1.Machine learning-based prediction of long-term mortality in patients with atrial fibrillation and coronary heart disease aged 60 years and over
Min DONG ; Tong ZOU ; Bingfeng PENG ; Jiyun SHI ; Lei XU ; Zuowei PEI ; Yimei QU ; Meihui ZHANG ; Fang WANG ; Jiefu YANG
Chinese Journal of Geriatrics 2022;41(7):804-810
Objective:To establish a long-term mortality rate prediction model for patients aged 60 years and over with atrial fibrillation and coronary heart disease using the machine learning method, and identify the corresponding risk factors of mortality.Methods:In this retrospective cohort study, a total of 329(11 cases lost of follow-up)patients with 183 males(55.6%)and 146 females(44.4%), aged(77.8±7.3)years, and 142 patients aged 80 years or older(43.2%)were selected in our hospitals from January 2013 to March 2015.And their clinical data on atrial fibrillation and coronary heart disease were analyzed.They were divided into the death group(151 cases)and the survival group(167 cases)according to the survival outcome.In addition, 60 patients aged 60 years and over admitted to our hospitals from April to July 2015 with atrial fibrillation and coronary heart disease were selected as external data validation set.The clinical data included age, gender, body mass index, diagnosis, co-morbidity, laboratory indicators, electrocardiogram, echocardiogram, treatment data.These patients were followed up for at least 6 years, and the main adverse cardiovascular and cerebrovascular events(MACCE), including death, were recorded.Finally, the data of the enrolled patients were randomly divided into the training set and the test set according to the ratio of 9∶1, Different models were established to predict the long-term mortality of patients with atrial fibrillation and coronary heart disease by machine learning algorithm.The optimal model was established by substituting external data(60 cases)into the model for verification and comparison.The top 20 risk factors for mortality were determined by Shapley additive explanation(SHAP)algorithm.Results:A total of 329 hospitalized patients were included in this study, the overall median follow-up time was 77.0 months(95% CI: 54.0~84.0), 11 cases lost during follow-up(3.3%), and 151 cases died(45.9%). The analysis found that the areas under the ROC curve for a support vector machine(SVM)model, k-Nearest Neighbor(KNN)model, decision tree model, random forest model, ADABoost model, XGBoost model and logistic regression model were 0.76, 0.75, 0.75, 0.91, 0.86, 0.85 and 0.81, respectively.The random forest model had the highest prediction efficiency, with the accuracy of 0.789 and F1 value of 0.806, which was better than the logistic regression model[the Area Under Receiver Operating Characteristic Curve(AUC): 0.91 vs.0.81, P<0.05]. D-dimer, age, number of MACCE, left ventricular ejection fraction, serum albumin level, anemia, New York Heart Association(NYHA)grade, history of old myocardial infarction, estimated glomerular filtration rate(eGFR)and resting heart rate were important risk factors for predicting long-term mortality. Conclusions:The random forest model based on machine learning method can predict the long-term mortality of patients with atrial fibrillation and coronary heart disease aged 60 years and over, have a good identification ability.Its accuracy is higher than that of the traditional Logistic regression model.Reducing the long-term mortality and improving the long-term outcomes can be achieved by intervening on D-dimer levels, correcting hypoproteinemia and anemia, improving cardiac function and controlling resting ventricular rates.
2.A method for immortalizing swine monoclonal B cells secreting anti-PRRSV antibodies.
Jian WANG ; Jing ZHANG ; Kun LI ; Pu SUN ; Guoxiu LI ; Jiaoyang LI ; Yimei CAO ; Zhixun ZHAO ; Hong YUAN ; Yuanfang FU ; Pinghua LI ; Dong LI ; Zaixin LIU ; Zengjun LU
Chinese Journal of Biotechnology 2022;38(8):2872-2882
Porcine reproductive and respiratory syndrome (PRRS) is a highly contagious disease caused by porcine reproductive and respiratory syndrome virus (PRRSV), which causes great economic losses. At the moment, no effective neutralizing antibody is available for scientific research and treatment. Therefore, developing a method for screening the neutralizing monoclonal antibodies is of great significance for the prevention and treatment of PRRSV and the screening of antigen sites. Monoclonal antibodies have been widely used in the treatment and diagnosis of many human and animal diseases. Therefore, screening effective neutralizing antibodies for different pathogens is an urgent task. Among the methods for monoclonal antibody screening, B cell immortalization is an effective method to obtain neutralizing monoclonal antibody. Specifically, in this study, the bcl-6 and bcl-xl genes were connected by f2a and then the yielded product was ligated to a vector for retrovirus packaging. The swine lymphocytes immunized with PRRSV were infected the yielded mature viruses and cultured in the complete medium containing CD40L and IL21 cytokines. Then, CD21 was used as the marker to screen B cells with the magnetic bead method. Finally, monoclonal B cells were obtained and the secretion of antibodies was tested. The results showed that the plasmid, either being transfected alone or with the packaged plasmids, could be expressed, and that the packaged retrovirus could infect the cells. Moreover, the infected lymphocytes secreted antibodies, so did the screened B cells. Therefore, the method for screening monoclonal antibody against PRRSV was successfully established.
Animals
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Antibodies, Monoclonal
;
Antibodies, Neutralizing
;
Antibodies, Viral
;
Humans
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Porcine Reproductive and Respiratory Syndrome/prevention & control*
;
Porcine respiratory and reproductive syndrome virus/genetics*
;
Swine
3.Current status of knowledge, attitude and practice of palliative care among nurses in Beijing general hospitals and its influencing factors
Di GUO ; Fan DONG ; Xiaoya ZHANG ; Jian'an XIE ; Chao SUN ; Huixiu HU ; Xiaojiu QI ; Haifeng WANG ; Yimei QU ; Jun ZHANG
Chinese Journal of Modern Nursing 2021;27(27):3680-3686
Objective:To investigate the current status of knowledge, attitude and practice of palliative care among nurses in 10 general hospitals in Beijing and explore its influencing factors, so as to provide a reference for further training and management of palliative care.Methods:From March to April 2020, convenience sampling was used to select nurses from 10 general hospitals in Beijing for investigation with three questionnaires on knowledge, attitude and behavior of palliative care in Chinese. A total of 850 questionnaires were returned and 833 valid questionnaires were collected, with a valid rate of 98.00%. Multiple linear regression analysis was used to analyze the influencing factors of knowledge, attitude and behavior of palliative care among nurses.Results:The overall score for palliative care of nursing staff in 10 general hospitals in Beijing was (82.16±8.73) , with a score rate of 68.47%. The knowledge score was (12.36±4.14) with a score rate of 61.80%, and the attitude score was (36.85±3.97) with a score rate of 61.42%, and the behavior score was (32.95±5.84) with a score rate of 82.37%. Multiple linear regression analysis showed that participation in palliative care training, gender, job title, knowledge and attitude, and monthly income were the main influencing factors of nurses' knowledge, attitude and behavior on palliative care ( P<0.05) . Conclusions:The current status of palliative care awareness among nurses in Beijing general hospitals is at an intermediate level and needs to be further improved. Nursing managers should strengthen the training and education of nursing staff, improve relevant knowledge, palliative care attitudes and professional enthusiasm, so as to promote behavioral changes and improve the quality of clinical nursing.
4.Development of a sandwich ELISA for detecting 3AB non-structural protein of foot-and-mouth disease virus.
Yuanfang FU ; Wei HE ; Pu SUN ; Lin YANG ; Huifang BAO ; Yimei CAO ; Xingwen BAI ; Pinghua LI ; Dong LI ; Yingli CHEN ; Lei LIU ; Zengjun LU ; Zaixin LIU
Chinese Journal of Biotechnology 2020;36(11):2357-2366
Antigenic purity is important for quality control of the foot-and-mouth (FMD) whole virus inactivated vaccine. The recommended method for evaluation the antigenic purity of FMD vaccine is to check the serum conversion to non-structural protein (NSP) 3AB antibody after 2 to 3 times inoculation of animals with inactivated vaccine. In this study, we developed a quantitative ELISA to detect the amount of residual 3AB in vaccine antigen, to provide a reference to evaluate the antigenic purity of FMD vaccine. Monoclonal antibody (Mab) of NSP 3A and HRP-conjugated Mab of NSP 3B were used to establish a sandwich ELISA to quantify the NSP 3AB in vaccine antigen of FMD. Purified NSP 3AB expressed in Escherichia coli was serially diluted and detected to draw the standard curve. The detectable limit was determined to be the lowest concentration of standard where the ratio of its OD value to OD blank well was not less than 2.0. Results: The OD value was linearly corelated with the concentration of 3AB protein within the range between 4.7 and 600 ng/mL. The correlation coefficient R² is greater than 0.99, and the lowest detectable limit is 4.7 ng/mL. The amount of 3AB protein in non-purified inactivated virus antigen was detected between 9.3 and 200 ng/mL depending on the 12 different virus strains, whereas the amount of 3AB in purified virus antigen was below the lowest detectable limit. The amount of 3AB in 9 batches of commercial FMD vaccine antigens was between 9.0 and 74 ng/mL, whereas it was below the detectable limit in other 24 batches of commercial vaccine antigens. Conclusion: the sandwich ELISA established in this study is specific and sensitive to detect the content of 3AB protein in vaccine antigen of FMD, which will be a useful method for evaluation of the antigenic purity and quality control of FMD inactivated vaccine.
Animals
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Antibodies, Viral
;
Enzyme-Linked Immunosorbent Assay
;
Foot-and-Mouth Disease/prevention & control*
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Foot-and-Mouth Disease Virus
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Viral Nonstructural Proteins/genetics*
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Viral Vaccines
5.Effect of acupoint catgut embedding therapy combined with Ziwu-Liuzhu acupuncture on the sleep quality of the patients with depression
Yimei BAO ; Yixing SONG ; Xiujuan LI ; Dong LI ; Yingying CHEN ; Zhong MA
International Journal of Traditional Chinese Medicine 2019;41(2):134-137
Objective To investigate the effect of acupoint catgut embedding combined with Ziwu-Liuzhu theory based acupuncture on the clinical efficacy and sleep quality of depressive patients. Methods A total of 64 patients who met the inclusion criteria were randomly divided into two groups, 32 in each group. The control group was treated with routine electro-acupuncture, while the observation group was treated with acupoint catgut embedding combined with Ziwu-Liuzhu theory based acupuncture. Both groups were treated for 8 weeks. Sleep quality was assessed by Pittsburgh Sleep Quality Index (PSQI), and depression was assessed by Hamilton Depression Scale (HAMD) to evaluate the clinical efficacy. Results After treatment, the HAMD score (11.3 ± 2.4 vs. 14.5 ± 2.6, t=4.986) and PSQI index (9.6 ± 2.3 vs. 11.8 ± 2.5, t=3.307) in the observation group were significantly lower than those in the control group (P<0.01). The quality of life (12.9 ± 2.3 vs. 11.3 ± 2.5, t=2.598) and mental health score (13.5 ± 2.4 vs. 11.3 ± 2.6, t=3.413) of WHOQOL-BREF scale in the observation group were significantly higher than those in the control group (P<0.01). The total effective rate was 93.8% (30/32) in the observation group and 75.0% (24/32) in the control group. There were significant differences between the two groups (χ2=4.246, P=0.038). Conclusions Acupoint catgut embedding combined with Ziwu-Liuzhu theory based acupuncture can effectively improve depressive state, sleep quality and quality of life in patients with depression, and the curative effect is better than conventional electro- acupuncture treatment.
6.Clinical analysis of 55 infants with group B streptococcus blood stream infection
Jiaosheng ZHANG ; Jikui DENG ; Yimei DONG ; Lei ZHANG ; Ruimu ZHANG ; Jia CHEN
Chinese Journal of Infectious Diseases 2017;35(4):214-217
Objective To summarize the clinical characteristics and outcome of infants with group B streptococcus (GBS) blood stream infection.Methods The medical records of 55 cases with GBS blood stream infection who were hospitalized in Shenzhen Children′s Hospital from 1st January 2010 to 31st December 2015 were retrospectively analyzed.Results There were 30 boys and 25 girls in this study.The age ranged from 1 hour to 78 days.Six cases (10.9%) were early-onset and 49 cases (89.1%) were late-onset.Forty cases (72.7%) were neonates and 15 cases were infants.The meningitis was diagnosed in 20 patients (36.4%).Peripheral white blood cell (WBC) counts declined in 10 cases (18.2%), and elevated in 32 (58.2%) cases.Increased levels C-reactive protein were found in 41 cases (74.5%).All of isolates were susceptible to penicillin, ampicillin, linezolid and vancomycin, while the resistance rates to erythromycin, clindamycin, tetracycline and ciprofloxacin were 56.6% (30/53), 77.4% (41/53), 98.1% (52/53), and 1.9% (1/53), respectively.Meropenem was used in 18 cases, and penicillins or cephalosporins were used in 37 cases.Combined therapy with linezolid was used in 13 cases, combined therapy with vancomycin was used in 3 cases, and combined therapy with two kinds of antibiotics was used in 37 cases (67.3%).In clinical outcome analysis, 54 children (98.2%) were improved and 1 child (1.8%) died of complicated multiple organ dysfunction syndrome and intracranial hemorrhage.Conclusions GBS blood stream infection occurs commonly in the infants aged younger than 3 months, more than one third cases complicated with purulent meningitis.All of isolates are susceptible to penicillin, while the resistant rates are high to erythromycin and clindamycin.The percentage of combination therapy is high.The outcomes are not good.
7.Correlations between obesity and arterial stiffness among population of different glucose tolerance status
Yimei CHEN ; Jingtao DOU ; Wenhua YAN ; Liguang DONG ; Yanhua LIAO ; Shuyu WANG ; Juming LU ; Yiming MU
Journal of Regional Anatomy and Operative Surgery 2014;(5):502-505
Objective To analyze the relationship between obesity and arterial stiffness among population of different glucose tolerance status. Methods A cross-sectional study recruited the population aged 40 years or older from ShiJingShan district in Beijing. 9080 subjects were included by measured weight, waist circumference (WC), body mass index (BMI), waist/hip ratio (WHR) and WC/height ratio (WHtR) and hemodynamic indexes and the aortic stiffness (using brachial-ankle pulse wave velocity(baPWV). They were divided into 3 groups based on the results of OGTT and diabetes history: normal glucose tolerance group ( NGT group) ,impaired glucose regulation group ( IGR group) and diabetes mellitus group ( DM group) . The association between baPWV and different obese indexes was analyzed by multi-ple linear regression. Results According to the criterion of WC, WHR and WHtR, baPWV of central obesity group was significantly higher than the normal group(P<0. 01). There was no statistically significant differences based on BMI in DM group(P>0. 05), but it was of sta-tistically significant differences in NGT group and IGR group. Central obese indexes( WC、WHR、WHtR) showed a positive correlation to PWV in the studied groups(P<0. 05). BMI was only positively correlated with baPWV in NGT group, there was no significant correlation in IGR and DM group(P>0. 05). After adjusting for age, gender and cardiovascular risk factors, the multiple regression analysis found that for every 0. 1 point increase in WHR and WHtR, the PWV increased 40. 6 cm/s and 55. 3cm/s respectively. Conclusion There is a positive correlation between central obese indexes (WC、WHR、WHtR) and arterial stiffness, and the central obese indexes correlated with arterial stiffness better than BMI.
8.Primary pulmonary rhabdomyosarcoma in children: report of 1 case.
Jiaosheng ZHANG ; Yanxia HE ; Weiguo YANG ; Yuejie ZHENG ; Yimei DONG
Chinese Journal of Pediatrics 2014;52(6):475-476
Biopsy
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Bronchial Neoplasms
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diagnosis
;
pathology
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surgery
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Bronchoscopy
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Child
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Diagnosis, Differential
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Fatal Outcome
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Female
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Humans
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Lung
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diagnostic imaging
;
surgery
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Lung Neoplasms
;
diagnosis
;
pathology
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surgery
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Neoplasm Metastasis
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Rhabdomyosarcoma, Embryonal
;
diagnosis
;
pathology
;
surgery
;
Tomography, X-Ray Computed
9.Enhanced immune response of a novel T-cell immunogen in vaccine for foot-and-mouth disease.
Qing ZHAO ; Pu SUN ; Zaixin LIU ; Pinghua LI ; Huifang BAO ; Yimei CAO ; Xingwen BAI ; Yuanfang FU ; Zengjun LU ; Dong LI
Chinese Journal of Biotechnology 2011;27(9):1281-1291
We investigated the enhanced immune response of a recombinant T cell immunogen as an effective cellular immune adjuvant. The T cell immunogen named TI contained several T cell epitopes from the VP1, VP4, 3A and 3D proteins of foot-and-mouth disease virus (FMDV) and two pan-T helper (T(H)) cell sites to broaden the immunogenicity of the protein. Meanwhile, another fusion protein named OA-VP1 was expressed in bacteria, which contained two VP1 proteins of O and Asia1 type FMDV. Mice were vaccinated with commercially inactivated vaccine or OA-VP1 protein with or without the TI immunogen. The results show that mice inoculated with inactivated vaccine or OA-VP1 protein supplemented with TI immunogen produced significantly higher level of neutralizing antibodies (P < 0.01 or P < 0.05) than the mice only inoculated with inactivated vaccine or OA-VP1 protein by microneutralization assay. An obvious increase in T cell number by flow cytometric analysis and significantly higher concentration of IFN-gamma secreted in culture media of spleen lymphocytes were observed in groups supplemented with TI immunogen (P < 0.01). TI immunogen was an effective stimulator for humoral and cellular immunity and could help improve the immunogenicity of inactivated vaccine or protein subunit vaccine.
Adjuvants, Immunologic
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pharmacology
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Animals
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Capsid Proteins
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genetics
;
immunology
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Epitopes, T-Lymphocyte
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genetics
;
immunology
;
Foot-and-Mouth Disease
;
immunology
;
prevention & control
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virology
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Foot-and-Mouth Disease Virus
;
immunology
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Immunization
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Mice
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Viral Vaccines
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genetics
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immunology
;
pharmacology
10.Study on 31 cases with cesarean scar pregnancy treated by transvaginal surgery
Haiyan LU ; Wenhua ZHANG ; Jun SHAN ; Qishan TIAN ; Xiuqing ZHANG ; Lichun WU ; Yanxia ZHOU ; Sai LI ; Yimei PENG ; Dong LI ; Ling HU
Chinese Journal of Obstetrics and Gynecology 2011;46(12):917-922
Objective To study clinical efficacy on cesarean scar pregnancy (CSP) treated by transvaginal surgery.Methods From Jan.2008 to Mar.2011,31 cases with CSP were managed by transvaginal surgery in Anshan Women and Children Hospital.Based on ultrasonograpy examination and intraoperative exposure of lesion,variable surgical options were executed.Fifteen cases in group A were treated by debridement resection and vaginal repair of uterine wall,7 cases in group B were treated by transvaginal uterine artery ligation and curettage,9 cases were treated by cutting the anterior wall in the lower uterine segment and repairing uterine.The intraoperative blood loss,operation time,hospital stay,hCG fluctuation at postoperative period and complications were analyzed among those groups.Results Allcases in 3 groups were cured well in one time.( 1 ) The intraoperative blood loss were (41 ±21 ) ml in group A,(27 ±7) ml in group B and ( 148 ± 132) ml in group C.There was no statistically different blood loss between group A and group B ( P > 0.05 ),however,the amount blood loss in group C was significantly more than those in group A and group B ( P < 0.05 ).( 2 ) The average surgical time,the mean hospital stay,postoperative recovery time of blood hCG were (40 ± 11 ) minutes,(4.7 ± 0.8 ) days and ( 2.7 ± 1.0) weeks in group A,(44 ± 5 ) minutes,(4.0 ± 0.8) days and (2.9 ± 1.0) weeks in group B,(40 ± 12) minutes,(4.9 ± 1.0) days and (2.8 ±0.9) weeks in group C.Those clinical index were no statistically different among those 3 groups(P >0.05).(3) No bladder injury and other complications were observed in those groups.Conclusions Transvaginal surgery is efficacy,easy to operate,to keep the uterus,safe and economy in treatment of CSP.Surgery in group A is suitable to treat early and exogenous lesions; surgery in group B is suitable to treat endogenous lesions; surgery in group C is suitable to treat failure cases in group A and B,however,the injury is greater than those in group A and B.

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