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Nucleic Acids Research, 2002, Vol. 30, No. 14 3059-3066
© 2002 Oxford University Press

MAFFT: a novel method for rapid multiple sequence alignment based on fast Fourier transform

Kazutaka Katoh, Kazuharu Misawa1, Kei-ichi Kuma and Takashi Miyata*

Department of Biophysics, Graduate School of Science, Kyoto University, Kyoto 606-8502, Japan and 1 Institute of Molecular Evolutionary Genetics, Pennsylvania State University, University Park, PA 16802, USA

*To whom correspondence should be addressed. Tel: +81 75 753 4220; Fax: +81 75 753 4223; Email: miyata@biophys.kyoto-u.ac.jp

A multiple sequence alignment program, MAFFT, has been developed. The CPU time is drastically reduced as compared with existing methods. MAFFT includes two novel techniques. (i) Homo logous regions are rapidly identified by the fast Fourier transform (FFT), in which an amino acid sequence is converted to a sequence composed of volume and polarity values of each amino acid residue. (ii) We propose a simplified scoring system that performs well for reducing CPU time and increasing the accuracy of alignments even for sequences having large insertions or extensions as well as distantly related sequences of similar length. Two different heuristics, the progressive method (FFT-NS-2) and the iterative refinement method (FFT-NS-i), are implemented in MAFFT. The performances of FFT-NS-2 and FFT-NS-i were compared with other methods by computer simulations and benchmark tests; the CPU time of FFT-NS-2 is drastically reduced as compared with CLUSTALW with comparable accuracy. FFT-NS-i is over 100 times faster than T-COFFEE, when the number of input sequences exceeds 60, without sacrificing the accuracy.


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PLANT CELL, June 1, 2007; 19(6): 1947 - 1963.
[Abstract] [Full Text] [PDF]


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Nucleic Acids ResHome page
D. Przybylski and B. Rost
Consensus sequences improve PSI-BLAST through mimicking profile-profile alignments
Nucleic Acids Res., April 1, 2007; 35(7): 2238 - 2246.
[Abstract] [Full Text] [PDF]


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BioinformaticsHome page
K. Katoh and H. Toh
PartTree: an algorithm to build an approximate tree from a large number of unaligned sequences
Bioinformatics, February 1, 2007; 23(3): 372 - 374.
[Abstract] [Full Text] [PDF]


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J. Biol. Chem.Home page
R. Bredemeier, T. Schlegel, F. Ertel, A. Vojta, L. Borissenko, M. T. Bohnsack, M. Groll, A. von Haeseler, and E. Schleiff
Functional and Phylogenetic Properties of the Pore-forming beta-Barrel Transporters of the Omp85 Family
J. Biol. Chem., January 19, 2007; 282(3): 1882 - 1890.
[Abstract] [Full Text] [PDF]


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BioinformaticsHome page
X. Zhang and T. Kahveci
QOMA: quasi-optimal multiple alignment of protein sequences
Bioinformatics, January 15, 2007; 23(2): 162 - 168.
[Abstract] [Full Text] [PDF]


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SIMHome page
K.A. Seifert, S.J. Hughes, H. Boulay, and G. Louis-Seize
Taxonomy, nomenclature and phylogeny of three cladosporium-like hyphomycetes, Sorocybe resinae, Seifertia azaleae and the Hormoconis anamorph of Amorphotheca resinae
Stud Mycol, January 1, 2007; 58(1): 235 - 245.
[Abstract] [Full Text] [PDF]


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Am. J. Physiol. Regul. Integr. Comp. Physiol.Home page
G. Nishimoto, G. Sasaki, E. Yaoita, M. Nameta, H. Li, K. Furuse, H. Fujinaka, Y. Yoshida, A. Mitsudome, and T. Yamamoto
Molecular characterization of water-selective AQP (EbAQP4) in hagfish: insight into ancestral origin of AQP4
Am J Physiol Regulatory Integrative Comp Physiol, January 1, 2007; 292(1): R644 - R651.
[Abstract] [Full Text] [PDF]


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Proc. Natl. Acad. Sci. USAHome page
S. Deshmukh, R. Huckelhoven, P. Schafer, J. Imani, M. Sharma, M. Weiss, F. Waller, and K.-H. Kogel
Colloquium Paper: The root endophytic fungus Piriformospora indica requires host cell death for proliferation during mutualistic symbiosis with barley
PNAS, December 5, 2006; 103(49): 18450 - 18457.
[Abstract] [Full Text] [PDF]


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Protein Eng Des SelHome page
H. Matsumura, K. Izui, and K. Mizuguchi
A novel mechanism of allosteric regulation of archaeal phosphoenolpyruvate carboxylase: a combined approach to structure-based alignment and model assessment
Protein Eng. Des. Sel., September 1, 2006; 19(9): 409 - 419.
[Abstract] [Full Text] [PDF]


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MycologiaHome page
F. Oberwinkler, R. Kirschner, F. Arenal, M. Villarreal, V. Rubio, D. Begerow, and R. Bauer
Two new pycnidial members of the Atractiellales: Basidiopycnis hyalina and Proceropycnis pinicola.
Mycologia, July 1, 2006; 98(4): 637 - 649.
[Abstract] [Full Text] [PDF]


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Nucleic Acids ResHome page
A. Biegert, C. Mayer, M. Remmert, J. Soding, and A. N. Lupas
The MPI Bioinformatics Toolkit for protein sequence analysis.
Nucleic Acids Res., July 1, 2006; 34(Web Server issue): W335 - W339.
[Abstract] [Full Text] [PDF]


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Nucleic Acids ResHome page
I. M. Wallace, O. O'Sullivan, D. G. Higgins, and C. Notredame
M-Coffee: combining multiple sequence alignment methods with T-Coffee
Nucleic Acids Res., March 23, 2006; 34(6): 1692 - 1699.
[Abstract] [Full Text] [PDF]


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Biol. Bull.Home page
A. Schulze
Phylogeny and genetic diversity of palolo worms (palola, eunicidae) from the tropical north pacific and the Caribbean.
Biol. Bull., February 1, 2006; 210(1): 25 - 37.
[Abstract] [Full Text] [PDF]


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Nucleic Acids ResHome page
S. Chakrabarti, C. J. Lanczycki, A. R. Panchenko, T. M. Przytycka, P. A. Thiessen, and S. H. Bryant
Refining multiple sequence alignments with conserved core regions.
Nucleic Acids Res., January 1, 2006; 34(9): 2598 - 2606.
[Abstract] [Full Text] [PDF]


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SIMHome page
M. Gryzenhout, H. Myburg, C. S. Hodges, B. D. Wingfield, and M. J. Wingfield
Microthia, Holocryphia and Ursicollum, three new genera on Eucalyptus and Coccoloba for fungi previously known as Cryphonectria.
Stud Mycol, January 1, 2006; 55: 35 - 52.
[Abstract] [Full Text] [PDF]


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SIMHome page
G. Nakabonge, M. Gryzenhout, J. Roux, B. D. Wingfield, and M. J. Wingfield
Celoporthe dispersa gen. et sp. nov. from native Myrtales in South Africa.
Stud Mycol, January 1, 2006; 55: 255 - 267.
[Abstract] [Full Text] [PDF]


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SIMHome page
X. Zhou, Z. W. de Beer, and M. J. Wingfield
DNA sequence comparisons of Ophiostoma spp., including Ophiostoma aurorae sp. nov., associated with pine bark beetles in South Africa.
Stud Mycol, January 1, 2006; 55: 269 - 277.
[Abstract] [Full Text] [PDF]


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SIMHome page
Z. W. de Beer, D. Begerow, R. Bauer, G. S. Pegg, P. W. Crous, and M. J. Wingfield
Phylogeny of the Quambalariaceae fam. nov., including important Eucalyptus pathogens in South Africa and Australia.
Stud Mycol, January 1, 2006; 55: 289 - 298.
[Abstract] [Full Text] [PDF]


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Nucleic Acids ResHome page
S. Hartmann, D. Lu, J. Phillips, and T. J. Vision
Phytome: a platform for plant comparative genomics
Nucleic Acids Res., January 1, 2006; 34(suppl_1): D724 - D730.
[Abstract] [Full Text] [PDF]


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Nucleic Acids ResHome page
T. Lassmann and E. L. L. Sonnhammer
Automatic assessment of alignment quality
Nucleic Acids Res., December 16, 2005; 33(22): 7120 - 7128.
[Abstract] [Full Text] [PDF]


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Genome ResHome page
A. Pavlicek, R. House, A. J. Gentles, J. Jurka, and B. E. Morrow
Traffic of genetic information between segmental duplications flanking the typical 22q11.2 deletion in velo-cardio-facial syndrome/DiGeorge syndrome
Genome Res., November 1, 2005; 15(11): 1487 - 1495.
[Abstract] [Full Text] [PDF]


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Proc. Natl. Acad. Sci. USAHome page
D. G. Higgins, G. Blackshields, and I. M. Wallace
Mind the gaps: Progress in progressive alignment
PNAS, July 26, 2005; 102(30): 10411 - 10412.
[Full Text] [PDF]


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Proc. Natl. Acad. Sci. USAHome page
A. Loytynoja and N. Goldman
From The Cover: An algorithm for progressive multiple alignment of sequences with insertions
PNAS, July 26, 2005; 102(30): 10557 - 10562.
[Abstract] [Full Text] [PDF]



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