ObjectiveTo predict the in-hospital mortality risk among patients with ischemic stroke combined by dysphagia using interpretable machine learning methods, so as to provide more evidence-based support for the prognosis prediction of patients with ischemic stroke combined by dysphagia. MethodsMedical record of 308 patients diagnosed with ischemic stroke combined by dysphagia in the Medical Information Mart for Intensive Care Ⅳ (MIMIC-Ⅳ) (2.0) in the United States were retrospectively analyzed. Features of the research data were screened based on the least absolute shrinkage and selection operator, and which were randomly divided into a training set and a test set at a ratio of 7∶3. Then ten models, including logistic regression, random forest, K-nearest neighbor, linear discriminant analysis, naive bayes (NB), neural network, quadratic discriminant analysis, recursive partitioning tree, extreme gradient boosting tree, and support vector machine, etc. were constructed. The predictive effect was measured by calculating the area under the curve (AUC) of receiver operating characteristics. In addition, the calibration curve and Brier score were used to evaluate the calibration degree of the model, and the decision curve was drawn to reflect the clinical net benefit. The Shapley additive explanation method was used to analyze the interpretability of the black box model and explore the important decision-making factors. ResultsThe NB model in the test set showed better predictive ability compared with other models (AUC=0.85, 95%CI: 0.83‒0.88). After interpretability analysis, it was found that blood urea nitrogen (BUN), age, sequential organ failure assessment, bicarbonate, chloride, and hypertension were important risk factors for in-hospital mortality in patients with ischemic stroke combined by dysphagia. ConclusionThe comprehensive performance of the NB model is better than that of the other nine models in predicting the risk of in-hospital mortality in patients with ischemic stroke combined by dysphagia. The interpretability of the model can help clinicians better understand the reasons behind the results and take further reasonable intervention measures for risk factors to improve the survival probability of patients.

Selenoproteins, as the active form of selenium, play an important role in various physiological and pathological processes, such as anti-oxidation, anti-tumor, immune response, metabolic regulation, reproduction and aging. Although the expression level of selenoproteins in adipose tissue is significantly influenced by dietary selenium intake, it is closely related to the homeostasis of adipose tissue. In this review, we summarized the role of selenoproteins in the physiological function of adipose tissue and the pathogenesis of obesity in recent years, in order to provide a rationale for developing potential therapeutic agents for the treatment of obesity and related metabolic diseases.
Selenoproteins/metabolism* ; Adipose Tissue/physiology* ; Obesity/metabolism* ; Humans ; Animals ; Selenium

Objective·To establish the early symptom network of adult intensive care unit(ICU)patients after transfer(post-ICU patients),identify the core symptoms and bridge symptoms,compare the symptom networks of two subgroups,i.e.mixed ICU and coronary care unit(CCU),and analyze the occurrence of symptoms.Methods·From December 2022 to August 2023,a total of 328 adult patients transferred to wards from mixed ICU and CCU of Shanghai General Hospital,Shanghai Jiao Tong University School of Medicine were selected by convenience sampling.The general situation and clinical data questionnaire,and symptom questionnaires(including Hospital Anxiety and Depression Scale,Fatigue Severity Scale,Richards-Campbell Sleep Questionnaire,and Pain Numeric Rating Scale)were used.Based on Spearman correlation analysis and GLASSO algorithm,contemporaneous symptom network was built,and centrality indices and differences between subgroup symptom networks were computed.The edge accuracy and the stability of centrality indices of the network were tested.Results·A total of 302 valid questionnaires were collected,and the effective rate was 92.1％.The results of the centrality indices computations showed that in the early symptom network of post-ICU patients,the highest strength was"feel cheerful"(rs=1.145),the highest closeness was"enjoy something"(rC=1.851×10-3),and the highest expected influence was"(fatigue)interferes with physical function"(rE=1.143).The top three highest bridge strengths of symptoms were"worrying thoughts"(rb=10.392),"enjoy something"(rb=10.359),and pain(rb=10.221).There were no significant differences in network structure(M=0.289)and overall connection strength(GSmixedICU=13.876,GSCCU=13.838;S=0.039)of the early symptom networks between mixed ICU and CCU patients after being transferred to wards.When comparing the centrality indices,apart from the strength and expected influence of five symptoms showing statistically significant differences(all P＜0.05),other indices were not significantly different.The edge accuracy and the stability of centrality indices in the early symptom network of post-ICU patients were fine.Conclusion·Anxiety and depression are the core symptoms of adult post-ICU patients,and pain is one of the bridge symptoms.There is no significant difference in the incidence of early symptoms between mixed ICU and CCU patients after being transferred out.Medical care personnel should pay attention to the discomfort symptoms of post-ICU patients,and carry out targeted interventions to improve patients'comfort and promote the rehabilitation process.

Objective To retrieve,evaluate and summarize the best evidence of prehabilitation interventions of patients undergoing elective gastrointestinal surgery,so as to provide references for clinical application.Methods All evidence on prehabilitation interventions of patients undergoing elective gastrointestinal surgery was retrieved from databases and websites including UpToDate,JBI Library,PubMed,CINAHL,Cochrane Library,CNKI,CBM,Wanfang and NGC,SIGN,NICE,NZGG,RNAO,ONS,ESPEN,CGC,CACA,CAMCSPEN.The retrieved evidence inclu-ded guidelines,clinical decisions,expert consensuses,evidence summaries,systematic reviews,randomized controlled trials,et al.The retrieval time limit was from the database construction to March,2022.Results Totally 21 articles were involved,including 6 guidelines,8 expert consensuses,2 meta-analyses and 5 systematic reviews.The overall quality of the included literature was high.Finally,22 pieces of best evidence about nutritional support,exercise training and psychological intervention were summarized.Conclusion The best evidence for prehabilitation intervention of patients undergoing elective gastrointestinal surgery summarized in this study is scientific and practical to a certain extent,which can provide bases for clinical workers to carry out prehabilitation clinical practice.

Nasopharyngeal carcinoma is a common malignant tumor in southern China, and its occurrence and development mechanism are still not fully understood. However, a large number of studies have shown that DNA methylation has important clinical application value in the screening, diagnosis, treatment and prognosis evaluation of nasopharyngeal carcinoma. DNA methylation affects the division cycle, growth, invasion and migration of nasopharyngeal carcinoma cells by regulating the transcription and protein expression levels of genes associated with tumorigenesis and development. In addition, there are significant differences in DNA methylation expression levels in different stages of nasopharyngeal carcinoma, which provides theoretical guidance and clinical reference for the early diagnosis, timely treatment and response evaluation of nasopharyngeal carcinoma. Current studies have shown that DNA methylation detection may provide a simple and efficient early screening method for nasopharyngeal carcinoma, and can also explore new ideas for the development of non-invasive screening methods.

This paper explains the mechanism of the mutual switching between physiological sleep and wakefulness from the aspects of the sleep circadian system and the sleep homeostasis system. In the circadian rhythm system, with the suprachiasmatic nucleus as the core, the anatomical connections between the suprachiasmatic nucleusand various systems that affect sleep are summarized, starting from the suprachiasmatic nucleus, passing through the four pathways of the melatonin system, namely, subventricular area of the hypothalamus, the ventrolateral nucleus of the preoptic area, orexin neurons, and melatonin, then the related mechanisms of their regulation of sleep and wakefulness are expounded. In the sleep homeostasis system, with adenosine and prostaglandin D2 as targets, the role of hypnogen in sleep arousal mechanisms in regulation is also expounded.

Objective To compare the efficacy of blood letting under pain point touch and ultrasound-guided puncture de-compression in the treatment of acute supraspinatus muscle calcifying tendinitis.Methods From January 2020 to January 2023,45 patients with acute supraspinatus muscle calcifying tendinitis were selected and divided into treatment group and control group.In the treatment group,a total of 22 patients were treated with ultrasound-guided puncture decompression,in-cluding 16 females and 6 males,aged from 20 to 64 years old(39.31±5.80)years old,11 on the left shoulder and 11 on the right shoulder.In the control group,there were 23 cases,including 15 females and 8 males,aged from 19 to 66 years old(40.67±6.13)years old,12 on the left shoulder and 13 on the right shoulder.The treatment was treated with pain point touch bloodletting therapy.The visual analog scale(VAS)pain score,University of California,Los Angeles(UCLA)shoulder system score and shoulder Constant-Murley score were used to evaluate the therapeutic effect before treatment,1 weeks,1 month and 3 months after treatment,respectively.Results One patient in the control group gave up follow-up for personal reasons after 1 week of treatment,and the other 44 patients completed all follow-up.Six months after treatment,there were no recurrence cases in both groups.After statistical analysis,VAS pain score,UCLA score and Constant-Murley score of the treatment group and the control group were significantly different from those before treatment(P＜0.05),and the improvement was more obvious in the treatment group.There was no statistical significance between the two groups(P＞0.05).Conclusion Bloodletting under pain point touch and ultrasound-guided puncture decompression are effective in the treatment of acute calcific supraspinatus tendinitis,with simple operation and low cost,which can effectively reduce local pain and effectively improve shoulder joint function.Primary hospitals can selectively operate treatment according to their own conditions.

Humans ; Transcatheter Aortic Valve Replacement ; Aortic Valve/surgery* ; Heart Valve Prosthesis Implantation ; Aortic Valve Stenosis/surgery* ; Treatment Outcome ; Heart Valve Prosthesis

Humans ; Consensus ; Hypersensitivity ; Desensitization, Immunologic/adverse effects* ; Immunotherapy/adverse effects* ; Injections, Subcutaneous ; Allergens

BACKGROUND: In light of the significant clinical benefits of antibody-drug conjugates in clinical trials, the human epidermal growth factor receptor 2 (HER2)-low category in breast cancers has gained increasing attention. Therefore, we studied the clinicopathological characteristics of Chinese patients with hormone receptor (HR)-positive/HER2-low early-stage breast cancer and developed a recurrence risk prediction model. METHODS: Female patients with HR-positive/HER2-low early-stage breast cancer treated in 29 hospitals of the Chinese Society of Breast Surgery (CSBrS) from Jan 2015 to Dec 2016 were enrolled. Their clinicopathological data and prognostic information were collected, and machine learning methods were used to analyze the prognostic factors. RESULTS: In total, 25,096 patients were diagnosed with breast cancer in 29 hospitals of CSBrS from Jan 2015 to Dec 2016, and clinicopathological data for 6486 patients with HER2-low early-stage breast cancer were collected. Among them, 5629 patients (86.79%) were HR-positive. The median follow-up time was 57 months (4, 76 months); the 5-year disease-free survival (DFS) rate was 92.7%, and the 5-year overall survival (OS) rate was 97.7%. In total, 412 cases (7.31%) of metastasis were observed, and 124 (2.20%) patients died. Multivariate Cox regression analysis revealed that T stage, N stage, lymphovascular thrombosis, Ki-67 index, and prognostic stage were associated with recurrence and metastasis ( P <0.05). A recurrence risk prediction model was established using the random forest method and exhibited a sensitivity of 81.1%, specificity of 71.7%, positive predictive value of 74.1%, and negative predictive value of 79.2%. CONCLUSION: Most of patients with HER2-low early-stage breast cancer were HR-positive, and patients had favorable outcome; tumor N stage, lymphovascular thrombosis, Ki-67 index, and tumor prognostic stage were prognostic factors. The HR-positive/HER2-low early-stage breast cancer recurrence prediction model established based on the random forest method has a good reference value for predicting 5-year recurrence events. REGISTRITATION ChiCTR.org.cn, ChiCTR2100046766.
Humans ; Female ; Breast Neoplasms/diagnosis* ; Ki-67 Antigen ; Receptor, ErbB-2 ; Prognosis ; Thrombosis ; Receptors, Progesterone