Selecting multi-rule quality control procedures based on patient risk - PubMed
- ️Sun Jan 01 2017
. 2017 Oct 26;55(11):1702-1708.
doi: 10.1515/cclm-2016-1077.
Affiliations
- PMID: 28236626
- DOI: 10.1515/cclm-2016-1077
Selecting multi-rule quality control procedures based on patient risk
Hassan Bayat. Clin Chem Lab Med. 2017.
Abstract
Background: Traditionally, statistical quality control (SQC) planning is aimed at preventing the error rate from exceeding a pre-defined acceptable rate (Westgard JO. Basic QC Practices, 4th ed. Westgard QC, 2016). A pivotal characteristic for planning a QC procedure with the traditional approach is the probability of rejecting an analytical run that contains critical size errors (Pedc). Multi-rule QC procedures, with fully documented power curves, are important tools for SQC. In addition, it has been recommended (Parvin CA, Gronowski AM. Effect of analytical run length on quality-control (QC) performance and the QC planning process. Clin Chem 1997;43:2149-54) to optimize the frequency of QC on the basis of the maximum expected increase in the number of unacceptable patient results reported during the presence of an undetected out-of-control error condition [Max E(Nuf)]. The relationship between Pedc and Max E(Nuf) has been studied for single rule QC procedures (Yago M, Alcover S. Selecting statistical procedures for quality control planning based on risk management. Clin Chem 2016;62:959-65), but corresponding information for multi-rule QC is lacking.
Methods: We used a statistical model to investigate the relationship between Pedc and Max E(Nuf) for multi-rules commonly used in clinical laboratories, and constructed charts relating the Max E(Nuf) and the sigma capability of the examination procedure for multi-rules which can be used as practical tools for planning SQC.
Results: There is a close relationship between Pedc and Max E(Nuf) for commonly used multi-rules. Common multi-rule SQC procedures traditionally designed for high Pedc will also provide low Max E(Nuf) values.
Conclusions: Multi-rule SQC procedures can be used for controlling intermediate and low sigma capability method to attain a low Max E(Nuf) so that the probability of patient harm is mitigated to acceptable levels.
Keywords: frequency of quality control; patient risk; risk-based statistical quality control; statistical quality control.
Similar articles
-
Selecting Statistical Procedures for Quality Control Planning Based on Risk Management.
Yago M, Alcover S. Yago M, et al. Clin Chem. 2016 Jul;62(7):959-65. doi: 10.1373/clinchem.2015.254094. Epub 2016 May 19. Clin Chem. 2016. PMID: 27197677
-
Bayat H, Westgard SA, Westgard JO. Bayat H, et al. J Appl Lab Med. 2017 Sep 1;2(2):211-221. doi: 10.1373/jalm.2017.023192. J Appl Lab Med. 2017. PMID: 32630969
-
Zhang Y, Ren B, Zou G, Yang L. Zhang Y, et al. Clin Biochem. 2023 Jun;116:52-58. doi: 10.1016/j.clinbiochem.2023.03.009. Epub 2023 Mar 23. Clin Biochem. 2023. PMID: 36965690
-
Six Sigma Quality Management System and Design of Risk-based Statistical Quality Control.
Westgard JO, Westgard SA. Westgard JO, et al. Clin Lab Med. 2017 Mar;37(1):85-96. doi: 10.1016/j.cll.2016.09.008. Epub 2016 Dec 22. Clin Lab Med. 2017. PMID: 28153372 Review.
-
A Total Quality-Control Plan with Right-Sized Statistical Quality-Control.
Westgard JO. Westgard JO. Clin Lab Med. 2017 Mar;37(1):137-150. doi: 10.1016/j.cll.2016.09.011. Epub 2016 Dec 20. Clin Lab Med. 2017. PMID: 28153361 Review.
Cited by
-
Zhang J, Chen X, Wu J, Feng P, Wang W, Zhong K, Yuan S, Du Y, Zhang C, He F. Zhang J, et al. Pract Lab Med. 2024 Jul 23;41:e00422. doi: 10.1016/j.plabm.2024.e00422. eCollection 2024 Aug. Pract Lab Med. 2024. PMID: 39155970 Free PMC article.
-
Bhatnagar S, Westgard S, Dung NTT, Que TN, Khanh BQ, Thanh NH. Bhatnagar S, et al. PLoS One. 2024 Oct 24;19(10):e0312422. doi: 10.1371/journal.pone.0312422. eCollection 2024. PLoS One. 2024. PMID: 39446744 Free PMC article.
-
Li R, Wang T, Gong L, Peng P, Yang S, Zhao H, Xiong P. Li R, et al. J Clin Lab Anal. 2019 Nov;33(9):e22989. doi: 10.1002/jcla.22989. Epub 2019 Aug 6. J Clin Lab Anal. 2019. PMID: 31386228 Free PMC article.
-
Analytical Sigma metrics: A review of Six Sigma implementation tools for medical laboratories.
Westgard S, Bayat H, Westgard JO. Westgard S, et al. Biochem Med (Zagreb). 2018 Jun 15;28(2):020502. doi: 10.11613/BM.2018.020502. Biochem Med (Zagreb). 2018. PMID: 30022879 Free PMC article. Review.
-
Selecting a Risk-Based SQC Procedure for a HbA1c Total QC Plan.
Westgard SA, Bayat H, Westgard JO. Westgard SA, et al. J Diabetes Sci Technol. 2018 Jul;12(4):780-785. doi: 10.1177/1932296817729488. Epub 2017 Sep 14. J Diabetes Sci Technol. 2018. PMID: 28905657 Free PMC article.
MeSH terms
LinkOut - more resources
Full Text Sources
Other Literature Sources
Medical