Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, California 92093, USA.
Stem Cell Program, University of California San Diego, La Jolla, California 92093, USA.
RNA. 2020 Jan;26(1):19-28. doi: 10.1261/rna.072785.119. Epub 2019 Oct 17.
Direct RNA sequencing holds great promise for the de novo identification of RNA modifications at single-coordinate resolution; however, interpretation of raw sequencing output to discover modified bases remains a challenge. Using Oxford Nanopore's direct RNA sequencing technology, we developed a random forest classifier trained using experimentally detected -methyladenosine (mA) sites within DRACH motifs. Our software MINES (mA Identification using Nanopore Sequencing) assigned mA methylation status to more than 13,000 previously unannotated DRACH sites in endogenous HEK293T transcripts and identified more than 40,000 sites with isoform-level resolution in a human mammary epithelial cell line. These sites displayed sensitivity to the mA writer, METTL3, and eraser, ALKBH5, respectively. MINES (https://github.com/YeoLab/MINES.git) enables mA annotation at single coordinate-level resolution from direct RNA nanopore sequencing.
直接 RNA 测序在单坐标分辨率下对 RNA 修饰的从头鉴定具有很大的前景;然而,解释原始测序结果以发现修饰碱基仍然是一个挑战。我们使用牛津纳米孔的直接 RNA 测序技术,开发了一种随机森林分类器,该分类器使用在 DRACH 基序中检测到的实验性 -甲基腺苷(mA)位点进行训练。我们的软件 MINES(使用纳米孔测序进行 mA 鉴定)将 mA 甲基化状态分配给内源性 HEK293T 转录本中超过 13000 个以前未注释的 DRACH 位点,并在人乳腺上皮细胞系中以同工型分辨率鉴定了超过 40000 个位点。这些位点分别对 mA 写入器 METTL3 和擦除器 ALKBH5 表现出敏感性。MINES(https://github.com/YeoLab/MINES.git)能够从直接 RNA 纳米孔测序中以单坐标分辨率进行 mA 注释。