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Assessing the reliability of gene expression measurements in very-low-numbers of human monocyte-derived macrophages

机译:评估非常低数量的人单核细胞衍生巨噬细胞基因表达测量的可靠性

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Tumor-derived primary cells are essential for in vitro and in vivo studies of tumor biology. The scarcity of this cellular material limits the feasibility of experiments or analyses and hence hinders basic and clinical research progress. We set out to determine the minimum number of cells that can be analyzed with standard laboratory equipment and that leads to reliable results, unbiased by cell number. A proof-of-principle study was conducted with primary human monocyte-derived macrophages, seeded in decreasing number and constant cell density. Gene expression of cells stimulated to acquire opposite inflammatory states was analyzed by quantitative PCR. Statistical analysis indicated the lack of significant difference in the expression profile of cells cultured at the highest (100,000 cells) and lowest numbers (3,610 cells) tested. Gene Ontology, pathway enrichment and network analysis confirmed the reliability of the data obtained with the lowest cell number. This statistical and computational analysis of gene expression profiles indicates that low cell number analysis is as dependable and informative as the analysis of a larger cell number. Our work demonstrates that it is possible to employ samples with a scarce number of cells in experimental studies and encourages the application of this approach on other cell types.
机译:肿瘤衍生的原发性细胞对于体外和肿瘤生物学的体内研究是必不可少的。这种细胞材料的稀缺性限制了实验或分析的可行性,并因此限制了妨碍了基础和临床研究进展的可行性。我们首先要确定可以用标准实验室设备分析的最小细胞数,并导致可靠的结果,通过细胞数无偏。用原发性人单核细胞衍生的巨噬细胞进行原则上的研究,以减少数量和恒定的细胞密度。通过定量PCR分析刺激刺激以获取相对的炎症状态的细胞的基因表达。统计学分析表明,在最高(100,000个细胞)和最低数量(3,610个细胞)中培养的细胞的表达谱缺乏显着差异。基因本体,途径富集和网络分析证实了用最低细胞数获得的数据的可靠性。基因表达谱的这种统计和计算分析表明,低细胞数分析与对较大细胞数的分析一样可靠和信息。我们的工作表明,在实验研究中可以使用具有稀缺性细胞数量的样品,并鼓励在其他细胞类型上施加这种方法。

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