Cardiotocography (CTG) is a non-invasive and important tool for diagnosing fetal distress during pregnancy. To meet the needs of intelligent fetal heart monitoring based on deep learning, this paper proposes a TWD-MOAL deep active learning algorithm based on the three-way decision (TWD) theory and multi-objective optimization Active Learning (MOAL). During the training process of a convolutional neural network (CNN) classification model, the algorithm incorporates the TWD theory to select high-confidence samples as pseudo-labeled samples in a fine-grained batch processing mode, meanwhile low-confidence samples annotated by obstetrics experts were also considered. The TWD-MOAL algorithm proposed in this paper was validated on a dataset of 16 355 prenatal CTG records collected by our group. Experimental results showed that the algorithm proposed in this paper achieved an accuracy of 80.63% using only 40% of the labeled samples, and in terms of various indicators, it performed better than the existing active learning algorithms under other frameworks. The study has shown that the intelligent fetal heart monitoring model based on TWD-MOAL proposed in this paper is reasonable and feasible. The algorithm significantly reduces the time and cost of labeling by obstetric experts and effectively solves the problem of data imbalance in CTG signal data in clinic, which is of great significance for assisting obstetrician in interpretations CTG signals and realizing intelligence fetal monitoring.
Humans ; Pregnancy ; Female ; Cardiotocography/methods* ; Deep Learning ; Neural Networks, Computer ; Algorithms ; Fetal Monitoring/methods* ; Heart Rate, Fetal ; Fetal Distress/diagnosis* ; Fetal Heart/physiology*

Multimorbidity of chronic diseases is one of the most common health issues among older adults, and the resulting demand for long-term medical care and management imposes a considerable burden on healthcare systems. Muscle strength, a core indicator of overall health status, is closely associated with the risk of developing multimorbidity of chronic diseases in older adults. Decline in muscle strength not only increases the risk of multimorbidity of chronic diseases but also interacts with it to exacerbate disease burden. In older adults with existing multimorbidity of chronic diseases, muscle strength decline can impair physical function and quality of life, leading to a vicious cycle of disease progression and physical disability. Strength training can help prevent multimorbidity, with potential mechanisms including the promotion of anti-inflammatory effects and enhancement of mitochondrial energy metabolism. This review summarizes the impact of muscle strength decline on multimorbidity of chronic diseases in older adults and the effectiveness and potential mechanisms of exercise interventions, providing evidence to delay muscle strength decline, prevent the occurrence and progression of multimorbidity of chronic diseases, and improve quality of life in older adults.
Humans ; Aged ; Chronic Disease/prevention & control* ; Muscle Strength/physiology* ; Multimorbidity ; Quality of Life ; Resistance Training ; Exercise Therapy ; Exercise ; Sarcopenia

Objective:To investigate the effects of body habitus and gender on radiation dose assessment methodologies in low-dose chest CT, with particular emphasis on clarifying discrepancies among various dose quantification approaches and their associations with patient characteristics.Methods:Imaging data from 19 371 patients who underwent low-dose chest CT at the First Affiliated Hospital of Chongqing Medical University between January 2021 and January 2024 were retrospectively analyzed. Patients were categorized into eight groups based on water-equivalent diameter (WED) and gender: Group A (150 mm≤WED<210 mm; 71 males, 1 032 females), Group B (210 mm≤WED<260 mm; 4 525 males, 8 005 females), Group C (260 mm≤WED<300 mm; 4 234 males, 1 105 females), and Group D (WED≥300 mm; 357 males, 42 females). WED, size-specific dose estimate (SSDE), and organ dose-based effective dose(ED Radimetrics)were calculated using Radimetrics software. Scanner-reported dose metrics, including volume CT dose index (CTDIvol), dose-length product (DLP), and DLP-derived effective dose(ED DLP), were recorded. The ratios of SSDE/CTDIvol and ED Radimetrics/ED DLP were used to quantify discrepancies between dose evaluation methods. The Kruskal-Wallis test was employed to analyze dose metric differences across WED groups within the same gender, while the Wilcoxon rank-sum test compared gender-based differences within each WED group. Results:All dose metrics significantly increased with WED for both genders (all P<0.05). Within the same WED group, ED Radimetrics was significantly higher in females ( P<0.05), whereas ED DLP was higher in males ( P<0.05). The SSDE/CTDIvol ratio decreased with increasing WED, declining from 1.74 in Group A to 1.16 in Group D for females and from 1.68 to 1.12 for males. The ED Radimetrics/ED DLP ratio exhibited a decreasing trend with WED in females (1.82 to 1.30) but showed an initial increase in males (1.29 in Group A to 1.31 in Group B) before decreasing to 0.94 in Group D (all intergroup P<0.05). SSDE/CTDIvol and ED Radimetrics/ED DLP ratios of females were consistently higher than that of males within each WED group (all P<0.05). Conclusions:Patient body habitus and gender significantly influence radiation dose distribution in low-dose chest CT. Larger body habitus is associated with higher radiation doses, while females receive greater ED Radimetrics than males within comparable body habitus. Traditional dose metrics (CTDIvol and ED DLP) were underestimated for patients with small body sizes and female individuals.

Objective To investigate the therapeutic efficacy of combination of dapagliflozin and sacubitril valsartan on patients with heart failure(HF)complicated with type 2 diabetes mellitus(T2DM).Methods A retrospective study was conducted on 160 patients with HF and T2DM admitted to our hospital from November 2020 to November 2022.According to drug treatment,they were classified into sacubitril valsartan group(80 cases)and combined group(dapagliflozin combined with sacubitril valsartan,80 cases).After 3 months of treatment,the differences were compared between the two groups in following aspects:blood glucose fluctuations,left ventricular diastolic function,and vascular endothelial function,and the incidence of adverse events after 1 year of follow-up.Results After 3 months of treatment,serum FPG,2 h-PG and HbAlc levels,and MAGE,LAGE,MODD and SDBG values were significantly lower in the combined group than the sacubitril valsartan group(P＜0.05,P＜0.01).The combined group had obviously higher e'and LVEF values while lower LVMI and BNP levels than the other group(P＜0.05,P＜0.01).After 3 months of treatment,NO and FMD were notably higher[96.18±6.70 ng/L vs 92.34±6.85 ng/L,P=0.000;(8.25±1.16)％vs(7.72±1.28)％,P=0.007],while ET-1(59.72±4.95 ng/L vs 63.90±4.63 ng/L,P=0.000)was remarkably lower in the combined group than the sacubitril valsartan group.There was no statistical significance in the total incidence of adverse events between both groups after 1 year of follow-up(P＞0.05).Conclusion The combination of dapagliflozin and sacubitril valsartan has a significant improvement effect on blood glucose,left ventricular diastolic function and vascular endothelial function in T2DM patients with HF,with good drug safety.

Objective To evaluate the frailty status and risk factors among hospitalized elderly patients after percutaneous coronary intervention(PCI),and to provide a reference for improving and delaying their frailty.Methods From March to August 2024,using convenience sampling,patients aged over 75 years who underwent PCI in a tertiary cardiovascular disease specialist hospital in Beijing were selected as the survey participants.Patient-related informations were collected through a self-designed general information questionnaire.The Fried Phenotype Frailty Scale,the Katz Activities of Daily Living,Lawton Instrumental Activities of Daily Living(IADL)scale,the Charlson Comorbidity Index,the Morse Fall Scale,the Mini Nutritional Assessment-Short Form(MNA-SF),and the 15-item Geriatric Depression Scale(GDS-15)were evaluated postoperatively until discharge.Univariate and multivariate logistic analyses were conducted to identify factors associated with frailty among patients after PCI.Results A total of 278 patients were included.The incidence of frailty after PCI was 52.16％.Based on Fried Phenotype scores,patients were divided into a non-frail group and a frail group.Univariate analysis showed statistically significant differences between the 2 groups in terms of age,gender,hemoglobin,NT-ProBNP,LVEF,IADL scores,living alone status,nutrition status,falls risk,and depression level(P＜0.05).Multivariate logistic regression analysis revealed that age,Lawton IADL scores,falls risk,nutrition status,depression level were factors influencing frailty,with odds ratios of 1.167,0.575,1.597,0.399,and 3.610,respectively(P＜0.05).Conclusion The incidence of frailty is high among patients aged over 75 years after PCI,and there are multiple risk factors affecting their frailty status.Clinical healthcare providers should prioritize long-term management of these patients and implement comprehensive interventions with the consideration of their physiological,psychological,and social conditions.

Objective To investigate the mechanism of Shugan Zhixie Prescription in treating irritable bowel syndrome with diarrhea(IBS-D)using network pharmacology;To validate the findings through in vivo experiments.Methods Active components and potential targets of Shugan Zhixie Prescription were identified via the TCMSP database.Disease targets for IBS-D were retrieved from GeneCards,DisGeNET and OMIM databases.The intersection of drugs and disease targets was taken,and the protein interaction network was constructed by using STRING database.GO and KEGG pathways were enriched to identify the key signaling pathways of Shugan Zhixie Prescription in the treatment of IBS-D.The rat model of liver depression and spleen deficiency type IBS-D was established by the method of abnormal hunger and satiety,restraint pinch stress and intestinal perfusion of acetic acid.The rats were intervened with low-,medium-and high-dosage of Shugan Zhixie Prescription respectively for 14 days.Serum contents of diamine oxidase(DAO),interleukin(IL)-8,and IL-18 were measured by ELISA.Protein expressions and mRNA expressions of relevant targets in colonic tissue were detected using Western blot and RT-qPCR.Results A total of 26 active components and 553 targets of Shugan Zhixie Prescription were obtained,and 1 930 targets of IBS-D disease were obtained,with 184 drug-disease intersection targets.The possible mechanism was related to NF-κB,AGE-RAGE,Th17 cell differentiation and other signaling pathways.Animal experiments demonstrated that Shugan Zhixie Prescription could significantly reduce defecation frequency,fecal water content,and inflammatory cytokine levels in model rats.It markedly decreased TLR4 and NF-κB protein expressions(P<0.01),while increased AQP3,AQP8 and Occludin protein expressions in colonic tissue(P<0.01,P<0.05).Conclusion Shugan Zhixie Prescription exerts therapeutic effects on IBS-D through multiple pathways and targets,and the mechanism may be related to inhibiting TLR4/NF-κB signaling pathway and promoting intestinal barrier repair.

Objective:To investigate alterations in the immune lineage of T-cell large granular lymphocytic leukemia (T-LGLL) at the single-cell transcriptome level and to elucidate its pathogenic mechanisms.Methods:Peripheral blood samples were collected from 5 T-LGLL patients before and after treatment (from June 2019 to December 2020) and 3 healthy controls at the Institute of Hematology & Blood Diseases Hospital, CAMS & PUMC. Single-cell transcriptome sequencing libraries were prepared and sequenced using 10× Genomics technology. Differentially expressed genes in immune cells were compared between patients and healthy donors, followed by pathway enrichment analyses.Results:Profiling 67,237 immune cells revealed that, in T-LGLL: 1) Effector CD8+ T cells exhibited increased numbers, enhanced cytotoxicity, and greater proliferative capacity. Following effective immunosuppressive therapy, both the proliferative capacity and effector functions of these cells significantly decreased ( P<0.05). 2) The proportion of regulatory T (Treg) cells was reduced, accompanied by increased apoptosis. After effective immunosuppressive therapy leading to remission, Treg cell proportions increased, and apoptotic pathways were downregulated ( P<0.05). 3) Antigen-presenting cells (APCs) showed enhanced functionality. Monocytes and dendritic cells were enriched in antigen synthesis and presentation pathways, while B cells displayed increased antigen-binding capacity and were enriched in pathways related to T-cell activation ( P<0.05). 4) Natural killer (NK) cells exhibited attenuated cytotoxic function but demonstrated an enhanced regulatory capacity over T cells ( P<0.05) . Conclusions:T-LGLL patients present a characteristic immunological profile marked by an imbalance in immune homeostasis. This profile includes abnormal activation and expansion of effector CD8 + T cells, and a reduction in Treg cell numbers accompanied by functional impairment. Furthermore, APCs and NK cells were found to positively regulate T-lymphocyte activation, differentiation, and proliferation.

Objective:To compare the efficiency and characteristics of different carrier proteins and signal sequences in delivering antigens into Escherichia coli outer membrane vesicles (OMVs). Methods:The fusion protein F1V, which consisted of the main protective antigen of Yersinia pestis F1 and LcrV, was expressed using the carrier proteins such as cytolysin A (ClyA), outer membrane protein A (OmpA), or β-lactamases (Bla) signal sequence as a carrier protein. The expression, localization, and content of F1V protein in OMVs were compared and analyzed. Results:All three delivery methods successfully incorporated F1V protein into OMVs and localized it on the surface of OMVs. Notably, when OmpA was used as the carrier protein, the F1V fusion protein constituted up to 30% of the total protein in OMVs. The highest yield of OMVs, reaching 4.2 mg/L, was achieved when Bla signal sequence was used as the carrier.Conclusions:There is a significant difference in the efficiency of different carrier proteins in delivering the F1V antigen into OMVs of Escherichia coli. Considering both the yield of OMVs and the proportion of antigen in the total protein of OMVs, the carrier Bla signal sequence demonstrated the highest efficiency in delivering F1V into OMVs, showing a potential for the future development of OMVs-based plague vaccines.

Kounis syndrome is an acute coronary syndrome triggered by an allergic reaction, which is clinically rare and frequently subject to misdiagnosis or missed diagnosis. This article presents a case report of a 70-year-old male patient who developed a rash, pruritus, and chest pain following colon polyp resection. Coronary angiography revealed occlusion of the left anterior descending artery, and blood flow was restored after stent implantation. However, the patient experienced recurrent symptoms accompanied by loss of consciousness. Drug skin tests confirmed positive reactions to chlorhexidine and fondaparinux sodium, leading to a diagnosis of type Ⅱ Kounis syndrome. By avoiding allergenic drugs and combining antihistamines with symptomatic treatment to correct myocardial ischemia, the patient′s clinical symptoms significantly improved, and he eventually recovered and was discharged from the hospital. This case underscores the importance of maintaining vigilance for this syndrome in patients with allergies accompanied by chest pain and promptly identifying and avoiding allergens.

Objective To investigate the association between the Chinese visceral adiposity index (CVAI) and diabetes mellitus, hypertension, diabetes mellitus or hypertension, and diabetes with hypertension among elderly people in Hebei Province. Methods In 2020, a stratified multi-stage random sampling was used to conduct questionnaire survey, physical examination and laboratory detection among permanent residents of 10 monitoring sites in Hebei Province. Logistic regression was used to analyze the association between CVAI and diabetes mellitus, hypertension, diabetes mellitus or hypertension, and diabetes with hypertension. The area under the ROC curve (AUC) was used to evaluate the predictive value of CVAI for diabetes mellitus, hypertension, diabetes mellitus or hypertension, and diabetes with hypertension. Results The detection rates of diabetes mellitus, hypertension, diabetes mellitus or hypertension, and diabetes with hypertension were 19.8%, 74.6%, 78.2%, and 16.2%, respectively. Multivariate logistic regression analysis showed that compared with the lowest quartile of CVAI group Q1, the OR (95% CI) of diabetes mellitus, hypertension, diabetes mellitus or hypertension, and diabetes with hypertension in the highest quartile Q4 group were 3.55 (2.58~4.89), 2.52 (1.92~3.31), 3.09 (2.31~4.12), and 4.92 (3.40~7.12), respectively. The ROC curve results showed that CVAI had the best predictive value in the diagnosis of diabetes with hypertension, and the optimized critical values in males and females were 128.54 and 141.88, respectively. Conclusion The detection rates of diabetes mellitus and hypertension are high in the elderly population in Hebei Province. CVAI is positively associated with the risk of diabetes mellitus, hypertension, diabetes mellitus or hypertension, and diabetes with hypertension among the elderly in Hebei. CVAI has the strongest prediction ability for diabetes with hypertension.