Journal of Peking University(Health Sciences) ›› 2015, Vol. 47 ›› Issue (3): 483-488. doi: 10.3969/j.issn.1671-167X.2015.03.021

• Articles • Previous Articles     Next Articles

Comparison of simple pooling and bivariate model used in meta-analyses of diagnostic test accuracy published in Chinese journals

HUANG Yuan-sheng1, YANG Zhi-rong2, ZHAN Si-yan1,2△   

  1. (1.Department of Epidemiology and Biostatistics, Peking University School of Public Health, Beijing 100191, China; 2. Center of Postmarketing Safety Evaluation, Peking University Health Science Center,Beijing 100191, China)
  • Online:2015-06-18 Published:2015-06-18

Abstract: Objective:To investigate the use of simple pooling and bivariate model in meta-analyses of diagnostic test accuracy (DTA) published in Chinese journals (January to November, 2014), compare the differences of results from these two models, and explore the impact of between-study variability of sensitivity and specificity on the differences. Methods:DTA meta-analyses were searched through Chinese Biomedical Literature Database (January to November, 2014). Details in models and data for fourfold table were extracted. Descriptive analysis was conducted to investigate the prevalence of the use of simple pooling method and bivariate model in the included literature. Data were re-analyzed with the two models respectively. Differences in the results were examined by Wilcoxon signed rank test. How the results differences were affected by between-study variability of sensitivity and specificity, expressed by I2, was explored. Results:The 55 systematic reviews, containing 58 DTA meta-analyses, were included and 25 DTA meta-analyses were eligible for re-analysis. Simple pooling was used in 50 (90.9%)systematic reviews and bivariate model in 1 (1.8%). The remaining 4 (7.3%) articles used other models pooling sensitivity and specificity or pooled neither of them. Of the reviews simply pooling sensitivity and specificity, 41(82.0%) were at the risk of wrongly using Meta-disc software. The differences in medians of sensitivity and specificity between two models were both 0.011( P<0.001, P=0.031 respectively). Greater differences could be found as I2 of sensitivity or specificity became larger, especially when I2>75%.Conclusion: Most DTA meta-analyses published in Chinese journals(January to November, 2014) combine the sensitivity and specificity by simple pooling. Meta-disc software can pool the sensitivity and specificity only through fixed-effect model, but a high proportion of authors think it can implement random-effect model. Simple pooling tends to underestimate the results compared with bivariate model. The greater the between-study variance is, the more likely the simple pooling has larger deviation. It is necessary to increase the knowledge level of statistical methods and software for meta-analyses of DTA data.

Key words: Diagnostic tests, routine, Meta-analysis, Models, statistical

CLC Number: 

  • R195.1

[1] YUAN Chang-wei,WANG Ying-jin,ZHANG Shu-jie,SHEN Sheng-li,DUAN Hong-zhou. Clinical outcomes following microsurgery and endovascular embolization in the management of spinal dural arteriovenous fistula: A meta-analysis study [J]. Journal of Peking University (Health Sciences), 2022, 54(2): 304-314.
[2] FENG Jing-nan,GAO Le,SUN Yi-xin,YANG Ji-chun,DENG Si-wei,SUN Feng,ZHAN Si-yan. Accuracy of Xpert®MTB/RIF for the detection of tuberculosis and rifampicin-resistance tuberculosis in China: A systematic review and meta-analysis [J]. Journal of Peking University (Health Sciences), 2021, 53(2): 320-326.
[3] Bao-qi ZENG,Shu-qing YU,Yao CHEN,Wei ZHAI,Bin LIU,Si-yan ZHAN,Feng SUN. Safety of biological valves for aortic valve replacement: A systematic review and meta-analysis [J]. Journal of Peking University (Health Sciences), 2020, 52(3): 547-556.
[4] Yi-ran ZHANG,Feng RAO,Wei PI,Pei-xun ZHANG,Bao-guo JIANG. Proximal femoral nails antirotation and dynamic hip screws for fixation of unstable intertrochanteric fractures of femur: A meta-analysis [J]. Journal of Peking University(Health Sciences), 2019, 51(3): 493-500.
[5] Shuang LIU,Yu-long GUO,Jing-yi YANG,Wei WANG,Jian XU. Efficacy of mesenchymal stem cells on systemic lupus erythematosus:a meta-analysis [J]. Journal of Peking University(Health Sciences), 2018, 50(6): 1014-1021.
[6] SHI Hui-feng, ZHANG Jing-xu, ZHANG Rong, WANG Xiao-li. Prevalence of autism spectrum disorders in children aged 0-6 years in China: a meta-analysis [J]. Journal of Peking University(Health Sciences), 2017, 49(5): 798-806.
[7] MA Yan-yan, ZHANG Jing-jing, GAO Xue-mei. Treatment outcome evaluation of different mandibular advancements using oral appliance to treat obstructive sleep apnea and hyponea syndrome: a systematic review [J]. Journal of Peking University(Health Sciences), 2017, 49(4): 691-699.
[8] LI Zhi-xia, WU Shan-shan, YANG Zhi-rong, ZHAN Si-yan, SUN Feng. Impact of glucagon-like peptide-1 receptor agonists on nasopharyngitis and upper respiratory tract infection among patients with type 2 diabetes: a network meta-analysis [J]. Journal of Peking University(Health Sciences), 2016, 48(3): 454-459.
[9] LIU Da-Jin, FENG Meng-Xian, LIU Min. Primary drug resistance of human immunodeficiency virus (HIV)among the treatment-naive individuals with HIV in China: a meta-analysis [J]. Journal of Peking University(Health Sciences), 2015, 47(3): 474-482.
[10] WU Shan-Shan, ZHANG Yue-Lun, WANG Wei-Wei, CHEN Ru, SUN Feng, ZHAN Si-Yan- . Liver injury associated with treatment of multidrug-resistant tuberculosis: a syste-matic review and metaanalysis [J]. Journal of Peking University(Health Sciences), 2014, 46(3): 417-423.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
No Suggested Reading articles found!