1.Prediction of sepsis within 24 hours at the triage stage in emergency departments using machine learning
Xie JINGYUAN ; Gao JIANDONG ; Yang MUTIAN ; Zhang TING ; Liu YECHENG ; Chen YUTONG ; Liu ZETONG ; Mei QIMIN ; Li ZHIMAO ; Zhu HUADONG ; Wu JI
World Journal of Emergency Medicine 2024;15(5):379-385
BACKGROUND:Sepsis is one of the main causes of mortality in intensive care units(ICUs).Early prediction is critical for reducing injury.As approximately 36%of sepsis occur within 24 h after emergency department(ED)admission in Medical Information Mart for Intensive Care(MIMIC-IV),a prediction system for the ED triage stage would be helpful.Previous methods such as the quick Sequential Organ Failure Assessment(qSOFA)are more suitable for screening than for prediction in the ED,and we aimed to find a light-weight,convenient prediction method through machine learning. METHODS:We accessed the MIMIC-IV for sepsis patient data in the EDs.Our dataset comprised demographic information,vital signs,and synthetic features.Extreme Gradient Boosting(XGBoost)was used to predict the risk of developing sepsis within 24 h after ED admission.Additionally,SHapley Additive exPlanations(SHAP)was employed to provide a comprehensive interpretation of the model's results.Ten percent of the patients were randomly selected as the testing set,while the remaining patients were used for training with 10-fold cross-validation. RESULTS:For 10-fold cross-validation on 14,957 samples,we reached an accuracy of 84.1%±0.3%and an area under the receiver operating characteristic(ROC)curve of 0.92±0.02.The model achieved similar performance on the testing set of 1,662 patients.SHAP values showed that the five most important features were acuity,arrival transportation,age,shock index,and respiratory rate. CONCLUSION:Machine learning models such as XGBoost may be used for sepsis prediction using only a small amount of data conveniently collected in the ED triage stage.This may help reduce workload in the ED and warn medical workers against the risk of sepsis in advance.
2.Establishment of a fluorescence quantitative PCR detection method for Strepto-coccus equi subspecies zooepidemicus and its application in retrospective detection of imported horses
Yutong HU ; Xuehui ZHOU ; Mengru ZHAO ; Xiang CHEN ; Xiaowei WU ; Zhiguo ZHAO ; Yan WANG ; Guangwei ZHAO
Chinese Journal of Veterinary Science 2024;44(8):1735-1742
In order to establish a rapid,specific and sensitive detection method for Streptococcus equi subspecies zooepidemicus(SEZ)and to understand the infection status of SEZ in horses ente-ring China,specific primers were designed and synthesized based on the conserved gene comB of standard strain SEZ(ATCC 43079)in this work.Then,the pMD19-T-comB recombinant plasmid was constructed and used as a standard positive template.After that,the fluorescence-based quantitative PCR(qPCR)detection method based on SYBR Green Ⅰ dye was established.Totally,477 equine entry serum samples from 6 countries,including Netherlands,Belgium,Japan,Germa-ny,Argentina and New Zealand,during 2018 to 2023,were randomly selected and detected for SEZ by the qPCR method.Results showed that the established qPCR method had specific amplification for only SEZ,which illustrated a good specificity.Sensitivity test of the method showed that the limited detection amount was 4.58 X101 copies/μL.And the repeatability test showed that the coef-ficient of variation of intra-batch repeatability was less than 0.5%,while the inter-batch repeat-ability was less than 3.0%,which indicated good repeatability and high stability.Retrospective a-nalysis showed that totally 11 of 477 positive samples were detected,with a relatively low positive rate of 2.31%(11/477).Among them,all the 40 samples from Netherlands in 2018 were negative(0/40).In the samples of 2019,one positive was detected from Belgium(1/20),while all other 36 samples which form Japan and Germany were negative.In the samples of 2021,three samples(3/34)from Japan and one sample(1/20)from Argentina were positive,and all the other 40 samples from the Netherlands were negative.In the samples of 2022,76 samples from Netherlands were all negative.While in the 2023,5(5/126)of 126 samples from Netherlands and one(1/88)of 88 from New Zealand were found positive with SEZ.To summarize,The SYBR Green Ⅰ qPCR method for the diagnosis of SEZ was successfully established,and it could provide necessary technical support for the rapid quarantine of China's entry-exit and port departments,as well as the epidemiological investigation of the disease.
3.An Exploratory Study on the Effects of Interatrial Shunt for Patients With Heart Failure With Reduced Ejection Fraction
Sanshuai CHANG ; Wenhui WU ; Xinmin LIU ; Zhengming JIANG ; Yutong KE ; Qiang LYU ; Xin DU ; Jianzeng DONG ; Guangyuan SONG
Chinese Circulation Journal 2024;39(10):989-996
Objectives:To explore the effects of interatrial shunt on cardiac function and clinical prognosis of patients with heart failure with reduced ejection fraction(HFrEF). Methods:This study was a prospective single-arm study.From December 2021 to December 2022,15 consecutive patients with HFrEF from Beijing Anzhen Hospital were enrolled in this study.Interatrial shunt was performed with a D-Shant atrial shunt device.Right heart catheterization was performed before and immediately after device implantation,pulmonary capillary wedge pressure(PCWP),mean right atrial pressure(RAP),interatrial gradient pressure,mean pulmonary artery pressure,total pulmonary resistance(TPR),pulmonary vascular resistance(PVR),cardiac index(CI),and pulmonary/systemic blood flow ratio(Qp/Qs)were measured.Patients were followed-up for 12 months after procedure,changes in cardiac structure and function were evaluated by echocardiography.NYHA classification,6-minute walking distance(6MWD),and Kansas City cardiomyopathy questionnaire(KCCQ)were observed.All-cause mortality and rehospitalization for heart failure served as clinical endpoints. Results:Interatrial shunt procedure was successful in all patients.Compared with preoperative value,PCWP,interatrial gradient pressure,mean pulmonary artery pressure,and TPR were significantly decreased,while Qp/Qs was significantly increased immediately after procedure(all P<0.01).There were no significant changes in RAP,PVR,and CI post procedure(all P>0.05).There were no significant differences in shunt size,shunt velocity,and shunt pressure difference between postoperative immediately and at 12-months follow-up(all P>0.05).At 12 months,left ventricular ejection fraction was significantly higher than baseline level(P<0.05),and there were no significant changes in right atrial diameter and right ventricular fractional area change(both P>0.05).Compared with preoperative status,NYHA classification was improved,KCCQ score was increased,and the number of patients with 6MWD>450 m was increased at 12 months(all P<0.05).N-terminal pro-B-type natriuretic peptide value was significantly decreased at 12 months(P<0.05).No patient died during the 12-months follow-up period,and there were no device-related adverse events.Two patients experienced hospital readmission for heart failure. Conclusions:Implantation of interatrial shunt device could effectively improve hemodynamic parameters in patients with HFrEF and is related to significantly improved cardiac function at 12-months follow-up.
4.Bidirectional relationship between type 2 diabetes mellitus and coronary artery disease: Prospective cohort study and genetic analyses
Wenqiang ZHANG ; Li ZHANG ; Chenghan XIAO ; Xueyao WU ; Huijie CUI ; Chao YANG ; Peijing YAN ; Mingshuang TANG ; Yutong WANG ; Lin CHEN ; Yunjie LIU ; Yanqiu ZOU ; Ling ZHANG ; Chunxia YANG ; Yuqin YAO ; Jiayuan LI ; Zhenmi LIU ; Xia JIANG ; Ben ZHANG
Chinese Medical Journal 2024;137(5):577-587
Background::While type 2 diabetes mellitus (T2DM) is considered a putative causal risk factor for coronary artery disease (CAD), the intrinsic link underlying T2DM and CAD is not fully understood. We aimed to highlight the importance of integrated care targeting both diseases by investigating the phenotypic and genetic relationships between T2DM and CAD.Methods::We evaluated phenotypic associations using data from the United Kingdom Biobank ( N = 472,050). We investigated genetic relationships by leveraging genomic data conducted in European ancestry for T2DM, with and without adjustment for body mass index (BMI) (T2DM: Ncase/ Ncontrol = 74,124/824,006; T2DM adjusted for BMI [T2DM adjBMI]: Ncase/ Ncontrol = 50,409/523,897) and for CAD ( Ncase/ Ncontrol = 181,522/984,168). We performed additional analyses using genomic data conducted in multiancestry individuals for T2DM ( Ncase/ Ncontrol = 180,834/1,159,055). Results::Observational analysis suggested a bidirectional relationship between T2DM and CAD (T2DM→CAD: hazard ratio [HR] = 2.12, 95% confidence interval [CI]: 2.01–2.24; CAD→T2DM: HR = 1.72, 95% CI: 1.63–1.81). A positive overall genetic correlation between T2DM and CAD was observed ( rg = 0.39, P = 1.43 × 10 -75), which was largely independent of BMI (T2DM adjBMI–CAD: rg = 0.31, P = 1.20 × 10 –36). This was corroborated by six local signals, among which 9p21.3 showed the strongest genetic correlation. Cross-trait meta-analysis replicated 101 previously reported loci and discovered six novel pleiotropic loci. Mendelian randomization analysis supported a bidirectional causal relationship (T2DM→CAD: odds ratio [OR] = 1.13, 95% CI: 1.11-1.16; CAD→T2DM: OR = 1.12, 95% CI: 1.07-1.18), which was confirmed in multiancestry individuals (T2DM→CAD: OR = 1.13, 95% CI: 1.10-1.16; CAD→T2DM: OR = 1.08, 95% CI: 1.04-1.13). This bidirectional relationship was significantly mediated by systolic blood pressure and intake of 3-hydroxy-3-methylglutaryl coenzyme A reductase inhibitors, with mediation proportions of 54.1% (95% CI: 24.9-83.4%) and 90.4% (95% CI: 29.3-151.5%), respectively. Conclusion::Our observational and genetic analyses demonstrated an intrinsic bidirectional relationship between T2DM and CAD and clarified the biological mechanisms underlying this relationship.
5.Research progress on the mechanism and potential treatment of oxidative stress in diabetic retinal neurodegeneration
Jiapeng WANG ; Xiangxia LUO ; Jiayuan ZHUANG ; Wanying GUO ; Yutong WU ; Mingli DAI
Chinese Journal of Ocular Fundus Diseases 2024;40(10):813-818
Diabetic retinal neurodegeneration is a serious complication of diabetes mellitus, manifested by apoptosis and gliosis, and its pathogenesis is closely related to the oxidative stress induced by high glucose levels. The increase in blood glucose in the body leads to excessive production of reactive oxygen species and the downregulation of antioxidant defense signaling pathways, which leads to oxidative stress in the body, which in turn induces apoptosis, mitochondrial damage and autophagy, resulting in diabetic retinal neurodegeneration. Antioxidant stress therapy with gene therapy, flavonoids, recombinant Ad-β-catenin carriers, and autophagy inducers to exert neuroprotective effects. In the future, more clinical trials are needed to explore the effective dosage and side effects of drugs, and to develop new drugs and treatment strategies for oxidative stress to prevent and treat diabetic retinal neurodegeneration and protect retinal nerve function.
6.Clinical efficacy and safety of liposomal amphotericin B in the salvage treatment of invasive fungal disease in patients with hematological diseases
Yuanbing WU ; Shanshan JIANG ; Yaxue WU ; Bin LIU ; Yutong JING ; Haiyan BAO ; Xiao MA ; Depei WU ; Xiaohui HU
Chinese Journal of Hematology 2024;45(7):666-671
Objective:To investigate the efficacy and safety of liposomal amphotericin B (L-AmB) for the salvage treatment of invasive fungal disease (IFD) in patients with hematological diseases.Methods:Data were retrospectively collected from 80 patients with hematological issues treated with L-AmB between June 2023 and December 2023 after failure of previous antifungal therapy. Baseline patient information, clinical efficacy, and factors affecting the efficacy of L-AmB were analyzed by logistic regression. Moreover, adverse effects associated with L-AmB were evaluated.Results:Among the 80 patients, 9 (11.2%) had proven IFD, 43 (53.8%) had probable IFD, and 28 (35.0%) had possible IFD. The efficacy rate of L-AmB salvage therapy for IFD was 77.5%, with a median daily dose of 3 (range: 1-5) mg·kg -1·d -1 and a median dosing course of 14 (range: 8-25) days. Multivariate logistic regression analysis showed that the disease remission status ( OR=4.337, 95% CI 1.167-16.122, P=0.029) and duration of medication ( OR=1.127, 95% CI 1.029-1.234, P=0.010) were independent factors affecting the efficacy of L-AmB. The incidence of infusion reactions associated with L-AmB, including fever and chills, was 5.0%. The incidence of hypokalemia was 28.8% (predominantly grades 1-2), and the incidence of nephrotoxicity was 11.3% (predominantly grades 1-2) . Conclusion:L-AmB is safe and effective in the treatment of patients with IFD who are intolerant to or who have experienced no effect of previous antifungal therapy, with a low rate of adverse reactions.
7.Effect of Baihu Jia Renshen Tang on PI3K/Akt Signaling Pathway in Liver of MKR Diabetic Mice
Yutong CHEN ; Rong YU ; Yuqin WU ; Qin XIANG ; Yan TAN ; Cong ZHOU
Chinese Journal of Experimental Traditional Medical Formulae 2023;29(5):114-121
ObjectiveTo explore the effects of Baihu Jia Renshen Tang (BHRS) on the related molecules on the phosphatidylinositol-3-kinase/protein kinase B(PI3K/Akt)signaling pathway in the liver of MKR diabetic model mice. MethodThirty 6-week-old MKR mice were selected and fed on a high-fat diet for four weeks,followed by intraperitoneal injection of streptozotocin(STZ)for the diabetes model establishment. The model was properly induced in the case of the fasting blood glucose (FBG) of ≥11.1 mmol·L-1. After modeling,the mice were randomly divided into a model group,a BHRS group (12.09 g·kg-1·d-1),and a metformin group (0.065 g·kg-1·d-1),with 10 mice in each group. Ten FVB mice were assigned to the control group. The mice in the groups with drug intervention were continuously administered correspondingly for 28 days. After administration,the mice were sacrificed,followed by the oral glucose tolerance test (OGTT) and FBG detection. Serum very low-density lipoprotein(VLDL)content was determined by semi-quantitative enzyme-linked immunosorbent assay (ELISA). Four indexes related to blood lipid were determined by the biochemistry analyzer. Liver tissues were subjected to pathological examination by hematoxylin-eosin(HE)staining. Western blot was used to detect the protein expression of PI3K,Akt,phosphorylated(p)-PI3K,p-Akt,forkhead box protein O1 (FoxO1),insulin receptor(InsR),and insulin receptor substrate-2(IRS-2) in liver tissues of mice. Real-time polymerase chain reaction(Real-time PCR) was used to detect the mRNA expression of PI3K,Akt,FoxO1,InsR,and IRS-2 in liver tissues of mice. ResultCompared with the control group,the model group showed poor general conditions,abnormal glucose tolerance (P<0.05),increased FBG (P<0.01),abnormal blood lipid metabolism,increased serum total cholesterol (TC),triglyceride(TG),low-density lipoprotein cholesterol(LDL-C),and VLDL (P<0.05),decreased level of high-density lipoprotein cholesterol(HDL-C)(P<0.05),fatty degeneration and obvious pathological changes of liver cells,reduced protein expression of PI3K,Akt,p-PI3K/PI3K,p-Akt/Akt,IRS-2,and InsR in liver tissues(P<0.05),increased protein expression of FoxO1(P<0.05),decreased mRNA expression of PI3K,Akt,IRS-2,and InsR in liver tissues (P<0.05),and increased FoxO1 mRNA expression(P<0.05). Compared with the model group,the BHRS group showed improved general conditions and glucose and lipid metabolism (P<0.05),improved pathological state of liver cells,increased protein expression of PI3K,Akt,p-PI3K/PI3K,p-Akt/Akt,IRS-2,and InsR in liver tissues(P<0.05),decreased protein expression of FoxO1(P<0.05),increased mRNA expression of PI3K,Akt,IRS-2,and InsR in liver tissues (P<0.05),and reduced FoxO1 mRNA expression(P<0.05). ConclusionBHRS can effectively reduce blood glucose,regulate blood lipid metabolism,and improve the pathological state of the liver in MKR diabetic mice,and its mechanism of action may be related to the regulation of the activity of molecules on the PI3K/Akt signaling pathway.
8.Simultaneous Determination of Seven B Vitamins in Rat Plasma by High-performance Liquid Chromatography-tandem Mass Spectrometry
Xiaxia YU ; Yutong ZENG ; Jiahong YANG ; Jing WU ; Yan XU ; Yin HUANG
Herald of Medicine 2023;42(12):1796-1801
Objective To establish a high-performance liquid chromatography-tandem mass spectrometry(LC-MS/MS)method for the simultaneous determination of seven vitamin Bs(VBs)in rat plasma.Methods The plasma samples were pretreated using the protein precipitation method.The chromatographic separation was achieved using an Agilent ZORBAX SB-Aq column(2.1 mm×150 mm,3.5 μm),with a mobile phase composed of 0.01%formic acid(A)and methanol(B)in a gradient elution mode.The flow rate was set at 0.3 mL·min-1 and the column temperature was maintained at 30℃.Mass spectrometric detection was performed using positive ion mode in multiple reaction monitoring.2,4,5,6-Deuteronicotinamide was used as the internal standard.Results Methodological validation results showed that the lowest limits of quantitation(LOQs)for the seven VBs ranged from 7.5 to 300 ng/mL,while the highest LOQs ranged from 1 000 to 20 000 ng·mL-1.Within a certain concentration range,all compounds showed a good linearity(r2>0.992 2).The accuracies ranged from 86.0%to 117.6%,and both intra-and inter-batch precision were less than 20%.Additionally,all analytes demonstrated extraction recoveries greater than 86.1%.No significant matrix effects were observed,and the stability was good.The established validation method was successfully applied to the pharmacokinetics study of single intragastric administration of VB solution in SD rats.Conclusion The analytical method established in this study is simple,rapid,sensitive,and exclusive for the simultaneous determination of VB in real plasma samples.This LC-MS/MS method provides a new analytical tool for further exploring the physiological and pathological effects of VB.
9.Homocysteine level of Tibetan population settled down at different altitudes
Pengchang LI ; Yutong ZOU ; Zhijuan LIU ; Xiaoxing LIU ; Zejipuchi ; Liping TIAN ; Jie WU ; Ling QIU
Basic & Clinical Medicine 2023;43(12):1841-1846
Objective To investigate and analyze the level of homocysteine(Hcy)in Tibet and to analyze the differences of Hcy level in different altitude regions,genders and ages,and thus to provide the prevalence profile of hyperhomocysteine and the differences in relevant tests between HHcy(hyperhomocysteinemia)and non-HHcy pop-ulations.Methods Totally 1 615(male n=585)subjects were selected from Ngari,Lhasa,Shigatse and Nyingchi plat-eau areas of Tibet by stratified cluster sampling.Serum Hcy level was analyzed and the difference of Hcy level in pop-ulations located at different altitude plateau areas,gender groups were found.The prevalence of hyperhomocysteine and related test were analyzed.Kruskal Wallis test was used to compare Hcy levels in different altitudes,genders and age groups,and Pearson Chi-square test was used to compare HHcy prevalence.Variance analysis was used for the differences of different test indicators between non-HHcy and HHcy populations.Results The level of Hcy in differ-ent regions and different genders were statistically significant,which was higher in males than that in females,and higher in Lhasa and Shigatse than in Nyingchi and Ngari.There was difference in serum HHcy prevalence among dif-ferent genders,regions and age groups.Males showed a higher level than females,people from Lhasa and Shigatse showed a higher level than those from Nyingchi and Ngari.Conclusions The incidence of hyperhomocysteinemia in Tibet is statistically significant in different areas,different genders and different age groups.So this study provides a scientific basis for the rational use of Hcy as an indicator in clinical practice of prevention and treatment of related diseases in plateau areas.
10.Application of an artificial intelligence-assisted endoscopic diagnosis system to the detection of focal gastric lesions (with video)
Mengjiao ZHANG ; Ming XU ; Lianlian WU ; Junxiao WANG ; Zehua DONG ; Yijie ZHU ; Xinqi HE ; Xiao TAO ; Hongliu DU ; Chenxia ZHANG ; Yutong BAI ; Renduo SHANG ; Hao LI ; Hao KUANG ; Shan HU ; Honggang YU
Chinese Journal of Digestive Endoscopy 2023;40(5):372-378
Objective:To construct a real-time artificial intelligence (AI)-assisted endoscepic diagnosis system based on YOLO v3 algorithm, and to evaluate its ability of detecting focal gastric lesions in gastroscopy.Methods:A total of 5 488 white light gastroscopic images (2 733 images with gastric focal lesions and 2 755 images without gastric focal lesions) from June to November 2019 and videos of 92 cases (288 168 clear stomach frames) from May to June 2020 at the Digestive Endoscopy Center of Renmin Hospital of Wuhan University were retrospectively collected for AI System test. A total of 3 997 prospective consecutive patients undergoing gastroscopy at the Digestive Endoscopy Center of Renmin Hospital of Wuhan University from July 6, 2020 to November 27, 2020 and May 6, 2021 to August 2, 2021 were enrolled to assess the clinical applicability of AI System. When AI System recognized an abnormal lesion, it marked the lesion with a blue box as a warning. The ability to identify focal gastric lesions and the frequency and causes of false positives and false negatives of AI System were statistically analyzed.Results:In the image test set, the accuracy, the sensitivity, the specificity, the positive predictive value and the negative predictive value of AI System were 92.3% (5 064/5 488), 95.0% (2 597/2 733), 89.5% (2 467/ 2 755), 90.0% (2 597/2 885) and 94.8% (2 467/2 603), respectively. In the video test set, the accuracy, the sensitivity, the specificity, the positive predictive value and the negative predictive value of AI System were 95.4% (274 792/288 168), 95.2% (109 727/115 287), 95.5% (165 065/172 881), 93.4% (109 727/117 543) and 96.7% (165 065/170 625), respectively. In clinical application, the detection rate of local gastric lesions by AI System was 93.0% (6 830/7 344). A total of 514 focal gastric lesions were missed by AI System. The main reasons were punctate erosions (48.8%, 251/514), diminutive xanthomas (22.8%, 117/514) and diminutive polyps (21.4%, 110/514). The mean number of false positives per gastroscopy was 2 (1, 4), most of which were due to normal mucosa folds (50.2%, 5 635/11 225), bubbles and mucus (35.0%, 3 928/11 225), and liquid deposited in the fundus (9.1%, 1 021/11 225).Conclusion:The application of AI System can increase the detection rate of focal gastric lesions.

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