K. G. Jebsen Center for Genome-Directed Cancer Therapy, Department of Clinical Science, University of Bergen, Bergen, Norway.
Department of Oncology, Haukeland University Hospital, Bergen, Norway.
Bioinformatics. 2021 Dec 22;38(1):133-140. doi: 10.1093/bioinformatics/btab586.
With recent advances in the field of epigenetics, the focus is widening from large and frequent disease- or phenotype-related methylation signatures to rare alterations transmitted mitotically or transgenerationally (constitutional epimutations). Merging evidence indicate that such constitutional alterations, albeit occurring at a low mosaic level, may confer risk of disease later in life. Given their inherently low incidence rate and mosaic nature, there is a need for bioinformatic tools specifically designed to analyze such events.
We have developed a method (ramr) to identify aberrantly methylated DNA regions (AMRs). ramr can be applied to methylation data obtained by array or next-generation sequencing techniques to discover AMRs being associated with elevated risk of cancer as well as other diseases. We assessed accuracy and performance metrics of ramr and confirmed its applicability for analysis of large public datasets. Using ramr we identified aberrantly methylated regions that are known or may potentially be associated with development of colorectal cancer and provided functional annotation of AMRs that arise at early developmental stages.
The R package is freely available at https://github.com/BBCG/ramr and https://bioconductor.org/packages/ramr.
Supplementary data are available at Bioinformatics online.
随着表观遗传学领域的最新进展,研究重点从与疾病或表型相关的大型频繁甲基化标志扩大到有丝分裂或跨代传递的罕见改变(组成性表观突变)。合并证据表明,尽管这些组成性改变以低嵌合水平发生,但可能会增加晚年患病的风险。鉴于其固有的低发生率和嵌合性质,需要专门设计用于分析此类事件的生物信息学工具。
我们开发了一种识别异常甲基化 DNA 区域(AMRs)的方法(ramr)。ramr 可应用于通过阵列或下一代测序技术获得的甲基化数据,以发现与癌症以及其他疾病风险增加相关的 AMRs。我们评估了 ramr 的准确性和性能指标,并证实了其适用于分析大型公共数据集。使用 ramr,我们确定了已知或可能与结直肠癌发展相关的异常甲基化区域,并对早期发育阶段出现的 AMRs 进行了功能注释。
R 包可在 https://github.com/BBCG/ramr 和 https://bioconductor.org/packages/ramr 上免费获得。
补充数据可在 Bioinformatics 在线获得。