1.Construction of risk prediction model of heart failure in patients with coronary heart disease based on LASSO regression
Yikang XU ; Jingru MA ; Yang YANG ; Lei LIU ; Zhifeng ZHANG ; Siqi SUN ; Manman LI ; Kaiwen ZHAN
China Modern Doctor 2024;62(28):1-5,46
Objective To analyze the risk factors of heart failure in patients with coronary heart disease(CHD),and to construct and verify a nomogram prediction model for the risk of heart failure in patients with CHD.Methods The clinical data of 453 patients with CHD who were hospitalized in the Second Affiliated Hospital of Shenyang Medical College from January to December 2022 were retrospectively analyzed,including 278 patients with CHD combined with heart failure and 175 patients without heart failure.The patients were divided into training group(318 cases)and validation group(135 cases)according to the ratio of 7:3.R software was applied to perform LASSO regression to screen the risk factors,and Logistic regression to establish a prediction model and construct a nomogram.The calibration curve and receiver operating characteristic(ROC)curve were used to evaluate the calibration and discrimination of the model.Results LASSO regression analysis ultimately screened five risk factors from 22 variables,and Logistic regression results showed that age,smoking,history of myocardial infarction,New York Heart Association(NYHA)cardiac function class Ⅳ,and left ventricular ejection fraction(LVEF)were all independent risk factors for heart failure in CHD patients(P<0.05).The model formula was Z=-2.927+0.045 × age+0.886 × smoking+0.808 × history of myocardial infarction-2.829 × NYHA cardiac function class Ⅳ+0.037×LVFF.Internal validation of the model showed that area under the curve was 0.727(95%CI:0.588-0.752),the sensitivity was 40.4%,the specificity was 84.3%,and the Youden index was 0.247.According to the calibration curve,the predicted value of the calibration curve was highly consistent with the actual value,and the Brier score was 0.106.Conclusion The risk prediction model for heart failure in patients with CHD based on LASSO regression has good discrimination and prediction efficiency,which can be used as an evaluation tool for medical staff to predict the risk of patients.
2.Cognition of Colorectal Cancer-related Knowledge and Influencing Factors of Patients with Middle- and Advanced-stage Colorectal Cancer in Inner Mongolia
Jingru GAO ; Jiaxin LI ; Youlin QIAO ; Xi ZHANG ; Shaokai ZHANG ; Huifang XU ; Yunqi HUA ; Jinqi HAO ; Ying FU ; Zhengyang SHI ; Yanqin YU ; Jihai SHI
Cancer Research on Prevention and Treatment 2023;50(6):603-608
Objective To investigate the cognition of colorectal cancer-related knowledge and influencing factors of patients with middle- and advanced-stage colorectal cancer in ethnic minority areas of Inner Mongolia. Methods According to the national population and the prevalence of colorectal cancer, 277 patients with colorectal cancer were selected by stratified and random sampling in Inner Mongolia. The patients were surveyed in Baotou, Chifeng, Bayannaoer, and other hospitals. The questionnaire included patients' basic information, cognition of colorectal cancer risk factors and screening knowledge, screening information,
3.Application of flipped classroom teaching mode in community clinical pharmacist training
Yanru LIU ; Jingru GONG ; Tongtong ZHANG ; Huiping LU ; Jianfeng LI ; Deduo XU
Chinese Journal of Medical Education Research 2023;22(8):1242-1245
Objective:To explore the application and effect of flipped classroom in community clinical pharmacist training.Methods:Seventeen pharmacists trained in 2017-2018 were used as the control group and received traditional teaching mode. Fourteen pharmacists trained in 2019-2020 were used as the experimental group and received the flipped classroom teaching mode. Finally, the teaching effect was evaluated through the trainees' graduation examination results and satisfaction degree. The SPSS 25.0 was used to conduct the t test and chi-square test. Results:The task performance, prescription audit scores, clinical practice scores, and total scores in the experimental group were significantly higher than those in the control group ( P<0.05). However, there was no significant difference in usual performance between the two groups ( P>0.05). For satisfaction survey, the total score of Likert scale in the experimental group was (20.1±3.4), which was significantly higher than that in the control group (16.9±3.4). However, there was no significant difference in the satisfaction of clinical practice and teachers' level between the two groups ( P>0.05). Conclusion:Flipped classroom can improve the enthusiasm of community clinical pharmacist trainees to participate in learning, increase the level of the trainees' theoretical knowledge and professional practice, and is conducive to the cultivation of high-quality community clinical pharmacists.
4.Integrated metabolism and epigenetic modifications in the macrophages of mice in responses to cold stress.
Jingjing LU ; Shoupeng FU ; Jie DAI ; Jianwen HU ; Shize LI ; Hong JI ; Zhiquan WANG ; Jiahong YU ; Jiming BAO ; Bin XU ; Jingru GUO ; Huanmin YANG
Journal of Zhejiang University. Science. B 2022;23(6):461-480
The negative effects of low temperature can readily induce a variety of diseases. We sought to understand the reasons why cold stress induces disease by studying the mechanisms of fine-tuning in macrophages following cold exposure. We found that cold stress triggers increased macrophage activation accompanied by metabolic reprogramming of aerobic glycolysis. The discovery, by genome-wide RNA sequencing, of defective mitochondria in mice macrophages following cold exposure indicated that mitochondrial defects may contribute to this process. In addition, changes in metabolism drive the differentiation of macrophages by affecting histone modifications. Finally, we showed that histone acetylation and lactylation are modulators of macrophage differentiation following cold exposure. Collectively, metabolism-related epigenetic modifications are essential for the differentiation of macrophages in cold-stressed mice, and the regulation of metabolism may be crucial for alleviating the harm induced by cold stress.
Acetylation
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Animals
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Cold-Shock Response
;
Epigenesis, Genetic
;
Macrophages/metabolism*
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Mice
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Mitochondria/metabolism*
5.Significance of lysophosphatidic acid receptor 6 in the large-cell transformation of mycosis fungoides and its effect on the proliferation and apoptosis of cutaneous T-cell lymphoma cells
Yuchieh LIN ; Fengjie LIU ; Yumei GAO ; Xiangjun LIU ; Bufang XU ; Yingyi LI ; Pan LAI ; Zhuojing CHEN ; Jingru SUN ; Ping TU ; Yang WANG
Chinese Journal of Dermatology 2022;55(2):102-109
Objective:To determine lysophosphatidic acid receptor 6 (LPAR6) expression in patients with mycosis fungoides (MF) , a variant of cutaneous T-cell lymphoma (CTCL) , and to investigate its role and mechanism of action in the development and prognosis of CTCL.Methods:A total of 110 patients with confirmed MF were collected from Department of Dermatology, Peking University First Hospital from 2011 to 2020, including 24 with large-cell transformation (LCT) and 25 with non-large cell transformation (NLCT) in the discovery cohort, and 24 with LCT and 37 with NLCT in the validation cohort. RNA sequencing and RT-PCR were conducted to determine the LPAR6 expression in patients in the discovery cohort and validation cohort respectively. LPAR6 expression was compared between patients with LCT and those with NLCT, and its effect on the prognosis of patients was evaluated. Two LPAR6-overexpressing CTCL cell lines MyLa and Sz4 were constructed to evaluate the effect of LPAR6 overexpression on proliferative activity of MyLa and Sz4 cells, with the cells normally expressing LPAR6 as the control group; after the treatment with LPAR6-related ligand lysophosphatidic acid (LPA) , 2S-OMPT, adenosine triphosphate (ATP) or adenosine (ADO) , the effects of LPAR6 activation on the proliferative activity and apoptosis of LPAR6-overexpressing MyLa and Sz4 cells were evaluated by the MTS method and flow cytometry respectively. Log-rank test was used for prognostic analysis, and t test or Mann-Whitney U test was used for comparisons between two groups. Results:As RNA sequencing showed, LPAR6 was one of the significantly underexpressed genes in the LCT group in the discovery cohort; in the validation cohort, LPAR6 expression (median[ Q1, Q3]) was significantly lower in the LCT group (204.90[81.90, 512.70]) than in the NLCT group (809.40[417.50, 1 829.20], U= 242.00, P= 0.002) ; in the two cohorts, the underexpression of LPAR6 was significantly associated with increased risk of poor prognosis (both P < 0.01) . Cell proliferation assay showed no significant difference in the proliferative activity of MyLa or Sz4 cells between the LPAR6 overexpression group and control group at 0, 24, 48 and 72 hours during the experiment (all P > 0.05) ; 48 hours after activation of LPAR6 by LPA, 2S-OMPT, ATP and ADO in MyLa cells, the LPAR6 overexpression group showed significantly decreased cellular proliferative activity (1.38 ± 0.01, 1.04 ± 0.01, 1.09 ± 0.03, 1.23 ± 0.01, respectively) compared the control group (1.73 ± 0.04, 1.23 ± 0.01, 1.24 ± 0.01, 1.42 ± 0.03, t= 30.33, 18.38, 4.78, 5.75, respectively, all P < 0.05) , but significantly increased cell apoptosis rate (17.93% ± 0.88%, 17.75% ± 0.35%, 23.97% ± 0.57%, 31.44% ± 0.34%, respectively) compared the control group (3.98% ± 0.03%, 7.81% ± 0.59%, 11.95% ± 0.85%, 12.02% ± 0.48%, t= 15.93, 14.49, 11.74, 33.01, respectively, all P < 0.05) ; 48 hours after activation of LPAR6 by 2S-OMPT and ADO in Sz4 cells, compared with the control group, the LPAR6 overexpression group also showed significantly decreased cellular proliferative activity (2S-OMPT: 1.29 ± 0.04 vs. 1.48 ± 0.01; ADO: 1.27 ± 0.01 vs. 1.51 ± 0.02; both P < 0.05) , but significantly increased cell apoptosis rate (2S-OMPT: 41.70% ± 0.70% vs. 29.35% ± 0.55%; ADO: 37.05% ± 0.15% vs. 24.60% ± 1.00%; both P < 0.05) . Conclusions:LPAR6 was underexpressed in the patients with LCT, and its underexpression was significantly associated with increased risk of poor prognosis. In vitro activation of LPAR6 could inhibit the proliferation of CTCL cells and promote their apoptosis, suggesting that the decrease of LPAR6 expression may be one of the important mechanisms underlying disease progression in patients with LCT.
6.Functional magnetic resonance imaging study of drug-resistant medial temporal lobe epilepsy
Jingru HAO ; Qiang XU ; Qirui ZHANG ; Fang YANG ; Kangjian SUN ; Guangming LU ; Zhiqiang ZHANG
Chinese Journal of Neurology 2022;55(1):41-46
Objective:To explore the changes of brain activity in drug-resistant or drug-controlled medial temporal lobe epilepsy patients by the method of functional connectivity density (FCD), and to analyze their correlation with the course of the disease.Methods:According to the definition of drug-resistant epilepsy by the International League Against Epilepsy in 2010, 146 patients with medial temporal lobe epilepsy who were clearly diagnosed as unilateral hippocampal sclerosis in Jinling Hospital, Nanjing University School of Medicine from July 2009 to February 2019 were divided into drug control group ( n=73) and drug-resistant group ( n=73). The 3.0 T resting state functional magnetic resonance scan was performed on all subjects to compare the difference in FCD between the two groups, and calculate the correlation between the FCD value of the brain area and the course of the disease between the two groups of patients. Results:There was significant difference between the two groups in FCD. Compared with the drug control group, the drug-resistant group had significantly lower FCD values in the insula, lenticular nucleus, thalamus, hippocampus and precentral gyrus on the side of the epileptogenic focus. The FCD value of the precuneus on the side of the epileptogenic focus in the drug-resistant group was negatively correlated with the duration ( r=-0.30, P=0.01). Conclusions:The FCD of patients with drug-resistant medial temporal lobe epilepsy was lower than that of the drug control group. In addition, there may be progressive damage to the brain. The difference is helpful for exploring the pathophysiological mechanisms related to drug resistance in patients with medial temporal lobe epilepsy, and finding reliable neuroimaging markers related to drug resistance.
7.Chlamydia trachomatis infection in the genital tract is associated with inflammation and hypospermia in the infertile male of China.
Hua ZHOU ; Shunhong WU ; Xiaohua TANG ; Guanqing ZHOU ; Jingru YUAN ; Qing LI ; Yaoyong CHEN ; Xia XU ; Xiaofang SUN ; Detu ZHU ; Yumei LUO
Asian Journal of Andrology 2022;24(1):56-61
Chlamydia trachomatis (CT) infection is the most prevalent sexually transmitted bacterial disease worldwide. However, unlike that in female infertility, the role of CT infection in male infertility remains controversial. The objective of this retrospective study was to explore the impacts of CT infection in the genital tract on sperm quality, sperm acrosin activity, antisperm antibody levels, and inflammation in a large cohort of infertile males in China. A total of 7154 semen samples were collected from infertile male subjects, 416 of whom were CT positive (CT+ group) and 6738 of whom were CT negative (CT- group), in our hospital between January 2016 and December 2018. Routine semen parameters (semen volume, pH, sperm concentration, viability, motility, morphology, etc.), granulocyte elastase levels, antisperm antibody levels, and sperm acrosin activity were compared between the CT+ and CT- groups. Our results showed that CT infection was significantly correlated with an abnormally low semen volume, as well as an increased white blood cell count and granulocyte elastase level (all P < 0.05) in the semen of infertile males; other routine semen parameters were not negatively impacted. The antisperm antibody level and sperm acrosin activity were not affected by CT infection. These findings suggested that CT infection might contribute to inflammation and hypospermia but does not impair sperm viability, motility morphology, and acrosin activity or generate antisperm antibodies in the infertile males of China.
Chlamydia trachomatis
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Female
;
Genitalia
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Humans
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Infertility, Male/epidemiology*
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Inflammation/epidemiology*
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Male
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Retrospective Studies
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Semen
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Spermatozoa
8.Knowledge, Attitude and Practice about Human Papillomavirus and HPV Vaccine in Chinese Mainland: A Meta-analysis
Zhengyang SHI ; Jinqi HAO ; Jihai SHI ; Zheng SU ; Shujun LIU ; Xi ZHANG ; Huifang XU ; Jingru GAO ; Ying FU ; Youlin QIAO ; Yanqin YU
Cancer Research on Prevention and Treatment 2022;49(5):464-471
Objective To understand and evaluate the knowledge, attitude and practice of female human papillomavirus and HPV vaccine in Chinese mainland. Methods We searched the relevant studies about the knowledge, attitude and behavior factors of HPV infection and HPV vaccine published in PubMed, MEDLINE, CNKI and Wanfang databases about Chinese mainland women from January 1, 1995 to January 31, 2021.Two researchers independently screened the literatures, extracted data and the literatures with quality score≥5 points.Chi square test was used to evaluate its heterogeneity.Begg' s test was used to evaluate publication bias. Results A total of 33 literatures were included, with a total number of 46013 people.The results showed that the total awareness rate of HPV in the population was 65.9%, the lowest rates were 16.0%, 41.2% and 14.4% in Northeast, rural areas and middle school students, respectively; while the highest rates of HPV were 77.4%, 56.3% and 71.0% in Central China, cities and towns and college students, respectively.The main source of HPV knowledge was the network/WeChat official account number (38.9%), and the lowest was family/friend (4.5%).The population's awareness rate of HPV vaccine related knowledge was 41.4%, the highest rates were 51.8% and 69.7% in East China and medical staff, respectively, while the lowest were 23.6% and 12.7% in Southwest and middle school students. Conclusion In order to achieve the total elimination of cervical cancer in China by 2030 as soon as possible, people should strengthen their awareness of HPV and HPV vaccine related knowledge.
9.Value of multi-label learning MRI model assisting radiological diagnosis of sports injury in knee
Guang LIN ; Qirui ZHANG ; Yuexiang LI ; Jianrui LI ; Jingru HAO ; Qiang XU ; Kai MA ; Guangming LU ; Zhiqiang ZHANG
Chinese Journal of Radiology 2021;55(11):1191-1196
Objective:To construct a multi-label learning MRI model for assisting diagnosis of sports injury in knee.Methods:A total of 1 391 knee MRI cases from 1 343 young adults with sports injury in Affiliated Jinling Hospital Nanjing University School of Medicine were retrospectively enrolled. The image cases were randomly divided into training set ( n=973), validation set ( n=139) and test set ( n=279) with ratio of 7∶1∶2. The knee injuries were divided into six categories: meniscus injury, tendon injury, ligament injury, osteochondral injury, synovial bursa disorder and soft tissue injury. Using PyTorch V1.1.0 algorithm package, the Yolo model of deep learning was used to construct the MRI knee joint sports injury detection model. The model was validated on the test set, and the sensitivity, specificity and mean average precision of lesion detection were evaluated. Results:Among the 279 patients in test set, the mean average precision of meniscus injury, tendon injury, ligament injury, osteochondral injury, synovial bursa disorder and soft tissue injury were 83.1%, 89.0%, 88.0%, 85.8%, 85.5% and 83.2%, respectively, and the overall mean average precision was 85.8%. The model was most effective in detecting tendon injury. The sensitivity and specificity of the model for tendon injury were 91.2% and 87.1% respectively.Conclusions:The multi-label MRI knee joint exercise-related injury detection model based on deep learning can effectively assist in detecting the exercise-related injury of knee joint in each tissue structure, and is expected to improve the efficiency of diagnosis and treatment in orthopedics.
10.Establishment and validation of prognosis predictive model using m 6A RNA methylation regulators in children acute myeloid leukemia
Jingru XU ; Daheng YANG ; Guangfeng LONG ; Hang SUN ; Hongbing CHEN
Chinese Journal of Preventive Medicine 2021;55(8):983-989
Objective:To figure out the association between the expression of m 6A RNA methylation regulators and the prognosis of children AML, and provide genetic markers for monitoring the progression and recurrence of AML. Methods:Twenty two m 6A RNA methylation regulators were firstly analyzed using the data from Therapeutically Applicable Research To Generate Effective Treatments(TARGET) database and The Genotype-Tissue Expression(GTEx) database, Wilcoxon rank test was performed to analyze the differentially expression of m 6A RNA methylation regulators between the AML and normal tissue, 296 AML children were divided into training cohort and validation cohort by simple random sampling method, Lasso regression was used to screen out the risk factors and the multivariate Cox regression was applied for establishing prognosis predicting model in training cohort. Kaplan-Meier survival curve, time-dependent ROC curve and multivariate Cox regression were used to estimate the efficiency of risk score calculated by predictive model in validation cohort. Results:Twenty one m 6A genes were up regulated in AML compared to Normal patients. Five m 6A RNA methylation regulators( ZC3H13, YTHDC2, HNRNPA2B1, METTL3, METTL5) were included in final predicting model. Risk score could independently predict the survival of AML patients in training cohort(HR:2.72, 95% CI: 1.54-4.81, P=0.000 6) and validation cohort(HR:2.01, 95% CI:1.14-3.50, P=0.016). Low-risk patients had better prognoses than high-risk patients both in training cohort( P=0.001 9) and validation cohort( P=0.023). Conclusion:This prognosis predicting model constructed by m 6A RNA methylation regulators could independently predict the survival prognosis in AML children, and should be helpful for clinical therapy.

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