Automatic classification of medical questions is of great significance in improving the quality and efficiency of online medical services, and belongs to the task of intent recognition. Joint entity recognition and intent recognition perform better than single task models. Currently, most publicly available medical text intent recognition datasets lack entity annotation, and manual annotation of these entities requires a lot of time and manpower. To solve this problem, this paper proposes a medical text classification model, bidirectional encoder representation based on transformer-recurrent convolutional neural network-entity-label-semantics (BRELS), which integrates medical entity label semantics. This model firstly utilizes an adaptive fusion mechanism to absorb prior knowledge of medical entity labels, achieving local feature enhancement. Then in global feature extraction, a lightweight recurrent convolutional neural network (LRCNN) is used to suppress parameter growth while preserving the original semantics of the text. The ablation and comparison experiments are conducted on three public medical text intent recognition datasets to validate the performance of the model. The results show that F1 score reaches 87.34%, 81.71%, and 77.74% on each dataset, respectively. The results show that the BRELS model can effectively identify and understand medical terminology, thereby effectively identifying users' intentions, which can improve the quality and efficiency of online medical services.
Semantics ; Neural Networks, Computer ; Humans ; Natural Language Processing

Knee osteoarthritis(KOA)and osteoporosis(OP)"co-morbidity"is a chronic progressive disease,the incidence of which is higher in recent years.Exosomes have intercellular messenger functions,which play an important role in the development of KOA and OP"co-morbidity".This article recognized the"co-morbidity"between KOA and OP from the perspective of modern medicine and the"tendon","bone","liver"and"kidney"in TCM theories,systematically reviewed the indirect regulation of KOA and OP"co-morbidity"through exosomes,and explored the possible mechanisms of exosome-based treatment of KOA and OP"co-morbidity"through Chinese materia medica in terms of inflammation,MAPK pathway,bone remodeling and cartilage metabolism,and mitochondrial autophagy,with the aim to investigate the possible mechanisms of KOA and OP"co-morbidity",and provide new ideas for the treatment of KOA and OP"co-morbidity".

Objective To investigate the protective effect of miR-193a-5p on cardiac function and the regulation of IL-33/ST2 signaling pathway in rats with chronic heart failure(CHF).Methods Forty SPF-grade Wistar rats were randomly divided to four groups:Sham group,CHF group,NC group,and miR-193a-5p group,10 rats in each group.The model of chronic heart failure was duplicated in the CHF group,NC group,and miR-193a-5p group.Subsequently,the rats in the NC group and miR-193a-5p group were received 5 nmol/L of NC-agomiR or miR-193a-5p-agomiR,respectively,via tail vein injection every 3 days for 4 weeks.In contrast,the rats in the Sham and CHF groups were received an equal amount of saline injection.At the endpoint of the experiment,doppler color ultrasonography was used to detect the left ventricular posterior wall thicknesses(LVPWs),left ventricular posterior wall thickness at end-diastole(LVPWd),systolic interventricular septal thicknesses IVSs,end-diastolic interventricular septal thicknesses(IVSd),and left ventricular ejection fractions(LVEFs)in the above rats,and the changes in the cardiac phenotypic indices of HW/BW vs.LVW/BW in the 4 groups,and cardiac tissues of the rats of the 4 groups were selected.Histomorphological analysis was performed,and the expression levels of miR-193a-5p in the cardiac tissues of the four groups of the rats were detected by qPCR;apoptosis was detected by Tunel staining;the levels of the inflammatory factors interleukin-6(IL-6)and tumor necrosis factor alpha(TNF-alpha)in the myocardial tissues were measured by Elisa;Western blot was used to detect the expression levels of IL-33 and ST2 protein in myocardial tissues.Results Compared with the Sham group,the hearts in the CHF and NC groups showed increased volume,altered geometry,thinning of the myocardium,and pallor in the infarcted area,whereas the miR-193a-5p group showed partial remission.In addition,the expression levels of miR-193a-5p in cardiac tissues of the CHF and NC groups showed a decreasing trend,whereas showed a significant increase in the miR-193a-5p group(P<0.01).In CHF group and NC group,LVPWs,LVPWd,IVSS,IVSD HW/BW and LVW/BW increased significantly,and LVEF decreased significantly(P<0.01).In miR-193a-5p group,LVPWs,LVPWd,IVSs,IVSd,HW/BW and LVW/BW decreased significantly but higher than sham group,and LVEF increased significantly but lower than sham group(P<0.01).The expression of miR-193a-5p increased significantly in CHF group and NC group,decreased significantly in miR-193a-5p group but still higher than sham group(P<0.01).The expression of IL-33 and ST2 protein increased significantly in CHF group and NC group,and decreased significantly in miR-193a-5p group(P<0.01).Conclusion miR-193a-5p has a protective effect on cardiac function in the rats with chronic heart failure.The mechanism might be related to inhibiting the release of inflammatory factors,reducing cardiomyocyte apoptosis and the inhibition of IL-33/ST2 signaling pathway.

Knee osteoarthritis(KOA)and osteoporosis(OP)"co-morbidity"is a chronic progressive disease,the incidence of which is higher in recent years.Exosomes have intercellular messenger functions,which play an important role in the development of KOA and OP"co-morbidity".This article recognized the"co-morbidity"between KOA and OP from the perspective of modern medicine and the"tendon","bone","liver"and"kidney"in TCM theories,systematically reviewed the indirect regulation of KOA and OP"co-morbidity"through exosomes,and explored the possible mechanisms of exosome-based treatment of KOA and OP"co-morbidity"through Chinese materia medica in terms of inflammation,MAPK pathway,bone remodeling and cartilage metabolism,and mitochondrial autophagy,with the aim to investigate the possible mechanisms of KOA and OP"co-morbidity",and provide new ideas for the treatment of KOA and OP"co-morbidity".

Objective: To understand the trends in malnutrition among primary and middle school students of Han nationality in Hainan Province from 2005 to 2019, so as to provide a basis for improving nutrition intervention measures for children and adolescents. Methods: A sample of 32 949 Han nationality primary and middle school students aged 7-18 years old in Hainan Province were investigated in 2005, 2010, 2014 and 2019 based on national survey on student physical fitness and health. The Malnutrition Screening Standard of Schoolage Children and Adolescents was used to screen malnutrition. Statistical analysis was performed using the χ2 test and the χ2trend test. Results: In the four surveys conducted during 2005 to 2019, the prevalence of malnutrition among primary and middle school students were 22.12%, 18.80%, 15.89% and 9.56%, respectively, with an increase of -12.56% and an average annual increase of -5.82%. The decreasing trend of malnutrition by year was statistically significant (χ2trend=600.72, P<0.01), and the proportion of emaciation type was the highest (8.87%-20.15%). The detection rates of malnutrition among all students aged 7 to 18 showed a decreasing trend from 2005 to 2019 (χ2trend=56.44, 60.04, 61.48, 42.49, 51.81, 50.81, 72.86, 101.34, 86.38, 24.81, 17.72, 10.38, P<0.01). From 2005 to 2019, the detection rates of malnutrition in boys were higher than that of girls (in 4 surveys), and that in rural students from 2005 to 2014 of 3 surveys were higher than that in towns (χ2=92.07, 35.16, 25.29, 29.98; 64.35, 4.26, 6.32, P<0.05). Conclusions The malnutrition of Han nationality primary and middle school students aged 7-18 years in Hainan Province show a trend of improvement year by year from 2005 to 2019, despite the overall high detection rate. Wasting is the most common type of malnutrition. The epidemic of malnutrition varies by age, sex and areas. Further targeted measures should be taken to strengthen intervention in the diet of primary and middle school students, to improve the nutritional status of children and adolescents.

Small interfering RNA (siRNA) has a promising future in the treatment of ocular diseases due to its high efficiency, specificity, and low toxicity in inhibiting the expression of target genes and proteins. However, due to the unique anatomical structure of the eye and various barriers, delivering nucleic acids to the retina remains a significant challenge. In this study, we rationally design PACD, an A-B-C type non-viral vector copolymer composed of a hydrophilic PEG block (A), a siRNA binding block (B) and a pH-responsive block (C). PACDs can self-assemble into nanosized polymeric micelles that compact siRNAs into polyplexes through simple mixing. By evaluating its pH-responsive activity, gene silencing efficiency in retinal cells, intraocular distribution, and anti-angiogenesis therapy in a mouse model of hypoxia-induced angiogenesis, we demonstrate the efficiency and safety of PACD in delivering siRNA in the retina. We are surprised to discover that, the PACD/siRNA polyplexes exhibit remarkable intracellular endosomal escape efficiency, excellent gene silencing, and inhibit retinal angiogenesis. Our study provides design guidance for developing efficient nonviral ocular nucleic acid delivery systems.

Objective:To explore the long-term efficacy of laparoscopic fundoplication for proton pump inhibitor dependent gastroesophageal reflux disease (GERD).Method:Clinical data of proton pump inhibitor dependent GERD patients who underwent fundoplication at the Rocket Force Characteristic Medical Center from Jan to Jun 2012 were analyzed, including GERD symptom score, subjective symptom relief rate, PPI discontinuation rate and surgical satisfaction, as well as recurrence and complications.Result:A total of 160 GERD patients were included in this study, with 64% of patients having respiratory symptoms. Nissen and Toupet fundoplication were performed in 43 and 117 cases, respectively, with a follow-up time of (127±3) months. The postoperative GERD symptom scores of the patients were significantly lower than before treatment (all P<0.001); The subjective relief of overall symptoms in the digestive tract and airway problem was 90% (80%, 100%) and 100%, respectively. The PPI discontinuation rate was 86%, and the overall satisfaction rate of the treatment was 92%, and the satisfaction rate of patients with respiratory symptoms was 89%. 7% of patients experienced varying degrees of symptomatic recurrence, 4% of patients re-underwent endoscopic treatment and/or laparoscopic fundoplication due to symptom recurrence. The incidence of long-term postoperative dysphagia, bloating, belching, increased exhaust, abdominal pain, diarrhea, and constipation were 11.3%, 16.9%, 0, 1.3%, 0, 2.5%, and 5.6%, respectively. Conclusions:Laparoscopic fundoplication has good long-term efficacy in the treatment of GERD. A small number of patients may experience postoperative recurrence, as well as complications such as dysphagia and gas-bloat syndrome. Most recurrent patients can achieve good therapeutic effect by redoing endoscopic treatment or redoing surgery.

Coronavirus disease 2019 (COVID-19) has been a pandemic for more than a year.With the expanding second wave of the pandemic in winter,the continuous evolution of SARS-CoV-2 has brought new issues,including the significance of virus mutations in infection and the detection of asymptomatic infection.In this review,we first introduced several major SARS-CoV-2 mutations since the COVID-19 outbreak and then mentioned the widely used molecular detection techniques to diagnose COVID-19,primarily focusing on their strengths and limitations.We further discussed the effects of viral genetic variation and asymptomatic infection on the molecular detection of SARS-CoV-2 infection.The review finally sum-marized useful insights into the molecular diagnosis of COVID-19 under the special situation being challenged by virus mutation and asymptomatic infection.

The monitoring of pregnant women is very important. It plays an important role in reducing fetal mortality, ensuring the safety of perinatal mother and fetus, preventing premature delivery and pregnancy accidents. At present, regular examination is the mainstream method for pregnant women's monitoring, but the means of examination out of hospital is scarce, and the equipment of hospital monitoring is expensive and the operation is complex. Using intelligent information technology (such as machine learning algorithm) can analyze the physiological signals of pregnant women, so as to realize the early detection and accident warning for mother and fetus, and achieve the purpose of high-quality monitoring out of hospital. However, at present, there are not enough public research reports related to the intelligent processing methods of out-of-hospital monitoring for pregnant women, so this paper takes the out-of-hospital monitoring for pregnant women as the research background, summarizes the public research reports of intelligent processing methods, analyzes the advantages and disadvantages of the existing research methods, points out the possible problems, and expounds the future development trend, which could provide reference for future related researches.
Female ; Fetus ; Humans ; Pregnancy ; Pregnant Women

BACKGROUND/AIMS: MicroRNAs (miRNAs) were reported to be responsible for intestinal permeability in diarrhea-predominant irritable bowel syndrome (IBS-D) rats in our previous study. However, whether and how miRNAs regulate visceral hypersensitivity in IBS-D remains largely unknown. METHODS: We established the IBS-D rat model and evaluated it using the nociceptive visceral hypersensitivity test, myeloperoxidase activity assay, restraint stress-induced defecation, and electromyographic (EMG) activity. The distal colon was subjected to miRNA microarray analysis followed by isolation and culture of colonic epithelial cells (CECs). Bioinformatic analysis and further experiments, including dual luciferase assays, quantitative real-time polymerase chain reaction, western blot, and enzyme-linked immunosorbent assay, were used to detect the expression of miRNAs and how it regulates visceral hypersensitivity in IBS-D rats. RESULTS: The IBS-D rat model was successfully established. A total of 24 miRNAs were differentially expressed in the distal colon of IBS-D rats; 9 were upregulated and 15 were downregulated. Among them, the most significant upregulation was miR-200a, accompanied by downregulation of cannabinoid receptor 1 (CNR1) and serotonin transporter (SERT). MiR-200a mimic markedly inhibited the expression of CNR1/SERT. Bioinformatic analysis and luciferase assay confirmed that CNR1/SERT are direct targets of miR-200a. Rescue experiments that overexpressed CNR1/SERT significantly abolished the inhibitory effect of miR-200a on the IBS-D rats CECs. CONCLUSIONS: This study suggests that miR-200a could induce visceral hyperalgesia by targeting the downregulation of CNR1 and SERT, aggravating or leading to the development and progression of IBS-D. MiR-200a may be a regulator of visceral hypersensitivity, which provides potential targets for the treatment of IBS-D.
Animals ; Blotting, Western ; Colon ; Computational Biology ; Defecation ; Diarrhea ; Down-Regulation ; Enzyme-Linked Immunosorbent Assay ; Epithelial Cells ; Hyperalgesia ; Hypersensitivity ; Irritable Bowel Syndrome ; Luciferases ; Microarray Analysis ; MicroRNAs ; Models, Animal ; Permeability ; Peroxidase ; Rats ; Real-Time Polymerase Chain Reaction ; Receptors, Cannabinoid ; Serotonin Plasma Membrane Transport Proteins ; Serotonin ; Up-Regulation