FaNDOM: Fast nested distance-based seeding of optical maps.
FaNDOM: Fast nested distance-based seeding of optical maps.
复制标题
DOI:
10.1016/j.patter.2021.100248
复制
发表时间:
2021-05-14
期刊:
影响因子:
--
通讯作者:
Bafna V
中科院分区:
文献类型:
--
作者:
Raeisi Dehkordi S;Luebeck J;Bafna V
Optical mapping (OM) provides single-molecule readouts of fluorescently labeled sequence motifs on long fragments of DNA, resolved to nucleotide-level coordinates. With the advent of microfluidic technologies for analysis of DNA molecules, it is possible to inexpensively generate long OM data ( kbp) at high coverage. In addition to scaffolding for de novo assembly, OM data can be aligned to a reference genome for identification of genomic structural variants. We introduce FaNDOM (Fast Nested Distance Seeding of Optical Maps)—an optical map alignment tool that greatly reduces the search space of the alignment process. On four benchmark human datasets, FaNDOM was significantly (4–14×) faster than competing tools while maintaining comparable sensitivity and specificity. We used FaNDOM to map variants in three cancer cell lines and identified many biologically interesting structural variants, including deletions, duplications, gene fusions and gene-disrupting rearrangements. FaNDOM is publicly available at https://github.com/jluebeck/FaNDOM. FaNDOM is a fast open-source aligner for OM data It utilizes a novel filtering strategy to reduce the search space of alignment The method enables discovery of large, complex genomic structural variants Structural variants suggested by FaNDOM include gene fusions and gene disruptions Optical mapping (OM) is a rapidly maturing strategy for detecting large-scale rearrangements in genomes, leveraging ultra-long fragments of DNA imaged at very high depth of coverage (>100×). OM data reflect an orthogonal strategy to DNA sequencing, instead utilizing image-based detection of fluorescent tags associated with specific DNA motifs. The resulting data can be aligned back to the reference genome for discovery of genomic rearrangements and karyotypic abnormalities. Existing methods, however, are computationally demanding, making discovery harder. We present a novel method, FaNDOM, for alignment of OM data to the reference genome, and the additional discovery of structural variants. FaNDOM utilizes fast filtering algorithms based on constructing graph-based chains of seed matches, achieving orders of magnitude speedup, while maintaining high sensitivity, enabling a more comprehensive search of complex structural variations involving hundreds of kbp. Optical mapping data is an orthogonal technique to DNA sequencing for the identification of genomic structural variants (SVs). We present a method, FaNDOM, which performs fast alignment of optical mapping data to the reference genome for identification of SVs. FaNDOM utilizes a novel filtering strategy, vastly reducing the search space of the alignment process, enabling rapid discovery of biologically interesting events.
登录
查看更多内容
DOI:
10.1093/bioinformatics/btx317
发表时间:
2017-09-15
期刊:
Bioinformatics (Oxford, England)
影响因子:
--
作者:
Leung AK;Jin N;Yip KY;Chan TF
通讯作者:
Chan TF
影响因子:
12.3
作者:
Barseghyan H;Tang W;Wang RT;Almalvez M;Segura E;Bramble MS;Lipson A;Douine ED;Lee H;Délot EC;Nelson SF;Vilain E
通讯作者:
Vilain E
影响因子:
4.6
作者:
Fontanari Krause LM;Japp AS;Krause A;Mooster J;Chopra M;Müschen M;Bohlander SK
通讯作者:
Bohlander SK
影响因子:
46.9
作者:
通讯作者:
--
影响因子:
4.8
作者:
Liu, CX;Li, YH;Bu, GJ
通讯作者:
Bu, GJ