Abstract
We describe a new global multiple-alignment program capable of aligning a large number of genomic regions. Our progressive-alignment approach incorporates the following ideas: maximum-likelihood inference of ancestral sequences, automatic guide-tree construction, protein-based anchoring of ab-initio gene predictions, and constraints derived from a global homology map of the sequences. We have implemented these ideas in the MAVID program, which is able to accurately align multiple genomic regions up to megabases long. MAVID is able to effectively align divergent sequences, as well as incomplete unfinished sequences. We demonstrate the capabilities of the program on the benchmark CFTR region, which consists of 1.8 Mb of human sequence and 20 orthologous regions in marsupials, birds, fish, and mammals. Finally, we describe two large MAVID alignments, an alignment of all the available HIV genomes and a multiple alignment of the entire human, mouse, and rat genomes.
MeSH Terms
Animals
Cats
Cattle
Computational Biology/methods
Cystic Fibrosis Transmembrane Conductance Regulator/genetics
Dogs
Evolution, Molecular
Fishes/genetics
Genome
Genome, Human
Genome, Viral
HIV-1/genetics
Humans
Mice
Rabbits
Rats
Sequence Alignment/methods,statistics & numerical data
Simian Immunodeficiency Virus/genetics
Software/statistics & numerical data,trends
Swine/genetics
Chemicals
CFTR protein, human
Cystic Fibrosis Transmembrane Conductance Regulator
Authors & Affiliations
2 authors, click to expand affiliations / ORCID
Bray Nicolas
Department of Mathematics, University of California at Berkeley, Berkeley, California 94720, USA.
Pachter Lior
References (28)
28 references, click to expand
-
Reduced-median-network analysis of complete mitochondrial DNA coding-region sequences for the major African, Asian, and European haplogroups.
Am J Hum Genet. 2002 May;70(5):1152-71
PMID: 11938495
-
BLAT--the BLAST-like alignment tool.
Genome Res. 2002 Apr;12(4):656-64
PMID: 11932250
-
A structural EM algorithm for phylogenetic inference.
J Comput Biol. 2002;9(2):331-53
PMID: 12015885
-
AVID: A global alignment program.
Genome Res. 2003 Jan;13(1):97-102
PMID: 12529311
-
Phylogenetic shadowing of primate sequences to find functional regions of the human genome.
Science. 2003 Feb 28;299(5611):1391-4
PMID: 12610304
-
LAGAN and Multi-LAGAN: efficient tools for large-scale multiple alignment of genomic DNA.
Genome Res. 2003 Apr;13(4):721-31
PMID: 12654723
-
MAVID multiple alignment server.
Nucleic Acids Res. 2003 Jul 1;31(13):3525-6
PMID: 12824358
-
Using guide trees to construct multiple-sequence evolutionary HMMs.
Bioinformatics. 2003;19 Suppl 1:i147-57
PMID: 12855451
-
A hidden Markov model for progressive multiple alignment.
Bioinformatics. 2003 Aug 12;19(12):1505-13
PMID: 12912831
-
Comparative analyses of multi-species sequences from targeted genomic regions.
Nature. 2003 Aug 14;424(6950):788-93
PMID: 12917688
-
Identification of evolutionary hotspots in the rodent genomes.
Genome Res. 2004 Apr;14(4):574-9
PMID: 15059998
-
Visualization of multiple genome annotations and alignments with the K-BROWSER.
Genome Res. 2004 Apr;14(4):716-20
PMID: 15060015
-
Evolutionary trees from DNA sequences: a maximum likelihood approach.
J Mol Evol. 1981;17(6):368-76
PMID: 7288891
-
Progressive sequence alignment as a prerequisite to correct phylogenetic trees.
J Mol Evol. 1987;25(4):351-60
PMID: 3118049
-
An evolutionary model for maximum likelihood alignment of DNA sequences.
J Mol Evol. 1991 Aug;33(2):114-24
PMID: 1920447
-
Inching toward reality: an improved likelihood model of sequence evolution.
J Mol Evol. 1992 Jan;34(1):3-16
PMID: 1556741
-
Optimal alignment between groups of sequences and its application to multiple sequence alignment.
Comput Appl Biosci. 1993 Jun;9(3):361-70
PMID: 8324637
-
Positive and negative regulatory elements of the rabbit embryonic epsilon-globin gene revealed by an improved multiple alignment program and functional analysis.
DNA Seq. 1993;4(3):163-76
PMID: 8161819
-
fastDNAmL: a tool for construction of phylogenetic trees of DNA sequences using maximum likelihood.
Comput Appl Biosci. 1994 Feb;10(1):41-8
PMID: 8193955
-
CLUSTAL W: improving the sensitivity of progressive multiple sequence alignment through sequence weighting, position-specific gap penalties and weight matrix choice.
Nucleic Acids Res. 1994 Nov 11;22(22):4673-80
PMID: 7984417
-
Significant improvement in accuracy of multiple protein sequence alignments by iterative refinement as assessed by reference to structural alignments.
J Mol Biol. 1996 Dec 13;264(4):823-38
PMID: 8980688
-
Prediction of complete gene structures in human genomic DNA.
J Mol Biol. 1997 Apr 25;268(1):78-94
PMID: 9149143
-
DIALIGN: finding local similarities by multiple sequence alignment.
Bioinformatics. 1998;14(3):290-4
PMID: 9614273
-
The number of multiple alignments.
Mol Phylogenet Evol. 1998 Oct;10(2):264-6
PMID: 9878237
-
Statistical alignment: computational properties, homology testing and goodness-of-fit.
J Mol Biol. 2000 Sep 8;302(1):265-79
PMID: 10964574
-
An algorithm for statistical alignment of sequences related by a binary tree.
Pac Symp Biocomput. 2001;:179-90
PMID: 11262938
-
Evolutionary HMMs: a Bayesian approach to multiple alignment.
Bioinformatics. 2001 Sep;17(9):803-20
PMID: 11590097
-
Recent progress in multiple sequence alignment: a survey.
Pharmacogenomics. 2002 Jan;3(1):131-44
PMID: 11966409