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MSIsensor-ct: microsatellite instability detection using cfDNA sequencing data
- Source :
- Briefings in Bioinformatics
- Publication Year :
- 2021
- Publisher :
- Oxford University Press (OUP), 2021.
-
Abstract
- Motivation: Microsatellite instability (MSI) is a promising biomarker for cancer prognosis and chemosensitivity. Techniques are rapidly evolving for the detection of MSI from tumor-normal paired or tumor-only sequencing data. However, tumor tissues are often insufficient, unavailable, or otherwise difficult to procure. Increasing clinical evidence indicates the enormous potential of plasma circulating cell-free DNA (cfNDA) technology as a noninvasive MSI detection approach. Results: We developed MSIsensor-ct, a bioinformatics tool based on a machine learning protocol, dedicated to detecting MSI status using cfDNA sequencing data with a potential stable MSIscore threshold of 20%. Evaluation of MSIsensor-ct on independent testing datasets with various levels of circulating tumor DNA (ctDNA) and sequencing depth showed 100% accuracy within the limit of detection (LOD) of 0.05% ctDNA content. MSIsensor-ct requires only BAM files as input, rendering it user-friendly and readily integrated into next generation sequencing (NGS) analysis pipelines. Availability: MSIsensor-ct is freely available at https://github.com/niu-lab/MSIsensor-ct. Supplementary information: Supplementary data are available at Briefings in Bioinformatics online.
- Subjects :
- AcademicSubjects/SCI01060
Computer science
Sequencing data
Computational biology
Deep sequencing
DNA sequencing
Circulating Tumor DNA
Cancer prognosis
Machine Learning
03 medical and health sciences
0302 clinical medicine
Limit of Detection
Neoplasms
medicine
Humans
cfDNA
Molecular Biology
MSI
030304 developmental biology
Supplementary data
0303 health sciences
Computational Biology
High-Throughput Nucleotide Sequencing
Microsatellite instability
Sequence Analysis, DNA
ctDNA
medicine.disease
Tumor tissue
Biomarker (cell)
030220 oncology & carcinogenesis
Problem Solving Protocol
Microsatellite Instability
Software
Microsatellite Repeats
Information Systems
Subjects
Details
- ISSN :
- 14774054 and 14675463
- Volume :
- 22
- Database :
- OpenAIRE
- Journal :
- Briefings in Bioinformatics
- Accession number :
- edsair.doi.dedup.....63d00c4b2efe628a49fa03242813c985
- Full Text :
- https://doi.org/10.1093/bib/bbaa402