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1.
Article in English | MEDLINE | ID: mdl-38553310

ABSTRACT

OBJECTIVE: This study aimed to assess the performance of a convolutional neural network (CNN) model in detecting the pubertal growth spurt by analyzing cervical vertebrae maturation (CVM) in lateral cephalometric radiographs (LCRs). STUDY DESIGN: In total, 600 LCRs of patients from 6 to 17 years old were selected. Three radiologists independently and blindly classified the maturation stages of the LCRs and defined the difficulty of each classification. Subsequently, the stage and level of difficulty were determined by consensus. LCRs were distributed between training, validation, and test datasets across 4 CNN-based models. The models' responses were compared with the radiologists' reference standard, and the architecture with the highest success rate was selected for evaluation. Models were developed using full and cropped LCRs with original and simplified maturation classifications. RESULTS: In the simplified classification, the Inception-v3 CNN yielded an accuracy of 74% and 75%, with recall and precision values of 61% and 62%, for full and cropped LCRs, respectively. It achieved 61% and 62% total success rates with full and cropped LCRs, respectively, reaching 72.7% for easy-to-classify cropped cases. CONCLUSION: Overall, the CNN model demonstrated potential for determining the maturation status regarding the pubertal growth spurt through images of the cervical vertebrae. It may be useful as an initial assessment tool or as an aid for optimizing the assessment and treatment decisions of the clinician.


Subject(s)
Cephalometry , Cervical Vertebrae , Puberty , Humans , Cervical Vertebrae/diagnostic imaging , Cervical Vertebrae/growth & development , Adolescent , Child , Male , Female , Puberty/physiology , Artificial Intelligence , Age Determination by Skeleton/methods , Neural Networks, Computer
2.
Front Nephrol ; 3: 1133910, 2023.
Article in English | MEDLINE | ID: mdl-37675344

ABSTRACT

Introduction: The interaction between blood and dialysis membrane increases the risk of clot formation. Membrane properties can interfere with coagulation activation during dialysis. Heparin is usually used to ensure anticoagulation, which can be monitored by the Activated Clotting Time (ACT) test. The purpose of this study was to compare the ACT of patients with chronic kidney disease (CKD) undergoing hemodialysis with high-flux (HF) and medium cut-off (MCO) membranes. Methods: This is a prospective, randomized, crossover study in which 32 CKD patients were dialyzed for 12 weeks with each membrane. Blood clotting measured by ACT was evaluated at the beginning, 2nd, and 4th hour of the dialysis session. Throughout the study, there were no changes in the dose or administration method of heparin. Results: Patients mainly were middle-aged, non-black males on hemodialysis for eight years. Before randomization, ACT values were 132 ± 56, 195 ± 60, and 128 ± 32 seconds at pre-heparinization, 2nd and 4th hour, respectively. After 12 weeks, ACT values in HF and MCO groups were 129 ± 17, 205 ± 65 and 139 ± 38 seconds, and 143 ± 54, 219 ± 68 and 142 ± 45 seconds, respectively. An ANOVA model adjusted and unadjusted for repeated measures showed a significant time but no treatment or interaction effects. In an additional paired-sample analysis, no difference between ACT values of HF and MCO Groups was observed. Discussion and Conclusion: There was no difference regarding the ACT test during dialysis therapy using HF or MCO membranes. This data suggests that no adjustment in the dose or administration method of heparin is necessary with the use of MCO dialysis membranes.

3.
J Ren Nutr ; 33(6): 740-746, 2023 Nov.
Article in English | MEDLINE | ID: mdl-37480886

ABSTRACT

OBJECTIVES: Chronic kidney disease (CKD) patients on hemodialysis may have a modified appetite due to several factors including a lack of uremic toxins elimination. The use of medium cutoff (MCO) dialysis membranes has been suggested as an alternative to improve the removal of toxins, especially those of medium and high molecular weight. This study aimed to compare the effect of hemodialysis using MCO and high-flux membranes on the appetite and leptin levels of CKD patients. DESIGN AND METHODS: This is a predefined exploratory analysis of a randomized, open study, with a crossover design of 28 weeks of follow-up, which compared the effects of MCO and high-flux membranes in 32 CKD patients on hemodialysis. Appetite assessments were performed using the Appetite and Food Satisfaction Questionnaire. RESULTS: The MCO group had an appetite score of 3.00 (1.00-5.50) and 3.00 (1.00-5.00) at the beginning and at the end of the treatment period, respectively, while the high-flux group had 1.00 (0.25-6.00) and 2.00 (0.75-3.25). There were no effects of treatment (P = .573), time (P = .376), and interaction (P = .770) between the MCO and high-flux groups. Leptin levels, at the beginning and at the end of the treatment period, were 2,342.30 (1,156.50-4,091.50) and 2,571.50 (1,619.40-4,036.47) pg/mL in the MCO group, respectively, and 2,183.15 (1,550.67-3,656.50) and 2,685.65 (1,458.20-3,981.08) pg/mL in the high-flux group. There was a time effect (P = .014), showing an increase in leptin levels in both groups, while treatment (P = .771) or interaction (P = .218) effects were not observed. CONCLUSIONS: There is no difference between the effects of MCO or high-flux membranes on leptin levels or appetite of CKD patients on hemodialysis.


Subject(s)
Leptin , Renal Insufficiency, Chronic , Humans , Appetite , Renal Dialysis , Renal Insufficiency, Chronic/therapy
4.
Adv Rheumatol ; 62(1): 38, 2022 10 28.
Article in English | MEDLINE | ID: mdl-36307836

ABSTRACT

BACKGROUND: The aim of this study was to evaluate disease activity among patients with axial spondyloarthritis (AS) treated with tumor necrosis factor inhibitors (TNFi) and/or nonsteroidal anti-inflammatory drugs (NSAIDs) for at least 12 weeks in private outpatient settings in Brazil. METHODS: This was a cross-sectional, real-world study conducted in 17 Brazilian private health care institutes. Patients were selected if diagnosed with AS or axial radiographic spondyloarthritis (AxSpA) and treated with NSAIDs or TNFi for at least 12 weeks within the last 26 weeks prior to enrollment. The data were collected from interviewed-based and self-administered questionnaires from patients and physicians. Disease activity was defined as active (≥ 4), low /suboptimal (≥ 2 and < 4) and inactive (< 4) by Bath AS Disease Activity Index (BASDAI) and/or very high (≥ 3.5), high (≥ 2.1 to < 3.5), low (≥ 1.3 to < 2.1), and inactive (< 1.3) by AS Disease Activity Score (ASDAS-CRP). Both patients and physicians' perceptions of disease control were assessed using a numeric rating scale (NRS; 0-inactive to 10-very active disease). RESULTS: The cohort included 378 patients with a mean age of 46 years, and the median time since diagnosis until enrollment was 5.4 years (interquartile range 2.7-10.5). Most patients were treated with TNFi alone (74%), followed by TNFi in combination with NSAID (15%), and NSAID alone (11%). About half AS patients showed active disease and 24% of patients showed low activity/suboptimal disease control despite having been treated for at least 12 weeks. Although TNFi showed better disease control than NSAID, inactive disease was experienced by few patients. The NRS (mean [standard deviation]) score for disease perception was 4.24 (3.3) and 2.85 (2.6) for patients and physicians, respectively. CONCLUSION: This real-world study showed that most AS patients on TNFi and/or NSAID had not achieved an adequate disease control, as almost 75% of them exhibited active disease or low activity/suboptimal disease control. There remains a need for improved disease management among patients with AS.


Subject(s)
Spondylitis, Ankylosing , Humans , Middle Aged , Spondylitis, Ankylosing/drug therapy , Tumor Necrosis Factor Inhibitors , Cross-Sectional Studies , Anti-Inflammatory Agents, Non-Steroidal/therapeutic use , Brazil , Treatment Outcome
5.
J Neural Eng ; 19(5)2022 09 27.
Article in English | MEDLINE | ID: mdl-36103863

ABSTRACT

Objective.The diagnosis of nerve disorders in humans has relied heavily on the measurement of electrical signals from nerves or muscles in response to electrical stimuli applied at appropriate locations on the body surface. The present study investigated the demyelinating subtype of Guillain-Barré syndrome using multiscale computational model simulations to verify how demyelination of peripheral axons may affect plantar flexion torque as well as the ongoing electromyogram (EMG) during voluntary isometric or isotonic contractions.Approach.Changes in axonal conduction velocities, mimicking those found in patients with the disease at different stages, were imposed on a multiscale computational neuromusculoskeletal model to simulate subjects performing unipodal plantar flexion force and position tasks.Main results.The simulated results indicated changes in the torque signal during the early phase of the disease while performing isotonic tasks, as well as in torque variability after partial conduction block while performing both isometric and isotonic tasks. Our results also indicated changes in the root mean square values and in the power spectrum of the soleus EMG signal as well as changes in the synchronization index computed from the firing times of the active motor units. All these quantitative changes in functional indicators suggest that the adoption of such additional measurements, such as torques and ongoing EMG, could be used with advantage in the diagnosis and be relevant in providing extra information for the neurologist about the level of the disease.Significance.Our findings enrich the knowledge of the possible ways demyelination affects force generation and position control during plantarflexion. Moreover, this work extends computational neuroscience to computational neurology and shows the potential of biologically compatible neuromuscular computational models in providing relevant quantitative signs that may be useful for diagnosis in the clinic, complementing the tools traditionally used in neurological electrodiagnosis.


Subject(s)
Guillain-Barre Syndrome , Axons/physiology , Computer Simulation , Electrodiagnosis , Guillain-Barre Syndrome/diagnosis , Humans , Neural Conduction/physiology , Torque
6.
PeerJ ; 10: e13192, 2022.
Article in English | MEDLINE | ID: mdl-35356471

ABSTRACT

Objective: The goal of the present study was to investigate possible effects of the COVID-19 pandemic on long-distance running training. Methods: This is a retrospective study with a within-subject design. We analyzed 10,703,690 records of running training during 2019 and 2020, from 36,412 athletes from around the world. The records were obtained through web scraping of a large social network for athletes on the internet. A potential long-distance runner was defined as a user of the social network who had a record of running at least one of the six World Marathon Majors by 2019. Results: In 2020, compared with 2019, in total there was a 3.6% decrease in the number of athletes running, a 7.5% decrease in the distance and 6.7% in the duration of running training. There were large variations in these variables throughout 2020, reaching 16% fewer athletes running weekly and 35% lower running distance (Cohen's d = 0.34, p < 0.001) and 33% lower running duration (Cohen's d = 0.30, p < 0.001) in September 2020. The beginning of the decrease in running training in the first quarter of 2020 coincides with the beginning of the adoption of measures to restrict the COVID-19 pandemic; but as of the second quarter of 2020, running training appears to have undergone variations unrelated to the preventive measures. Among the ten most represented countries in the dataset, running training in Brazil appears to have been the most affected by the COVID-19 pandemic and restriction measures. Conclusion: The wide variations in long-distance running training throughout 2020 are likely related to the COVID-19 pandemic. As for the total volume, the observed decreases of up to 7.5% in the outcome variables related to running training in 2020 could also be attributed to the COVID-19 pandemic, but other factors such as injury, illness or lack of interest, may also have contributed to these decreases.


Subject(s)
COVID-19 , Running , Humans , Physical Endurance , Pandemics/prevention & control , Retrospective Studies , COVID-19/epidemiology
7.
Bone Rep ; 16: 101169, 2022 Jun.
Article in English | MEDLINE | ID: mdl-35146076

ABSTRACT

BACKGROUND: KDIGO guidelines suggest the use of dual-energy X-ray absorptiometry (DXA) to assess bone mineral density (BMD) in patients with CKD 3a-5D. Previous studies have demonstrated an association between trabecular bone mass loss and coronary artery calcification (CAC) progression. This study aimed to prospectively investigate the relationship between BMD changes, quantified by DXA, and CAC progression in the non-dialyzed CKD population. METHODS: In this post hoc study, BMD by DXA was measured at the lumbar spine and total hip at baseline and 12-months. Patients were categorized according to BMD changes into 3 different groups: LOSS, UNCHANGED and GAIN. CAC quantification was obtained by multislice computed tomography at baseline and 12-months. RESULTS: 87 patients (55.6 ± 10.7 years, 62% males, 30% diabetic, eGFR = 39.2 ± 18.1 mL/min/1.73m2) were enrolled. CAC was found in 41 (47%) of the patients at baseline and CAC progression in 25 (64%) of them. Considering the lumbar spine and total hip BMD changes together, 24%, 48%, and 25% of the patients were in the LOSS, UNCHANGED and GAIN groups, respectively. Compared to the UNCHANGED or LOSS groups, the GAIN group had an increase in calcium score (p = 0.04) and a higher proportion of patients with CAC progression (p = 0.01). In the logistic regression analysis, CAC progression was 4.5 times more likely to be in the GAIN group. CONCLUSIONS: The association between the increase in BMD values and the progression of vascular calcification was the result of two concomitant processes overlapping, leading to a misinterpretation of DXA results. Thus, the use of DXA for the evaluation of bone mass, especially at the lumbar spine, must be applied with restraint and its results very carefully interpreted in CKD patients.

8.
Adv Rheumatol ; 62: 38, 2022. tab, graf
Article in English | LILACS-Express | LILACS | ID: biblio-1403091

ABSTRACT

Abstract Background The aim of this study was to evaluate disease activity among patients with axial spondyloarthritis (AS) treated with tumor necrosis factor inhibitors (TNFi) and/or nonsteroidal anti-inflammatory drugs (NSAIDs) for at least 12 weeks in private outpatient settings in Brazil. Methods This was a cross-sectional, real-world study conducted in 17 Brazilian private health care institutes. Patients were selected if diagnosed with AS or axial radiographic spondyloarthritis (AxSpA) and treated with NSAIDs or TNFi for at least 12 weeks within the last 26 weeks prior to enrollment. The data were collected from interviewed-based and self-administered questionnaires from patients and physicians. Disease activity was defined as active (≥ 4), low /suboptimal (≥ 2 and < 4) and inactive (< 4) by Bath AS Disease Activity Index (BASDAI) and/or very high (≥ 3.5), high (≥ 2.1 to < 3.5), low (≥ 1.3 to < 2.1), and inactive (< 1.3) by AS Disease Activity Score (ASDAS-CRP). Both patients and physicians' perceptions of disease control were assessed using a numeric rating scale (NRS; 0—inactive to 10—very active disease). Results The cohort included 378 patients with a mean age of 46 years, and the median time since diagnosis until enrollment was 5.4 years (interquartile range 2.7-10.5). Most patients were treated with TNFi alone (74%), followed by TNFi in combination with NSAID (15%), and NSAID alone (11%). About half AS patients showed active disease and 24% of patients showed low activity/suboptimal disease control despite having been treated for at least 12 weeks. Although TNFi showed better disease control than NSAID, inactive disease was experienced by few patients. The NRS (mean [standard deviation]) score for disease perception was 4.24 (3.3) and 2.85 (2.6) for patients and physicians, respectively. Conclusion This real-world study showed that most AS patients on TNFi and/or NSAID had not achieved an adequate disease control, as almost 75% of them exhibited active disease or low activity/suboptimal disease control. There remains a need for improved disease management among patients with AS.

9.
Sci Rep ; 10(1): 14903, 2020 09 10.
Article in English | MEDLINE | ID: mdl-32913325

ABSTRACT

Structural and functional changes in the foot have been associated with age-related changes in gait mechanics, but walking speed may be a confounding factor in this relationship. The aim of this study was to investigate the effect of aging and speed on the ankle-foot power output during level walking. The effects of speed and aging on features of the mechanical power and work of the ankle and foot were quantified with a gait analysis of 24 young and 16 older individuals walking at different speeds. We observed gait speed having a significant effect on all the investigated features: peak power and positive and negative work of the ankle, foot, and sum of the ankle and foot (average effect size: 0.64 ± 0.22, from 0.26 to 0.87). We observed age having no effect on these same features (average effect size: 0.23 ± 0.12, from 0.03 to 0.39), with the exception of age's effect when combined with speed on the negative work of the foot. We performed additional analysis to illustrate how the speed can become a confounding factor to the understanding of the age effect on the gait biomechanics. Based on the influence of gait speed on the mechanical power of the ankle-foot system, it is essential that studies control for the effect of gait speed if there is interest in understanding age-related effects, particularly when studying frail older individuals.


Subject(s)
Ankle Joint/physiology , Gait/physiology , Walking Speed , Walking , Adult , Age Factors , Aged , Biomechanical Phenomena , Female , Humans , Male , Middle Aged
10.
Motor Control ; 24(4): 558-570, 2020 Aug 17.
Article in English | MEDLINE | ID: mdl-32810842

ABSTRACT

This study describes an open data set of inertial, magnetic, foot-ground contact, and electromyographic signals from wearable sensors during walking at different speeds. These data were acquired from 22 healthy adults using wearable sensors and walking at self-selected comfortable, fast and slow speeds, and standing still. All data are publicly available in the Internet (https://doi.org/10.6084/m9.figshare.7778255). In total, there are data of 9,661 gait strides. This data set also contains files with the instants of the gait events identified using the foot-ground contact sensors and notebooks exemplifying how to access and visualize the data. This data set gives the opportunity to all interested researchers to work with such data, for example, making tests of algorithms for gait event estimation against a common reference, possible.


Subject(s)
Electromyography/methods , Foot/physiology , Magnetic Phenomena , Walking/physiology , Wearable Electronic Devices/standards , Adult , Healthy Volunteers , Humans , Male
11.
Rev Assoc Med Bras (1992) ; 66Suppl 1(Suppl 1): s31-s36, 2020 Jan 13.
Article in English | MEDLINE | ID: mdl-31939533

ABSTRACT

Hyperkalemia is a frequent finding in patients with chronic kidney disease (CKD). This increase in serum potassium levels is associated with decreased renal ion excretion, as well as the use of medications to reduce the progression of CKD or to control associated diseases such as diabetes mellitus and heart failure. Hyperkalemia increases the risk of cardiac arrhythmia episodes and sudden death. Thus, the control of potassium elevation is essential for reducing the mortality rate in this population. Initially, the management of hyperkalemia includes orientation of low potassium diets and monitoring of patients' adherence to this procedure. It is also important to know the medications in use and the presence of comorbidities to guide dose reduction or even temporary withdrawal of any of the potassium retention-related drugs. And finally, the use of potassium binders is indicated in both acute episodes and chronic hyperkalemia.


Subject(s)
Hyperkalemia/etiology , Potassium/adverse effects , Renal Insufficiency, Chronic/complications , Comorbidity , Humans , Hyperkalemia/blood , Hyperkalemia/drug therapy , Polystyrenes/therapeutic use , Potassium/blood , Renal Insufficiency, Chronic/blood , Silicates/therapeutic use
12.
Rev. Assoc. Med. Bras. (1992, Impr.) ; 66(supl.1): s31-s36, 2020.
Article in English | LILACS | ID: biblio-1057105

ABSTRACT

SUMMARY Hyperkalemia is a frequent finding in patients with chronic kidney disease (CKD). This increase in serum potassium levels is associated with decreased renal ion excretion, as well as the use of medications to reduce the progression of CKD or to control associated diseases such as diabetes mellitus and heart failure. Hyperkalemia increases the risk of cardiac arrhythmia episodes and sudden death. Thus, the control of potassium elevation is essential for reducing the mortality rate in this population. Initially, the management of hyperkalemia includes orientation of low potassium diets and monitoring of patients' adherence to this procedure. It is also important to know the medications in use and the presence of comorbidities to guide dose reduction or even temporary withdrawal of any of the potassium retention-related drugs. And finally, the use of potassium binders is indicated in both acute episodes and chronic hyperkalemia.


RESUMO A hiperpotassemia é um achado frequente em pacientes com doença renal crônica (DRC). Esta elevação do nível sérico de potássio está associada à diminuição da excreção renal do íon, assim como ao uso de medicações para retardar a progressão da DRC ou para controlar doenças associadas, como diabetes mellitus e insuficiência cardíaca. A hiperpotassemia aumenta o risco de episódios de arritmia cardíaca e morte súbita. Assim, o controle da elevação de potássio é essencial para a diminuição da taxa de mortalidade nessa população. O manejo da hiperpotassemia inclui, inicialmente, orientação de dietas com baixo teor de potássio e acompanhamento da aderência dos pacientes a esse procedimento. Também é importante conhecer as medicações em uso e a presença de comorbidades, a fim de orientar a redução de doses ou até mesmo a suspensão temporária de alguma das drogas relacionadas à retenção de potássio. E, finalmente, o uso de quelantes de potássio é indicado tanto em episódios agudos como nos casos de hiperpotassemia crônica.


Subject(s)
Humans , Potassium/adverse effects , Renal Insufficiency, Chronic/complications , Hyperkalemia/etiology , Polystyrenes/therapeutic use , Potassium/blood , Comorbidity , Silicates/therapeutic use , Renal Insufficiency, Chronic/blood , Hyperkalemia/drug therapy , Hyperkalemia/blood
13.
Res. Biomed. Eng. (Online) ; 34(2): 176-186, Apr.-June 2018. graf
Article in English | LILACS | ID: biblio-956296

ABSTRACT

Abstract Introduction The understanding of the neurophysiological mechanisms underlying movement control can be much furthered using computational models of the neuromusculoskeletal system. Biologically based multi-scale neuromusculoskeletal models have a great potential to provide new theories and explanations related to mechanisms behind muscle force generation at the molecular, cellular, synaptic, and systems levels. Albeit some efforts have been made to investigate how neurodegenerative diseases alter the dynamics of individual elements of the neuromuscular system, such diseases have not been analyzed from a systems viewpoint using multi-scale models. Overview and Perspectives This perspective article synthesizes what has been done in terms of multi-scale neuromuscular development and points to a few directions where such models could be extended so that they can be useful in the future to discover early predictors of neurodegenerative diseases, as well as to propose new quantitative clinical neurophysiology approaches to follow the course of improvements associated with different therapies (drugs or others). Concluding Remarks Therefore, this article will present how existing biologically based multi-scale models of the neuromusculoskeletal system could be expanded and adapted for clinical applications. It will point to mechanisms operating at different levels that would be relevant to be considered during model development, along with implications for interpreting experimental results from neurological patients.

14.
IEEE Trans Neural Syst Rehabil Eng ; 25(11): 1930-1939, 2017 11.
Article in English | MEDLINE | ID: mdl-28489540

ABSTRACT

Corticomotor coherence in the beta and/or gamma bands has been described in different motor tasks, but the role of descending brain oscillations on force control has been elusive. Large-scale computational models of a motoneuron pool and the muscle it innervates have been used as tools to advance the knowledge of how neural elements may influence force control. Here, we present a frequency domain analysis of a NARX model fitted to a large-scale neuromuscular model by the means of generalized frequency response functions (GFRF). The results of such procedures indicated that the computational neuromuscular model was capable of transforming an oscillatory synaptic input (e.g., at 20 Hz) into a constant mean muscle force output. The nonlinearity uncovered by the GFRFs of the NARX model was responsible for the demodulation of an oscillatory input (e.g., a beta band oscillation coming from the brain and forming the input to the motoneuron pool). This suggests a manner by which brain rhythms descending as command signals to the spinal cord and acting on a motoneuron pool can regulate a maintained muscle force. In addition to the scientific aspects of these results, they provide new interpretations that may further neural engineering applications associated with quantitative neurological diagnoses and robotic systems for artificial limbs.


Subject(s)
Motor Neurons/physiology , Muscle, Skeletal/physiology , Algorithms , Beta Rhythm , Cerebral Cortex/physiology , Computer Simulation , Electromyography , Gamma Rhythm , Humans , Models, Neurological , Muscle, Skeletal/innervation , Nonlinear Dynamics , Spinal Cord/physiology , Synapses/physiology
15.
Cardiorenal Med ; 7(1): 66-73, 2016 Nov.
Article in English | MEDLINE | ID: mdl-27994604

ABSTRACT

BACKGROUND/AIMS: Ventricular arrhythmia is associated with increased risk of cardiovascular events and death in the general population. Sudden death is a leading cause of death in end-stage renal disease. We aimed at evaluating the effects of ventricular arrhythmia on clinical outcomes in patients with earlier stages of chronic kidney disease (CKD). METHODS: In a prospective study of 109 nondialyzed CKD patients (estimated glomerular filtration rate 34.8 ± 16.1 ml/min/1.73 m2, 57 ± 11.4 years, 61% male, 24% diabetics), we tested the hypothesis that the presence of subclinical complex ventricular arrhythmia, assessed by 24-hour electrocardiogram, is associated with increased risks of cardiovascular events, hospitalization, and death and with their composite outcome during 24 months of follow-up. Complex ventricular arrhythmia was defined as the presence of multifocal ventricular extrasystoles, paired ventricular extrasystoles, nonsustained ventricular tachycardia, or R wave over T wave. RESULTS: We identified complex ventricular arrhythmia in 14% of participants at baseline. During follow-up, 11 cardiovascular events, 15 hospitalizations, and 4 deaths occurred. The presence of complex ventricular arrhythmia was associated with cardiovascular events (p < 0.001), hospitalization (p = 0.018), mortality (p < 0.001), and the composite outcome (p < 0.001). In multivariate Cox regression analysis, adjusting for demographic characteristics, complex ventricular arrhythmia was associated with increased risk of the composite outcome (HR 4.40; 95% CI 1.60-12.12; p = 0.004). CONCLUSION: In this pilot study, the presence of asymptomatic complex ventricular arrhythmia was associated with poor clinical outcomes in nondialyzed CKD patients.

16.
J Neurosci ; 35(40): 13687-97, 2015 Oct 07.
Article in English | MEDLINE | ID: mdl-26446221

ABSTRACT

Oscillations in the beta and gamma bands (13-30 Hz; 35-70 Hz) have often been observed in motor cortical outputs that reach the spinal cord, acting on motoneurons and interneurons. However, the frequencies of these oscillations are above the muscle force frequency range. A current view is that the transformation of the motoneuron pool inputs into force is linear. For this reason possible roles for these oscillations are unclear, since if this transformation is linear, the high frequencies in the motoneuron inputs (e.g., 20 Hz from pyramidal tract neurons) would be filtered out by the muscle and have no effect on force control. A biologically inspired mathematical model of the neuromuscular system was used to investigate the impact of high-frequency cortical oscillatory activity on force control. The model simulation results evidenced that a typical motoneuron pool has a nonlinear behavior that enables the decoding of a high-frequency oscillatory input. An input at a single frequency (e.g., beta band) leads to an increase in the steady-state force generated by the muscle. When the input oscillation was amplitude modulated at a given low frequency, the force oscillated at this frequency. In both cases, the mechanism relies on the recruitment and derecruitment of motor units in response to the oscillatory descending drive. Therefore, the results from this study suggest a potential role in force control for cortical oscillations at frequencies at or above the beta band, despite the low-pass behavior of the muscles. SIGNIFICANCE STATEMENT: The role of cortical oscillations in motor control has been a long-standing question, one view being that they are an epiphenomenon. Fast oscillations are known to reach the spinal cord, and hence they have been thought to affect muscle behavior. However, experimental limitations have hampered further advances to explain how they could influence muscle force. An approach for such a challenge was adopted in the present research: to study the problem through computer simulations of an advanced biologically compatible mathematical model. Using such a model, we found that the well-known mechanism of recruitment and derecruitment of the spinal cord motoneurons can allow the muscle to respond to cortical oscillations, suggesting that these oscillations are not epiphenomena in motor control.


Subject(s)
Action Potentials/physiology , Motor Cortex/physiology , Motor Neurons/physiology , Neural Pathways/physiology , Spinal Cord/physiology , Computer Simulation , Humans , Models, Neurological , Motor Cortex/cytology
17.
PLoS Comput Biol ; 10(11): e1003944, 2014 Nov.
Article in English | MEDLINE | ID: mdl-25393548

ABSTRACT

Several models have been employed to study human postural control during upright quiet stance. Most have adopted an inverted pendulum approximation to the standing human and theoretical models to account for the neural feedback necessary to keep balance. The present study adds to the previous efforts in focusing more closely on modelling the physiological mechanisms of important elements associated with the control of human posture. This paper studies neuromuscular mechanisms behind upright stance control by means of a biologically based large-scale neuromusculoskeletal (NMS) model. It encompasses: i) conductance-based spinal neuron models (motor neurons and interneurons); ii) muscle proprioceptor models (spindle and Golgi tendon organ) providing sensory afferent feedback; iii) Hill-type muscle models of the leg plantar and dorsiflexors; and iv) an inverted pendulum model for the body biomechanics during upright stance. The motor neuron pools are driven by stochastic spike trains. Simulation results showed that the neuromechanical outputs generated by the NMS model resemble experimental data from subjects standing on a stable surface. Interesting findings were that: i) an intermittent pattern of muscle activation emerged from this posture control model for two of the leg muscles (Medial and Lateral Gastrocnemius); and ii) the Soleus muscle was mostly activated in a continuous manner. These results suggest that the spinal cord anatomy and neurophysiology (e.g., motor unit types, synaptic connectivities, ordered recruitment), along with the modulation of afferent activity, may account for the mixture of intermittent and continuous control that has been a subject of debate in recent studies on postural control. Another finding was the occurrence of the so-called "paradoxical" behaviour of muscle fibre lengths as a function of postural sway. The simulations confirmed previous conjectures that reciprocal inhibition is possibly contributing to this effect, but on the other hand showed that this effect may arise without any anticipatory neural control mechanism.


Subject(s)
Feedback, Physiological/physiology , Models, Biological , Musculoskeletal Physiological Phenomena , Posture/physiology , Spinal Cord/physiology , Adult , Computational Biology , Humans , Motor Neurons , Reproducibility of Results , Torque , Young Adult
18.
J Bras Nefrol ; 36(1): 35-41, 2014.
Article in Portuguese | MEDLINE | ID: mdl-24676612

ABSTRACT

INTRODUCTION: Increased carotid intima-media thickness (IMT) is considered a marker of early-onset atherosclerosis and it seems to predict cardiovascular events in general population. The prognostic value of IMT in patients with early-stage chronic kidney disease (CKD) has not been clearly established. OBJECTIVE: We aimed to evaluate the association between IMT and cardiovascular (CV) events and mortality in CKD patients. METHODS: A cohort of CKD patients in stage 2-4 was evaluated the occurrence of CV events and death in a 24 months follow-up. Laboratory data, carotid ultrasound and coronary computed tomography were performed at baseline. RESULTS: A total of 117 patients (57 ± 11 years-old, 61% male) were evaluated. Mean glomerular filtration rate (eGFR) was 36 ± 17 mL/min, 96% of patients had hypertension, 23% diabetes and 27% were obese. Coronary calcification was found in 48% of the patients, with higher prevalence among CKD stage 4 (p = 0.02). The median value of IMT was 0.6 mm (0.4-0.7 mm). When compared to patients with IMT ≤ 0.6 mm, those with IMT > 0.6 mm were older (p = 0.001), had higher prevalence of male (p = 0.001) and had lower eGFR (p = 0.01). These patients also had higher prevalence of coronary calcification (p = 0.001). During the follow-up, there were no differences in the occurrence of cardiovascular events and deaths between the two groups. CONCLUSION: IMT in early-stage CKD patients was related to coronary calcification, but not with the occurrence of cardiovascular events or death.


Subject(s)
Cardiovascular Diseases/etiology , Cardiovascular Diseases/pathology , Carotid Intima-Media Thickness , Renal Insufficiency, Chronic/complications , Female , Humans , Male , Middle Aged , Prospective Studies , Renal Dialysis , Time Factors
19.
J. bras. nefrol ; 36(1): 35-41, Jan-Mar/2014. tab, graf
Article in Portuguese | LILACS | ID: lil-704672

ABSTRACT

Introdução: O aumento da espessura média-intimal (EMI) avaliada por ultrassom é um preditor de risco cardiovascular na população geral. Porém, em pacientes com doença renal crônica nos estágios iniciais, essa associação ainda não está bem estabelecida. Objetivo: Avaliar a associação EMI com a ocorrência de eventos cardiovasculares e mortalidade em pacientes nos estágios iniciais da doença renal crônica. Métodos: A análise post hoc de uma coorte de pacientes nos estágios 2-4 da DRC. Foram avaliados dados laboratoriais, ultrassom da artéria carótida e tomografia coronariana no início do estudo e a ocorrência de óbito, em seguimento por 24 meses. Resultados: Um total de 117 pacientes (57 ± 11 anos, 61% sexo masculino) foram avaliados. A taxa de filtração glomerular foi 36 ± 17 mL/min, 96% dos pacientes eram hipertensos, 23% diabéticos e 27% obesos. Calcificação arterial coronariana esteve presente em 48% dos pacientes, sendo mais prevalente em pacientes nos estágios mais avançados da DRC (p = 0,02). EMI foi 0,6 mm (0,4-0,7 mm). Comparado aos pacientes com EMI < 0,6mm, aqueles com EMI ≥ 0,6 mm eram mais velhos (p = 0,001), apresentavam maior prevalência do sexo masculino (p = 0,001), menor taxa de filtração glomerular (p = 0,01) e maior proporção de pacientes com calcificação (p = 0,001). Não foi observada relação entre a espessura média-intimal e a ocorrência de evento cardiovascular e óbito. Conclusão: A espessura médio-intimal em pacientes DRC se associou à calcificação coronariana, mas não à ocorrência de eventos cardiovasculares e óbito, em um seguimento de 24 meses. .


Introduction: Increased carotid intima-media thickness (IMT) is considered a marker of early-onset atherosclerosis and it seems to predict cardiovascular events in general population. The prognostic value of IMT in patients with early-stage chronic kidney disease (CKD) has not been clearly established. Objective: We aimed to evaluate the association between IMT and cardiovascular (CV) events and mortality in CKD patients. Methods: A cohort of CKD patients in stage 2-4 was evaluated the occurrence of CV events and death in a 24 months follow-up. Laboratory data, carotid ultrasound and coronary computed tomography were performed at baseline. Results: A total of 117 patients (57 ± 11 years-old, 61% male) were evaluated. Mean glomerular filtration rate (eGFR) was 36 ± 17 mL/min, 96% of patients had hypertension, 23% diabetes and 27% were obese. Coronary calcification was found in 48% of the patients, with higher prevalence among CKD stage 4 (p = 0.02). The median value of IMT was 0.6 mm (0.4-0.7 mm). When compared to patients with IMT ≤ 0.6 mm, those with IMT > 0.6 mm were older (p = 0.001), had higher prevalence of male (p = 0.001) and had lower eGFR (p = 0.01). These patients also had higher prevalence of coronary calcification (p = 0.001). During the follow-up, there were no differences in the occurrence of cardiovascular events and deaths between the two groups. Conclusion: IMT in early-stage CKD patients was related to coronary calcification, but not with the occurrence of cardiovascular events or death. .


Subject(s)
Female , Humans , Male , Middle Aged , Carotid Intima-Media Thickness , Cardiovascular Diseases/etiology , Cardiovascular Diseases/pathology , Renal Insufficiency, Chronic/complications , Prospective Studies , Renal Dialysis , Time Factors
20.
J Neurophysiol ; 110(11): 2592-606, 2013 Dec.
Article in English | MEDLINE | ID: mdl-24027105

ABSTRACT

This study focuses on neuromuscular mechanisms behind ankle torque and EMG variability during a maintained isometric plantar flexion contraction. Experimentally obtained torque standard deviation (SD) and soleus, medial gastrocnemius, and lateral gastrocnemius EMG envelope mean and SD increased with mean torque for a wide range of torque levels. Computer simulations were performed on a biophysically-based neuromuscular model of the triceps surae consisting of premotoneuronal spike trains (the global input, GI) driving the motoneuron pools of the soleus, medial gastrocnemius, and lateral gastrocnemius muscles, which activate their respective muscle units. Two types of point processes were adopted to represent the statistics of the GI: Poisson and Gamma. Simulations showed a better agreement with experimental results when the GI was modeled by Gamma point processes having lower orders (higher variability) for higher target torques. At the same time, the simulations reproduced well the experimental data of EMG envelope mean and SD as a function of mean plantar flexion torque, for the three muscles. These results suggest that the experimentally found relations between torque-EMG variability as a function of mean plantar flexion torque level depend not only on the intrinsic properties of the motoneuron pools and the muscle units innervated, but also on the increasing variability of the premotoneuronal GI spike trains when their mean rates increase to command a higher plantar flexion torque level. The simulations also provided information on spike train statistics of several hundred motoneurons that compose the triceps surae, providing a wide picture of the associated mechanisms behind torque and EMG variability.


Subject(s)
Isometric Contraction , Models, Neurological , Motor Neurons/physiology , Muscle, Skeletal/physiology , Adult , Analysis of Variance , Female , Humans , Male , Muscle, Skeletal/innervation , Torque
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