Pindel-TD: A Tandem Duplication Detector Based on A Pattern Growth Approach

Author:

Yang Xiaofei1234ORCID,Zheng Gaoyang23ORCID,Jia Peng45ORCID,Wang Songbo45ORCID,Ye Kai234567ORCID

Affiliation:

1. School of Computer Science and Technology, Faculty of Electronic and Information Engineering, Xi’an Jiaotong University , Xi’an 710049, China

2. Center for Mathematical Medical, the First Affiliated Hospital of Xi’an Jiaotong University , Xi’an 710061, China

3. Genome Institute, the First Affiliated Hospital of Xi’an Jiaotong University , Xi’an 710061, China

4. MOE Key Lab for Intelligent Networks & Networks Security, Faculty of Electronic and Information Engineering, Xi’an Jiaotong University , Xi’an 710049, China

5. School of Automation Science and Engineering, Faculty of Electronic and Information Engineering, Xi’an Jiaotong University , Xi’an 710049, China

6. School of Life Science and Technology, Xi’an Jiaotong University , Xi’an 710049, China

7. Faculty of Science, Leiden University , Leiden 2311 EZ, Netherland

Abstract

Abstract Tandem duplication (TD) is a major type of structural variations (SVs) that plays an important role in novel gene formation and human diseases. However, TDs are often missed or incorrectly classified as insertions by most modern SV detection methods due to the lack of specialized operation on TD-related mutational signals. Herein, we developed a TD detection module for the Pindel tool, referred to as Pindel-TD, based on a TD-specific pattern growth approach. Pindel-TD is capable of detecting TDs with a wide size range at single nucleotide resolution. Using simulated and real read data from HG002, we demonstrated that Pindel-TD outperforms other leading methods in terms of precision, recall, F1-score, and robustness. Furthermore, by applying Pindel-TD to data generated from the K562 cancer cell line, we identified a TD located at the seventh exon of SAGE1, providing an explanation for its high expression. Pindel-TD is available for non-commercial use at https://github.com/xjtu-omics/pindel.

Publisher

Oxford University Press (OUP)

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