Abstract
Inference of haplotypes is important for many genetic approaches, including the process of assigning a phenotype to a genetic region. Usually, the population frequencies of haplotypes, as well as the diplotype configuration of each subject, are estimated from a set of genotypes of the subjects in a sample from the population. We have developed an algorithm to infer haplotype frequencies and the combination of haplotype copies in each pool by using pooled DNA data. The input data are the genotypes in pooled DNA samples, each of which contains the quantitative genotype data from one to six subjects. The algorithm infers by the maximum-likelihood method both frequencies of the haplotypes in the population and the combination of haplotype copies in each pool by an expectation-maximization algorithm. The algorithm was implemented in the computer program LDPooled. We also used the bootstrap method to calculate the standard errors of the estimated haplotype frequencies. Using this program, we analyzed the published genotype data for the SAA (n=156), MTHFR (n=80), and NAT2 (n=116) genes, as well as the smoothelin gene (n=102). Our study has shown that the frequencies of major (frequency >0.1 in a population) haplotypes can be inferred rather accurately from the pooled DNA data by the maximum-likelihood method, although with some limitations. The estimated D and D' values had large variations except when the /D/ values were >0.1. The estimated linkage-disequilibrium measure rho2 for 36 linked loci of the smoothelin gene when one- and two-subject pool protocols were used suggested that the gross pattern of the distribution of the measure can be reproduced using the two-subject pool data.
MeSH Terms
Algorithms
Alleles
Carrier Proteins/genetics
Computer Simulation
Cytoskeletal Proteins/genetics
Gene Frequency/genetics
Genetic Linkage
Genetics, Population
Genotype
Haplotypes/genetics
Humans
Likelihood Functions
Linkage Disequilibrium/genetics
Lod Score
Methylenetetrahydrofolate Reductase (NADPH2)
Muscle Proteins/genetics
Oxidoreductases Acting on CH-NH Group Donors/genetics
Polymorphism, Single Nucleotide
Serum Amyloid A Protein/genetics
Chemicals
Carrier Proteins
Cytoskeletal Proteins
Muscle Proteins
SMTN protein, human
Serum Amyloid A Protein
Oxidoreductases Acting on CH-NH Group Donors
Methylenetetrahydrofolate Reductase (NADPH2)
Authors & Affiliations
7 authors, click to expand affiliations / ORCID
Ito Toshikazu
Algorithm Team, Japan Biological Information Research Center, Japan Biological Informatics Consortium, Tokyo, Japan.
[email protected]
Chiku Suenori
Inoue Eisuke
Tomita Makoto
Morisaki Takayuki
Morisaki Hiroko
Kamatani Naoyuki
References (25)
25 references, click to expand
-
Adverse effects of sulfasalazine in patients with rheumatoid arthritis are associated with diplotype configuration at the N-acetyltransferase 2 gene.
J Rheumatol. 2002 Dec;29(12):2492-9
PMID: 12465141
-
A coalescent approach to study linkage disequilibrium between single-nucleotide polymorphisms.
Am J Hum Genet. 2000 Feb;66(2):615-28
PMID: 10677321
-
Parametric and nonparametric linkage analysis: a unified multipoint approach.
Am J Hum Genet. 1996 Jun;58(6):1347-63
PMID: 8651312
-
Sequence variation in the human angiotensin converting enzyme.
Nat Genet. 1999 May;22(1):59-62
PMID: 10319862
-
A novel single-nucleotide polymorphism at the 5'-flanking region of SAA1 associated with risk of type AA amyloidosis secondary to rheumatoid arthritis.
Arthritis Rheum. 2001 Jun;44(6):1266-72
PMID: 11407685
-
Determination of probability distribution of diplotype configuration (diplotype distribution) for each subject from genotypic data using the EM algorithm.
Ann Hum Genet. 2002 May;66(Pt 3):183-93
PMID: 12174210
-
Effectiveness of computational methods in haplotype prediction.
Hum Genet. 2002 Feb;110(2):148-56
PMID: 11935321
-
The predictive power of haplotypes in clinical response.
Pharmacogenomics. 2000 Feb;1(1):15-26
PMID: 11258593
-
Comparisons of two methods for haplotype reconstruction and haplotype frequency estimation from population data.
Am J Hum Genet. 2001 Oct;69(4):906-14
PMID: 11536083
-
Accuracy of haplotype frequency estimation for biallelic loci, via the expectation-maximization algorithm for unphased diploid genotype data.
Am J Hum Genet. 2000 Oct;67(4):947-59
PMID: 10954684
-
Polymorphisms in the methylenetetrahydrofolate reductase gene were associated with both the efficacy and the toxicity of methotrexate used for the treatment of rheumatoid arthritis, as evidenced by single locus and haplotype analyses.
Pharmacogenetics. 2002 Apr;12(3):183-90
PMID: 11927833
-
The structure of haplotype blocks in the human genome.
Science. 2002 Jun 21;296(5576):2225-9
PMID: 12029063
-
The Interaction of Selection and Linkage. I. General Considerations; Heterotic Models.
Genetics. 1964 Jan;49(1):49-67
PMID: 17248194
-
An E-M algorithm and testing strategy for multiple-locus haplotypes.
Am J Hum Genet. 1995 Mar;56(3):799-810
PMID: 7887436
-
The future of genetic studies of complex human diseases.
Science. 1996 Sep 13;273(5281):1516-7
PMID: 8801636
-
Maximum-likelihood estimation of molecular haplotype frequencies in a diploid population.
Mol Biol Evol. 1995 Sep;12(5):921-7
PMID: 7476138
-
Prospects for whole-genome linkage disequilibrium mapping of common disease genes.
Nat Genet. 1999 Jun;22(2):139-44
PMID: 10369254
-
Analysis of association at single nucleotide polymorphisms in the APOE region.
Genomics. 2000 Jan 1;63(1):7-12
PMID: 10662539
-
HAPLO: a program using the EM algorithm to estimate the frequencies of multi-site haplotypes.
J Hered. 1995 Sep-Oct;86(5):409-11
PMID: 7560877
-
Loss of information due to ambiguous haplotyping of SNPs.
Nat Genet. 1999 Apr;21(4):360-1
PMID: 10192383
-
Multilocus linkage analysis in humans: detection of linkage and estimation of recombination.
Am J Hum Genet. 1985 May;37(3):482-98
PMID: 3859205
-
A simple and accurate method for determination of microsatellite total allele content differences between DNA pools.
Hum Genet. 2000 Feb;106(2):218-26
PMID: 10746564
-
A new statistical method for haplotype reconstruction from population data.
Am J Hum Genet. 2001 Apr;68(4):978-89
PMID: 11254454
-
Inference of haplotypes from PCR-amplified samples of diploid populations.
Mol Biol Evol. 1990 Mar;7(2):111-22
PMID: 2108305
-
Association mapping of disease loci, by use of a pooled DNA genomic screen.
Am J Hum Genet. 1997 Sep;61(3):734-47
PMID: 9326338