1.Statistical methods for extremely unbalanced data in genome-wide association study (2)
Ning XIE ; Wenjian BI ; Zhongwen ZHANG ; Fang SHAO ; Yongyue WEI ; Yang ZHAO ; Ruyang ZHANG ; Feng CHEN
Chinese Journal of Epidemiology 2025;46(1):147-153
Extremely unbalanced data refers to datasets with independent or dependent variables showing severe imbalances in proportions, which might lead to deviation of classical test statistics from theoretical distribution and difficulties in controlling type Ⅰ error. The increased availability of genome-wide resources from large population cohorts has highlighted the growing demand for efficient and accurate statistical methods for the process of extremely unbalanced data to improve the development of genetic statistical methods. This paper introduces two widely used correction methods in current genome-wide association study for extremely unbalanced data, i.e. Firth correction and saddle point approximation, describes their effectiveness in controlling type Ⅰ errors confirmed by simulation experiments, finally, and summarizes the commonly used software for extremely unbalanced genomic data to provide theoretical reference and suggestion for its application for the statistical analysis on extremely unbalanced data in future.
2.Statistical methods for extremely unbalanced data in genome-wide association study (2)
Ning XIE ; Wenjian BI ; Zhongwen ZHANG ; Fang SHAO ; Yongyue WEI ; Yang ZHAO ; Ruyang ZHANG ; Feng CHEN
Chinese Journal of Epidemiology 2025;46(1):147-153
Extremely unbalanced data refers to datasets with independent or dependent variables showing severe imbalances in proportions, which might lead to deviation of classical test statistics from theoretical distribution and difficulties in controlling type Ⅰ error. The increased availability of genome-wide resources from large population cohorts has highlighted the growing demand for efficient and accurate statistical methods for the process of extremely unbalanced data to improve the development of genetic statistical methods. This paper introduces two widely used correction methods in current genome-wide association study for extremely unbalanced data, i.e. Firth correction and saddle point approximation, describes their effectiveness in controlling type Ⅰ errors confirmed by simulation experiments, finally, and summarizes the commonly used software for extremely unbalanced genomic data to provide theoretical reference and suggestion for its application for the statistical analysis on extremely unbalanced data in future.
3.Statistical methods for extremely unbalanced data in genome-wide association study (1)
Ning XIE ; Wenjian BI ; Zhongwen ZHANG ; Fang SHAO ; Yongyue WEI ; Yang ZHAO ; Ruyang ZHANG ; Feng CHEN
Chinese Journal of Epidemiology 2024;45(11):1582-1589
Extremely unbalanced data here refers to datasets where the values of independent or dependent variables exhibit severe unbalance in proportions, such as extremely unbalanced case-control ratio, very low incidence rate of disease, heavily censored time-to-event data, and low-frequency or rare variants. In such scenarios, the statistic derived from hypothesis test using the classical statistical method, e.g., logistic regression model and Cox proportional hazard regression model, might deviate from theoretical asymptotic distribution, resulting in inflation or deflation of type I error. With the increased availability and exploration of resources from large-scale population cohorts in genome-wide association study (GWAS), there is a growing demand for effective and accurate statistical approaches to handle extremely unbalanced data in independent and non-independent samples. Our study introduces classical statistical methods in genetic statistics firstly, then, summarizes the failure of classical statistical methods in dealing with extremely unbalanced data through simulation experiments to draw researchers' attention to the extremely unbalanced data in GWAS.
4.Research progress on P2X7 receptor in cancer pain
Zhongwen ZHANG ; Rui ZHAO ; Haolong ZHANG ; Yuting YANG ; Jinxia BAI ; Haoling ZHANG ; Wei WANG
Basic & Clinical Medicine 2024;44(3):389-392
The activation of the P2X7 receptor as an ATP-gated ion channel,triggers the release of pro-inflammato-ry cytokines in tumor carring individuals and stimulate excitation of injury-causing neurons,thereby exacerbating the transmission of pain.In preclinical cancer pain models,it has the potential to serve as a new therapeutic target for cancer pain management.
5.Efficacy of rehabilitation exoskeleton robots on post-stroke lower limb motor dysfunction:a Meta-analysis
Wanpeng CHANG ; Zhongwen ZHANG ; Yulin YANG ; Yang ZI ; Mengqi YANG ; Bingyu DU ; Nan WANG ; Shaohong YU
Chinese Journal of Tissue Engineering Research 2024;28(2):321-328
OBJECTIVE:To systematically evaluate the efficacy of rehabilitation exoskeleton robots on the lower limb motor function of stroke patients using Meta-analysis and to compare the efficacy of different lower limb exoskeleton robots,so as to provide a theoretical basis for the scientific selection of suitable exoskeleton robots for patients with post-stroke lower limb motor dysfunction. METHODS:Computer searches of the Cochrane Library,PubMed,Web of Science,Embase,CNKI,VIP,and WanFang Data were conducted to collect randomized controlled clinical studies on exploring lower extremity rehabilitation exoskeleton robots to improve lower limb motor function in stroke patients published from database inception to November 2022.Two researchers conducted the literature search and screening.The quality of the included literature was evaluated using the Cochrane 5.1.0 risk of bias assessment tool and the Jadad scale.Meta-analysis was performed using RevMan 5.4 and Stata 17.0 software. RESULTS:(1)Finally 22 publications were included,involving 865 patients(n=436 in the test group and n=429 in the control group),and the Jadad score showed that all the included articles were of high quality.(2)Meta-analysis results showed that the exoskeleton robot significantly improved the Fugl-Meyer Assessment of Lower Extremity score(mean difference[MD]=2.63,95%confidence interval[CI]:1.87-3.38,P<0.05),Berg Balance Scale score(MD=3.62,95%CI:1.21-6.03,P<0.05),Timed Up and Go score(MD=-2.77,95%CI:-4.48 to-1.05,P<0.05)and step frequency score(MD=3.15,95%CI:1.57-4.72,P<0.05)in stroke patients compared with the control group.However,there was no significant improvement in the Functional Ambulation Category Scale score(MD=0.30,95%CI:-0.01 to 0.61,P>0.05)and 6-minute walk test score(MD=3.77,95%CI:-6.60 to 14.14,P>0.05).(3)Network Meta-analysis results showed that compared with the conventional rehabilitation therapy,both the level-walking exoskeleton(MD=10.23,95%CI:3.81-27.49,P<0.05)and the body-weight support exoskeleton(MD=33.66,95%CI:11.49-98.54,P<0.05)improved the Fugl-Meyer Assessment of Lower Extremity score.Compared with the conventional rehabilitation therapy,body-weight support exoskeleton significantly improved the Berg Balance Scale scores(MD=79.86,95%CI:2.34-2 725.99,P<0.05).In terms of Fugl-Meyer Assessment of Lower Extremity and Berg Balance Scale scores,the ranking results were body-weight support exoskeleton>level-walking exoskeleton>conventional rehabilitation therapy.Compared with the conventional rehabilitation therapy,level-walking exoskeleton significantly improved the Functional Ambulation Category Scale score(MD=1.38,95%CI:1.00-1.90,P<0.05)and body-weight support exoskeleton significantly improved the Timed Up and Go score(MD=0.07,95%CI:0.01-0.51,P<0.05).In terms of Functional Ambulation Category Scale and Timed Up and Go scores,the ranking results were level-walking exoskeleton>body-weight support exoskeleton>conventional rehabilitation therapy. CONCLUSION:Rehabilitation exoskeleton robots can improve balance,walking and activities of daily living in stroke patients,with body-weight support exoskeleton being more effective in improving lower limb motor function and balance and level walking exoskeleton being more effective in improving functional walking and transfer.
7.Epidemiological investigation of a cluster of COVID-19 in badminton venues
XIANG Zelin ; FU Xiaofei ; QI Yunpeng ; ZHU Guoying ; GU Weiling ; HU Jie ; LI Fudong ; ZHOU Wanling ; HOU Zhigang ; LIU Yang ; LIU Yanqing ; GUO Feifei ; LU Xianquan ; GUO Linjie ; CHEN Zhongwen
Journal of Preventive Medicine 2023;35(4):316-319
Objective:
To perform an epidemiological survey of the first case with severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection in Pinghu City of Jiaxing City, Zhejiang Province on March 13, 2022, so as to provide insights into the management of coronavirus disease (COVID-19) epidemics.
Methods:
According to the requirements of the Protocol on Prevention and Control of COVID-19 (8th Edition), epidemiological investigations were performed among 39 cases with SARS-CoV-2 infections in Pinghu City from March 13 to 20, 2022. Cases' demographics, clinical symptoms, history of immunization and exposure were collected, and close contacts were identified. Pharyngeal swabs were sampled from infected cases for detection of SARS-CoV-2 nucleic acid and whole-genome sequencing, and the source of infection and transmission route were investigated.
Results:
The index case for this COVID-19 epidemic was an imported case from Shanghai Municipality, who infected 6 persons via aerosol transmission when playing in the badminton venue of Pinghu National Fitness Center on March 9; subsequently, one of these infected cases infected another 18 persons when playing in the badminton venue of Jiadian Village Resident's Fitness Center in Zhapu Township on March 12. Sixteen confirmed cases were reported, and all cases were mild; another 23 asymptomatic cases were diagnosed, with no death reported. This epidemic occurred from March 11 to 20, with 3 generations of spread and a median incubation period of 3 days. The SARS-CoV-2 infected cases had a median age of 33.5 (interquartile range, 12.0) years and included 36 cases with a history of COVID-19 vaccination. There were 16 cases with fever, cough, runny nose and sore throat, and 13 cases with imaging features of pneumonia. The effective reproductive number (Rt) of the COVID-19 epidemic was 7.73 at early stage, and was less than 1 since March 21. Whole-genome sequencing identified Omicron BA.2 variant among 33 cases, which had high homology with the index cases.
Conclusion
This epidemic was a cluster of COVID-19 caused by imported Omicron BA.2 variant infection from Shanghai Municipality, and the COVID-19 transmission was mainly caused by indoor aerosols.
8.Long-term lung protection of probiotics in children with sepsis and its mechanism.
Yu WANG ; Huijie SONG ; Fanfan DU ; Zhongwen YANG ; Yanli WANG
Chinese Critical Care Medicine 2023;35(12):1268-1273
OBJECTIVE:
To observe the effects of probiotics supplementation on the natural killer T cell (NKT cell) and inflammatory factors in children with sepsis and its protective effect on long-term lung function.
METHODS:
A total of 100 children with sepsis admitted to the department of pediatric intensive care unit (PICU) of Henan Provincial People's Hospital from March 2021 to May 2022 were selected as the research objects. The children were randomly divided into placebo group and probiotic group, 50 cases in each group. In addition to the conventional treatment, the probiotic group was given oral or nasal administration of 0.5 g probiotics, three times a day for 30 days, and the placebo group received oral placebo. 40 healthy children were selected as the healthy control group. The levels of interleukins (IL-4, IL-10), interferon-γ (IFN-γ) and immunoglobulin E (IgE), percentages of NKT cell in blood and induced sputum, lung function of the two groups of children with sepsis were measured before treatment, 7 days after treatment, and during follow-up. All these data were compared with those of healthy children. Kaplan-Meier analysis was used to compare the incidence of cough varied cough (CVA) between the two septic groups. Multiple linear regression analysis was used to explore the influence of various factors on the proportion of NKT cells in induced sputum.
RESULTS:
In the placebo group, 2 cases died and 4 cases were lost to follow-up. In the probiotics group, 3 cases died and 5 cases were lost to follow-up. All the inflammatory factors of two groups decreased slowly after 7 day after treatment. There was no significance in the parameters of the two groups, but the levels of probiotic group declined more evidently. During the follow-up, a further decrease of inflammatory factors in probiotic group could be found, the levels of IL-4 and IL-10 were significantly different from those in the placebo group [IL-4 (ng/L): 20.3±9.3 vs. 27.6±11.9, IL-10 (ng/L): 23.1±6.8 vs. 14.4±4.4, both P < 0.05], with a significant decrease in IgE level (μg/L: 53.0±15.6 vs. 64.2±16.9, P < 0.05]. The results of flow cytometry showed that the percentage of NKT cell in peripheral blood in two septic groups decreased gradually, and the proportion of peripheral blood NKT cells in the probiotics group was significantly lower than that in the placebo group after 7 days of treatment [(4.2±0.9)% vs. (5.3±1.2)%, P < 0.05]. In the follow-up, the level of NKT cell in peripheral blood and induced sputum in probiotic group were lower than the placebo group [peripheral blood: (0.024±0.009)% vs. (0.029±0.008)%, induced sputum: (0.025±0.008)% vs. (0.035±0.01)%, both P < 0.05], which were similar to those in the healthy control group. Meanwhile, the percentage of predicted peak expiratory (PEF%) and ratio of forced expiratory volume in one second/forced vital capacity (FEV1/FVC) of probiotic group were higher than those in the placebo group [PEF%: (91.3±4.8)% vs. (85.8±8.6)%, FEV1/FVC ratio: (91.8±4.7)% vs. (87.2±7.4)%, both P < 0.05]. Although there was no significance in the incidence of CVA between two septic groups according to the Kaplan-Meier curve analysis, multiple linear regression analysis showed mechanical ventilation and allergic history were the risk factors for the increase of NKT cells [β values were 0.584, 0.601, 95% confidence interval (95%CI) were 0.069 to 1.099, 0.011 to 1.192, P = 0.027, 0.046], and probiotics was an independent protective factor for the relieve of increase in NKT cells (β value was -0.984,95%CI was -1.378 to -0.591, P = 0.001).
CONCLUSIONS
Application of probiotics to septic children early could promote the recovery of NKT cell and inflammatory factors, and alleviate the lung function injury induced by them during follow-up, which is helpful to improve the long-term prognosis of the patients.
Child
;
Humans
;
Interleukin-10
;
Interleukin-4
;
Sepsis
;
Probiotics/therapeutic use*
;
Lung
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Cough
;
Immunoglobulin E
9.Serotype detection and phylogenetic analysis of coxsackievirus A2 causing hand, foot and mouth disease in Yunnan Province in 2021
Yanyan LIU ; Shanrui YANG ; Zhongwen DUAN ; Lili JIANG ; Xiaofang ZHOU ; Jianping CUN ; Xiaoqing FU ; Chunrui LUO ; Bingjun TIAN
Chinese Journal of Microbiology and Immunology 2023;43(1):27-34
Objective:To analyze the non-enterovirus A71 (non-EVA71) and non-coxsackievirus A16 (non-CVA16) enteroviruses causing hand, foot and mouth disease (HFMD) in Kunming and Qujing of Yunnan Province in 2021 by sequencing the VP4/VP2 and VP1 genes and to analyze the phylogenetic characteristics of the VP1 gene of CVA2, aiming to provide reference for the prevention and control of CVA2.Methods:The samples were made and extracted strictly according to the Laboratory Manual for Hand, Foot and Mouth Disease (China Center for Disease Control and Prevention, 2018 Edition). VP4/VP2 junction regions were firstly amplified and sequenced by MD91/OL68-1 primers. These sequences were firstly edited and then "blasted" on the GenBank to determine the virus serotype. To analyze the phylogenetic characteristics of CVA2, the entire VP1 gene sequences were amplified in two segments using enterovirus species A primers. Virus serotype was again confirmed online by "Enterovirus Genotyping Tool Version 0.1". The sequences of the reference virus genotypes/sub-genotypes were downloaded according to the reference. The phylogenetic trees were constructed by Mega5.2 software and the genetic characteristics were analyzed.Results:A total of 749 non-EVA71 and non-CVA16 enteroviruses were detected in the two areas in 2021. Group A enteroviruses were the main pathogens, with CVA16 as the predominant virus, and a small number of group B enteroviruses were reported. Only five strains of CVA2 were detected with a detection rate of 0.67% (5/749), indicating that CVA2 was a rare pathogen for HFMD in the two areas. The sequencing and serotyping results were consistent using the two genomic regions of VP4/VP2 junction region and VP1 region. Phylogenetic analysis showed that three Kunming strains belonged to genotype A, while two Qujing strains belonged to genotype D.Conclusions:The detection rate of CVA2 in Kunming and Qujing was 0.67% in 2021. CVA2 was a rare pathogen for HFMD in the two regions. Phylogenetic analysis showed genotypes A and D spread in Kunming and Qujing, respectively, but had not caused epidemics. To our knowledge, this was the first report of genotype A of CVA2 in China. Strengthening the laboratory surveillance especially molecular epidemiological surveillance is valuable for the monitor and analysis of transmission source for CVA2.
10.Medication Rules of Pinelliae Rhizoma Processed Products in Syndrome Differentiation and Treatment of Insomnia Based on Data Mining
Jinni YANG ; Zhongwen LU ; Fei TENG ; Yan ZHANG
Chinese Journal of Experimental Traditional Medical Formulae 2023;29(18):165-174
ObjectiveTo analyze and summarize the medication rules of different Pinelliae Rhizoma processed products in the syndrome differentiation and treatment of insomnia using data mining. MethodThe literature on the treatment of insomnia with Pinelliae Rhizoma was retrieved from the China National Knowledge Infrastructure (CNKI), VIP, and PubMed databases over the past 10 years. An Excel database was constructed to record the prescriptions of different Pinelliae Rhizoma processed products in the treatment of insomnia. SPSS 26.0 software was used for frequency analysis of traditional Chinese medicine (TCM) syndromes related to insomnia, compatibility of drugs, drug effects, and properties. SPSS 26.0 was also used for cluster analysis, factor analysis, and IBM Modeler 18.0 plugin for association rule analysis of the core compatibility of different Pinelliae Rhizoma processed products and combinations. ResultAfter applying inclusion and exclusion criteria, 125 relevant articles were finally included. The commonly used processed products of Pinelliae Rhizoma in the treatment of insomnia were Pinelliae Rhizoma Praeparatum, Pinelliae Rhizoma Praeparatum cum Zingibere et Alumine, and Pinelliae Rhizoma Praeparatum cum Alumine. Among them, Pinelliae Rhizoma Praeparatum was the most frequently used. All three processed products of Pinelliae Rhizoma were often used for insomnia with such TCM syndromes as phlegm-heat disturbing the heart, phlegm-dampness obstructing the interior, and liver Qi stagnation. The compatible drugs were sweet, bitter, and pungent in flavor, cold in nature, and acted on the lung, spleen, heart, and liver meridians, with functions of nourishing deficiency, clearing heat, and calming the mind. The common prescriptions used were Wendantang, Chaihu Longgu Mulitang, Banxia Xiexintang, and Xiaochaihutang, with doses ranging from 6 to 30 g. The core drug combinations were Pinelliae Rhizoma Praeparatum-Poria-Ziziphi Spinosae Semen, Pinelliae Rhizoma Praeparatum Cum Zingibere et Alumine-Jujubae Fructus-Codonopsis Radix, and Pinelliae Rhizoma Praeparatum Cum Alumine-Scutellariae Radix-Bupleuri Radix. ConclusionThis study, for the first time, analyzed and summarized the compatibility and prescription application rules of commonly used processed products of Pinelliae Rhizoma in the treatment of insomnia from the perspective of TCM syndrome differentiation, which provides a theoretical basis for the rational, safe, and effective use of Pinelliae Rhizoma in the treatment of insomnia in TCM.


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