| Literature DB >> 20833170 |
William Weir1, Tülin Karagenç, Mohamed Gharbi, Martin Simuunza, Suleyman Aypak, Nuran Aysul, Mohamed Aziz Darghouth, Brian Shiels, Andrew Tait.
Abstract
The tick-borne apicomplexan parasite Theileria annulata is endemic in many sub-tropical countries and causes the bovine disease tropical theileriosis. Although the parasite is known to be highly diverse, detailed information is lacking on the genetic structure of natural populations and levels of multiplicity of infection in the cattle host. With the widespread deployment of live attenuated vaccines and the emergence of drug-resistant parasites in the field, it is vital to appreciate the factors which shape genetic diversity of the parasite both within individual hosts and in the wider population. This study addresses these issues and represents an extensive genetic analysis of T. annulata populations in two endemic countries utilising a high-throughput adaptation of a micro- and mini-satellite genotyping system. Parasite material was collected from infected cattle in defined regions of Turkey and Tunisia to allow a variety of analyses to be conducted. All animals (n=305) were found to harbour multiple parasite genotypes and only two isolates shared an identical predominant multi-locus profile. A modelling approach was used to demonstrate that host age, location and vaccination status play a measurable role in determining multiplicity of infection in an individual animal. Age was shown to positively correlate with multiplicity of infection and while positive vaccination status exerted a similar effect, it was shown to be due not simply to the presence of the immunising genotype. Importantly, no direct evidence was found for the immunising genotype spreading or recombining within the local parasite community. Genetic analysis confirmed the tentative conclusion of a previous study that the parasite population appears to be, in general, panmictic. Nevertheless, evidence supporting linkage disequilibrium and a departure from panmixia was uncovered in some localities and a number of explanations for these findings are advanced.Entities:
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Year: 2010 PMID: 20833170 PMCID: PMC3034872 DOI: 10.1016/j.ijpara.2010.08.004
Source DB: PubMed Journal: Int J Parasitol ISSN: 0020-7519 Impact factor: 3.981
Host information relating to Theileria annulata isolates from Tunisia and Turkey.
| Country | Area | Age (months) | Sex ( | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Min | Max | Mean | SD | M | F | ND | |||||
| Tunisia | 87 | Béja | 27 | ND | ND | ND | ND | 0 | 27 | 0 | 0 |
| El Hessiène | 44 | 1.5 | 20.0 | 5.5 | 3.3 | 17 | 17 | 10 | 0 | ||
| Bechir | 16 | 3.0 | 7.0 | 4.6 | 1.7 | 5 | 6 | 5 | 0 | ||
| Hassine | 13 | 1.5 | 20.0 | 6.1 | 5.5 | 5 | 4 | 4 | 0 | ||
| Salah | 15 | 2.0 | 12.0 | 5.8 | 2.3 | 7 | 7 | 1 | 0 | ||
| Other Tunisian area (Northern Tunisia) | 16 | 1.0 | 5.0 | 3.2 | 1.0 | 9 | 7 | 0 | 0 | ||
| Turkey | 218 | Akçaova district | 96 | 6.0 | 180.0 | 29.3 | 26.2 | 54 | 39 | 3 | 32 |
| Sariköy | 52 | 9.0 | 180.0 | 25.4 | 26.4 | 42 | 10 | 0 | 28 | ||
| Other Akçaova district | 44 | ||||||||||
| Aydın district | 37 | 8.0 | 120.0 | 37.8 | 25.7 | 14 | 23 | 0 | 1 | ||
| Osmanbükü | 12 | 8.0 | 84.0 | 27.7 | 24.0 | 4 | 8 | 0 | 1 | ||
| Other Aydın district | 25 | ||||||||||
| Incirliova district | 30 | 3.0 | 129.0 | 60.0 | 34.7 | 2 | 24 | 4 | 1 | ||
| Acarlar | 9 | 24.0 | 48.0 | 42.0 | 12.0 | 2 | 3 | 4 | 0 | ||
| Hao | 21 | 3.0 | 129.0 | 63.4 | 36.6 | 0 | 21 | 0 | 1 | ||
| Nazilli district | 38 | 3.0 | 138.0 | 49.8 | 35.9 | 6 | 32 | 0 | 6 | ||
| Sümer Mah | 11 | 5.0 | 138.0 | 49.7 | 50.3 | 3 | 8 | 0 | 3 | ||
| Kestel | 10 | 3.0 | 81.0 | 38.4 | 25.1 | 0 | 10 | 0 | 2 | ||
| Ocakli | 9 | 33.0 | 117.0 | 70.3 | 30.9 | 0 | 9 | 0 | 1 | ||
| Other Nazilli district | 8 | ||||||||||
| Other Turkish area (Aydın province) | 17 | 12.0 | 96.0 | 30.9 | 29.8 | 2 | 4 | 11 | 1 | ||
n = number of cattle sampled, Min = minimum, Max = maximum, M = male, F = female, ND = no data, n vacc = number of cattle which had been vaccinated against tropical theileriosis.
Summary statistics of multiplicity of infection in samples from Tunisia and Turkey.
| Country | Variable | Category | Number of alleles per locus per isolate | |||||
|---|---|---|---|---|---|---|---|---|
| Mean | SD | Minimum | Maximum | |||||
| Tunisia | – | 87 | 2.51 | 0.76 | 1.25 | 4.60 | – | |
| Region | Béja | 27 | 2.25 | 0.64 | 1.44 | 3.80 | ||
| Unknown | 16 | 2.81 | 0.76 | 1.44 | 4.50 | |||
| El Hessiène | 44 | 2.57 | 0.78 | 1.25 | 4.60 | |||
| Village | Bechir | 16 | 2.26 | 0.71 | 1.25 | 4.10 | ||
| Hassine | 13 | 2.92 | 0.85 | 1.75 | 4.60 | |||
| Salah | 15 | 2.58 | 0.71 | 1.56 | 4.20 | |||
| Béja | 27 | 2.25 | 0.64 | 1.44 | 3.80 | |||
| Sex | Male | 26 | 2.73 | 0.82 | 1.25 | 4.60 | ||
| Female | 51 | 2.36 | 0.70 | 1.30 | 4.00 | |||
| Turkey | – | 218 | 3.15 | 1.31 | 1.10 | 6.11 | – | |
| Region | Akçaova | 96 | 3.68 | 1.18 | 1.22 | 6.11 | < | |
| Sariköy | 52 | 4.10 | 1.02 | 1.60 | 6.11 | |||
| Aydın | 37 | 2.36 | 0.75 | 1.10 | 4.50 | |||
| Osmanbükü | 12 | 2.52 | 0.96 | 1.20 | 4.50 | |||
| Incirliova | 30 | 2.69 | 0.85 | 1.29 | 4.40 | |||
| Acarlar | 9 | 2.16 | 0.57 | 1.50 | 3.33 | |||
| Hao | 21 | 2.92 | 0.85 | 1.29 | 4.40 | |||
| Nazilli | 38 | 2.93 | 0.96 | 1.30 | 5.00 | |||
| Sümer Mah | 11 | 1.98 | 0.29 | 1.56 | 2.50 | |||
| Kestel | 10 | 3.26 | 0.53 | 2.50 | 4.00 | |||
| Ocakli | 9 | 4.08 | 0.55 | 3.30 | 5.00 | |||
| Breed | Friesian Holstein | 129 | 3.09 | 1.07 | 1.10 | 5.50 | ||
| Indigenous | 14 | 3.57 | 1.59 | 1.50 | 6.11 | |||
| Brown Swiss | 49 | 3.35 | 1.145 | 1.22 | 5.60 | |||
| Simmental | 7 | 2.80 | 1.41 | 1.60 | 5.30 | |||
| Sex | Male | 78 | 3.33 | 1.297 | 1.10 | 6.11 | ||
| Female | 122 | 3.09 | 1.04 | 1.10 | 5.40 | |||
| Vaccination status | Vaccinated | 41 | 3.80 | 1.071 | 1.10 | 5.40 | < | |
| Un-vaccinated | 177 | 3.00 | 1.09 | 1.10 | 5.40 | |||
P value refers to the result of a t-test or one-way ANOVA.
Modelling multiplicity of infection using multi-variable linear regression.
| Variable | Co-efficient | SE of coefficient | 95% Confidence Interval of coefficient | ||
|---|---|---|---|---|---|
| Lower | Upper | ||||
| Intercept | 3.82 | 0.24 | <0.001 | 3.34 | 4.31 |
| Age | 0.01 | 0.01 | 0.016 | 0.002 | 0.02 |
| Vaccinated = ‘no’ | −0.63 | 0.31 | 0.04 | −1.23 | −0.02 |
| Sex = ‘Female’ | 0.33 | 0.55 | 0.551 | −0.76 | 1.42 |
| Intercept | 2.04 | 0.57 | 0.001 | 0.91 | 3.17 |
| Age | 0.01 | 0.01 | 0.034 | 0.001 | 0.02 |
| Breed = ‘Brown Swiss’ | 1.38 | 0.62 | 0.028 | 0.15 | 2.60 |
| Breed = ‘Holstein’ | 1.56 | 0.61 | 0.012 | 0.35 | 2.77 |
| Breed = ‘Indigenous’ | 2.20 | 0.69 | 0.002 | 0.83 | 3.57 |
| Sex = ‘Female’ | 0.87 | 0.88 | 0.329 | −0.89 | 2.63 |
| Intercept | 2.66 | 0.27 | <0.001 | 2.11 | 3.21 |
| Age | 0.11 | 0.04 | 0.007 | 0.03 | 0.19 |
| Sex = ‘Female’ | −0.44 | 0.36 | 0.231 | −1.16 | 0.29 |
| Region = ‘El Hessiene’ | −0.79 | 0.30 | 0.012 | −1.40 | −0.18 |
SE = standard error.
Vaccinated = ‘yes’ and sex = ‘male’ are reference categories.
Sex = ‘male’ and breed = ‘simmental’ are reference categories.
Sex = ‘male’ and region = ‘unknown’ are reference categories.
Allelic variation in Tunisian and Turkish populations of Theileria annulata.
| Criteria | TS5 | TS6 | TS8 | TS9 | TS12 | TS15 | TS16 | TS20 | TS25 | TS31 | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Number of alleles within each sample | Maximum | 8 | 12 | 12 | 8 | 12 | 9 | 6 | 9 | 9 | 10 |
| Mean | 3.03 | 2.84 | 3.54 | 2.96 | 3.28 | 3.28 | 1.93 | 3.23 | 2.62 | 3.00 | |
| Number of unique alleles in population | Tunisia | 8 | 28 | 28 | 25 | 33 | 8 | 20 | 21 | 6 | 23 |
| Turkey | 12 | 50 | 48 | 32 | 44 | 11 | 30 | 28 | 17 | 54 | |
| Overall | 12 | 61 | 53 | 34 | 49 | 11 | 36 | 34 | 18 | 60 | |
| Gene diversity ( | Tunisia | 0.827 | 0.946 | 0.946 | 0.960 | 0.956 | 0.829 | 0.898 | 0.885 | 0.708 | 0.886 |
| Turkey | 0.818 | 0.950 | 0.963 | 0.947 | 0.963 | 0.808 | 0.858 | 0.872 | 0.671 | 0.967 | |
Fig. 1Allele frequencies of TS5 and TS16 in field populations of Theileria annulata. The frequency of the predominant allele in each sample was calculated for Tunisian and Turkish T. annulata populations and examples of two markers are illustrated. The results of TS5 contrast with TS16 in that the latter shows a large overall number of alleles, a larger proportion of private alleles and generally a greater difference in allele frequency between populations.
Genetic differentiation between field populations of Theileria annulata.
| Comparison | ||||
|---|---|---|---|---|
| Between Tunisia and Turkey | 305 | 0.052 | 0.052 | 0.019 |
| Between El Hessiène and Béja | 71 | 0.012 | 0.012 | 0.007 |
| Within El Hessiène (i.e. between Bechir, Hassine & Salah) | 44 | 0.017 | 0.018 | 0.012 |
| Between Akçaova, Aydın, Incirliova and Nazilli | 201 | 0.028 | 0.028 | 0.005 |
and θ are estimators of FST (a measurement of differentiation), SE = standard error.
Fig. 2Principal Component Analysis (PCA) of Tunisian and Turkish isolates of Theileria annulata. PCA was performed on the multi-locus genotype data representing the Tunisian and Turkish populations of T. annulata. The two principal axes generated by this analysis are presented, demonstrating a degree of sub-structuring between isolates from each country. The proportion of the variation in the dataset explained by each axis is indicated in parentheses.
Heterozygosity and linkage equilibrium analyses in populations of Theileria annulata.
| Comparison | No. alleles | No. alleles SD | Linkage | |||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 305 | 0.902 | 0.023 | 36.80 | 18.81 | 0.0187 | 0.9582 | 0.8351 | 0.8341 | LD | |
| Tunisia | 87 | 0.884 | 0.025 | 20.00 | 9.52 | 0.0102 | 1.0599 | 1.0143 | 1.0204 | LD |
| El Hessiène & Béja | 71 | 0.883 | 0.026 | 18.60 | 8.68 | 0.0125 | 1.0692 | 1.0111 | 1.0096 | LD |
| El Hessiène (3 farms) | 44 | 0.872 | 0.026 | 14.80 | 6.00 | 0.0119 | 1.1629 | 1.1414 | 1.1545 | LD |
| Bechir | 16 | 0.888 | 0.026 | 8.70 | 2.54 | −0.0168 | 0.7798 | 1.1328 | 1.1047 | LE |
| Hassine | 13 | 0.844 | 0.035 | 6.50 | 1.72 | 0.0500 | 1.6818 | 1.4518 | 1.4221 | LD |
| Salah | 15 | 0.848 | 0.034 | 7.50 | 2.37 | 0.0009 | 1.2650 | 1.5603 | 1.5342 | LE |
| Béja | 27 | 0.887 | 0.026 | 11.80 | 4.52 | 0.0115 | 1.0054 | 1.0198 | 1.0168 | LE |
| Turkey | 218 | 0.882 | 0.030 | 32.60 | 15.95 | 0.0197 | 1.1145 | 0.9758 | 0.9769 | LD |
| Akçaova, Aydın, Incirliova and Nazilli | 201 | 0.878 | 0.031 | 31.50 | 15.02 | 0.0228 | 1.1659 | 1.0003 | 1.0037 | LD |
| Akçaova | 96 | 0.850 | 0.039 | 23.30 | 10.47 | 0.0252 | 1.3861 | 1.2038 | 1.2084 | LD |
| Sariköy (all samples) | 52 | 0.800 | 0.046 | 13.60 | 5.40 | 0.0269 | 1.7139 | 1.5275 | 1.5192 | LD |
| Sariköy (un-vaccinated) | 24 | 0.762 | 0.062 | 8.50 | 3.75 | 0.0175 | 1.6545 | 1.7000 | 1.6909 | LE |
| Sariköy (vaccinated) | 28 | 0.829 | 0.035 | 11.10 | 3.63 | 0.0349 | 1.4960 | 1.4800 | 1.2795 | LD |
| Aydın | 37 | 0.906 | 0.023 | 16.40 | 5.72 | 0.0516 | 1.1513 | 0.8610 | 0.8656 | LD |
| Osmanbükü | 12 | 0.889 | 0.040 | 8.40 | 2.27 | 0.0072 | 0.8963 | 1.0828 | 1.1117 | LE |
| Incirliova | 30 | 0.868 | 0.033 | 13.00 | 5.87 | 0.0097 | 1.1111 | 1.1480 | 1.1444 | LE |
| Nazilli | 38 | 0.842 | 0.029 | 13.00 | 5.16 | 0.1262 | 2.6514 | 1.3743 | 1.3893 | LD |
| Sümer Mah | 11 | 0.489 | 0.069 | 3.00 | 1.25 | 0.0564 | 3.2209 | 2.9993 | 3.1468 | LD |
He = estimated heterozygosity, no. alleles = mean number of alleles identified across 10 loci.
= standard index of association, VD = mismatch variance (linkage analysis), LD = linkage disequilibrium, LE = linkage equilibrium,
LMC and LPARA = upper 95 % confidence limits of Monte Carlo simulation and parametric tests respectively (linkage analysis).
The numbers in bold indicate sub-populations which are in LE and display a low standard index of association.
Fig. 3Genotypes of Theileria annulata isolated from Tunisia and Turkey with sampling site indicated. Principal Component Analysis (PCA) was performed separately on the multi-locus genotype datasets representing samples from Tunisia and Turkey and the two principal axes generated by each of these analyses are shown. Data points representing isolates are colour-coded to indicate their place of origin. (A) Tunisian sites. The sampling sites in El Hessiène village and Béja are indicated and a cluster corresponding to six isolates from Hassine farm in El Hessiène is highlighted. (B) Turkish sites. The four districts in western Turkey where T. annulata were isolated are indicated. A cluster corresponding to 11 isolates from the village of Sümer Mah in Nazilli is highlighted.