Electrocardiogram (ECG) can visually reflect the physiological electrical activity of human heart, which is important in the field of arrhythmia detection and classification. To address the negative effect of label imbalance in ECG data on arrhythmia classification, this paper proposes a nested long short-term memory network (NLSTM) model for unbalanced ECG signal classification. The NLSTM is built to learn and memorize the temporal characteristics in complex signals, and the focal loss function is used to reduce the weights of easily identifiable samples. Then the residual attention mechanism is used to modify the assigned weights according to the importance of sample characteristic to solve the sample imbalance problem. Then the synthetic minority over-sampling technique is used to perform a simple manual oversampling process on the Massachusetts institute of technology and Beth Israel hospital arrhythmia (MIT-BIH-AR) database to further increase the classification accuracy of the model. Finally, the MIT-BIH arrhythmia database is applied to experimentally verify the above algorithms. The experimental results show that the proposed method can effectively solve the issues of imbalanced samples and unremarkable features in ECG signals, and the overall accuracy of the model reaches 98.34%. It also significantly improves the recognition and classification of minority samples and has provided a new feasible method for ECG-assisted diagnosis, which has practical application significance.
Aiming at the problem that the small samples of critical disease in clinic may lead to prognostic models with poor performance of overfitting, large prediction error and instability, the long short-term memory transferring algorithm (transLSTM) was proposed. Based on the idea of transfer learning, the algorithm leverages the correlation between diseases to transfer information of different disease prognostic models, constructs the effictive model of target disease of small samples with the aid of large data of related diseases, hence improves the prediction performance and reduces the requirement for target training sample quantity. The transLSTM algorithm firstly uses the related disease samples to pretrain partial model parameters, and then further adjusts the whole network with the target training samples. The testing results on MIMIC-Ⅲ database showed that compared with traditional LSTM classification algorithm, the transLSTM algorithm had 0.02-0.07 higher AUROC and 0.05-0.14 larger AUPRC, while its number of training iterations was only 39%-64% of the traditional algorithm. The results of application on sepsis revealed that the transLSTM model of only 100 training samples had comparable mortality prediction performance to the traditional model of 250 training samples. In small sample situations, the transLSTM algorithm has significant advantages with higher prediciton accuracy and faster training speed. It realizes the application of transfer learning in the prognostic model of critical disease with small samples.
Objective To investigate the short-term effectiveness of reconstruction plate internal fixation via improved Stoppa approach combined with iliac fossa approach and Kocher-Langenbeck approach for complex acetabular fractures. Methods Between January 2015 and January 2020, 30 patients with complex acetabular fractures were treated with reconstruction plate internal fixation via improved Stoppa approach combined with iliac fossa approach and Kocher-Langenbeck approach. There were 20 males and 10 females with an average age of 52.1 years (range, 25-71 years). The cause of injury included traffic accident in 17 cases and falling from height in 13 cases. Among them, 14 cases were left acetabular fractures and 16 cases were right acetabular fractures. According to Letournel classification, there were 16 cases of double column fractures, 2 cases of transverse fracture with posterior wall fracture, 4 cases of anterior column and posterior hemi-transverse fractures, 8 cases of T-shaped fracture. The displacement distance of fracture ranged from 6 to 30 mm (mean, 11.6 mm). The time from injury to operation was 6-14 days (mean, 8.7 days). Results The operation time was 2.0-4.5 hours (mean, 3.0 hours). The intraoperative blood loss was 200-800 mL (mean, 450.0 mL). All patients were treated with autologous blood transfusion during operation. All incisions healed by first intention after operation, and no infection occurred. All patients were followed up 12-15 months (mean, 13.4 months). The drainage tube was removed at 2-3 days after operation. After extubation, X-ray film and three-dimensional CT were performed to recheck the fracture reduction. According to Matta score system, 20 cases were excellent, 5 were good, and 5 were poor, the excellent and good rate was 83.3%. All fractures healed with the healing time of 16-25 weeks (mean, 17.7 weeks). According to Merle d’Aubigne-Postel score system, the hip function at 1 year after operation was rated as excellent in 18 cases, good in 6 cases, and fair in 6 cases, and the excellent and good rate was 80.0%. Two cases suffered from sciatic nerve injury due to traction during operation, 7 cases had heterotopic ossification, 2 cases had traumatic hip arthritis, and no other complications occurred. Conclusion For complex acetabular fractures, the reconstruction plate internal fixation via improved Stoppa approach combined with iliac fossa approach and Kocher-Langenbeck approach can obtain good short-term effectiveness with good reduction and hip joint function, and less complications.
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.
Objective To discuss whether age has an influence on short-term effect of intersphincteric resection (ISR) for elderly (≥75 years old) patients with ultra-low rectal or canal cancer or not. Methods From February 2016 to February 2017, 196 patients with ultra-low rectal or canal cancer received ISR in the Gastrointestinal Surgery Center of West China Hospital were eligible to include in this study, then they were divided into ≥75 years old group and <75 years old group according to the patients’ age. The intraoperative index, postoperative index, and complications rate were compared between these two groups. Results There were 113 cases in the ≥75 years old group, 83 cases in the <75 years old group, the baselines such as the gender composition, body mass index, tumor histology type, differentiation degree, tumor size, and distance from the anal margin had no significant differences ( P>0.05), but the preoperative anaesthetized ASA grade, proportions of pulmonary insufficiency, hypoproteinemia, anemia, hypertension, diabetes, and cardiac insufficiency of the ≥75 years old group were significantly higher than those of the <75 years old group (P<0.05). The operative time, intraoperative bleeding, and total complications rate had no differences between these two groups (P>0.05), the first exhaust time, the first eating time, the first defecation time, the first ambulation time, and hospitalization time of the ≥75 years old group were significantly longer than those of the <75 years old group (P=0.023, 0.037, 0.019, 0.020, and 0.012, respectively). There were no significant differences in the incidences of the anastomotic leakage, perianal infection, intestinal obstruction, and wound infection between these two groups (P>0.05). All the 196 patients were followed-up with an average follow-up of 7 months, there were 4 cases of recurrent patients, of which 3 were in the ≥75 years old group and 1 in the <75 years old group; there were 3 cases of death, of which 2 were in the ≥75 years old group and 1 in the <75 years old group. Conclusions Short-term recovery of elderly patients with ultra-low rectal or canal cancer is slower than younger patients because of poor preoperative conditions. ISR surgery is still safe and effective for elderly patients with ultra-low rectal or canal cancer and postoperative complications rate has no obvious increase, but it needs a surgeon’s skilled operation technology and multi-disciplinary team cooperation.
ObjectiveTo evaluate the safety and short-term outcome of laparoscopic total mesorectal excision (TME) for the middle-lower rectal cancer in municipal hospital.MethodsThe pathological data of 94 patients with middle-lower rectal cancer (49 cases underwent laparoscopic TME, while 45 cases received open TME), who treated in The First People’s Hospital of Ziyang from Jan. 2015 to Jun. 2017, were retrospectively collected and analyzed.ResultsTwo patients (4.1%) in laparoscopy group were converted to open surgery. Compared with the laparotomy group, the laparoscopic group had significantly less volume of intraoperative bleeding, shorter abdominal incision, earlier time to the first flatus and liquid diet, and lower rate of 30-day postoperative complication (P<0.05), but had longer operative time (P=0.033). While there were no significant difference on postoperative stay, the specimen length, distal margin, and number of harvested lymph nodes between the 2 groups (P>0.05).ConclusionLaparoscopic TME is a feasible, safe, and minimally invasive technique for middle-lower rectal cancer, and produce more favourable short-term outcome than open surgery in municipal hospital.
ObjectiveTo compare the short-term outcome of 3-port and 5-port laparoscopic assisted radical resection for middle and high rectal cancer.MethodsWe retrospectively analyzed the clinical characteristics of 67 patients with middle and high rectal cancer who were treated in the Gastrointestinal Ward of Center of General Surgery in General Hospital of Western Theater Command of the Chinese People’s Liberation Army from January 2018 to December 2018. The operative, pathological, recent postoperative related indicators, and follow-up results of the two groups were compared and analyzed.ResultsAmong all the enrolled patients, 33 cases received 3-port laparoscopic surgery (3-port group) and 34 cases received 5-port laparoscopic surgery (5-port group). The total length of incision and the pain score of the Visual Analog Scale (VAS) on the 3rd postoperative day of the 3-port group were significantly better than those of the 5-port group (P<0.05). Peripheral incisal margins were negative in both two groups. However, there were no statistically significant differences in indicators such as operative time, intraoperative blood loss, operative conversion rate, hospitalization expenses, length of the distal margins, number of positive lymph nodes, number of lymph nodes harvested, time to the first flatus, time to the first ambulation, time to urinary catheter removal, time to drainage tube removal, time to the first oral intake, postoperative hospital stay, and postoperative complication rate (P>0.05). Thirty cases of the 3-port group were followed up for 12–24 months (median of 19 months), as well as 29 cases of 5-port group were followed up for 12–24 months (median of 19.5 months). There were no significant differences on the incidences of intestinal obstruction, local recurrence, distant metastasis, and death between the two groups (P>0.05).ConclusionCompared with the conventional 5-port laparoscopic surgery, the 3-port laparoscopic surgery could shorten the total length of incision and reduce the surgical trauma, suggesting that it is safe and effective.
Objective To compare the short-term effectiveness of staged bilateral total hip arthroplasty via different approaches. Methods Thirty-two patients (64 hips) with bilateral hip disease were treated with total hip arthroplasty between January 2012 and December 2014. There were 20 males and 12 females with the mean age of 45.3 years (range, 30-67 years). There were avascular necrosis of femoral head in 14 cases, developmental dislocation of the hip in 12 cases, ankylosing spondylitis in 4 cases, osteoarthritis in 2 cases. All patients were treated with total hip arthroplasty; and the direct anterior approach (DAA) or direct lateral approach (DLA) was chosen for the unilateral hip randomly. The length of incision, operation time, total blood loss volume, the time of first postoperative activity, and the acetabular anteversion angle were compared. The Harris score, visual analogue scale (VAS) score, and incidence of complication were compared between 2 groups. Results All incisions healed at stage Ⅰ. All patients were followed up 20-53 months (mean, 39.6 months). The length of incision, total blood loss volume, the time of first postoperative activity were significantly shorter in DAA group than in DLA group (P<0.05). The operation time was significantly longer in DAA group than in DLA group (P<0.05). There was no significant difference in acetabular anteversion angle between 2 groups (t=1.122, P=0.266). The incidence of complication were 25.00% and 15.63% in DAA group and DLA group, respectively, showing no significant difference (χ2=0.869, P=0.536). The Harris score in DAA group significantly increased at 3 and 9 months after operation than in DLA group (P<0.05); there was no significant difference at 18 months after operation between 2 groups (P>0.05). The VAS score was significantly lower in DAA group than in DLA group at 1 day, 3 days, and 1 week after operation (P<0.05); there was no significant difference at 4 and 8 weeks between 2 groups (P>0.05). The prosthesis did not loosen and sink during the follow-up. Conclusion Total hip arthroplasty via DAA can reduce operation related complication and speed up the recovery of hip function at the early stage after operation. However, the lateral cutaneous nerve injury is the most common complication.
Objective To verify the association between admission serum phosphate level and short-term (<30 days) mortality of severe pneumonia patients admitted to intensive care unit (ICU) / respiratory intensive care unit (RICU). Methods Severe pneumonia patients admitted to the ICU/RICU of Quanzhou First Hospital Affiliated to Fujian Medical University from November 2019 to September 2021 were included in the study. Serum phosphate was demonstrated as an independent risk factor for short-term mortality of severe pneumonia patients admitted to ICU/RICU by logical analysis and receiver operator characteristic (ROC) curve. The patients were further categorized by serum phosphate concentration to explore the relationship between serum phosphate level and short-term mortality. Results Comparison of baseline indicators at admission between the survival group (n=54) and the non survival group (n=46) revealed that there was significant difference in serum phosphate level [0.9 (0.8, 1.2) mmol/L vs. 1.2 (0.9, 1.5) mmol/L, P<0.05]. Logical analysis showed serum phosphate was an independent risk factor for short-term mortality. ROC curve showed that the prediction ability of serum phosphate was close to pneumonia severity index (PSI). After combining serum phosphate with PSI score, CURB65 score, and sequential organ failure score, the predictive ability of these scores for short-term mortality was improved. Compared with the normophosphatemia group, hyperphosphatemia was found be with significantly higher short-term mortality (85.7% vs. 47.3%, P<0.05), which is absent in hypophosphatemia (25.8%). Conclusions Serum phosphate at admission has a good predictive value on short-term mortality in severe pneumonia patients admitted to the ICU/RICU. Hyperphosphatemia at admission is associated with a higher risk of short-term death.
The rapid development of medical informatization and continuous innovation of artificial intelligence have made it possible to analyze data and predict prognosis through making full use of data analysis or data mining methods in medical field, which can provide not only more accurate basis of diagnosis and treatment for patients but also important decision-making reference for the government and hospitals to allocate medical resources reasonably. As a classical model for processing time series data in machine learning, long short-term memory network can break through some limitations of statistics to process large and complex medical data. The current applications of long short-term memory networks in medical and biomedical fields can be mainly summarized as seven themes, including natural language processing, biomedical information, signals, motion, clinical medical records, hospital management, and public health and policy.