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MUSCLE: multiple sequence alignment with high accuracy and high throughput

R. C. Edgar · Nucleic Acids Research · 2004

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We describe MUSCLE, a new computer program for creating multiple alignments of protein sequences. Elements of the algorithm include fast distance estimation using kmer counting, progressive alignment using a new profile function we call the log-expectation score, and refinement using tree-dependent restricted partitioning. The speed and accuracy of MUSCLE are compared with T-Coffee, MAFFT and CLUSTALW on four test sets of reference alignments: BAliBASE, SABmark, SMART and a new benchmark, PREFAB. MUSCLE achieves the highest, or joint highest, rank in accuracy on each of these sets. Without refinement, MUSCLE achieves average accuracy statistically indistinguishable from T-Coffee and MAFFT, and is the fastest of the tested methods for large numbers of sequences, aligning 5000 sequences of average length 350 in 7 min on a current desktop computer. The MUSCLE program, source code and PREFAB test data are freely available at http://www.drive5. com/muscle.

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APA 7

Edgar, R. C. (2004). MUSCLE: multiple sequence alignment with high accuracy and high throughput. https://doi.org/10.1093/nar/gkh340

MLA

Edgar, R. C. "MUSCLE: multiple sequence alignment with high accuracy and high throughput." 2004. https://doi.org/10.1093/nar/gkh340.

Chicago

Edgar, R. C. 2004. "MUSCLE: multiple sequence alignment with high accuracy and high throughput.". https://doi.org/10.1093/nar/gkh340.

Harvard

Edgar, R. C. 2004, MUSCLE: multiple sequence alignment with high accuracy and high throughput, Nucleic Acids Research, available at: https://doi.org/10.1093/nar/gkh340 [Accessed 7 Aug. 2026].

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Title
MUSCLE: multiple sequence alignment with high accuracy and high throughput
Author / contributors
R. C. Edgar
Publisher
Nucleic Acids Research
Publication year
2004
Language
English

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