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一种抑制性消减杂交的数学模型。

A mathematical model for suppression subtractive hybridization.

作者信息

Gadgil Chetan, Rink Anette, Beattie Craig, Hu Wei-Shou

机构信息

Department of Chemical Engineering and Materials Science, 421 Washington Avenue SE, University of Minnesota, Minneapolis, MN 55455, USA.

出版信息

Comp Funct Genomics. 2002;3(5):405-22. doi: 10.1002/cfg.206.

Abstract

Suppression subtractive hybridization (SSH) is frequently used to unearth differentially expressed genes on a whole-genome scale. Its versatility is based on combining cDNA library subtraction and normalization, which allows the isolation of sequences of varying degrees of abundance and differential expression. SSH is a complex process with many adjustable parameters that affect the outcome of gene isolation.We present a mathematical model of SSH based on DNA hybridization kinetics for assessing the effect of various parameters to facilitate its optimization. We derive an equation for the probability that a particular differentially expressed species is successfully isolated and use this to quantify the effect of the following parameters related to the cDNA sample: (a) mRNA abundance; (b) partial sequence complementarity to other species; and (3) degree of differential expression. We also evaluate the effect of parameters related to the process, including: (a) reaction times; and (b) extent of driver excess used in the two hybridization reactions. The optimum set of process parameters for successful isolation of differentially expressed species depends on transcript abundance. We show that the reaction conditions have a significant effect on the occurrence of false-positives and formulate strategies to isolate specific subsets of differentially expressed genes. We also quantify the effect of non-specific hybridization on the false-positive results and present strategies for spiking cDNA sequences to address this problem.

摘要

抑制性消减杂交(SSH)常用于在全基因组规模上发掘差异表达基因。其通用性基于cDNA文库消减和标准化的结合,这使得能够分离出不同丰度和差异表达程度的序列。SSH是一个复杂的过程,有许多影响基因分离结果的可调参数。我们基于DNA杂交动力学提出了一个SSH数学模型,用于评估各种参数的影响,以促进其优化。我们推导了一个特定差异表达物种成功分离的概率方程,并以此来量化与cDNA样本相关的以下参数的影响:(a)mRNA丰度;(b)与其他物种的部分序列互补性;以及(3)差异表达程度。我们还评估了与该过程相关的参数的影响,包括:(a)反应时间;以及(b)两个杂交反应中驱动子过量的程度。成功分离差异表达物种的最佳过程参数集取决于转录本丰度。我们表明反应条件对假阳性的出现有显著影响,并制定了分离差异表达基因特定子集的策略。我们还量化了非特异性杂交对假阳性结果的影响,并提出了掺入cDNA序列以解决该问题的策略。

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