1.Development and validation of a diagnostic model based on machine learning algorithms for the development of interstitial lung diseases in patients with rheumatoid arthritis
Yancong NIE ; Yanqing JIN ; Meilin YIN ; Xiaoxia WANG ; Lixia QIU
Chinese Journal of Rheumatology 2024;28(3):167-175
Objective:Screening factors that might influence rheumatoid arthritis (RA) complicating interstitial lung diseases (ILD) by constructing and validating a model for early diagnostic.Methods:The study subjects were composed of 712 RA patients in the Department of Rheumatology and Immunology of the Second Hospital of Shanxi Medical University during December 2019 to October 2022. Fifty-two variables such as their demographic data, clinical symptoms, and laboratory indexes were collected. Patients were categorized into RA-only group and RA-ILD group with or without the occurrence of ILD disease. After data preprocessing, subjects were randomly assigned to the modeling and validation groups in a 7:3 ratio.Univariate analysis comparing baseline characteristics of the two groups of patients. Feature selection was performed using LASSO and SVM-RFE regression algorithms.Screening indicators were analyzed by logistic regression and the results were used to develop a nomograms model for the early diagnosis of RA complicating interstitial lung disease; and the modeling group was evaluated for its performance for internal assessment of the model and internal validation using data from the validation group.Results:A total of 712 subjects participated in the study, of which 498 in the modeling group and 214 in the validation group. Univariate analysis showed that the differences between the two groups were statistically significant ( P<0.05) in 18 characteristic indexes, including male, gender, age, smoking history, drinking history, number of swollen joints, number of painful joints, use of prednisone, WBC, ESR, CRP, IL-2, IL-10, IL-17, TNF-α, INF-γ, AFA family, APF, and serum albumin. The LASSO algorithm identified 13 risk variables for RA-ILD, the SVM-RFE algorithm identified 12 variables for RA-ILD, and the intersecting risk variables were male, age, history of alcohol consumption, number of painful joints, prednisone acetate, IL-2, AFA family, TNF-α, serum albumin, and IL-10. The results of multifactorial logistic regression analysis confirmed that the differences between males [ OR(95% CI)=3.61(2.11, 6.18)], gender, age [ OR(95% CI)=1.05(1.03, 1.08)], number of painful joints [ OR(95% CI)=1.03(1.01, 1.06)], IL-2 [ OR(95% CI)=0.91 (0.84, 0.99)], and TNF-α[ OR (95% CI)=1.06 (1.02, 1.10)] were statistically significant ( P<0.05) and were independently influences on ILD complicated by RA. The modeling and validation groups that were used to construct early diagnostic Nomograms had high calibration curve accuracies, and the model had a high diagnostic power, which was mainly demonstrated by the receiver operating characteristic (ROC) area under the curve (AUC) and decision curve analysis(DCA), the model modeling group had an AUC of 0.76 (95% CI=0.71, 0.81), with net benefit rates of 3%~82% and 93%~99%, whereas the model validation group had an AUC of 0.71 (95% CI=0.64, 0.79), with net benefit rates of 5%~11%, 14%~60% and 85%~89%. Conclusion:Male, gender, age, number of painful joints, IL-2, and TNF-α are independent factors for RA complicated with ILD, and the Nomogram model constructed has good performance in early diagnosis of the disease.
2.A network meta-analysis to evaluate the efficacy and safety of different dosages of new drugs in the treatment of psoriatic arthritis
Peihan WU ; Xiaoxia WANG ; Guihai LIU ; Yanchun CHI ; Xiaoqi MAO ; Yanqing JIN ; Tao HAN ; Yancong NIE ; Meilin YIN
Chinese Journal of Rheumatology 2023;27(5):321-326
Objective:To compare the efficacy and safety of different dosages of new drugs in the treatment of PsA by using network meta-analysis.Methods:Three medical databases (PubMed, Web of Science, Cochrane Library) were searched for the studies that compared the efficacy and safety of 4 new drugs (secukinumab, ixekizumab, apremilast, tofacitinib) with different dosages in the treatment of PsA. Data from included studies were analyzed by Stata 15.0.Results:A total of 16 RCTs were included. The results of the network meta-analysis showed that: (1) Among the overall patients, in terms of ACR20 response rate, the larger the surface under the cumulative ranking (SUCRA), the more effective it is. Secukinumab 300 mg Q4W(96.1%) had the best efficacy, followed by ixekizumab 80 mg Q4W(79.0%), ixekizumab 80 mg Q2W(75.1%), secukinumab 150 mg Q4W(73.2%), apremilast 30 mg BID(50.6%), apremilast 20 mg BID(38.6%), tofacitinib 5 mg BID(18.1%), tofacitinib 10 mg BID(17.7%) and placebo(2.0%). (2) In terms of PASI75 response rate, the larger the area under the SUCRA curve, the more effective it is. Ixekizumab 80 mg Q4W(96.1%) had the best efficacy, followed by ixekizumab 80 mg Q2W(88.7%), secukinumab 300 mg Q4W(75.6%), secukinumab 150 mg Q4W(63.3%), apremilast 30 mg BID(44.5%), apremilast 20 mg BID(38.4%), tofacitinib 10 mg BID(30.0%), tofacitinib 5 mg BID(12.5%) and placebo(1.0%). (3) Among the overall patients, in terms of safety, the smaller the area under the SUCRA curve, the higher the safety it is. Secukinumab 300 mg Q4W (17.3%) has the best safety. (4) The results of subgroup analysis showed that in terms of ACR20 response rate, ixekizumab 80 mg Q2W(85.3%) had the best efficacy in bDMARDs-na?ve patients, while in bDMARDs-IR patients, secukinumab 300 mg Q4W(83.9%) had the best efficacy.Conclusion:Among all patients, secukinumab 300 mg Q4W is the best in terms of ACR20 response rate and safety, but ixekizumab 80 mg Q4W is more effective in improving PsA lesions comparing yo other drugs.
3.Research progress of risk prediction model for peripherally inserted central catheter related thrombosis in patients with malignant tumor
Shengmiao MA ; Lei WANG ; Shengxiao NIE ; Pei WANG ; Xiaoxia WANG ; Xueqing PENG ; Peng LIU ; Yong LAN ; Tao LIANG ; Hong SUN
Chinese Journal of Modern Nursing 2023;29(17):2355-2360
Previous studies have comprehensively evaluated predictive models related to peripherally inserted central catheter-related venous thrombosis (PICC-RVT) , but have not further elaborated on its application and effect in the tumor patient population. This article reviews the PICC-RVT evaluation tools that are clinically mature and applicable to cancer patients, analyzes the presentation forms, statistical methods, and limitations of different models, in order to provide suggestions and references for model selection by clinical healthcare professionals and the construction of future PICC-RVT prediction models for cancer patients.
4.Analysis of public demand for information related to congenital birth defects in “Baidu know” based on word frequency of internet retrieval
Zehao WU ; Zimo SUN ; Yaguang PENG ; Xiaolu NIE ; Siyu CAI ; Xiaoxia PENG
Chinese Journal of Health Management 2021;15(3):237-242
Objective:To analyze the public demands for information about congenital birth defects in “Baidu zhidao” based on word frequency retrieval.Methods:Based on discussion between obstetrics and gynecology experts and epidemiological experts, the key words related to congenital birth defects were determined and the search strategy was formulated. Python 2.7 was used for web crawler search. Questions related to congenital birth defects were obtained on the “Baidu zhidao” platform, and then the R 4.0.2 software was used to process the data, complete the semantic analysis of keywords and statistical analysis of word frequency, and draw word cloud graph and polar chart to describe the key results.Results:A total of 16668 non-repetitive questions were retrieved from “Baidu zhidao” platform, and the frequency of semantic words was 15 371. Among them, 35.02% were the names and symptoms of congenital birth defects. In addition, the frequency of congenital heart disease was the highest (26.09%). The results of subject analysis of key words of birth defects showed that the average word frequency of diagnosis and treatment semantic words (49.55) was significantly higher than that of etiology and prevention semantic words (12.47). In addition, the key words of examination, cause, treatment, development and heredity were more frequently used in the semantic words related to the seven types of systemic malformations.Conclusion:The public in China has a high demand for information on congenital birth defect related diseases, and their causes, prevention and treatment, especially congenital heart disease.
5.Analysis of the pilot implementation of medical assistance for children in illness-caused poverty families
Zhifei XU ; Xiaolu NIE ; Xiaoxia PENG ; Jie BAI ; Yuxin HAO ; Geng MA ; Yongli GUO ; Ying SHEN ; Xin NI
Chinese Journal of Hospital Administration 2020;36(11):955-960
Objective:To investigate the basic information and implementation of medical assistance for children of illness-caused poverty families.Methods:From March through September 2019, a customized questionnaire was used to collect by means of both field survey and on-site verification, the information of the sick children from such families registered on file from 17 counties in 6 provinces. These counties were the first to carry out the assistance pilot work under " Chinese Children Poverty Alleviation by Healthcare Program" . The data so acquired were subject to descriptive analysis.Results:A total of 312 questionnaires were recovered, and the median age of these child patients was 8.54 years. Diseases causing family poverty were mostly those in the circulatory system, nervous system, neoplastic disease of childhood and hematological disease, while unaffordability of medical bills ranked the top challenge when they seek medical services. Hierarchical diagnosis and treatment was made for 251 children: 193(76.89%)of them could be admitted to provincial or lower medical institutions, 43 children needed chronic disease management, and 15 children needed to be admitted by the National Children′s Medical Center for further diagnosis.Conclusions:The assistance for such families in poverty-stricken areas can be upgraded, by such means as disease prevention publicity and education, publicity of healthcare poverty alleviation policy awareness, improvement of medical competency of primary medical institutions and rational application of medical resources.
6.Effect of dexmedetomidine mixed with dexamethasone on efficacy of ropivacaine for popliteal sciatic nerve block in patients undergoing ankle surgery
Xiaona WANG ; Zhixue WANG ; Chong LIU ; Long DONG ; Hanxiao NIE ; Deli ZHANG ; Xiaoxia ZHANG
Chinese Journal of Anesthesiology 2020;40(5):600-602
Objective:To evaluate the effect of dexmedetomidine mixed with dexamethasone on efficacy of ropivacaine for popliteal sciatic nerve block in the patients undergoing ankle surgery.Methods:A total of 120 patients of either sex, aged 30-64 yr, with body mass index of 19.6-29.7 kg/m 2, of American Society of Anesthesiologists physical status Ⅰ or Ⅱ, undergoing elective ankle surgery, were divided into 4 groups ( n=30 each) by a random number table method: control group (group C), dexmedetomidine group (group DD), dexamethasone group (group DM), and dexmedetomidine plus dexamethasone group (group DD+ DM). In group C, 0.5% ropivacaine 30 ml was injected around the popliteal sciatic nerve guided by ultrasound combined with a nerve stimulator.Dexmedetomidine 1 μg/kg, dexamethasone 10 mg and dexmedetomidine 1 μg/kg plus dexamethasone 10 mg were added to 0.5% ropivacaine in group DD, group DM and group DD+ DM, respectively.The analgesic time, consumption of sufentanil and adverse reactions were recorded after popliteal sciatic nerve block. Results:Compared with group C, the analgesic time was significantly prolonged, the consumption of sufentanil was reduced, and the incidence of nausea and vomiting was decreased in group DD, group DM and group DD+ DM ( P<0.05). Compared with group DD and group DM, the analgesic time was significantly prolonged, and the consumption of sufentanil was reduced in group DD+ DM ( P<0.05). No itching, drowsiness, hypotension, bradycardia or respiratory depression occurred in each group. Conclusion:Dexmedetomidine mixed with dexamethasone can effectively enhance the efficacy of ropivacaine for popliteal sciatic nerve block in the patients undergoing ankle surgery.
7.Internet behaviors and associated factor among Chinese primary school students
Chinese Journal of School Health 2020;41(5):704-708
Objective:
To analyze Internet behaviors of children and adolescents and their influencing factors, and to provide scientific basis for health education guidance and prevention measures.
Methods:
A stratified cluster sampling method was used. From January to June 2019, 30 955 primary school students in 16 provinces (municipalities), from eastern, central, and western economic zones of China were selected to conduct a questionnaire survey, regarding general demographics, diet and exercise, tobacco, alcohol and sleep, Internet and electronics usage, etc.
Results:
Among them, 43.1% of students had never been online with girls (44.7%) higher than boys (41.8%)(χ2=21.04, P<0.01); 1.3% of students reported online time for more than 4 hours a day, boys were significantly higher than girls(χ2=15.87, P<0.01); Internet addiction was detected in 2.4% of elementary school students, with boys (3.0%) higher than girls(1.7%)(χ2=331.77, P<0.01), and the trend increases with grade. With sixth grade (3.3%) were significantly higher than children from the first grade (0.8%) and other grades(χ2=163.96, P<0.01). Children’s tendency to Internet addiction was 11.9%, of which boys were 13.0% and girls were 10.6%, boys were significantly higher than girls(χ2=117.66, P<0.01). Pearson correlation analysis revealed that, after controlling gender age, boarding school, family relationship, single parents and regrouped families, smoking, drinking sugary drinks, eating fried foods, and left-behind were positively related to Intenet addiction(r=0.06, 0.07, 0.27, 0.44, 0.07, 0.11, 0.09, P<0.01), while medium and high intensity sports, effective physical education, health education in school, AIDS education and parental restrictions on TV and computer games, were negatively associated with internet addiction(r=-0.74, -0.65, -0.04, -0.05, -0.63, P<0.01).
Conclusion
The internet addiction of Chinese primary school students is common and increases by year. High-intensity, high-density sports, effective physical education, and health education could help prevent Internet addiction among children.
8.Analysis of the initial symptoms and its diagnostic significance in children with neuroblastoma
Xindi WANG ; Chao DUAN ; Dawei ZHANG ; Mei JIN ; Wen ZHAO ; Xisi WANG ; Qian ZHAO ; Xingjun LI ; Cheng HUANG ; Sihui LI ; Ying CHEN ; Xiaolu NIE ; Xiaoxia PENG ; Xiaoli MA
Chinese Journal of Applied Clinical Pediatrics 2019;34(5):359-363
Objective To explore the significance of the initial clinical symptoms and clinical manifestations of neuroblastoma(NB)to achive early identification of NB. Methods A retrospective study was performed on patients diagnosed with NB,who attended the Hematology Oncology Center,Beijing Childrenˊs Hospital from March 31st ,2007 to March 31st,2015. The clinical characteristics were compared between the children 〈1_year_old and≥1_year_old. The result was analyzed to compare the difference in clinical symptoms and tumor biologic characteristics of patients with different initial clinical symptoms between 2 groups. Results A total of 330 patients were included in the study,43 of them were younger than 1 year old,and their most common symptoms were cough and fever( each 17 cases,and accounted for 39. 5%,respectively);while the most common symptoms in patients≥1_year_old(287 cases)was fe_ver(177 cases,61. 7%),followed by lymphadenopathy(107 cases,37. 3%),bone pain(97 cases,33. 8%)and anemia (48 cases,16. 7%). The frequency of symptoms differed significantly between 2 groups(all P〈0. 05),such as fever (39. 5% vs. 61. 7%,χ2 ﹦6. 68),anemia(4. 7% vs. 16. 7%,χ2 ﹦6. 00),bone pain(0 vs. 33. 8%,χ2 ﹦18. 99),abdo_minal pain(0 vs. 25. 3%,χ2 ﹦10. 19),diarrhea(16. 3% vs. 3. 0%,χ2 ﹦12. 73),lymphadenopathy(7. 0% vs. 37. 3%, χ2 ﹦14. 12)and anorexia(9. 3% vs. 33. 4%,χ2 ﹦9. 21). Datients had fever,anemia,lymphadenopathy,cutaneous hemorrhagic spot or periorbital ecchymosis,bone pain,abdominal pain,exophthalmos,and anorexia early in the initial course of the disease,whose serum lactate dehydrogenase values were significantly increased(P〈0. 05). Datients suf_fered from fever,anemia,lymphadenopathy,bone pain,limbs dysfunctions,abdominal pain at the beginning of the disease,whose urine vanillymandelic acid values were higher than normal(P〈0. 05). Conclusions The study of sympto_mology suggests the most common symptoms in patients with NB 〈1_year_old are cough and fever,while those ≥1_year_old are fever,lymphadenopathy,bone pain,and anemia. Por patients with symptoms mentioned,carrying out the necessary NB_diagnose_related laboratory and imaging studies was statistically relevant to patientsˊ ages(〈1_year_old and≥1_year_old),which may contribute to earlier identification and diagnosis of NB.
9.An emollient containing Prinsepia utilis Royle oil extracts and other extracts for the improvement of clinical symptoms among children aged 2-12 years with atopic dermatitis in the remission period:a multicenter,randomized,parallel-group,controlled clinical study
Tan LU ; Shan WANG ; Liuhui WANG ; Ping LI ; Hong SHU ; Chunping SHEN ; Yao WU ; Zhen LUO ; Limin MIAO ; Hongbing WANG ; Lei JIAO ; Jing TIAN ; Xiaoxia PENG ; Mutong ZHAO ; Ying LIU ; Xiaolu NIE ; Lin MA ; Li HE
Chinese Journal of Dermatology 2019;52(8):537-541
Objective To evaluate the effect of an emollient containing Prinsepia utilis Royle oil extracts and other extracts on clinical symptoms and disease recurrence in children aged 2-12 years with atopic dermatitis (AD) in the remission period.Methods A multicenter,randomized,parallel-group,controlled clinical trial was conducted from December 2017 to September 2018.A total of 297 children aged 2-12 years with moderate AD were enrolled from 5 hospitals in China,and randomly divided into the test group (148 cases) and control group (149 cases).In the acute stage,the two groups were both topically treated with mometasone furoate cream once a day on the skin lesions,and with an emollient containing Prinsepia utilis Royle oil extracts and other extracts twice a day throughout the whole body for 2-4 weeks.The children would be enrolled into the remission stage if their Investigator's Global Assessment (IGA) score was ≤ 1 at following visits.In the remission stage,the test group was only topically treated with the emollient twice a day throughout the whole body,while mometasone furoate cream and the emollient were both withdrawn in the control group.At weeks 4,8 and 12 in the remission stage,the recurrence of AD,eczema area and severity index (EASI),children's dermatology life quality index (CDQOL) and adverse events were evaluated.Statistical analysis was carried out with SAS 9.4 software by using t test for comparison of normally distributed continuous data between two groups,chi-square test for comparison of unordered categorical data,Kaplan-Meier method for analysis of survival rates,Cox regression analysis for evaluating the effect of different therapies on AD recurrence in children in the remission stage,and Logistic regression analysis for analysis of odds ratio (OR) of EASI or CDQOL at week 4 in the remission stage between the test group and control group.Results Of the 297 children with AD,31 breached the clinical trial protocol,and 266 were included in the per protocol set (PPS),including 132 in the test group and 134 in the control group.In the PPS,114 and 106 patients completed the follow-up in the test group and control group respectively,and the recurrence rate was significantly lower in the test group (47,41.23%) than in the control group (84,79.25%;x2 =32.96,P < 0.001).The time to recurrence was significantly longer in the test group(61.99 d ± 2.80 d)than in the control group(39.17 d ± 2.54 d,t =6.03,P < 0.001),and the recurrence risk was significantly lower in the test group than in the control group (Log rank test,x2 =32.02,P < 0.001).After adjustment for age and gender,Cox regression analysis showed that the recurrence risk in the test group was 0.35 times that in the control group (HR =0.35,95% CI:0.24-0.51,P < 0.01).At week 4 in the remission stage,the EASI score at P50-P75 and P75-P100 in the test group were 0.42,0.25 times that in the control group respectively (95% CI:0.20-0.86,0.12-0.54 respectively;P =0.02,< 0.01respectively).Moreover,the CDQOL score at P75-P100 in the test group was 0.33 times that in the control group (95% CI:0.17-0.65,P < 0.01).No significant difference in the incidence of adverse events was observed between the two groups (P > 0.05).Conclusion Maintenance treatment with the emollient containing Prinsepia utilis Royle oil extracts and other extracts can markedly reduce the recurrence risk in AD children,improve clinical symptoms,and enhance the quality of life.
10.Assessment of two-site blood cultures practice in pediatric patients
Bing LIU ; Wei CHI ; Fang DONG ; Xiaolu NIE ; Xiaoxia PENG ; Gang LIU
Chinese Journal of Applied Clinical Pediatrics 2018;33(22):1720-1723
Objective To evaluate the effect of two-site blood cultures on detection rate in pediatric patients.Methods The data were retrospectively analyzed of 1 985 hospitalized children with blood cultures from January 2013 to February 2015 in Department of Infectious Diseases,Beijing Children's Hospital,Capital Medical University,including blood culture collection,the administration of antibiotics prior to obtaining blood cultures and positive condition of blood culture.It was divided into 3 stages according to blood culture collection.Blood culture of a single bottle referred to the blood culture in an aerobic bottle.Double bottles transition stage referred to two blood samples taken from the same skin puncture point and the aerobic bottle culture was carried out at the same time.Two-site blood cultures referred to two blood samples taken from the different skin puncture point and the aerobic bottle culture was carried out at the same time.The interval time between the two blood cultures should be less than 5 minutes.The positive rates of three stages were analyzed by Pearson x2 test.The change tendency of positive rates in three stages were analyzed by Cochran-Armitage test.Bilateral P < 0.05 was considered as statistically significant difference in all test analysis.Results More than 80% of the children in the three stages were given antibiotics.There was no significant difference in the true positive rate (x2 =1.343,P > 0.05).There was no significant difference in the change tendency of positive rates (P > 0.05).False-positive strains were common for coagulase-negative staphylococci.In terms of false positive rate,blood culture of single bottle was higher than two-site blood culture (x2 =6.051,P < 0.05).Conclusion For children (non-neonates),two-site blood cultures can reduce the false positive rate of blood culture and play a role in distinguishing between true positives and false positives in blood culture.


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