A Survey of Error-correction Methods for Next-generation Sequencing
Overview
Affiliations
Unlabelled: Error Correction is important for most next-generation sequencing applications because highly accurate sequenced reads will likely lead to higher quality results. Many techniques for error correction of sequencing data from next-gen platforms have been developed in the recent years. However, compared with the fast development of sequencing technologies, there is a lack of standardized evaluation procedure for different error-correction methods, making it difficult to assess their relative merits and demerits. In this article, we provide a comprehensive review of many error-correction methods, and establish a common set of benchmark data and evaluation criteria to provide a comparative assessment. We present experimental results on quality, run-time, memory usage and scalability of several error-correction methods. Apart from providing explicit recommendations useful to practitioners, the review serves to identify the current state of the art and promising directions for future research.
Availability: All error-correction programs used in this article are downloaded from hosting websites. The evaluation tool kit is publicly available at: http://aluru-sun.ece.iastate.edu/doku.php?id=ecr.
Fitness difference between two synonymous mutations of Phytophthora infestans ATP6 gene.
Nkurikiyimfura O, Waheed A, Fang H, Yuan X, Chen L, Wang Y BMC Ecol Evol. 2024; 24(1):36.
PMID: 38494489 PMC: 10946160. DOI: 10.1186/s12862-024-02223-4.
MAC-ErrorReads: machine learning-assisted classifier for filtering erroneous NGS reads.
Sami A, El-Metwally S, Rashad M BMC Bioinformatics. 2024; 25(1):61.
PMID: 38321434 PMC: 10848413. DOI: 10.1186/s12859-024-05681-1.
Illumina reads correction: evaluation and improvements.
Dlugosz M, Deorowicz S Sci Rep. 2024; 14(1):2232.
PMID: 38278837 PMC: 11222498. DOI: 10.1038/s41598-024-52386-9.
Darnet E, Teixeira B, Schaller H, Rogez H, Darnet S Int J Mol Sci. 2023; 24(11).
PMID: 37298279 PMC: 10253617. DOI: 10.3390/ijms24119315.
Methods to improve the accuracy of next-generation sequencing.
Cheng C, Fei Z, Xiao P Front Bioeng Biotechnol. 2023; 11:982111.
PMID: 36741756 PMC: 9895957. DOI: 10.3389/fbioe.2023.982111.