Evidence map›Paper›PMID 42524030›Full record

ArticleFrontiers in medicine2026

Evaluation of cytokine analytical performance and optimization of quality control strategies using the six sigma model: a multicenter study.

Qian Liu, Tingting Huang, Wei Hu, Yu Lin, Li Mao, Fumeng Yang

Abstract read
In one paragraph

Article in Frontiers in medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Qian Liu *Department of Laboratory Medicine, Lianyungang Clinical College, Jiangsu University & The Second People's Hospital of Lianyungang, Lianyungang, China.
Tingting Huang *Department of Laboratory Medicine, Donghai County People's Hospital, Lianyungang, China.
Wei Hu *Department of Laboratory Medicine, Suqian Hospital of Nanjing Drum Tower Hospital Group, Suqian, China.
Yu LinDepartment of Laboratory Medicine, Nanping First Hospital, Nanping, China.
Li MaoDepartment of Laboratory Medicine, The People's Hospital of Danyang, Zhenjiang, China.
Fumeng YangDepartment of Laboratory Medicine, Lianyungang Clinical College, Jiangsu University & The Second People's Hospital of Lianyungang, Lianyungang, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: The six sigma model is widely applied in laboratory quality management. This study used total allowable error (TEa) based on National Center for Clinical Laboratories (NCCL) external quality assessment (EQA) criteria and "desirable" biological variation (BV) specifications as quality goals to evaluate the analytical performance of 12 cytokines in five laboratories and develop individualized quality control (QC) strategies. Methods: Imprecision and trueness data for 12 cytokine assays were collected from five laboratories and used to calculate sigma metrics. Assay performance was visualized using a normalized sigma method decision chart. The Westgard sigma rules run-size flowchart and quality goal index (QGI) were further applied to design customized QC protocols and identify priority areas for improvement. Results: Sigma metrics varied by concentration level, with higher-concentration materials generally yielding better sigma performance. For the same analyte, sigma values also differed according to the selected quality goal. Compared with "desirable" BV specifications, NCCL criteria produced lower sigma values for interleukin-6 (IL-6), whereas interferon- Conclusion: The six sigma model provides a practical framework for cytokine assays quality management, supporting targeted QC design and focused analytical performance improvement.

Indexed as

biological variationcytokinesexternal quality assessmentquality goal indexsix sigmatotal allowable error

Identifiers

PMID42524030
PMCPMC13408381

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