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A Monte Carlo approach for estimation of haplotype probabilities in half-sib families.

The objective of this work was to propose an algorithm (HAPROB) to estimate haplotype probabilities for genotyped members of half-sib families for which parents lacked genotypic information. The algorithm had 2 basic steps. First, a Monte Carlo-based approach was used to estimate haplotype probabilities for sires conditional upon offspring genotypes and population allelic frequencies, and then offspring-haplotype probabilities were estimated conditional upon sire probabilities and population frequencies. The 2 steps were alternated iteratively until estimates of population frequencies were essentially unchanged. Simulation was used to evaluate effects of the number of Monte Carlo cycles on the accuracy of the reconstructed haplotypes. Fifty thousand cycles was found to be sufficient for the haplotype configurations considered. Accuracy of the algorithm was compared with that obtained by the public domain SIMWALK2 software. Predictions of the most likely haplotype configurations are produced by SIM-WALK2, but no estimates of probability are given. The accuracy of the current approach was comparable to that obtained from SIMWALK2. The proportions of times that haplotypes were reconstructed correctly were 87.0 and 92.4% (sires and offspring) for HAPROB vs. 87.5 and 91.5% for SIMWALK2. Effects of family size on accuracy of reconstruction were examined. Accuracy of reconstruction was only about 4% for sires with 2 offspring, but accuracy among the offspring themselves was 65%. Accuracy increased quickly as family size increased and reached 100% for sires with 30 offspring. Maximum accuracy for offspring was about 96%. Estimates of haplotype probabilities produced can be used in regression analyses to estimate effects of haplotypes on quantitative phenotypes.

Algorithms↗

Survey of major histocompatibility complex class II haplotypes in four turkey lines using restriction fragment length polymorphism analysis with nonradioactive DNA detection.

Four turkey lines were typed for MHC Class II haplotypes with restriction fragment length polymorphism (RFLP) analysis using a nonradioactive probe made from a chicken genomic clone of MHC Class II genes. The RFLP analysis detected 18 new patterns in the populations. There were three new haplotypes that had a frequency of about 10% or more in a population, whereas the rest appeared only once. The haplotype frequencies were significantly different in the E line, selected only for increased egg production, and the F line, selected only for increased body weight, compared with their respective randombred control lines. The shift of haplotype frequencies in the two selected lines seemed to be in opposite directions. One, but not the same, haplotype predominated in the selected lines, with about 50% of total haplotypes. Fewer haplotypes were frequent in the selected lines, whereas the frequencies in the control lines were relatively widely distributed, with the most frequent haplotype being below 35%. The frequency of homozygotes of the Class II haplotypes was the highest in the F line.

Animals↗

Y-chromosome DNA haplotypes in north African populations.

The frequency distribution of Y-chromosome haplotypes at DNA polymorphism p49/TaqI was studied in a sample of 505 North Africans from Mauritania, Morocco, Algeria, Tunisia, Libya, and Egypt. A particularly high frequency (55.0%) of Y-haplotype 5 (A2, C0, D0, F1, I1) was observed in these populations, with a relative predominance in those of Berber origin. Examination of the relative frequencies of other haplotypes in these populations, mainly haplotype 4 (the "African" haplotype), haplotype 15 (the "European" haplotype), and haplotypes 7 and 8 (the "Near-East" haplotypes), permit useful comparisons with neighboring peoples living in sub-Saharan Africa, Europe, and the Near East.

Adult↗

Single nucleotide polymorphisms and haplotype frequencies of UGT2B4 and UGT2B7 in a Japanese population.

Both UDP-glucuronosyltransferase 2B4 (UGT2B4) and UGT2B7 are expressed mainly in the human liver and have several overlapping substrates; e.g., catechol estrogens, bile acids, codeine, and carvedilol. To identify novel single nucleotide polymorphisms (SNPs) and haplotypes in a Japanese population, the enhancer/promoter regions, all the exons, and the surrounding intronic regions of UGT2B4 and UGT2B7 were sequenced from 136 Japanese individuals. We found 16 and 21 polymorphisms, including 10 and 4 novel ones in UGT2B4 and UGT2B7, respectively. The novel nonsynonymous SNPs were 1364A>G (K455R) and 1531T>C (C511R) in UGT2B4 and 1192G> A (D398N) in UGT2B7. From linkage disequilibrium analysis, several SNPs in UGT2B7 were found to be highly linked with each other. No close linkage between the SNPs in UGT2B4 and UGT2B7 was observed, indicating that each gene is located within an independent haplotype block. Thus, haplotype analysis was separately performed for the two genes. In UGT2B4, we unambiguously determined 8 haplotypes and inferred an additional 12 haplotypes using an expectation-maximization-based program. In UGT2B7, five haplotypes were unambiguously assigned and an additional eight haplotypes were inferred. The haplotype structure of UGT2B7 was more diverse than that of UGT2B4 in terms of the number of frequent SNPs. In addition, ethnic differences in the UGT2B4(*)2 and UGT2B7(*)2 haplotypes between the Japanese and the Caucasian and/or African populations were found. Our findings provide fundamental and useful information for genotyping UGT2B4 and UGT2B7 in the Japanese, and probably other populations.

Asian People↗

Sequence variations in the 5' flanking and IVS-II regions of the G gamma- and A gamma-globin genes of beta S chromosomes with five different haplotypes.

We have amplified and sequenced the 5' flanking and the second intervening sequence (IVS-II) regions of both the G gamma- and A gamma-globin genes of the beta S chromosomes from sickle cell anemia (SS) patients with homozygosities for five different haplotypes. The sequencing data, compared with previously published sequences for the normal chromosomes A and B, show many similarities to chromosome B for haplotypes 19, 20, and 17, while haplotypes 3 and 31 are remarkably similar to chromosome A and also similar to each other. Several unique mutations were found in the 5' flanking regions (G gamma and A gamma) of haplotypes 19 and 20 and in the IVS-II segments of the same genes of haplotypes 19, 20, and 17; the IVS-II of haplotypes 3 and 31 were identical to those of chromosome A. Dot-blot analyses of amplified DNA from additional SS patients with specific probes have confirmed that these mutations are unique for each haplotype. The two general patterns that have been observed among the five haplotypes have most probably arisen by gene conversion events between the A and B type chromosomes in the African population. These patterns correlate with high and low fetal hemoglobin expression, and it is speculated that these and other yet unknown gene conversions may contribute to the variations in hemoglobin F and G gamma levels observed among SS patients. In vitro expression experiments involving the approximately 1.3-kb 5' flanking regions of the G gamma- and A gamma-globin genes of the beta S chromosomes with the five different haplotypes failed to detect differences between the levels of expression, suggesting that the sequence variations observed between these segments of DNA are not the primary cause of the differences in hemoglobin F levels among the SS patients.

Anemia, Sickle Cell↗

Two divergent routes of evolution gave rise to the DRw13 haplotypes.

The HLA class II genes and haplotypes have evolved over a long period of evolutionary time by mechanisms such as gene conversion, reciprocal recombination and point mutation. The extent of the diversity generated is most clearly evident in an analysis of the HLA class II alleles present within DRw13 haplotypes. This study uses cDNA sequencing to examine the first domains of DRB1, DRB3, DQA1, and DQB1 alleles from several American black individuals expressing seven different DRw13 haplotypes, five with undefined HLA-D specificities (i.e., not Dw18 or Dw19). Two new DRw13 alleles described in this study are the first examples of convergent evolution of DR alleles in which gene conversion has apparently combined segments of DRB1 alleles encoding DRw11 and DRw8 to generate two new DRB1 alleles, DRB1*1303 and DRB1*1304, that encode molecules bearing serologic determinants of a third allele, DRw13. These new DRw13 alleles are found embedded in haplotypes of DRw11 origin distinct from haplotypes encoding previously identified DRw13 alleles, DRB1*1301 and DRB1*1302. These data suggest that two evolutionary pathways may have given rise to two subgroups of alleles encoding molecules that share DRw13 serologic determinants yet which possess different structural and, likely, functional motifs. Reciprocal gene recombination events resulting in different DR, DRw52 and DQ allele combinations also appear to have played a crucial role in augmenting the level of diversity found in DRw13 haplotypes. Recombination has resulted in the association of one of the new DRw13 alleles with a DQw2 allele normally found associated with DR7 and the association of the DRw52c-associated DRw13 allele (DRB1*1302) with three different DQw1 alleles. The seven DRw13 haplotypes that have resulted from the effect of recombination on haplotypes formed by the two pathways of DRw13 allelic diversification have resulted in different repertoires of class II molecules and, most likely, different immune response profiles in individuals with these haplotypes.

Alleles↗

Haplotypes in tribal Indians bearing the sickle gene: evidence for the unicentric origin of the beta S mutation and the unicentric origin of the tribal populations of India.

To determine the origin of sickle cell anemia (SS) in India, we analyzed haplotypes of the beta gene cluster in beta S-carrying individuals belonging to tribal populations living in the Nilgiris region of southern India and complemented the available data on tribes of east-central India. We found that in the Nilgiris tribes chromosomes bearing the beta S gene are linked in 91% of the cases to the "Asian" (Arab-Indian) haplotype (although 25% of the haplotypes had the epsilon polymorphic site negative, making the 5' portion of the haplotype identical with the African Senegal haplotype). These XmnI (+) chromosomes were associated with high G gamma expression (67.2 +/- 5.9%) and a high percentage of Hb F (15.5 +/- 7.9%; range, 6-25.3%). We have similar findings for tribal groups from west-central India (Gujarat). In east-central India we have confirmed the data of others, finding the same haplotype linked to beta S in tribes living in the east (Orissa, Andhra Pradesh). We conclude that the beta S gene in presently isolated and disperse tribal populations in India is associated with one predominant typical haplotype, suggesting a unicentric origin of the mutation in India. In addition, this finding implies a unicentric origin of the tribal populations themselves: The gene must have arisen and spread before tribal dispersion. Furthermore, we find extremely high frequencies of the (-alpha) haplotype in the Nilgiris (0.89) and in Gujarat (0.95). The beta S gene linkage to a high Hb F-expressing haplotype and the high incidence of alpha-thalassemia predict a mild phenotypical expression of sickle cell anemia in India.

Anemia, Sickle Cell↗

Phenylketonuria in the Greek population. Haplotype analysis of the phenylalanine hydroxylase gene and identification of a PKU mutation.

Haplotype analysis of the phenylalanine hydroxylase (PAH) gene was performed on 27 chromosomes from a sample of 14 Greek phenylketonuria (PKU) probands and their parents. The majority (94%) of the 17 mutant PAH alleles are on haplotypes 1, 2 and 4, with haplotype 1 being most common. Sixty per cent of ten control PAH alleles are on haplotypes 1, 2 and 4. Haplotype 3 was not present in either group. A new MspI restriction site was found in exon 9 of a single mutant PAH allele on haplotype 7. The mutation responsible for the restriction site alteration is a T to C transition at nucleotide 1154 of the PAH cDNA, resulting in the conversion of codon 311 from leucine to proline (L311P). The same mutation has been described on a haplotype 1 allele in a German PKU patient. A single crossover event would be required to transfer this mutation from haplotype 1 to 7. Migration of this mutation from one haplotype to another by recombination cannot be distinguished from a recurrent mutation at this site.

Alleles↗

Concordance of human leukocyte antigen haplotype-sharing, CD4 decline and AIDS in hemophilic siblings. Multicenter Hemophilia Cohort and Hemophilia Growth and Development Studies.

OBJECTIVE: To assess the association between human leukocyte antigen (HLA) haplotypes and the incidence rates of CD4 decline to < 20% and to AIDS. DESIGN: Retrospective cohort study of 95 HIV-1-infected hemophilic sibling pairs. METHODS: HLA haplotype-sharing between siblings was assigned on the basis of serologic typing of HLA class I alleles and molecular typing of HLA class II alleles. Concordance of time to CD4 decline to < 20% and to AIDS within and between sibling pairs was assessed by analysis of variance models and calculations of intraclass correlation coefficients. The age-adjusted relative risks of these two endpoints for unique class II haplotypes were determined from proportional hazards models. RESULTS: Sibling pairs sharing one or two haplotypes were significantly concordant in CD4 decline and AIDS status within 5 years of seroconversion. No concordance was found in pairs sharing zero haplotypes. At 6-10 years after seroconversion, significant concordance of these two endpoints was also observed in the pairs sharing one haplotype. The concordant results were not explained by the use of zidovudine within the pairs. Among the individuals in this cohort, the relative hazards for CD4 decline to < 20% and for AIDS were significantly elevated for one class II haplotype (DQB1*0501, DQA1*0101, DRB1*0101). In addition, the risk for AIDS was significantly increased for two other class II haplotypes (DQB1*0603, DQA1*0103, DRB1*1300, DRB3*0202 and DQB1*0301, DQA1*0501, DRB1*1400, DRB3*0202) and significantly decreased for one haplotype (DQB1*0302, DQA1*0301, DRB1*0401, DRB4*0101). CONCLUSIONS: These data demonstrate that HIV-1 disease progression is associated with the genes in the major histocompatibility complex that regulate the host's immune response.

Acquired Immunodeficiency Syndrome↗

Major-histocompatibility-complex extended haplotypes in membranoproliferative glomerulonephritis.

Membranoproliferative glomerulonephritis is often associated with evidence of immune derangement, especially hypocomplementemia. We studied genetic markers for membranoproliferative glomerulonephritis within the major histocompatibility complex in 34 patients and their families and in 29 normal families. We examined the frequencies of extended haplotypes (combinations of alleles that tend to occur together) in patients and controls. The extended haplotype HLA-B8,DR3,SC01,GLO2(glyoxalase I 2) was observed in 9 of 68 disease-associated haplotypes (13 percent), but in only 3 of 205 controls (1 percent) (relative risk, 14.79; P less than 0.001). An extended haplotype similar except for a different glyoxalase allotype (B8,DR3,SC01,GLO1) did not occur with increased frequency, nor did any other extended haplotypes. Patients with the extended haplotype B8,DR3,SC01,GLO2 had a higher incidence of renal insufficiency than those without it (P less than 0.01). The data support the hypothesis that a specific extended haplotype of the major histocompatibility complex is associated with susceptibility to membranoproliferative glomerulonephritis, and that patients with glomerulonephritis who have this extended haplotype have a poorer prognosis for kidney survival than those without the haplotype.

Alleles↗

T-cell receptor alpha haplotype influences V alpha epitope expression on both cortisone-resistant thymocytes and lymph node T cells.

We have previously described a mouse strain congenic for the T-cell receptor alpha chain locus (Tcra). The strain, B10.D2.C-Tcraa/Bo, carries the Tcraa haplotype of BALB/c instead of the Tcrab haplotype normally found in B10.D2. By comparing B10.D2.C-Tcraa and B10.D2 mice, we now show that the Tcra haplotype influences the frequencies of V alpha 8 epitope expression on T cells detected by the novel B21.14 monoclonal antibody (MoAb). This finding agrees well with our previous observation that Tcra haplotype influences the frequencies of expression of two other V alpha 8 epitopes, detected by the KT50 and KT65 MoAbs. The specificities of the three V alpha 8-specific MoAbs were compared by scatter diagram analysis of staining frequencies obtained in individual mice. The B21.14 and KT50 MoAbs appear to have very similar specificities; these two MoAbs stain slightly more alpha beta T cells than the KT65 MoAb. Investigations with another novel MoAb, the V alpha 2-specific B20.1, revealed that the Tcra haplotype also influences the frequency of V alpha 2 epitope expression. The effect of the Tcra haplotype on V alpha 2 epitope expression was evident not only among lymph node T cells but also among mature, cortisone-resistant thymocytes. Thus, the influence of the Tcra haplotype is imprinted already in the thymus. The most likely explanations for Tcra haplotype dependency of V alpha epitope expression are differing numbers of V alpha-gene segment subfamily members and/or allelic polymorphism. The significance of Tcra haplotype-dependent V alpha epitope expression is discussed.

Animals↗

Extended major histocompatibility complex haplotypes in type I diabetes mellitus.

We have studied major histocompatibility complex markers in Caucasian patients with type I diabetes mellitus and their families. The frequencies of extended haplotypes that were composed of specific HLA-B, HLA-DR, BF, C2, C4A, and C4B allelic combinations, which occurred more commonly than expected, were compared on random diabetic and normal chromosomes in the study families. We demonstrated that all of the previously recognized increases in HLA-B8, B18, B15, DR3, and perhaps DR4 could be ascribed to the increase among diabetic haplotypes of a few extended haplotypes: [HLA B8, DR3, SC01, GLO2]; [HLA-B18, DR3, F1C30]; [HLA-B15, DR4, SC33]; and [HLA-BW38, DR4, SC21]. In fact, HLA-DR3 on nonextended haplotypes was "protective", with a relative risk considerably less than 1.0. There was a paucity or absence among diabetic patients of several extended haplotypes of normal chromosomes, notably [HLA-B7, DR2, SC31] and [HLA-BW44, DR4, SC30]. The extended haplotype [HLA-BW38, DR4, SC21] is found only in Ashkenazi Jewish patients, which suggests that extended haplotypes mark specific mutations that arise in defined ethnic groups. The data show that no known MHC allele, including HLA-DR3 and possibly HLA-DR4, is per se a marker for or itself a susceptibility gene for type I diabetes. Rather, extended haplotypes, with relatively fixed alleles, are either carriers or noncarriers of susceptibility genes for this disease. Thus, the increased frequency (association) or the decreased frequency (protection) of individual MHC alleles is largely explainable by these extended haplotypes.

Alleles↗

Founder haplotype for Machado-Joseph disease in the Indian population: novel insights from history and polymorphism studies.

BACKGROUND: The ACA haplotype is associated with 72% of the expanded repeats in Machado-Joseph disease (MJD) worldwide and has been traced to a Portuguese ancestry. It is present in only 5% of the normal chromosomes in the Portuguese population. OBJECTIVE: To trace the origin of expanded alleles of MJD in the Indian population. METHODS: We performed CAG repeat size determination and haplotype analysis for 9 families with MJD and 263 unrelated chromosomes with unexpanded CAG sequences from the Indian population. RESULTS: All the expanded alleles were exclusively associated with the ACA haplotype in the Indian population. Interestingly, this haplotype was very common in normal alleles (40%) as compared with the Portuguese population (5%) and was significantly associated with large normal alleles (Pearson chi(2)1 = 87.1, P<.001) in the Indian population. We also observed a rare intermediate allele of MJD with the ACA haplotype but with a CAG variant instead of CAA at the sixth position in the repeat tract. CONCLUSIONS: Overrepresentation of the ACA haplotype in large normal alleles in India as compared with the Portuguese population suggests that the expansion-prone large normal alleles with the ACA haplotype may have been introduced in the Portuguese population through admixture with South Asian populations. Detailed haplotype analysis of a CAG variant within the repeat tract in an intermediate allele of MJD suggests a mechanism of gene conversion in the expansion.

Chromosome Mapping↗

Haplotype-phenotype correlation in Fukuyama congenital muscular dystrophy.

In typical Fukuyama congenital muscular dystrophy (FCMD), peak motor function is usually only unassisted sitting or sliding on the buttocks, though a few patients are able to walk at some point. However, a few patients have a severe phenotype and never acquire head control. In addition, it is clinically difficult to differentiate this severe FCMD from Walker-Warburg syndrome (WWS) or from muscle-eye-brain disease (MEBD). In order to establish a genotype-phenotype correlation, we performed haplotype analysis using microsatellite markers closest to the FCMD gene (FCMD) in 56 Japanese FCMD families, including 35 families whose children were diagnosed as FCMD with the typical phenotype, 12 families with a mild phenotype, and 9 families with a severe phenotype. Of the 12 propositi with the mild phenotype, 8 could walk and the other 4 could stand with support; 10 cases were homozygous for the ancestral founder (A-F) haplotype whereas the other 2 were heterozygous for the haplotype. In the 9 severe cases, who had never acquired head control or the ability to sit without support, 3 had progressive hydrocephalus, 2 required a shunt operation, and 7 had ophthalmological abnormalities. Haplotype analysis showed that 8 of the 9 cases of the severe phenotype are heterozygous for the A-F haplotype, and the other one homozygous for the haplotype. We confirmed that at least one chromosome in each of the 56 FCMD patients has the A-F haplotype. The rate of heterozygosity for the A-F haplotypes was significantly higher in severe cases than in typical or mild cases (P < 0.005). Severe FCMD patients appeared to be compound heterozygotes for the founder mutation and another mutation. Thus, the present study yielded molecular genetic evidence of a broad clinical spectrum in FCMD.

Brain↗

Heterogeneity of mitochondrial DNA haplotypes in Pre-Columbian Natives of the Amazon region.

We report the first study of mitochondrial DNA (mtDNA) sequencing from ancestral Amerindian populations of the South American continent. Sequencing of the D-loop region of mtDNA was carried out for bone fragments from 18 skeletons of Pre-Columbian Amerinidians. The skeletons were excavated in different archeological sites of the Brazilian Amazon region, with dating estimated at 500-4,000 years before the present. The sequencing of at least 354 bases permitted the identification of 13 haplotypes defined by variation of 26 nucleotide positions. Two haplotypes were shared by more than one sample, while 11 haplotypes were observed for a single sample. Seven haplotypes observed in 11 individuals (61% of the sample) belong to the four haplogroups described by Horai et al. (1993). Three samples that shared the transition C-->T in positions 16,223 and 16,278 formed a fifth haplogroup, which has been previously described in present-day Indian populations. Finally, four samples formed a heterogeneous group but each haplotype had at least one mutation typically detected in Asian or Mongoloid populations. Thus, although only haplotypes shared by Asian populations were detected, a wide haplotype variability was observed. If our sample is representative of Pre-Columbian South America, the percentage of haplotypes (39%) not belonging to the four haplogroups described by Horai is much greater than in contemporary indigenous populations. This permits us to suggest that, in addition to the postulated bottleneck effect during the migration from Asia to the Americas, the depopulation effect started by European colonization in the 16th century contributed to the reduction in genetic variability of Amerindians.

Base Sequence↗

Hematological effects of atypical and Cameroon beta-globin gene haplotypes in adult sickle cell anemia.

To examine the effects of unusual or atypical beta-globin gene cluster haplotypes on the hematological features and Hb F levels of sickle cell anemia, we studied African Americans who had an atypical or Cameroon haplotype chromosome in association with a typical haplotype. We identified over 20 atypical haplotypes. The distribution of 5' sub-haplotypes of the atypical chromosomes mirrored the distribution of common haplotypes in African Americans with sickle cell anemia. Neither 5' nor 3' subhaplotypes of the atypical chromosomes affected Hb F levels, packed cell volume, or mean corpuscular volume in individuals with a Benin chromosome. That the 5' subhaplotype is unaffected might be a consequence of the small numbers of Senegal 5' subhaplotypes in our sample, the need for linkage of both 5' and 3' subhaplotypes of any haplotype for an effect on Hb F to be present, or the likelihood that a normal beta-globin gene contributed the 5' subhaplotypes of some atypical haplotypes.

Adult↗

HbF production in beta thalassaemia heterozygotes for the IVS-II-1 G-->A beta(0)-globin mutation. Implication of the haplotype and the (G)gamma-158 C-->T mutation on the HbF level.

We studied the presence of the XmnI site and the beta-globin haplotype in 24 individuals, carriers of the IVSII-1 G-->A beta(0)-globin mutation, of whom fourteen had no detectable levels of HbF, while ten coming from 5 families, presented HbF levels ranging from 1.7 to 9% of the total Hb. Of these beta-thalassaemia heterozygotes with fetal hemoglobin, 6 were females and 4 were males with median HbF levels of 4.85% and 4% respectively, and an excess of (G)gamma chains (range (G)gamma/(A)gamma: 55/45-70/30). Of the group of carriers of beta-thalassaemia with HbF < 0.1, in all cases except one, IVSII-1 mutation was found associated with XmnI polymorphic site. Haplotype analysis in these individuals revealed that in 10 cases IVSII-1 was linked with haplotype IIIb, in 1 case with haplotype IIIa, and in 3 cases with haplotype IX. On the other hand, in the group of carriers with measurable levels of HbF, IVSII-1 was always associated with haplotype IIIa and the XmnI site was either in-homozygous or the heterozygous state in-cis or in-trans with the mutated beta-globin gene. In conclusion the results of the study of these families seem that XmnI site in-cis with the IVSII-1 does not induce HbF production when this beta(0)-thalassaemia mutation is associated with IIIb or IX haplotype. On the other hand the (G)gamma -158 C-->T mutation is associated with small amounts of HbF in IVSII-1 heterozygotes, when the beta-globin mutation is linked to haplotype IIIa.

Female↗

Sampling among haplotype resolutions in a coalescent-based genealogy sampler.

Analysis of the coalescent structure of a population may provide information useful in mapping disease loci. Current coalescent-based genealogy samplers require haplotyped data, but haplotypes are not always available, and it is not practical to sum over all haplotype assignments for large data sets. We describe a method of adding haplotype re-evaluation to the sampler, so that it samples not only among genealogies explaining a given haplotype configuration, but also among different haplotype configurations. Several different haplotype-rearrangement strategies are considered, but the simplest-inverting the phase of a single site in a single individual-appears to be the most successful. The straightforward haplotype sampler does not mix well; heating approaches can greatly improve its performance.

Computer Simulation↗