The automatic recognition technology of muscle fatigue has widespread application in the field of kinesiology and rehabilitation medicine. In this paper, we used surface electromyography (sEMG) to study the recognition of leg muscle fatigue during circuit resistance training. The purpose of this study was to solve the problem that the sEMG signals have a lot of noise interference and the recognition accuracy of the existing muscle fatigue recognition model is not high enough. First, we proposed an improved wavelet threshold function denoising algorithm to denoise the sEMG signal. Then, we build a muscle fatigue state recognition model based on long short-term memory (LSTM), and used the Holdout method to evaluate the performance of the model. Finally, the denoising effect of the improved wavelet threshold function denoising method proposed in this paper was compared with the denoising effect of the traditional wavelet threshold denoising method. We compared the performance of the proposed muscle fatigue recognition model with that of particle swarm optimization support vector machine (PSO-SVM) and convolutional neural network (CNN). The results showed that the new wavelet threshold function had better denoising performance than hard and soft threshold functions. The accuracy of LSTM network model in identifying muscle fatigue was 4.89% and 2.47% higher than that of PSO-SVM and CNN, respectively. The sEMG signal denoising method and muscle fatigue recognition model proposed in this paper have important implications for monitoring muscle fatigue during rehabilitation training and exercise.
ObjectiveTo evaluate the effectiveness of indirect fixation of the 3rd tarsometatarsal joint in the treatment of high-energy Lisfranc injury.MethodsBetween February 2015 and February 2019, 15 patients with high-energy Lisfranc injury were treated. There were 12 males and 3 females with an average age of 44.8 years (range, 29-73 years). The average time from injury to admission was 8.8 hours (range, 2-28 hours). According to Myerson classification, there were 6 cases of type A, 4 cases of type B2, 1 case of type C1, and 4 cases of type C2; 8 cases were open injury. The 3rd tarsometatarsal joint was injured in all patients, including intact intermetatarsal ligament in 7 cases, the 2nd-3rd intermetatarsal ligament injury in 6 cases, the 3rd-4th intermetatarsal ligament injury in 1 case, and the 2nd-3rd-4th intermetatarsal ligament injury in 1 case. Among them, the 3rd tarsometatarsal joint was not fixed directly and indirectly fixed by stabilized the 2nd and 4th tarsometatarsal joints in 13 cases. The 3rd tarsometatarsal joint was fixed with Kirschner wire in 2 cases for 1 patient had complete injury of the intermetatarsal ligament and the other 1 had comminuted fracture of the base of the 3rd metatarsal. The reduction of fracture and dislocation was evaluated by X-ray films, focusing on the re-displacement of the 3rd tarsometatarsal joint. The effectiveness was evaluated by American Orthopaedic Foot and Ankle Society (AOFAS) score and visual analogue scale (VAS) score.ResultsThirteen of the 15 patients were followed up 12-26 months, with an average of 15.6 months. One case had superficial infection of the incision and healed after symptomatic treatment; the other incisions healed by first intention. At last follow-up, the VAS score was 0-3 (mean, 1.1) and the AOFAS score was 70-99 (mean, 87.5). Twelve patients achieved anatomical reduction and 1 patient had increased talar-first metatarsal angle and the mild forefoot abduction. During the follow-up, no loss of reduction of the 3rd tarsometatarsal joint was found, while the spontaneous fusion of the joint was observed in 2 patients.ConclusionIn high-energy Lisfranc injury, as long as the intermetatarsal ligament is not completely destroyed and the bony structure of the tarsometatarsal joint is intact, the 3rd tarsometatarsal joint does not need to be fixed routinely, the stability of the joint can be obtained indirectly by fixing the adjacent tarsometatarsal joint.
To summarize the medium-term cl inical result of bio-derived bone transplantation in orthopedics with tissue engineering technique. Methods From December 2000 to June 2001, 10 cases of various types of bone defect were treated with tissue engineered bone, which was constructed in vitro by allogenous osteoblasts from periosteum (1 × 106/ mL) with bio-derived bone scaffold following 3 to 7 days co-culture. Six men and 4 women were involved in this study, aged from 14 to 70 years with a median of 42 years. Among them, there were 2 cases of bone cyst, 1 case of non-union of old fracture, 6 cases of fresh comminuted fracture with bone defect, and 1 case of chronic suppurative ostemyel itis. The total weight of tissue engineered bone was 3-15 g in all the cases, averaged 7.3 g in each case. Results The wound in all the case healed by first intention. For 7 year follow up, bone union was completed within 3.0 to 4.5 months in 9 cases, but loosening occurred and the graft was taken out 1 year after operation in 1 case. The X-ray films showed that 9 cases achieved union except one who received resection of the head of humerus. No obvious abnormities were observed, and the function of affected l imbs met daily l ife and work. Conclusion Bio-derived tissue engineered bone has good osteogenesis. No obvious rejection and other compl ications are observed in the cl inical appl ication.
ObjectiveTo evaluate the therapeutic effect of liver transplantation (LT) combined with adenovirus-mediated delivery of herpes simplex virus thymidine kinase / ganciclovir (ADV-TK/GCV) in treatment of patients with hepatocellular carcinoma (HCC), so as to benefit more patients with HCC beyond the Milan criteria. MethodsThe clinicopathologic data of patients with HCC underwent LT by the author team since 2007 were collected and analyzed. The patients were assigned into simple LT group and LT+ADV-TK/GCV group. The 5-year cumulative overall survival rate and relapse free survival rate of all LT patients and the patients with LT beyond the Milan criteria by simple LT and LT+ADV-TK/GCV therapy were compared. Meanwhile, Cox regression was used to analyze the risk factors affecting long-term overall survival rate and relapse free survival rate of all patients with HCC after LT. ResultsA total of 216 patients eligible for inclusion were collected in this study, including 134 patients in the simple LT group and 82 patients in the LT+ADV-TK/GCV group, 162 of whom beyond the Milan criteria, including 101 patients underwent the simple LT and 61 patients underwent the LT+ADV-TK/GCV. There were no statistical differences in the baseline data between the simple LT and LT+ADV-TK/GCV in all patients and patients beyond the Milan criteria (P>0.05). There were no statistical differences in 5-year overall survival rate and relapse free survival rate of all patients with HCC (P>0.05). The 5-year cumulative overall survival rate of the LT+ADV-TK/GCV group was better than that of the simple LT group in the patients beyond the Milan criteria (χ2=4.11, P=0.047), but it was not found that the 5-year cumulative relapse free survival rate had statistical difference (27-month survival time as the critical value, P=0.46, P=0.06). Cox regression multivariate analysis results showed that the larger cumulative tumor diameter, the preoperative elevated serum alpha fetoprotein (>400 μg/L), later TNM stage, and without combination of ADV-TK/GCV therapy increased the probability of shorter overall survival of patients after LT; and the patient’s older age, the larger cumulative tumor diameter, and later TNM stage increased the probability of shorter relapse free survival after LT, and it was not found that the combination of ADV-TK/GCV therapy had an impact on the relapse free survival. ConclusionLT combined with ADV-TK/GCV therapy can obviously improve overall survival among patients beyond the Milan criteria, more patients with advanced HCC will be candidates for LT combined with ADV-TK/GCV therapy.
ObjectiveTo investigate the effects of intraoperative intermittent pneumatic compression (IPC) treatment on coagulation and fibrinolysis, lower extremity venous blood flow velocity, and deep venous thrombosis (DVT) in patients with gastric cancer (GC) after radical gastrectomy. MethodsThe patients with GC who underwent radical gastrectomy at Hebei Provincial People’s Hospital from July 2021 to July 2024 were retrospectively enrolled, then the patients were assigned into control group (the patients who did not receive intraoperative IPC) and study group (the patients who received intraoperative IPC), and the propensity score matching (PSM) method was used to conduct 1∶1 matching based on the basic characteristics such as age, gender, body mass index, comorbidities to ensure baseline comparability between the two groups. The incidences of postoperative DVT and lower extremity swelling, and coagulations [prothrombin time (PT), thrombin time (TT), activated partial thromboplastin time (APTT)] and fibrinolysis [D-dimer (D-D), fibrinogen (FIB), and fibrin degradation products (FDP)], as well as lower extremity venous blood flow velocity were analyzed after PSM. The locally weighted regression was used to analyze the correlation between the coagulation and fibrinolytic functions indexes and the lower extremity venous blood flow velocity. ResultsA total of 120 patients were matched (60 cases per group). The baseline characteristics of both groups were comparable (P>0.05). The incidences of DVT on day 7 and lower extremity swelling on day 1, 3, and 7 after surgery in the study group were significantly lower than those in the control group (P<0.05). The results of repeated-measures analysis of variance showed that there were statistically significant differences in the inter-group, time-related, and group-by-time interaction effects of coagulation and fibrinolysis indexes as well as lower extrimety venous blood flow velocities (P<0.05). The impact of the time factor on coagulation and fibrinolysis indexes and lower extrimety venous blood flow velocities varied with intraoperative IPC intervention measures. After surgery, the PT, TT, APTT, and lower extrimety venous blood flow velocities in the study group first decreased and then increased as compared with those before surgery, and the decrease degree was smaller and the increase degree was larger than those in the control group. After surgery, the D-D, FIB, and FDP in the study group first increased and then decreased as compared with those before surgery, and the increase degree was smaller and the decrease degree was larger than those in the control group. Both PT and TT were significantly positively correlated with femoral vein blood flow velocity (r=0.21, P=0.042; r=0.22, P=0.040), and both also showed significant positive correlations with popliteal vein blood flow velocity (r=0.25, P＜0.001; r=0.20, P=0.032). APTT was only significantly positively correlated with popliteal vein blood flow velocity (r=0.33, P＜0.001). D-D was negatively correlated with the flow velocities of the femoral vein, external iliac vein, and popliteal vein (r=–0.23, P=0.012; r=–0.22, P=0.047; r=–0.37, P<0.001). Both FIB and FDP were negatively correlated with the flow velocity of the femoral vein (r=–0.23, P=0.036; r=–0.27, P=0.002). FIB was also negatively correlated with the flow velocity of the popliteal vein (r=–0.26, P=0.038), and FDP was negatively correlated with the flow velocity of the external iliac vein (r=–0.31, P<0.001). ConclusionBased on the results of this study, intraoperative IPC treatment could improve coagulation and fibrinolytic functions of patients with GC after surgery, and has a certain preventive effect on occurrence DVT of lower extremity.
Objective To study the relationship between the expression ratio of induced nitric oxide synthase (iNOS) over glial fibrillary acidic protein (GFAP) and the time of injury after brain concussion in rat, in order to acquire a new visual angle for determining injury time of cerebral concussion. Methods Eighty-five healthy Sprague-Dawley rats were divided into three groups randomly: model group (n=25), experimental group (n=55), and control group (n=5). The rats in the model group were used to confirm the attack hight to make the model of brain concussion; according to the time of execution, rats in the experimental group were then subdivided into 11 groups with 5 rats in each subgroup, and their execution time was respectively hour 0.5, 1, 3, 6, 12, 24, 48, 96, 168, 240, and 336; the rats in the control group were executed after fed for 24 hours. After the model of cerebral concussion was established through freefalling dart method, hematoxylin-eosin staining and immunohistochemistry staining of iNOS and GFAP were conducted for the brain of the rats. All related experimental results were studied by using microscope with image analytical system and homologous statistics. Results The ratio of positive expression of iNOS over that of GFAP increased gradually during hour 0.5- 3 after injury in brain (from 5.03 to 10.47). At the same time, the positive expression of iNOS increased significantly (from 14.61% to 37.45%). However, the increase of the positive expression of GFAP was not obvious. Between hour 3 and 12, the ratio began to decline to 4.98, which was still at a high level, and during the same time period, the positive expressions of iNOS and GFAP also experienced the same change pattern. Later, the ratio began to decline between hour 12 and 336 after injury (from 4.98 to 0.95). All ratios at this time were lower than those between hour 0.5 and 12. The positive expression of iNOS and GFAP both increased to a climax before declining. Conclusions The ratio of positive expression of iNOS over GFAP and the respective change pattern of iNOS and GFAP can be used as the evidence of estimating the injury time of cerebral concussion. We can use the ratio of two or more markers to provide a new visual angle for concluding the concussion injury time.
ObjectiveTo compare short- and medium-term effects of Leonardo da Vinci robot-assisted and traditional mitral valvuloplasty.MethodsWe conducted a retrospective analysis of 74 patients who underwent mitral valvuloplasty in our hospital from January 2015 to March 2017. The patients were divided into two groups according to the mode of operation: a da Vinci group (n=29, 13 males, 16 females at an average age of 52 years) and a routine group (n=45, 18 males, 27 females at an average age of 53 years). The perioperative data of patients in the two groups were compared and analyzed.ResultsThere was no significant difference in sex, age, weight, height, body mass index (BMI), cardiac function (NYHA), hypertension, diabetes, postoperative blood transfusion and postoperative complications between the two groups (P>0.05). The tracheal intubation time, ICU retention time, hospital stay time, blood loss and postoperative drainage in the da Vinci group were shorter or less than those in the routine group (P<0.05). The operation time, cardiopulmonary bypass time and aortic clamping time in the da Vinci group were longer than those in the routine group (P<0.05). Different surgical procedures had no significant effect on left atrial diameter (LAD), left ventricular end-diastolic diameter (LVEDD), left ventricular ejection fraction (LVEF) and mitral regurgitation (MR) 3 years after operation. There was no interaction between the mode of operation and the time of follow-up. There was no significant difference in echocardiographic evaluation in the same period (P>0.05).ConclusionDa Vinci operation shortens the rehabilitation process of patients compared with traditional surgery. For short- and medium-term follow-up results, there is no difference between Leonardo da Vinci and traditional mitral valve surgeries, and the clinical effect of da Vinci robot-assisted mitral valvuloplasty is satisfactory, which is worthy of further clinical promotion.
ObjectiveTo retrospectively compare the mid-term effectiveness between by direct anterior approach (DAA) and by posterolateral approach in total hip arthroplasty (THA).MethodsBetween January 2009 and December 2010, 110 patients (110 hips) treated with THA and followed up more than 5 years were chosen in the study. THA was performed on 55 patients by DAA (DAA group), and on 55 patients by posterolateral approach (PL group). There was no significant difference in gender, age, body mass index, types of hip joint disease, and preoperative Harris score between 2 groups (P>0.05). The operation time, amount of bleeding, length of hospital stay, postoperative complications, and the Harris scores were recorded and compared.ResultsThere was no significant difference in operation time and length of hospital stay between 2 groups (t=0.145, P=0.876; t=1.305, P=0.093). The amount of bleeding was significantly less in DAA group than in PL group (t=2.314, P=0.032). All patients were followed up 5-7 years (mean, 5.97 years). Complications happened in 5 cases (9.1%) of DAA group and in 3 cases (5.5%) of PL group, and there was no significant difference in the incidence of complications between 2 groups (χ2=0.539, P=0.463). There was significant difference in Harris scores at 6 months after operation between 2 groups (t=2.296, P=0.014), but no significant difference was found in Harris score at 1 year and 5 years between 2 groups (t=1.375, P=0.130; t=0.905, P=0.087). Further analysis, at 6 months after operation, the joint function score in DAA group was significantly higher than that in PL group (t=1.087, P=0.034), while there was no significant difference in the pain score and range of motion score between 2 groups (t=1.872, P=0.760; t=1.059, P=0.091).ConclusionTHA by DAA has the advantages of less bleeding and faster recovery. The short-term effectiveness is superior to the THA by traditional posterolateral approach, but there is no obvious advantage in the mid-term effectiveness.
Objective To explore the accuracy and practicability of bone age assessment for the diagnosis of idiopathic precocious puberty (IPP). Methods According to the “Gold Standard”, we selected 55 girls with IPP for the study group, and 83 normal girls for the control group. We retrospectively analyzed the first left hand-wrist radiographs at the first visit. Bone ages were assessed by using a single-blind method according to the RUS (Radius Ulna and Short bones), carpale and 20 bones method (TW2). Each had 5 decision thresholds (gt;97th percentile, gt;90th percentile, gt;75th percentile, gt;50th percentile and ≤50th percentile). The diagnostic values from RUS, carpale and 20 bones methods assessing bone age were analyzed to identify the best decision threshold. Results ① Both sensitivity and specificity of the four decision thresholds were relatively higher, including gt;90th percentile of RUS (sensitivity 0.836, specificity 0.916), gt;90th percentile of carpale (sensitivity 0.746, specificity 0.916), gt;90th and gt;75th percentile of 20 bone (sensitivity 0.746, specificity 0.964 and sensitivity 0.982, specificity 0.783, respectively). ② Area under receiver operator characteristic curve (AUR): AUR of RUS 0.939 ± 0.019 (95%CI 0.902 to 0.977), AUR of carpale 0.899 ± 0.028 (95%CI 0.845 to 0.954), AUR of 20 bone 0.958 ± 0.014 (95%CI 0.930 to 0.986). No significant difference was found (F=2.03, P=0.13). ③ Agreement assessment within-observer reliability was 89.28%, and between-observer reliability was 80.3% (Kappa 0.68, u=6.87, P＜0.01). Conclusions RUS and 20 bones methods have high accuracy for the diagnosis of idiopathic precocious puberty. Considering sensitivity and specificity, we think that ＞90th percentile of RUS is the best decision threshold.
The pace of modern life is accelerating, the pressure of life is gradually increasing, and the long-term accumulation of mental fatigue poses a threat to health. By analyzing physiological signals and parameters, this paper proposes a method that can identify the state of mental fatigue, which helps to maintain a healthy life. The method proposed in this paper is a new recognition method of psychological fatigue state of electrocardiogram signals based on convolutional neural network and long short-term memory. Firstly, the convolution layer of one-dimensional convolutional neural network model is used to extract local features, the key information is extracted through pooling layer, and some redundant data is removed. Then, the extracted features are used as input to the long short-term memory model to further fuse the ECG features. Finally, by integrating the key information through the full connection layer, the accurate recognition of mental fatigue state is successfully realized. The results show that compared with traditional machine learning algorithms, the proposed method significantly improves the accuracy of mental fatigue recognition to 96.3%, which provides a reliable basis for the early warning and evaluation of mental fatigue.