The Effect of Cryopreservation on T-Cell Subsets by Flow Cytometry Automated Algorithmic Analysis and Conventional Analysis.

IF 2.6 4区 医学 Q2 MEDICAL LABORATORY TECHNOLOGY
Qian Min, Qiao Lv, Lu Jiang, Qian Chen, Jin Peng, Hongli Zhou, Ju Zhou, Qian Dai, Jianyun Zhou, Qing Huang
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引用次数: 0

Abstract

Background: Low-temperature cryopreservation is a common method for scientific research and clinical sample preservation when utilizing flow cytometry. In flow cytometry data analysis, traditional manual "gating" is susceptible to past experience and faces the challenge of manual subjective bias, time-consuming, and multidimensional data analysis. With the development of algorithms, the advantages of dimensionality reduction and clustering in result analysis are gradually becoming more prominent.

Methods: Flow cytometry was used to detect the effects of cryopreservation and freeze-thaw cycle on T-cell subsets, and to analyze the data using automated algorithmic analysis and conventional manual "gating" methods.

Results: The results showed that the number and viability of cells decreased slightly after one freeze-thaw within 2 weeks of cryopreservation, and there was no significant change in the subpopulation proportions and spatial locations by both analysis methods. The changes were significant with the increase of cryopreservation time and freeze-thaw cycle, which may be due to changes in the molecular conformation of the maker as a result of cryopreservation.

Conclusion: The results indicate that both analysis methods have reached similar conclusions, but the repeatability and objectivity of automated algorithmic analysis have compensated for the uncertainty brought about by the subjective discretization of traditional manual "gating." In addition, the automated algorithmic analysis more intuitively highlights the spatial positional variations in the relationships between cell populations.

低温保存对t细胞亚群的影响流式细胞术自动算法分析和常规分析。
背景:低温冷冻保存是利用流式细胞术进行科学研究和临床样品保存的常用方法。在流式细胞术数据分析中,传统的人工“门控”容易受到过去经验的影响,面临人工主观偏差、耗时和多维度数据分析的挑战。随着算法的发展,降维和聚类在结果分析中的优势逐渐凸显。方法:采用流式细胞术检测低温保存和冻融循环对t细胞亚群的影响,并采用自动算法分析和传统的人工“门控”方法对数据进行分析。结果:冷冻保存2周内,1次冻融后细胞数量和活力略有下降,两种分析方法的亚群比例和空间位置无明显变化。随着冷冻时间的延长和冻融周期的延长,这一变化非常显著,这可能是由于低温保存使酵母的分子构象发生了变化。结论:结果表明,两种分析方法得出的结论相似,但自动化算法分析的重复性和客观性弥补了传统人工“门控”主观离散化带来的不确定性。此外,自动化算法分析更直观地突出了细胞群体之间关系的空间位置变化。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of Clinical Laboratory Analysis
Journal of Clinical Laboratory Analysis 医学-医学实验技术
CiteScore
5.60
自引率
7.40%
发文量
584
审稿时长
6-12 weeks
期刊介绍: Journal of Clinical Laboratory Analysis publishes original articles on newly developing modes of technology and laboratory assays, with emphasis on their application in current and future clinical laboratory testing. This includes reports from the following fields: immunochemistry and toxicology, hematology and hematopathology, immunopathology, molecular diagnostics, microbiology, genetic testing, immunohematology, and clinical chemistry.
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