ObjectiveTo explore the utility of machine learning-based radiomics models for risk stratification of severe asymptomatic carotid stenosis (ACS). MethodsThe clinical data and head and neck CT angiography images of 188 patients with severe carotid artery stenosis at the Department of Cardiovascular Surgery, China-Japan Friendship Hospital from 2017 to 2021 were retrospectively collected. The patients were randomly divided into a training set (n=131, including 107 males and 24 females aged 68±8 years), and a validation set (n=57, including 50 males and 7 females aged 67±8 years). The volume of interest was manually outlined layer by layer along the edge of the carotid plaque on cross-section. Radiomics features were extracted using the Pyradiomics package of Python software. Intraclass and interclass correlation coefficient analysis, redundancy analysis, and least absolute shrinkage and selection operator regression analysis were used for feature selection. The selected radiomics features were constructed into a predictive model using 6 different supervised machine learning algorithms: logistic regression, decision tree, random forest, support vector machine, naive Bayes, and K nearest neighbor. The diagnostic efficacy of each prediction model was compared using the receiver operating characteristic (ROC) curve and the area under the curve (AUC), which were validated in the validation set. Calibration and clinical usefulness of the prediction model were evaluated using calibration curve and decision curve analysis (DCA). ResultsFour radiomics features were finally selected based on the training set for the construction of a predictive model. Among the 6 machine learning models, the logistic regression model exhibited higher and more stable diagnostic efficacy, with an AUC of 0.872, a sensitivity of 100.0%, and a specificity of 66.2% in the training set; the AUC, sensitivity and specificity in the validation set were 0.867, 83.3% and 78.8%, respectively. The calibration curve and DCA showed that the logistic regression model had good calibration and clinical usefulness. ConclusionThe machine learning-based radiomics model shows application value in the risk stratification of patients with severe ACS.
The postoperative symptom burden in patients with lung cancer is severe and adversely impairs their quality of life. Symptom management is the cornerstone of medical care. Patient-reported outcome (PRO)-based symptom management is being increasingly recognized as the best "patient-centered care" model in clinical practice. However, the precise implementation of this model in patients undergoing lung cancer surgery is hindered by the lack of a lung cancer surgery-specific scale, implementation standards, clinical application parameters and high-quality researches. The use of a precise and simple PRO scale and an electronic PRO platform may greatly improve the feasibility of implementing this model. Currently, the application of PRO-based symptom management in lung cancer surgery is still being explored and needs to be improved in clinical research and practice.
Objective To explore the occurrence condition of the neck axial symptom (AS) after cervical Bryan artificial disc replacement combined with anterior cervical discectomy and fusion (Hybrid surgery) and traditional anterior cervical discectomy and fusion (ACDF surgery) to treat the two-level cervical disease, and to do contrastive analysis. Methods Between August 2006 and March 2010, 18 patients underwent Hybrid surgery (group A) and 30 patients underwent two-level ACDF surgery (group B). There was no significant difference in age, gender, disease duration, type, and operated segment between 2 groups (P gt; 0.05). The Japanese Orthopaedic Association (JOA) score, neck disability index (NDI) score, cervical curvature of the operated segment, total range of motion (ROM) of C2-7, ROM of the adjacent segment, and incidence of neck AS were recorded and compared between before operation and at last follow-up. Results All the patients were followed up 18-34 months (24.1 months on average). In both groups, the JOA and NDI scores at last follow-up had significantly improvement when compared with preoperative scores (P lt; 0.01), but there was no significant difference between 2 groups at preoperation and last follow-up (P gt; 0.05). The kyphosis incidence of the operated segment in group B was significantly higher than that in group A (χ2=5.333, P=0.021). There was no significant difference in the total ROM of C2-7 between at preoperation and last follow-up in group A (t=0.410, P=0.685); the total ROM of C2-7 at last follow-up was significantly lower than that at preoperation in group B (t=3.007, P=0.006); and significant difference was found between 2 groups at last follow-up (t=2.664, P=0.013). At last follow-up, ROM of the superior and inferior adjacent segments in group B increased obviously (P lt; 0.05) and was significantly higher than that in group A (t=2.252, P=0.033; t=2.203, P=0.037). The incidence of neck AS were 16.7% in group A and 46.7% in group B, showing significant difference at last follow-up (χ2=4.427, P=0.035). Conclusion Compared with two-level ACDF surgery, Hybrid surgery has good outcomes. At the same time, it can maintain the curvature of operated segments and total ROM, avoid excessive increased ROM of the adjacent segments, and reduce the incidence of neck AS.
Patients with autoimmune encephalitis are mainly characterized by behavioral, mental and motor abnormalities, neurological dysfunction, memory deficits and seizures. Different antibody types of autoimmune encephalitis its pathogenesis, clinical characteristics are different, in recent years found immune related epilepsy is closely related to autoimmune encephalitis, based on autoimmune encephalitis type is more, we choose more common autoimmune encephalitis, expounds its characteristics, to help clinical diagnosis.
ObjectiveTo conduct a bioinformatics analysis of gene expression profiles in frontal lobe of patients with Parkinson disease (PD), in order to explore the potential mechanism related to depression in PD.MethodsAll the bioinformatics data before March 20th 2019 were acquired from Gene Expression Omnibus (GEO) database, using " Parkinson disease” as the key word. The species was limited to human (Homo sapiens), and the detective method was limited to expression profiling by array. ImgGEO (Integrative Gene Expression Meta-Analysis from GEO database), DAVID (the Database for Annotation, Visualization and Integrated Discovery), STRING and Cytoscape 3.6.1 software were utilized for data analysis.ResultsTotally, 45 samples (24 PD cases and 21 healthy controls) were obtained from 2 datasets. We identified 236 differentially expressed genes (DEGs) in the post-mortem frontal lobe between PD cases and healthy controls, in which 146 genes were up-regulated and 90 genes were down-regulated. Based on Gene Ontology and Kyoto Encyclopedia of Genes and Genomes analysis, the DEGs were mainly enriched in the structures of postsynaptic membrane, cell membrane component, postsynaptic membrane dense area, and myelin sheath, and were involved in the occurrence of PD, depression, and other diseases. These genes were involved in the biological processes of dopaminergic, glutamate-nergic, GABA-nergic synapses, and some other synapses, as well as several signaling pathways (e.g. mitogen- activated protein kinase signal pathway, p53 signal pathway, and Wnt signal pathway), which were associated with PD and depression pathogenesis. Besides, we found that NFKBIA, NRXN1, and RPL35A were the Hub proteins.ConclusionsGene expression in frontal lobe of patients with PD is associated with the pathogenesis of PD. This study provides a theoretical basis for understanding the mechanism of PD occurrence and progression, as well as the potential mechanism of depression in PD.
ObjectiveTo systematically review the association between chronotype and depressive symptoms among adolescents. MethodsCNKI, VIP, WanFang Data, PubMed, ScienceDirect and Web of Science databases were electronically searched to collect studies on the association between adolescent chronotype and depressive symptoms from inception to January 17th, 2022. Two reviewers independently screened literature, extracted data, and assessed the risk of bias of the included studies. Meta-analysis was then performed using Stata 16.0 software. ResultsA total of 12 studies were included. The results of meta-analysis showed that there was an association between chronotype and depressive symptoms (Fisher’s Z=−0.19, 95%CI −0.21 to −0.17, P<0.001). ConclusionCurrent evidence shows that evening-type chronotype may be a risk factor for depressive symptoms among adolescents. Due to the limited quality and quantity of the included studies, more high-quality studies are needed to verify the above conclusion.
Objective To investigate the status of frailty in patients with coronavirus disease 2019 (COVID-19), and to analyze the influence of COVID-19 disease on the prevalence of frailty. Methods This study was conducted using a cross-sectional survey method. COVID-19 patients admitted to a centralized isolation point in Guangzhou were selected for an questionnaire survey by “questionnaire star”, between November and December 2022. The questionnaire included the general information questionnaire, Tilburg Frailty Indicator (TFI), the COVID-19 symptom scale and Mental Resilience Scale (RS-11). Multi-model logistic regression analysis was used to explore the influence of COVID-19 on the occurrence of debilitation. Results A total of 667 questionnaires were distributed, of which 594 were valid, with an effective rate of 89.1%. There were 150 patients (25.3%) were frail, 444 patients (74.7%) were non-frail, and 51 patients (8.6%) were newly frail after infected COVID-19. The median TFI score before COVID-19 was 3 (2, 4) points, 16.7% (99/594) were in a weak state. The median TFI score after COVID-19 was 3 (2, 5) points, 25.3% (150/594) were in a weak state. There were statistically significant differences in TFI scores (Z=−6.596, P＜0.001) and the incidence of debilitation (χ2=351.648, P＜0.001) before and after COVID-19. The results of multivariate logistic regression analysis showed that after controlling disease factors, demographic factors and psychosocial factors, the score of the COVID-19 symptom score was always the influencing factor of COVID-19 patients. The overall change trend of COVID-19 symptom score was statistically significant (P<0.001). Conclusions The COVID-19 symptom score is an important risk factor or predictor of frailty in patients with COVID-19. As the level of COVID-19 symptom score increases, the risk of frailty in COVID-19 patients increases.
Objective To explore if the modified unilaterally-open expansive laminoplasty using bridge grafting and reconstructing posterior ligamentous complex methods is effective in preventing persisting axial symptoms, restriction of neck motion, and loss of cervical curvature. Methods From June 2000 to October 2005, 138 patients with cervical spondylotic myelopathy underwent this procedure. Of them, 78 who were followed for more than 2 years (group A) were included in this study. Another 69 patients who underwent conventional unilaterally opendoor laminoplasty served as controls(groupB). The JOA scores and the incidence of newly developed or deteriorated axial symptoms were recorded. Preoperative and postoperative ranges of neck motion were measured on lateral flexion and extension radiographs. Preoperative and postoperative cervical curvature indices were calculated according to Ishihara’s method. Results The patients of group A were followed 24-44 months (mean 33 months), and the patients of group B were followed 2453 months(mean 35 months). The operative time was 114±20 min in group A and 70±25 min in group B,showing statistically significant difference(P＜0.05). The operative blood loss was 280±72 ml in group A and 210±80 ml in group B(P＞0.05). Accordingto JOA scoring, the average recovery rates were 67.0%±17.3% in group A and 65.0%±21.4% in group B(P＞0.05). Postoperative development or deterioration of axial symptoms occurred in 12% of patients in group A and 51% of patients in group B, showing statistically significant difference(P＜0.05). Postoperative range of neck motion was 88.0%±10.1% of the preoperative one in group A and 64.0%±16.3% in group B(P＜0.05). There was no significant difference between preoperative(15.3±8.2) and postoperative(13.5±9.3) cervical curvature index in group A, whereas the mean value of postoperative index (11.1±5.7) was significantly smaller than that of preoperative one (17.2±13.5) in group B (Plt;0.05). Conclusion This new procedure was less invasive to the posterior extensor mechanism than the conventional unilaterally-open laminoplasty and was effective in preventing postoperative morbidities.
Objective To investigate the incidences of anxiety and depressive symptoms among patients with intrauterine adhesions (IUA) managed by day surgery model, and explore their influential factors. Methods Convenience sampling was used to select patients who underwent day surgery at West China Second University Hospital, Sichuan University between January 2021 and December 2022. General information questionnaire and Hospital Anxiety and Depression Scale were used to assess the socio-demographic data and anxiety and depressive symptoms of the participants. Logistic regression was used to analyze the influential factors of anxiety and depressive symptoms. Results A total of 1100 patients were included. The incidence of anxiety and depressive were 16.5% (181/1 100) and 16.9% (186/1 100) among patients undergoing day surgery for IUA respectively. Longer waiting days for admission [odds ratio (OR)=1.012, 95% confidence interval (CI) (1.004, 1.020), P=0.004], married [OR=0.547, 95%CI (0.344, 0.869), P=0.011], more times of adhesion separation [OR=0.826, 95%CI (0.691, 0.986), P=0.034], older age [OR=0.947, 95%CI (0.909, 0.987), P=0.010] were influencing factors for anxiety symptoms in patients with IUA. Unemployment [OR=0.504, 95%CI (0.256, 0.994), P=0.048], university or undergraduate education [OR=0.326, 95%CI (0.208, 0.512), P<0.001], and high school or vocational school education [OR=0.532, 95%CI (0.319, 0.888), P=0.016] were the influencing factors for depressive symptoms in patients with IUA. Conclusions There is a high incidence of anxiety and depressive symptoms among patients with IUA under the management of day surgery mode. The influential factors include socio-demographic factors (age, education level, marital status and occupation) and disease factors (times of adhesion). Medical staff should pay attention to the early screening of mental health status of patients with IUA, and give targeted prevention and treatment measures.
Long-term chronic internal jugular vein (IJV) insufficiency, originally viewed as a non-pathological finding, may result in cerebral venous outflow disturbance, leading to cerebral venous ischemia and cerebral nervous functional disorders. In this article we discuss probable etiologies, symptoms, diagnosis and treatment of IJV disturbance, so as to provide some insights for clinicians.