Abstract
It has become clear that a large proportion of functional DNA in the human genome does not code for protein. Identification of this non-coding functional sequence using comparative approaches is proving difficult and has previously been thought to require deep sequencing of multiple vertebrates. Here we introduce a new model and comparative method that, instead of nucleotide substitutions, uses the evolutionary imprint of insertions and deletions (indels) to infer the past consequences of selection. The model predicts the distribution of indels under neutrality, and shows an excellent fit to human-mouse ancestral repeat data. Across the genome, many unusually long ungapped regions are detected that are unaccounted for by the neutral model, and which we predict to be highly enriched in functional DNA that has been subject to purifying selection with respect to indels. We use the model to determine the proportion under indel-purifying selection to be between 2.56% and 3.25% of human euchromatin. Since annotated protein-coding genes comprise only 1.2% of euchromatin, these results lend further weight to the proposition that more than half the functional complement of the human genome is non-protein-coding. The method is surprisingly powerful at identifying selected sequence using only two or three mammalian genomes. Applying the method to the human, mouse, and dog genomes, we identify 90 Mb of human sequence under indel-purifying selection, at a predicted 10% false-discovery rate and 75% sensitivity. As expected, most of the identified sequence represents unannotated material, while the recovered proportions of known protein-coding and microRNA genes closely match the predicted sensitivity of the method. The method's high sensitivity to functional sequence such as microRNAs suggest that as yet unannotated microRNA genes are enriched among the sequences identified. Furthermore, its independence of substitutions allowed us to identify sequence that has been subject to heterogeneous selection, that is, sequence subject to both positive selection with respect to substitutions and purifying selection with respect to indels. The ability to identify elements under heterogeneous selection enables, for the first time, the genome-wide investigation of positive selection on functional elements other than protein-coding genes.
MeSH Terms
Animals
Base Composition
Base Sequence
DNA/genetics
Genetic Variation/genetics
Genome, Human/genetics
Genomics
Humans
Models, Genetic
Selection, Genetic
Authors & Affiliations
3 authors, click to expand affiliations / ORCID
Lunter Gerton
MRC Functional Genetics Unit, Department of Human Anatomy and Genetics, University of Oxford, Oxford, United Kingdom. lunter@stats.ox.ac.uk
Ponting Chris P
Hein Jotun
References (29)
29 references, click to expand
-
Highly conserved non-coding sequences are associated with vertebrate development.
PLoS Biol. 2005 Jan;3(1):e7
PMID: 15630479
-
Methods in comparative genomics: genome correspondence, gene identification and regulatory motif discovery.
J Comput Biol. 2004;11(2-3):319-55
PMID: 15285895
-
Evidence for DNA loss as a determinant of genome size.
Science. 2000 Feb 11;287(5455):1060-2
PMID: 10669421
-
The share of human genomic DNA under selection estimated from human-mouse genomic alignments.
Cold Spring Harb Symp Quant Biol. 2003;68:245-54
PMID: 15338624
-
Human-mouse alignments with BLASTZ.
Genome Res. 2003 Jan;13(1):103-7
PMID: 12529312
-
Assessing the impact of comparative genomic sequence data on the functional annotation of the Drosophila genome.
Genome Biol. 2002;3(12):RESEARCH0086
PMID: 12537575
-
Contrasting rates of nucleotide substitution in the X-linked and Y-linked zinc finger genes.
J Mol Evol. 1994 Dec;39(6):569-78
PMID: 7807546
-
Human genome: end of the beginning.
Nature. 2004 Oct 21;431(7011):915-6
PMID: 15496902
-
An endogenous retroviral long terminal repeat is the dominant promoter for human beta1,3-galactosyltransferase 5 in the colon.
Proc Natl Acad Sci U S A. 2003 Oct 28;100(22):12841-6
PMID: 14534330
-
Patterns of nucleotide substitution in Drosophila and mammalian genomes.
Proc Natl Acad Sci U S A. 1999 Feb 16;96(4):1475-9
PMID: 9990048
-
Does SINE evolution preclude Alu function?
Nucleic Acids Res. 1998 Oct 15;26(20):4541-50
PMID: 9753719
-
Finishing the euchromatic sequence of the human genome.
Nature. 2004 Oct 21;431(7011):931-45
PMID: 15496913
-
Interspersed repeats and other mementos of transposable elements in mammalian genomes.
Curr Opin Genet Dev. 1999 Dec;9(6):657-63
PMID: 10607616
-
Dynamic programming alignment accuracy.
J Comput Biol. 1998 Fall;5(3):493-504
PMID: 9773345
-
Initial sequencing and comparative analysis of the mouse genome.
Nature. 2002 Dec 5;420(6915):520-62
PMID: 12466850
-
An overview of Ensembl.
Genome Res. 2004 May;14(5):925-8
PMID: 15078858
-
Molecular phylogenetics: state-of-the-art methods for looking into the past.
Trends Genet. 2001 May;17(5):262-72
PMID: 11335036
-
Evolutionarily conserved elements in vertebrate, insect, worm, and yeast genomes.
Genome Res. 2005 Aug;15(8):1034-50
PMID: 16024819
-
Syncytin is a captive retroviral envelope protein involved in human placental morphogenesis.
Nature. 2000 Feb 17;403(6771):785-9
PMID: 10693809
-
Ultraconserved elements in the human genome.
Science. 2004 May 28;304(5675):1321-5
PMID: 15131266
-
Genome sequence, comparative analysis and haplotype structure of the domestic dog.
Nature. 2005 Dec 8;438(7069):803-19
PMID: 16341006
-
Sequence and comparative analysis of the chicken genome provide unique perspectives on vertebrate evolution.
Nature. 2004 Dec 9;432(7018):695-716
PMID: 15592404
-
Identification of hundreds of conserved and nonconserved human microRNAs.
Nat Genet. 2005 Jul;37(7):766-70
PMID: 15965474
-
An initial strategy for the systematic identification of functional elements in the human genome by low-redundancy comparative sequencing.
Proc Natl Acad Sci U S A. 2005 Mar 29;102(13):4795-800
PMID: 15778292
-
Comparison of models for nucleotide substitution used in maximum-likelihood phylogenetic estimation.
Mol Biol Evol. 1994 Mar;11(2):316-24
PMID: 8170371
-
Rfam: an RNA family database.
Nucleic Acids Res. 2003 Jan 1;31(1):439-41
PMID: 12520045
-
Tandem repeats finder: a program to analyze DNA sequences.
Nucleic Acids Res. 1999 Jan 15;27(2):573-80
PMID: 9862982
-
Evolutionary discrimination of mammalian conserved non-genic sequences (CNGs).
Science. 2003 Nov 7;302(5647):1033-5
PMID: 14526086
-
Ultraconserved elements in insect genomes: a highly conserved intronic sequence implicated in the control of homothorax mRNA splicing.
Genome Res. 2005 Jun;15(6):800-8
PMID: 15899965