Raymond G. Perelman Center for Cellular and Molecular Therapeutics, Children's Hospital of Philadelphia, Philadelphia, PA, 19104, USA.
Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA.
BMC Bioinformatics. 2020 Dec 28;21(Suppl 21):542. doi: 10.1186/s12859-020-03876-w.
Short tandem repeat (STR), or "microsatellite", is a tract of DNA in which a specific motif (typically < 10 base pairs) is repeated multiple times. STRs are abundant throughout the human genome, and specific repeat expansions may be associated with human diseases. Long-read sequencing coupled with bioinformatics tools enables the estimation of repeat counts for STRs. However, with the exception of a few well-known disease-relevant STRs, normal ranges of repeat counts for most STRs in human populations are not well known, preventing the prioritization of STRs that may be associated with human diseases.
In this study, we extend a computational tool RepeatHMM to infer normal ranges of 432,604 STRs using 21 long-read sequencing datasets on human genomes, and build a genomic-scale database called RepeatHMM-DB with normal repeat ranges for these STRs. Evaluation on 13 well-known repeats show that the inferred repeat ranges provide good estimation to repeat ranges reported in literature from population-scale studies. This database, together with a repeat expansion estimation tool such as RepeatHMM, enables genomic-scale scanning of repeat regions in newly sequenced genomes to identify disease-relevant repeat expansions. As a case study of using RepeatHMM-DB, we evaluate the CAG repeats of ATXN3 for 20 patients with spinocerebellar ataxia type 3 (SCA3) and 5 unaffected individuals, and correctly classify each individual.
In summary, RepeatHMM-DB can facilitate prioritization and identification of disease-relevant STRs from whole-genome long-read sequencing data on patients with undiagnosed diseases. RepeatHMM-DB is incorporated into RepeatHMM and is available at https://github.com/WGLab/RepeatHMM .
短串联重复序列(STR),也称为“微卫星”,是一段 DNA 序列,其中一个特定的基序(通常小于 10 个碱基对)重复多次。STR 在人类基因组中大量存在,特定的重复扩展可能与人类疾病有关。长读测序与生物信息学工具相结合,可以估计 STR 的重复次数。然而,除了少数几个已知与疾病相关的 STR 外,大多数人类群体中 STR 的正常重复范围并不为人所知,这阻碍了对可能与人类疾病相关的 STR 的优先级排序。
在这项研究中,我们扩展了一个计算工具 RepeatHMM,使用 21 个人类基因组的长读测序数据集来推断 432604 个 STR 的正常范围,并构建了一个称为 RepeatHMM-DB 的基因组规模数据库,其中包含这些 STR 的正常重复范围。对 13 个已知重复的评估表明,推断的重复范围对来自人群规模研究的文献中报道的重复范围提供了很好的估计。这个数据库,以及像 RepeatHMM 这样的重复扩展估计工具,使得对新测序基因组中的重复区域进行基因组规模的扫描,以识别与疾病相关的重复扩展成为可能。作为使用 RepeatHMM-DB 的一个案例研究,我们评估了 20 名 SCA3 患者和 5 名未受影响个体的 ATXN3 中的 CAG 重复,并且正确地对每个个体进行了分类。
总之,RepeatHMM-DB 可以促进对未确诊疾病患者的全基因组长读测序数据中与疾病相关的 STR 的优先级排序和识别。RepeatHMM-DB 已被整合到 RepeatHMM 中,并可在 https://github.com/WGLab/RepeatHMM 上获得。