Clinical data quality problems and countermeasure for real world study

Runshun Zhang, Yinghui Wang, Baoyan Liu, Guangli Song, Xuezhong Zhou, Shizhen Fan, Xishui Pan

PDF(105 KB)
PDF(105 KB)
Front. Med. ›› 2014, Vol. 8 ›› Issue (3) : 352-357. DOI: 10.1007/s11684-014-0351-1
RESEARCH ARTICLE
RESEARCH ARTICLE

Clinical data quality problems and countermeasure for real world study

Author information +
History +

Abstract

Real world study (RWS) has become a hotspot for clinical research. Data quality plays a vital role in research achievement and other clinical research fields. In this paper, the common quality problems in the RWS of traditional Chinese medicine are discussed, and a countermeasure is proposed.

Keywords

real world study / traditional Chinese medicine / clinical and research information sharing system / data quality problem / data quality control

Cite this article

Download citation ▾
Runshun Zhang, Yinghui Wang, Baoyan Liu, Guangli Song, Xuezhong Zhou, Shizhen Fan, Xishui Pan. Clinical data quality problems and countermeasure for real world study. Front. Med., 2014, 8(3): 352‒357 https://doi.org/10.1007/s11684-014-0351-1

References

[1]
Roy-Byrne PP, Sherbourne CD, Craske MG, Stein MB, Katon W, Sullivan G, Means-Christensen A, Bystritsky A. Moving treatment research from clinical trials to the real world. Psychiatr Serv2003; 54(3): 327–332
[2]
Liu BY. Traditional Chinese medicine clinical research paradigm of real-world. J Tradit Chin Med (Zhong Yi Za Zhi)2013; 54(6): 451–455 (in Chinese)
[3]
Jiang LJ, Xie Q, Liu BY. Overview of the comparative effectiveness research. World Tradit Chin Med (Shi Jie Zhong Yi Yao)2013; (6): 695–700 (in Chinese)
[4]
Roebuck K. Data Quality: High-impact Strategies—What You Need to Know: Definitions, Adoptions, Impact, Benefits, Maturity, Vendors. Australia: Tebbo Press, 2013
[5]
Ding HL, Xu HB. The data quality analysis and application. Comput Technol Dev (Ji Suan Ji Ji Shu Yu Fa Zhan)2007; (3): 236–238 (in Chinese)
[6]
Roche N, Reddel H, Martin R, Brusselle G, Papi A, Thomas M, <?Pub Caret1?>Postma D, Thomas V, Rand C, Chisholm A, Price D. Quality standards for real-world research. Focus on observational database studies of comparative effectiveness. Ann Am Thorac Soc2014; 11(Suppl 2): S99–S104
[7]
Sun SL, Weng WL, Yang LH. Quality and Management in the Traditional Chinese Medicine Clinical Research Process. Beijing: China Press of Traditional Chinese Medicine, 2010: 4: 14–65 (in Chinese)
[8]
Schonberge VM, Cukier K. Big Data: A Revolution that Will Transform How We Live, Work, and Think (in Chinese, trans. Cheng YY, Zhou T). Hangzhou: Zhejiang People’s Publishing House, 2013: 45–66
[9]
Song HM, Liu BY, He LY, Zhang RS, Zhou XJ, Zhou XZ. The quality problems in the process of data collection and countermeasures in scientific research by the electronic medical records of traditional Chinese medicine. Chin J Basic Med Tradit Chin Med (Zhongguo Zhong Yi Ji Chu Yi Xue Za Zhi)2011(9): 955–956 (in Chinese)
[10]
Xie Q, Jiang LJ, Liu BY, Shi HX. Key issue and countermeasure to carry out research in the real world comparative effectiveness research of traditional Chinese medicine. World Tradit Chin Med (Shi Jie Zhong Yi Yao)2014; (1): 28–31 (in Chinese)
[11]
Liu BY, Zhou XZ, Li P, Wang YH, Wen TC, Guo YF, Zhang RS, Chen SB. The individualized diagnosis and treatment of clinical scientific research information integration platform. China Digit Med (Zhongguo Shu Zi Yi Xue)2007; 2(6): 31–36 (in Chinese)
[12]
Liu B, Zhou X, Wang Y, Hu J, He L, Zhang R, Chen S, Guo Y. Data processing and analysis in real-world traditional Chinese medicine clinical data: challenges and approaches. Stat Med2012; 31(7): 653–660
CrossRef Pubmed Google scholar
[13]
Zhou X, Chen S, Liu B, Zhang R, Wang Y, Li P, Guo Y, Zhang H, Gao Z, Yan X. Development of traditional Chinese medicine clinical data warehouse for medical knowledge discovery and decision support. Artif Intell Med2010; 48(2–3): 139–152
[14]
Liu BY, Zhou XZ, Zhang RS, Wang YH, Xie Q, Guo YF, Zhang XP, Zhou XJ, He LY, Zhang L, Song GL, Zhang YH, Zhang H, Li BS, Zhao SJ. Basic requirements of TCM electronic medical records system in medical treatment and clinical scientific research information sharing system. China Digit Med (Zhongguo Shu Zi Yi Xue)2012; 7(10): 57–60 (in Chinese)
[15]
Liu BY, Xie Q Shi HX, Wang B, Zhou XZ, Zhang RS, Guo YF, Zhang XP. To build real world clinical research technology platform of organization management strategy. J Tradit Chin Med (Zhong Yi Za Zhi) 2013; 54(24): 2071–2075 (in Chinese)
[16]
Shi HX, Liu BY, Xie Q, Wang B, Cao XY, Jiang LJ, Zhao Y, Wang ZY. Build a service flow and promote the transformation and application of Chinese medicine scientific and technological achievements. J Tradit Chin Med (Zhong Yi Za Zhi)2013; 9: 726–728 (in Chinese)

Acknowledgements

This work was partially supported by the National Special Fund Projects for Traditional Chinese Medicine (201207001) and National High Technology Research and Development Program of China (863 Program, digital information system research and development of traditional Chinese medicine, 2012AA02A609).

RIGHTS & PERMISSIONS

2014 Higher Education Press and Springer-Verlag Berlin Heidelberg
AI Summary AI Mindmap
PDF(105 KB)

Accesses

Citations

Detail

Sections
Recommended

/