Introduction: Patient-based quality control (PBQC) is an alternate quality control technique to conventional (internal) quality control. It uses patient results generated for clinical care to monitor the analytical performance through statistical analysis. The use of PBQC in routine laboratory is impeded by lack of familiarity and appropriate informatics tool.

Method: A Spreadsheet for PBQC Analysis and Evaluation (SPAE, based on Microsoft Excel) is developed. It incorporates IFCC recommended features for PBQC informatics tool that has been automated, including data visualization, data (Box-Cox) transformation, extreme value treatment (winsorization) and user parameter selection (block size, acceptable false positive rate, desirable bias for detection).

Results: Following parameter selection and data input, the spreadsheet automatically calculates the winsorization limits, transformed values, performance verification metrics such as false positive rates and number of results affected before error detection (NPed) - a performance metric for how sensitive the PBQC model detects the predefined error (bias). The verified PBQC model can be used for routine monitoring. The performance of the spreadsheet tool was verified against an independent model based on Python. Laboratory users can download the tool at https://github.com/HuiQi96/PBQC/blob/main/PBQC_model_v2.2.zip.

Discussion: The SPAE is a simple-to-use desktop tool that lowers the barrier for laboratory users to adopt PBQC in their quality control system. In addition, the spreadsheet can be used as an educational tool, such as when conducting a workshop, to help laboratory users better familiarize themselves with the PBQC concepts and used for independent verification of the output of another informatics tool.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC11886628PMC

Publication Analysis

Top Keywords

quality control
20
laboratory users
12
patient-based quality
8
analysis evaluation
8
evaluation spae
8
pbqc
8
informatics tool
8
parameter selection
8
false positive
8
pbqc model
8

Similar Publications

Aims: Osteoarthritis (OA) is a widespread chronic degenerative joint disease with an increasing global impact. The pathogenesis of OA involves complex interactions between genetic and environmental factors. Despite this, the specific genetic mechanisms underlying OA remain only partially understood, hindering the development of targeted therapeutic strategies.

View Article and Find Full Text PDF

The use of insects, such as black soldier fly (Hermetia illucens) larvae meal (BSFLM), as an alternative protein source for pet food has gained attention due to their high nutritional value. The objective of this study was to determine the chemical composition, amino acid digestibility, and protein quality of defatted BSFLM of two distinct substrates (wheat and corn, BSFLM-W and BSFLM-C). Whole egg powder (WEP) and chicken meal (CM) were used as reference protein sources commonly used in pet foods.

View Article and Find Full Text PDF

Yellow mealworms (Tenebrio molitor) serve as an alternative protein source. Because the amino acid (AA) concentrations, AA digestibility, and protein quality of ingredients may vary depending on their husbandry, harvest and processing procedures, and other factors, each should be evaluated separately. The objective of this study was to measure the AA composition, AA digestibility, and protein quality of yellow mealworm-based ingredients using the precision-fed cecectomized rooster assay.

View Article and Find Full Text PDF

Conventionally, the product quality specification and control chart limits are determined as the mean plus and minus 3 sample standard deviations with the assumption that the quality data is normally distributed. These limits correspond to an interval centered at the mean, covering approximately 97.3% of the population.

View Article and Find Full Text PDF

Introduction: The aim of this study is to investigate the effects of supplementing () on hybrid grouper ( ♀ × ♂), with a particular focus on its impact on growth performance, blood composition, intestinal antioxidant capacity, gut microbiota, tight junction protein (ZO-1) expression, and inflammatory gene expression. The study seeks to uncover the potential health benefits of C. butyricum supplementation for hybrid grouper.

View Article and Find Full Text PDF

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!