Department of Physics, University of Illinois at Urbana-Champaign, Urbana, Illinois.
Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois.
Pigment Cell Melanoma Res. 2019 Jul;32(4):500-509. doi: 10.1111/pcmr.12762. Epub 2018 Dec 21.
MITF and MYC are well-known oncoproteins and members of the basic helix-loop-helix leucine zipper (bHLH-Zip) family of transcription factors (TFs) recognizing hexamer E-box motifs. MITF and MYC not only share the core binding motif, but are also the two most highly expressed bHLH-Zip transcription factors in melanocytes, raising the possibility that they may compete for the same binding sites in select oncogenic targets. Mechanisms determining the distinct and potentially overlapping binding modes of these critical oncoproteins remain uncharacterized. We introduce computational predictive models using local sequence features, including a boosted convolutional decision tree framework, to distinguish MITF versus MYC-MAX binding sites with up to 80% accuracy genomewide. Select E-box locations that can be bound by both MITF and MYC-MAX form a separate class of MITF binding sites characterized by differential sequence content in the flanking region, diminished interaction with SOX10, higher evolutionary conservation, and less tissue-specific chromatin organization.
MITF 和 MYC 是众所周知的癌蛋白,也是基本螺旋-环-螺旋亮氨酸拉链(bHLH-Zip)转录因子家族的成员,能够识别六聚体 E-box 基序。MITF 和 MYC 不仅共享核心结合基序,而且还是黑素细胞中表达量最高的两个 bHLH-Zip 转录因子,这使得它们可能在某些致癌靶标中竞争相同的结合位点。决定这些关键癌蛋白不同且潜在重叠结合模式的机制仍未被阐明。我们引入了使用局部序列特征的计算预测模型,包括提升卷积决策树框架,以高达 80%的准确率在全基因组范围内区分 MITF 与 MYC-MAX 结合位点。可以同时被 MITF 和 MYC-MAX 结合的特定 E-box 位置形成了一个单独的 MITF 结合位点类别,其侧翼区域的序列特征不同,与 SOX10 的相互作用减弱,进化保守性更高,组织特异性染色质结构更少。