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• W2059529172 abstract "Genomic sequencing techniques introduce experimental errors into reads which can mislead sequence assembly efforts and complicate the diagnostic process. Here we present a method for detecting and removing sequencing errors from reads generated in genomic shotgun sequencing projects prior to sequence assembly. For each input read, the set of all length k substrings (k-mers) it contains are calculated. The read is evaluated based on the frequency with which each k-mer occurs in the complete data set (k-count). For each read, k-mers are clustered using the variable-bandwidth mean-shift algorithm. Based on the k-count of the cluster center, clusters are classified as error regions or non-error regions. For the 23 real and simulated data sets tested (454 and Solexa), our algorithm detected error regions that cover 99% of all errors. A heuristic algorithm is then applied to detect the location of errors in each putative error region. A read is corrected by removing the errors, thereby creating two or more smaller, error-free read fragments. After performing error removal, the error-rate for all data sets tested decreased (∼35-fold reduction, on average). EDAR has comparable accuracy to methods that correct rather than remove errors and when the error rate is greater than 3% for simulated data sets, it performs better. The performance of the Velvet assembler is generally better with error-removed data. However, for short reads, splitting at the location of errors can be problematic. Following error detection with error correction, rather than removal, may improve the assembly results." @default.
• W2059529172 created "2016-06-24" @default.
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• W2059529172 date "2010-11-01" @default.
• W2059529172 modified "2023-09-23" @default.
• W2059529172 title "EDAR: An Efficient Error Detection and Removal Algorithm for Next Generation Sequencing Data" @default.
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• W2059529172 doi "https://doi.org/10.1089/cmb.2010.0127" @default.
• W2059529172 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/20973743" @default.
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