Ucar Duygu, Beyer Andreas, Parthasarathy Srinivasan, Workman Christopher T
Department of Computer Science and Engineering, The Ohio State University, Columbus, OH, USA.
Bioinformatics. 2009 Jun 15;25(12):i137-44. doi: 10.1093/bioinformatics/btp213.
Chromatin immunoprecipitation (ChIP-chip) experiments enable capturing physical interactions between regulatory proteins and DNA in vivo. However, measurement of chromatin binding alone is not sufficient to detect regulatory interactions. A detected binding event may not be biologically relevant, or a known regulatory interaction might not be observed under the growth conditions tested so far. To correctly identify physical interactions between transcription factors (TFs) and genes and to determine their regulatory implications under various experimental conditions, we integrated ChIP-chip data with motif binding sites, nucleosome occupancy and mRNA expression datasets within a probabilistic framework. This framework was specifically tailored for the identification of functional and non-functional DNA binding events. Using this, we estimate that only 50% of condition-specific protein-DNA binding in budding yeast is functional. We further investigated the molecular factors determining the functionality of protein-DNA interactions under diverse growth conditions. Our analysis suggests that the functionality of binding is highly condition-specific and highly dependent on the presence of specific cofactors. Hence, the joint analysis of both, functional and non-functional DNA binding, may lend important new insights into transcriptional regulation.
染色质免疫沉淀芯片(ChIP-chip)实验能够在体内捕获调控蛋白与DNA之间的物理相互作用。然而,仅测量染色质结合不足以检测调控相互作用。检测到的结合事件可能与生物学无关,或者在目前测试的生长条件下可能未观察到已知的调控相互作用。为了正确识别转录因子(TFs)与基因之间的物理相互作用,并确定它们在各种实验条件下的调控意义,我们在概率框架内将ChIP-chip数据与基序结合位点、核小体占据率和mRNA表达数据集整合在一起。该框架是专门为识别功能性和非功能性DNA结合事件而设计的。利用这个框架,我们估计在出芽酵母中只有50%的条件特异性蛋白质-DNA结合是功能性的。我们进一步研究了在不同生长条件下决定蛋白质-DNA相互作用功能的分子因素。我们的分析表明,结合的功能具有高度的条件特异性,并且高度依赖于特定辅因子的存在。因此,对功能性和非功能性DNA结合进行联合分析,可能会为转录调控带来重要的新见解。