Pulmonary rehabilitation therapy is gaining more attention. The recent systematic review of domestic and foreign relevant literature indicates pre-operative pulmonary rehabilitation exercise training performs an important role in per-operative period. The rehabilitation therapy can efficiently improve exercise tolerance and quality of life of patients with lung cancer, reduce post-operative complications, shorten hospitalization time, and increase opportunity of operation. However, the evidence comes from small samples reported by present clinical study, and a standard treatment guideline of pulmonary rehabilitation has not been established until now. Further researches are expected to provide demonstration and promote pulmonary rehabilitation. It is an important part of comprehensive treatment of lung cancer. The therapy will benefit more patients suffering from lung cancer.
ObjectiveTo investigate the role of mindfulness-based stress reduction in improving anxiety and depression in elderly patients with chronic heart failure.MethodsFrom August 2016 to August 2018, a total of 196 elderly patients with chronic heart failure were randomly divided into the treatment group and the control group, with 98 cases in each group. The control group received routine care. The treatment group received routine care plus mindfulness-based stress reduction in two 60-minute sessions a week for 8 weeks. The level of serum N-terminal pro-brain natriuretic peptide (NT-proBNP) was detected by electrochemiluminescence immunoassay, and left ventricular ejection fraction (LVEF) was measured by echocardiography before intervention and at week 8 of intervention; the effective rate was calculated. Self-rating Anxiety Scale (SAS), Self-rating Depression Scale (SDS), and General Well-Being scale (GWB) were used to assess the degree of anxiety, depression, and well-being of patients before intervention and at week 8 of intervention.ResultsThe serum NT-proBNP levels at week 8 of intervention in the two groups were lower than those before intervention, and the LVEFs were higher than those before intervention (P<0.05). The treatment group showed significant changes when compared with the control group (P<0.05). The effective rate of the treatment group was higher than that of the control group (89.80% vs. 69.39%, P<0.05). Before intervention, the SAS scores in the treatment group and the control group were 56.61±8.25 and 55.98±6.32, respectively, the SDS scores were 59.98±7.21 and 58.86±6.17, respectively, and the GWB scores were 53.19±12.38 and 54.06±10.93, respectively; at week 8 of intervention, the SAS scores in the treatment group and the control group were 40.56±8.17 and 46.25±5.43, respectively, the SDS scores were 42.85±5.77 and 48.34±8.01, respectively, and the GWB scores were 76.17±9.63 and 68.58±13.30, respectively. At week 8 of intervention, the SAS and SDS scores of the two groups were both lower than those before intervention, and the GWB scores were higher than those before intervention (P<0.05). The treatment group showed significant changes when compared with the control group (P<0.05).ConclusionMindfulness-based stress reduction can improve the anxiety and depression of elderly patients with chronic heart failure, improve their well-being and promote the recovery of heart function.
Objective To summarize the application progress of surface electromyography (sEMG) and surface electromygraphic biofeedback (sEMGBF) in low back pain (LBP). Methods The related literature about the application of sEMG and sEMGBF in diagnosis and therapy of LBP was summarized and analyzed. Results As a auxiliary diagnostic technique, lumbar muscle fatigue, lumbar muscle activity disorder, flexion-relaxation phenomenon, and asymmetry of the paravertebral muscle electromygraphic activity were found in patients with LBP by sEMG. For treatment, sEMG combined with sEMGBF technology to form sEMGBF training. sEMGBF training include sEMGBF training and sEMGBF stretching exercise. sEMGBF training can improve lumbar muscle activity disorder, recover muscle function, and relieve back pain. Conclusion sEMG can monitor the electromyographic signal and sEMGBF biofeedback information can relax or strengthen the muscle. It is very meaningful for diagnosis and therapy of LBP.
ObjectiveThe current medical questionnaire resources are mainly processed and organized at the document level, which hampers user access and reuse at the questionnaire item level. This study aims to propose a multi-class classification of items in medical questionnaires in low-resource scenarios, and to support fine-grained organization and provision of medical questionnaires resources. MethodsWe introduced a novel, BERT-based, prompt learning approach for multi-class classification of items in medical questionnaires. First, we curated a small corpus of lung cancer medical assessment items by collecting relevant clinical assessment questionnaires, extracting function and domain classifications, and manually annotating the items with "function-domain" combination labels. We then employed prompt learning by feeding the customized template into BERT. The masked positions were predicted and filled, followed by mapping the populated text to labels. This process enables the multi-class classification of item texts in medical questionnaires. ResultsThe constructed corpus comprised 347 clinical assessment items for lung cancer, across nine "function-domain" labels. The experimental results indicated that the proposed method achieved an average accuracy of 93% on our self-constructed dataset, outperforming the runner-up GAN-BERT by approximately 6%. ConclusionThe proposed method can maintain robust performance while minimizing the cost of building medical questionnaire item corpora, illustrating its promotion value of research and practice in medical questionnaire classification.
Under the new era background of actively advocating the " active health” in the elderly, the prevention methods of falls not only include environmental modification, reasonable drugs, emotional support, disease prevention and control, etc., but exercise should also be integrated into them. Exercise training can significantly improve muscle strength, balance, and mobility in the elderly, thereby reducing the risk of falls. This paper reviews the biomechanical causes of falls in the elderly, the sports training prescriptions for fall prevention in the elderly, and the research prospects of sports training for fall prevention in the elderly. It is hoped that the elderly population could establish an active healthy lifestyle based on sports training, elevate the physical fitness continuously, reduce the fall injury, and improve the quality of life through strength, balance, and endurance training.
This study uses mind-control game training to intervene in patients with mild cognitive impairment to improve their cognitive function. In this study, electroencephalogram (EEG) data of 40 participants were collected before and after two training sessions. The continuous complexity of EEG signals was analyzed to assess the status of cognitive function and explore the effect of mind-control game training on the improvement of cognitive function. The results showed that after two training sessions, the continuous complexity of EEG signal of the subject increased (0.012 44 ± 0.000 29, P < 0.05) and amplitude of curve fluctuation decreased gradually, indicating that with increase of training times, the continuous complexity increased significantly, the cognitive function of brain improved significantly and state was stable. The results of this paper may show that mind-control game training can improve the status of the brain cognitive function, which may provide support and help for the future intervention of cognitive dysfunction.
ObjectiveTo explore the rehabilitation effect of a domestic lower limb rehabilitation robot on patients with chronic stroke.MethodsChronic stroke patients who were hospitalized in the Department of Rehabilitation Medicine, the First Affiliated Hospital of Chongqing Medical University from September 2017 to August 2019 were collected. These patients underwent A3 robot-assisted gait training for 6 weeks. The differences of gait parameters, spatiotemporal asymmetries, total score and score of each item of Barthel Index were analyzed before and after 6 weeks training.ResultsA total of 15 patients were included, and 12 patients finally completed the trial. After the training, the gait parameters of patients with chronic stroke were significantly improved. Comparing with the baseline data, the cadence, stride length, velocity, step length of the affected leg, and step length of the healthy leg significantly increased (P<0.05) after the training; the stride time and the double-support time were significantly shorter (P<0.05); the stance phase of the affected leg was shortened (P<0.05); the swing phase of the affected leg was prolonged (P<0.05); While no significant difference in the stance phase or swing phase of the healthy leg was found (P>0.05). The spatiotemporal asymmetries had no significant change compared with the baseline data, including the ratio of step length [(1.26±0.23) vs. (1.13±0.10); t=1.816, P=0.097] and the ratio of swing phase of both lower limbs [1.14 (0.23) vs. 1.10 (0.38); Z=−0.153, P=0.878]. The activities of daily living were improved after the training, and the total score of Barthel Index [(72.92± 13.05) vs. (85.42±14.38); t=−6.966, P<0.001] was significantly higher than that before the training. Among the items, the scores of bathing [0.00 (3.75) vs. 5.00 (5.00); Z=−2.000, P=0.046], walking on the flat ground [10.00 (3.75) vs. 15.00 (5.00); Z=−3.000, P=0.003], and going up and down stairs [5.00 (5.00) vs. 7.50 (5.00), Z=−3.000, P=0.003] were higher than the baseline data, and the differences were statistically significant.ConclusionsA3 robot-assisted gait training can effectively improve the walking ability and activities of daily living of patients with chronic stroke but not the spatiotemporal asymmetries. Whether the spatiotemporal asymmetries can be improved by adjusting the robot equipment parameters needs to be further studied.
Considering the small differences between different types in the diabetic retinopathy (DR) grading task, a retinopathy grading algorithm based on cross-layer bilinear pooling is proposed. Firstly, the input image is cropped according to the Hough circle transform (HCT), and then the image contrast is improved by the preprocessing method; then the squeeze excitation group residual network (SEResNeXt) is used as the backbone of the model, and a cross-layer bilinear pooling module is introduced for classification. Finally, a random puzzle generator is introduced in the training process for progressive training, and the center loss (CL) and focal loss (FL) methods are used to further improve the effect of the final classification. The quadratic weighted Kappa (QWK) is 90.84% in the Indian Diabetic Retinopathy Image Dataset (IDRiD), and the area under the receiver operating characteristic curve (AUC) in the Messidor-2 dataset (Messidor-2) is 88.54%. Experiments show that the algorithm proposed in this paper has a certain application value in the field of diabetic retina grading.
The aim of this study is to evaluate the effect of laparoscopic simulation training with different attention. Attention was appraised using the sample entropy and θ/β value, which were calculated according to electroencephalograph (EEG) signal collected with BrainLink. The effect of laparoscopic simulation training was evaluated using the completion time, error number and fixation number, which were calculated according to eye movement signal collected with Tobii eye tracker. Twenty volunteers were recruited in this study. Those with the sample entropy lower than 0.77 were classified into group A and those higher than 0.77 into group B. The results showed that the sample entropy of group A was lower than that of group B, and fluctuations of A were more steady. However, the sample entropy of group B showed steady fluctuations in the first five trainings, and then demonstrated relatively dramatic fluctuates in the later five trainings. Compared with that of group B, the θ/β value of group A was smaller and shows steady fluctuations. Group A has a shorter completion time, less errors and faster decrease of fixation number. Therefore, this study reached the following conclusion that the attention of the trainees would affect the training effect. Members in group A, who had a higher attention were more efficient and faster training. For those in group B, although their training skills have been improved, they needed a longer time to reach a plateau.
Objective To explore the effect of different intensity treadmill training on the repair of micro-injured Achilles tendon induced by collagenase in rats. Methods Seventy-two 8-week-old male Sprague Dawley rats (weighing, 200-250 g) were selected. After adaptive treadmill training for 1 week, rats were injected with 30 μL type I collagenase solution (10 mg/mL) into both Achilles tendons to make micro-injured Achilles tendon models. After 1 week of cage feeding, the rats were randomly divided into 3 groups: the control group, the low-intensity group, and the high-intensity group, 24 rats each group. The rats in control group could move freely, and the rats underwent daily treadmill training at the intensity of 13 m/min and 20 min/d in the low-intensity group and at the intensity of 17 m/min and 60 min/d in the high-intensity group. At immediate, 1 week, and 4 weeks after training, bilateral Achilles tendons were collected from 8 rats of each group for gross observation, histological analysis, and mechanical testing. Results At immediate after training, there was no significant difference in the gross observation, histological observation, and biomechanical properties of the Achilles tendon between groups (P>0.05). The gross observation showed connective tissue hyperplasia near Achilles tendon and lackluster tendon in each group at 1 week; hyperplasia significantly reduced in the low-intensity group when compared with the control group, and there were more connective tissue and a large number of neovascularization in the high-intensity group at 4 weeks. At 1 week, there was no significant difference in the semi-quantitative histological total score between groups (P>0.05), but there were significant differences in vascularity between low-intensity group or high-intensity group and control group (P<0.05). At 4 weeks, the semi-quantitative histological total score was significantly higher in high-intensity group than control group and low-intensity group (P<0.05), and in control group than low-intensity group (P<0.05). There were significant differences in collagen arrangement, cell morphology, abnormal cells, and vascularity between low-intensity group and high-intensity group or control group (P<0.05). And there was significant difference in abnormal cells between high-intensity group and control group (P<0.05). The mechanical testing showed that there was no significant difference in cross-sectional area of the Achilles tendon, the ultimate force, tensile strength, and elastic modulus between groups at 1 week (P>0.05); the low-intensity group was significantly higher than the control group in the ultimate force and the tensile strength (P<0.05), and than high-intensity group in the ultimate force and elastic modulus (P<0.05), but no significant difference was found in the other indexes between groups (P>0.05) at 4 weeks. Conclusion Low-intensity treadmill training can promote the repair of rat micro-injured Achilles tendon induced by collagenase.