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MIrExpress: A Database for Gene Coexpression Correlation in Immune Cells Based on Mutual Information and Pearson Correlation

机译:mirexpress:基于互信息和Pearson相关性的免疫细胞基因共表达相关数据库

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摘要

Most current gene coexpression databases support the analysis for linear correlation of gene pairs, but not nonlinear correlation of them, which hinders precisely evaluating the gene-gene coexpression strengths. Here, we report a new database, MIrExpress, which takes advantage of the information theory, as well as the Pearson linear correlation method, to measure the linear correlation, nonlinear correlation, and their hybrid of cell-specific gene coexpressions in immune cells. For a given gene pair or probe set pair input by web users, both mutual information (MI) and Pearson correlation coefficient (r) are calculated, and several corresponding values are reported to reflect their coexpression correlation nature, including MI and r values, their respective rank orderings, their rank comparison, and their hybrid correlation value. Furthermore, for a given gene, the top 10 most relevant genes to it are displayed with the MI, r, or their hybrid perspective, respectively. Currently, the database totally includes 16 human cell groups, involving 20,283 human genes. The expression data and the calculated correlation results from the database are interactively accessible on the web page and can be implemented for other related applications and researches.
机译:大多数当前基因共存数据库支持基因对线性相关性的分析,但不是它们的非线性相关性,其妨碍了精确评估基因基因的共表达强度。在这里,我们报告了一个新的数据库Mirexpress,它利用信息理论,以及Pearson线性相关方法来测量免疫细胞中细胞特异性基因共施容的线性相关性,非线性相关性和它们的杂种。对于由Web用户输入的给定基因对或探针集合对,计算互信息(MI)和Pearson相关系数(R),并且报告了几个相应的值以反映其共表达相关性,包括MI和R值,它们各自的等级排序,它们的排名比较以及它们的混合相关值。此外,对于给定基因,分别与MI,R或其杂化角度显示到其上10个最相关的基因。目前,数据库完全包括16个人细胞组,涉及20,283个人类基因。来自数据库的表达数据和计算的相关结果是在网页上交互方式访问,并且可以用于其他相关的应用程序和研究。

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