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FiNGS: high quality somatic mutations using filters for next generation sequencing.


ABSTRACT:

Background

Somatic variant callers are used to find mutations in sequencing data from cancer samples. They are very sensitive and have high recall, but also may produce low precision data with a large proportion of false positives. Further ad hoc filtering is commonly performed after variant calling and before further analysis. Improving the filtering of somatic variants in a reproducible way represents an unmet need. We have developed Filters for Next Generation Sequencing (FiNGS), software written specifically to address these filtering issues.

Results

Developed and tested using publicly available sequencing data sets, we demonstrate that FiNGS reliably improves upon the precision of default variant caller outputs and performs better than other tools designed for the same task.

Conclusions

FiNGS provides researchers with a tool to reproducibly filter somatic variants that is simple to both deploy and use, with filters and thresholds that are fully configurable by the user. It ingests and emits standard variant call format (VCF) files and will slot into existing sequencing pipelines. It allows users to develop and implement their own filtering strategies and simple sharing of these with others.

SUBMITTER: Wardell CP 

PROVIDER: S-EPMC7890800 | biostudies-literature | 2021 Feb

REPOSITORIES: biostudies-literature

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Publications

FiNGS: high quality somatic mutations using filters for next generation sequencing.

Wardell Christopher Paul CP   Ashby Cody C   Bauer Michael Anton MA  

BMC bioinformatics 20210218 1


<h4>Background</h4>Somatic variant callers are used to find mutations in sequencing data from cancer samples. They are very sensitive and have high recall, but also may produce low precision data with a large proportion of false positives. Further ad hoc filtering is commonly performed after variant calling and before further analysis. Improving the filtering of somatic variants in a reproducible way represents an unmet need. We have developed Filters for Next Generation Sequencing (FiNGS), soft  ...[more]

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