sample of 156 old men was studied. Data were obtained through measurement of the participants' walking speed (distance covered/second), cardiovascular parameters (blood pressure), perceived exertion (difficulty or ease in breathing), and balance (ease in standing) after walking with and without the selected walking aid devices. Analysis was done to compare the effect of the walking aid devices on the selected dependent variables.
RESULTS
Results showed ambulation with mobility aid devices resulted in increase in the heart rate and blood pressure with the greatest increase observed when walking with Zimmer frame. Ambulation with mobility aid devices resulted in decrease of the walking speed of the participants when compared to ambulation without devices. Perceived exertion of participants after using Zimmer frame and walking cane was within 4.06 ± 1.35 and 3.98 ± 1.26, respectively, as opposed to 3.08 ± 0.73 after ambulation without aid. Use of Zimmer frame provided enough balance for participants.
CONCLUSION
Ambulatory mobility devices caused difference in cardiovascular parameters when compared to ambulation at rest and without aid. It was recommended that selection of ambulatory mobility aid devices should depend on objective mobility assessments and periodical re-evaluation to ensure that it suits a person's functional requirements and physical capabilities.
PubMed: 38911443
DOI: 10.1177/20503121241262250 -
Journal of Orthopaedic Case Reports Jun 2024Intramedullary nailing is a commonly performed surgery for tibia diaphysis fractures. However, in selected cases, this procedure can get complicated with rotational...
INTRODUCTION
Intramedullary nailing is a commonly performed surgery for tibia diaphysis fractures. However, in selected cases, this procedure can get complicated with rotational malalignment if not checked carefully intra-operatively.
CASE REPORT
A 29 year-old male sustained polytrauma and was treated with intramedullary nailing for bilateral femur and right-side tibia fractures. Postoperatively, the patient noticed extreme in-toeing suggesting an internal rotation deformity, which caused great difficulty in walking. The patient was planned for a revision surgery to correct the internal rotation deformity, 6 months after the index surgery. A minimally invasive metaphyseal osteotomy was performed, away from his fracture site by drilling multiple holes. The distal locking bolts of the interlocking nail were removed, and two K wires used to achieve the desired correction angle. After rotating the distal fragment, locking bolts were reinserted in new holes. We kept the patient on our regular follow-up till he achieved sound union at the osteotomy site, after which we allowed him unrestricted activities.
CONCLUSION
The presence of an intramedullary nail can hence help the surgeon in correcting such isolated rotational deformities without getting into the hassle of implant removal to achieve the same.
PubMed: 38910987
DOI: 10.13107/jocr.2024.v14.i06.4490 -
Cureus May 2024Soft tissue inflammatory responses to metal debris from prostheses, categorised as adverse reactions to metal debris (ARMD), are frequent complications of total hip...
Soft tissue inflammatory responses to metal debris from prostheses, categorised as adverse reactions to metal debris (ARMD), are frequent complications of total hip arthroplasty (THA) and often result in implant failure. Introducing modular implant designs in modern orthopaedics has brought benefits to total hip replacements but has also increased patients' susceptibility to corrosion-related risks. ARMD can develop from various metal articulating surfaces, including ceramic-on-polyethylene (CoP), ceramic-on-ceramic (CoC), metal-on-metal (MoM), and metal-on-polyethylene (MoP) configurations. In this case study, a 68-year-old male who underwent a MoP implant for osteoarthritis of the right hip 16 years ago presented with pain and difficulty walking, exacerbated over the past three months. Clinical examination revealed tenderness around the implant and a limited range of motion. Imaging studies, including X-rays and ultrasound-guided aspiration, coupled with normal serum and urinary cobalt (Co) and chromium (Cr) levels, confirmed the diagnosis of ARMD. Given the severity of symptoms and radiographic findings, surgical intervention was warranted, leading to a two-stage revision with implant augmentation using a Burch-Schneider cage. Three months post operation, the patient experienced significant improvements in pain levels, range of motion (ROM), and hip function. This case underscores the importance of vigilant surveillance for ARMD in patients undergoing non-MoM THA, even years post surgery. Prompt recognition and management of ARMD are crucial to mitigate the risk of long-term complications and optimise patient outcomes. Further research is needed to understand the risk factors and mechanisms underlying ARMD in MoP THA, aiding in developing preventive strategies and refined treatment protocols.
PubMed: 38910664
DOI: 10.7759/cureus.60810 -
Journal of Infection and Public Health Jun 2024Toxoplasma gondii is an opportunistic pathogen that can intrude into the blood-brain barrier and reside in the brain only with low inflammatory reaction. When infected...
Toxoplasma gondii is an opportunistic pathogen that can intrude into the blood-brain barrier and reside in the brain only with low inflammatory reaction. When infected with HIV, the immune system becomes severely compromised and leads to the reactivation of latent toxoplasmosis infection, which can mimic the clinical manifestation of stroke. We report a case of a 65-year-old female patient who presented with sudden right limb weakness, walking difficulty, and numbness without other typical symptoms, raising suspicion of acute ischemic stroke. The HIV serology returned positive, which expedited the diagnostic workup for opportunistic infection. Combining imageological examination and metagenomics next-generation sequencing of cerebrospinal fluid, HIV-associated cerebral toxoplasmosis was confirmed. The patient underwent treatment for toxoplasmosis and HIV. Six months after onset, the patient can walk independently but still exhibits weakness in the right upper limb. In HIV-infected patients, cerebral toxoplasmosis, particularly presenting as isolated stroke-like episodes, poses a more significant challenge, emphasizing the need for more thorough investigations to reduce the potential for misdiagnosis.
PubMed: 38905925
DOI: 10.1016/j.jiph.2024.102477 -
The Journal of Arthroplasty Jun 2024Many patients report more difficulty when descending stairs compared to level walking after total knee arthroplasty (TKA). Different implant designs can affect knee...
Muscle Activity and Biomechanics While Descending a Staircase After Total Knee Arthroplasty: A Study Comparing Different Posterior Stabilized and Medial Ball-and-Socket Designs.
BACKGROUND
Many patients report more difficulty when descending stairs compared to level walking after total knee arthroplasty (TKA). Different implant designs can affect knee biomechanics and muscle activity during gait, but their effect during stair descent is unclear. The purpose of this study was to evaluate knee biomechanics and muscle activations of quadriceps, hamstrings, and gastrocnemius muscles during a stair descent task in patients who underwent TKA with either a posterior stabilized (PS) or medial ball-and-socket (MBS) implant and to compare them to a group of healthy controls.
METHODS
There were 28 TKA patients who were randomized to either an MBS (n = 14) or PS (n = 14) implant and were compared with 14 controls. Patients visited the biomechanics lab approximately 12 months after TKA, where knee biomechanics and muscle activity were measured as they descended a three-step staircase.
RESULTS
Compared to the MBS and control groups, the PS group descended the stairs with a reduced knee flexion angle and greater hamstring muscle activation throughout single limb support. Knee joint moments and power were similar between the MBS and PS groups, but neither reached the level of the control group.
CONCLUSION
Lower knee flexion angles and increased hamstring muscle activity indicated that the PS group descended the stairs with a stiffer knee gait pattern than the MBS group. The MBS implant design may provide additional stability as patients require less muscle activity than the PS group.
PubMed: 38901712
DOI: 10.1016/j.arth.2024.06.022 -
Multiple Sclerosis and Related Disorders Jun 2024Fatigue is a common symptom in patients with multiple sclerosis and it can lead to activity limitations. Thus, it is important to analyze the relationship between...
BACKGROUND
Fatigue is a common symptom in patients with multiple sclerosis and it can lead to activity limitations. Thus, it is important to analyze the relationship between fatigue and activity outcomes, such as walking speed and mobility.
OBJECTIVES
To investigate the relationship between fatigue and walking speed and mobility in individuals with multiple sclerosis.
METHODS
A cross-sectional study was performed. Adults with multiple sclerosis, without cognitive impairments and who were able to walk were recruited. Fatigue was assessed with the Modified Fatigue Impact Scale (MFIS). Walking speed, usual and fast, was assessed with the 10-meter Walk Test (10MWT), and mobility with the Timed Up and Go Test (TUG). Pearson correlation analysis was performed. A significance level of 5 % was used.
RESULTS
Thirty participants were included, most of the relapsing-remitting multiple sclerosis (n = 24, 80 %). A mean age of 41 (11) years and the median Expanded Disability Status Scale (EDSS) score was 2.65 (2.18) points. Mean MFIS score was 41.87 ± 19.42 points, mean usual walking speed was 1.02 ± 0.28 m/s, mean fast walking speed was 1.55 ± 0.48 m/s, and the mean total time in the TUG was 10.07 ± 3.05 s. A significant negative correlation of moderate magnitude was found between fatigue and usual walking speed (r=₋0.51, p < 0.05). A significant negative correlation of moderate magnitude was found between fatigue and fast walking speed (r=₋0.54, p < 0.05). A significant, positive correlation of moderate magnitude was found between fatigue and mobility (r = 0.54, p < 0.05).
CONCLUSION
There was a correlation between fatigue and walking speed and mobility in individuals with multiple sclerosis. These results highlight the need to assess fatigue in individuals with multiple sclerosis, since the presence of fatigue is associated with reduced walking speed and mobility.
PubMed: 38901370
DOI: 10.1016/j.msard.2024.105714 -
Cancer Epidemiology, Biomarkers &... Jun 2024Cancer survivors are at high risk for chronic health conditions and physical and cognitive limitations. However, few studies have explored these outcomes among LGBTQ+...
BACKGROUND
Cancer survivors are at high risk for chronic health conditions and physical and cognitive limitations. However, few studies have explored these outcomes among LGBTQ+ survivors.
METHODS
We used pooled, weighted Behavioral Risk Factor Surveillance System data from 23 states that completed two specific modules from 2020-2022. We calculated age-adjusted prevalence for heart disease, asthma, COPD, depressive disorders, myocardial infarction, kidney disease, stroke, diabetes, hearing disability, vision disability, cognitive limitations, and difficulty walking, dressing, and running errands in LGBTQ+, lesbian, gay, or bisexual (LGB), transgender or gender non-conforming (TGNC), and non-LGBTQ+ cancer survivors. Four multivariable logistic regression models controlling for different factors were run for each outcome.
RESULTS
Of 40,990 cancer survivors, 1,715 were LGBTQ+. LGBTQ+ survivors had significantly higher age-adjusted prevalence of all outcomes. The prevalence of all outcomes was highest among TGNC survivors except for depressive disorders and cognitive limitations. LGBTQ+ survivors had higher odds of reporting asthma (aOR: 1.5, 95%CI:1.2-1.9), depressive disorders (aOR: 1.9, 95%CI:1.6-2.4), kidney disease (aOR: 1.5, 95%CI:1.1-2.1), stroke (aOR: 1.7, 95%CI:1.3-2.3), diabetes (aOR: 1.3, 95%CI:1.0-1.6), vision disability (aOR: 1.6, 95%CI:1.2-2.2), cognitive limitations (aOR: 2.3, 95%CI:1.8-2.9), difficulty walking (aOR: 1.7, 95%CI:1.3-2.0), dressing (aOR: 2.0, 95%CI:1.5-2.7), and running errands (aOR: 1.6, 95%CI:1.3-2.1). In TGNC models, TGNC cancer survivors had increased odds of most outcomes.
CONCLUSIONS
LGBTQ+ cancer survivors have an elevated burden of all chronic health conditions, disabilities, and limitations assessed. TGNC cancer survivors experience even higher burden of the same outcomes.
IMPACT
Findings highlight substantial disparities regarding the health of LGBTQ+ cancer survivors.
PubMed: 38898557
DOI: 10.1158/1055-9965.EPI-24-0166