Patient blood samples were collected from three locations in or around Iquitos in the Peruvian Amazon. Five putatively neutral microsatellite loci were characterized from 445 samples to ascertain the within and amongst population variation. A total of 30 day 0 and day of recurrent parasitaemia samples were characterized at microsatellite loci and five polymorphic antigen loci for haplotype classification.
The genetic diversity at microsatellite loci was consistent with neutral levels of variation measured in other South American
A population-level approach was used to yield a better estimate of the probability of a new infection versus relapse or recrudescence of homologous hypnozoites; hypnozoite activation was common for this cohort. Population studies are critical with the evaluation of genetic markers to assess
Molecular genotype profiles of the parasites in an infection are critical to the assessment of clinical efficacy studies. These profiles may also be used to estimate the rate of new infections in populations that are continuously exposed. Increasingly, molecular genotyping has been used to differentiate treatment recrudescence from re-infection by comparing the profiles or haplotypes in a paired patient samples [
Highly variable neutral microsatellite loci are ideal tools to assess population-level studies of
Samples were collected under a study aimed at assessing the efficacy of three doses of primaquine for the prevention of
A map of the three populations used in this study, Padrecocha, Santa Clara, and San Juan.
Parasitic DNA was extracted from 200 μl of whole blood following instructions from QIAamp DNA Blood Mini Kit (Qiagen). Genomic
Thirty paired samples (D-0 and D-R from the same subject) were genotyped for five polymorphic antigenic loci of
Microsatellite characterization was conducted on 445 samples from 355 subjects (355 D-0 samples and 90 D-R samples) using five microsatellite loci in the
The genetic variation for each microsatellite locus was measured by calculating the expected heterozygosity (
Wright’s fixation index, FST, was used to test for genetic differentiation between two populations [
For paired D-0 and D-R samples, P(match), the probability of a second infection with a particular haplotype occurring purely by chance, was calculated using the population haplotype frequency. This calculation follows Brockman
In order to characterize the genetic variation overall and for each individual population, 355 D-0 samples were characterized at five neutral microsatellite loci. A total of 117, 54 and 184 samples were characterized for microsatellite loci from Padrecocha, Santa Clara, and San Juan, respectively. Approximately 2% of the samples in Padrecocha and San Juan and 3% in Santa Clara represented mixed infections of multiple
| | | | | | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Padrecocha | 0.6833 ± 0.000 | 4 | 0.8430 ± 0.000 | 12 | 0.7149 ± 0.001 | 11 | 0.7711 ± 0.000 | 7 | 0.7998 ± 0.000 | 12 |
| Santa Clara | 0.7279 ± 0.001 | 6 | 0.8714 ± 0.000 | 11 | 0.7072 ± 0.002 | 9 | 0.7973 ± 0.000 | 7 | 0.8197 ± 0.001 | 10 |
| San Juan | 0.7282 ± 0.000 | 7 | 0.8665 ± 0.000 | 14 | 0.7227 ± 0.001 | 15 | 0.7775 ± 0.001 | 9 | 0.8071 ± 0.000 | 14 |
| All | 0.7173 ± 0.000 | 7 | 0.8665 ± 0.000 | 17 | 0.7168 ± 0.000 | 18 | 0.7812 ± 0.000 | 11 | 0.8149 ± 0.000 | 15 |
There was a significant amount of genetic differentiation (measured by FST) between Padrecocha and San Juan
A total of 30 paired samples collected at the D-0 and D-R visits were analysed for
Summary of polymorphic antigen loci (PAL) and microsatellite haplotypes from paired D-0 and D-R samples
| Number pairs with differenta PAL haplotype (%) | 13 (65) | 2 (100) | 3 (37.5) | 18 (60) |
| Number pairs with sameb PAL haplotype (%) | 7 (35) | 0 (0) | 5 (62.5) | 12 (40) |
| Number pairs with differenta microsatellite haplotype (%) | 19 (55.9) | 5 (50) | 21 (45.7) | 45 (50) |
| Number pairs with sameb microsatellite haplotype (%) | 15 (44.1) | 5 (50) | 25 (54.3) | 45 (50) |
| Number pairs where p(match) <0.05 (%) | 9 (69)c | 5 (100) | 23 (100)c | 37 (90.2) |
aDifferent is defined as having at least one out of five loci different between paired samples.
bSame is defined as having identical alleles at all loci from which a viable PCR product was obtained.
cp (match) was only calculated for samples where there was complete data; two paired samples in both Padrecocha and San Juan populations had incomplete data.
Ninety paired D-0 and D-R samples were analysed for
Microsatellite analysis of paired D-0 and D-R samples
| Padrecocha | 1 | 5 | 0 | 269 | 162 | 102 | 150 | 125 | S | 0.01 |
| | | | 70 | 269 | 162 | 102 | 150 | 125 | | |
| | 2 | 5 | 0 | 269 | 160 | 100 | 135 | 127 | D | |
| | | | 183 | 269 | 166 | 100 | 160 | 127 | | |
| | 3 | 5 | 0 | | | | 135 | | D | |
| | | | 141 | | | | 160 | | | |
| | 4 | 7 | 0 | 265 | 171 | 102 | 150 | | S | |
| | | | 84 | 265 | 171 | 102 | 150 | | | |
| | 5 | 14 | 0 | 265 | 171 | | 135 | | D | |
| | | | 83 | 265 | 166 | | 135 | | | |
| | 6 | 5 | 0 | 269 | 158 | 127 | 146 | 125 | D | |
| | | | 154 | 269 | 158 | 127 | 150 | 151 | | |
| | 7 | 5 | 0 | 282 | 162 | 100 | 146 | | D | |
| | | | 105 | 265 | 171 | 102 | 150 | | | |
| | 8 | 14 | 0 | 282 | 166 | 100 | 135 | 135 | D | |
| | | | 81 | 265 | 171 | 102 | 150 | 151 | | |
| | 9 | 7 | 0 | 282 | 166 | | 160 | | D | |
| | | | 28 | 282 | 166 | | 135 | | | |
| | 10 | 7 | 0 | 282 | 162 | 101 | 150 | 151 | D | |
| | | | 43 | 282 | 166 | 101 | 135 | 133 | | |
| | 11 | 5 | 0 | 282 | 163 | 98 | 150 | 151 | D | |
| | | | 120 | 282 | 163 | 98 | 150 | 153 | | |
| | 12 | 14 | 0 | 282 | 166 | | 135 | 133 | D | |
| | | | 55 | 282 | 166 | | 160 | 127 | | |
| | 13 | 5 | 0 | 269 | 158 | 126 | 146 | 125 | D | |
| | | | 154 | 269 | 158 | 126 | 135 | 127 | | |
| | 14 | 5 | 0 | 269 | 158 | 125 | 145 | 125 | S | 0.051 |
| | | | 210 | 269 | 158 | 125 | 145 | 125 | | |
| | 15 | 14 | 0 | 282 | 166 | | 160 | 125 | D | |
| | | | 43 | 282 | 166 | | 135 | 133 | | |
| | 16 | 7 | 0 | 282 | 166 | 102 | 135 | 133 | D | |
| | | | 105 | 269 | 162 | 102 | 160 | 125 | | |
| | 17 | 5 | 0 | 282 | 166 | 122 | 150 | 117 | D | |
| | | | 53 | 282 | 166 | 101 | 135 | 125 | | |
| | 18 | 5 | 0 | 269 | 166 | 101 | 160 | 127 | D | |
| | | | 63 | 282 | 162 | 101 | 146 | 125 | | |
| | 19 | 14 | 0 | 265 | 171 | 102 | 150 | 153 | S | 0.02 |
| | | | 91 | 265 | 171 | 102 | 150 | 153 | | |
| | 20 | 5 | 0 | 265 | 171 | 102 | 150 | 153 | D | |
| | | | 84 | 265 | 171 | 102 | 146 | 125 | | |
| | 21 | 5 | 0 | 269 | 158 | 125 | 145 | 125 | S | 0.031 |
| | | | 111 | 269 | 158 | 125 | 145 | 125 | | |
| | 22 | 5 | 0 | 269 | 158 | 125 | 145 | 125 | S | 0.031 |
| | | | 126 | 269 | 158 | 125 | 145 | 125 | | |
| | 23 | 14 | 0 | 269 | 159 | 100 | 135 | 127 | S | 0.01 |
| | | | 73 | 269 | 159 | 100 | 135 | 127 | | |
| | 24 | 5 | 0 | 265 | 170 | 102 | 150 | 153 | D | |
| | | | 70 | 265 | 170 | 102 | 150 | 125 | | |
| | 25 | 7 | 0 | 265 | 170 | 101 | 150 | 153 | S | 0.01 |
| | | | 53 | 265 | 170 | 101 | 150 | 153 | | |
| | 26 | 7 | 0 | 265 | 170 | 102 | 149 | 153 | S | 0.051 |
| | | | 76 | 265 | 170 | 102 | 149 | 153 | | |
| | 27 | 14 | 0 | 265 | | | 149 | 153 | D | |
| | | | 52 | 265 | | | 134 | 131 | | |
| | 28 | 5 | 0 | 265 | 170 | 102 | 149 | 153 | S | 0.051 |
| | | | 112 | 265 | 170 | 102 | 149 | 153 | | |
| | 29 | 7 | 0 | 265 | 170 | 102 | 149 | 153 | S | 0.051 |
| | | | 80 | 265 | 170 | 102 | 149 | 153 | | |
| | 30 | 14 | 0 | 265 | 170 | 102 | 149 | 153 | S | 0.051 |
| | | | 67 | 265 | 170 | 102 | 149 | 153 | | |
| | 31 | 7 | 0 | 265 | 170 | 102 | 149 | 153 | S | 0.051 |
| | | | 120 | 265 | 170 | 102 | 149 | 153 | | |
| | 32 | 5 | 0 | 265 | | | 136 | 125 | D | |
| | | | 63 | 265 | | | 134 | | | |
| | 33 | 5 | 0 | 265 | 170 | 102 | 150 | 153 | S | 0.01 |
| | | | 202 | 265 | 170 | 102 | 150 | 153 | | |
| | 34 | 7 | 0 | 265 | | | 149 | | S | |
| | | | 121 | 265 | | | 149 | 153 | | |
| Santa Clara | 35 | 7 | 0 | 265 | 162 | 98 | 150 | 151 | D | |
| | | | 52 | 265 | 164 | 102 | 135 | 127 | | |
| | 36 | 5 | 0 | 265 | 162 | 100 | 135 | 119 | D | |
| | | | 126 | 265 | 162 | 100 | 135 | 127 | | |
| | 37 | 5 | 0 | 265 | 171 | 102 | 150 | 153 | D | |
| | | | 87 | 265 | 171 | 102 | 150 | 151 | | |
| | 38 | 14 | 0 | 265 | 164 | 101 | 150 | 135 | D | |
| | | | 134 | 265 | 164 | 101 | 150 | 125 | | |
| | 39 | 5 | 0 | 265 | 170 | 102 | 149 | 153 | S | 0.019 |
| | | | 30 | 265 | 170 | 102 | 149 | 153 | | |
| | 40 | 5 | 0 | 265 | | | 160 | 125 | D | |
| | | | 38 | 265 | | | 160 | 153 | | |
| | 41 | 14 | 0 | 265 | 158 | 125 | 145 | 125 | S | 0.019 |
| | | | 178 | 265 | 158 | 125 | 145 | 125 | | |
| | 42 | 5 | 0 | 265 | 158 | 126 | 145 | 125 | S | 0.019 |
| | | | 117 | 265 | 158 | 126 | 145 | 125 | | |
| | 43 | 5 | 0 | 265 | 170 | 102 | 149 | 127 | S | 0.019 |
| | | | 110 | 265 | 170 | 102 | 149 | 127 | | |
| | 44 | 14 | 0 | 265 | 164 | 115 | 149 | 125 | S | 0.019 |
| | | | 32 | 265 | 164 | 115 | 149 | 125 | | |
| San Juan | 45 | 7 | 0 | 265 | | | 150 | | D | |
| | | | 28 | 265 | | | 135 | | | |
| | 46 | 5 | 0 | 265 | 162 | 102 | 150 | 127 | D | |
| | | | 43 | 265 | 171 | 102 | 150 | 151 | | |
| | 47 | 5 | 0 | 265 | 166 | 122 | 150 | 127 | S | 0.006 |
| | | | 71 | 265 | 166 | 122 | 150 | 127 | | |
| | 48 | 7 | 0 | 265 | 166 | 122 | 150 | 117 | D | |
| | | | 40 | 265 | 164 | 104 | 135 | 125 | | |
| | 49 | 5 | 0 | 265 | 164 | 102 | 135 | | D | |
| | | | 62 | 265 | 164 | 102 | 135 | | | |
| | 50 | 14 | 0 | 265 | 158 | 102 | 135 | 127 | D | |
| | | | 84 | 265 | 171 | 102 | 150 | 127 | | |
| | 51 | 5 | 0 | 265 | 171 | 102 | 150 | 127 | S | 0.006 |
| | | | 70 | 265 | 171 | 102 | 150 | 127 | | |
| | 52 | 5 | 0 | 265 | 171 | 102 | 150 | 151 | S | 0.006 |
| | | | 80 | 265 | 171 | 102 | 150 | 151 | | |
| | 53 | 14 | 0 | 265 | 164 | 101 | 160 | 125 | S | 0.012 |
| | | | 99 | 265 | 164 | 101 | 160 | 125 | | |
| | 54 | 14 | 0 | 265 | 158 | 125 | 149 | 125 | D | |
| | | | 144 | 265 | 158 | 125 | 145 | 125 | | |
| | 55 | 5 | 0 | 265 | 160 | 102 | 145 | 151 | D | |
| | | | 86 | 265 | 160 | 102 | 145 | 151 | | |
| | 56 | 5 | 0 | 265 | 162 | 102 | 135 | 151 | S | 0.006 |
| | | | 51 | 265 | 162 | 102 | 135 | 151 | | |
| | 57 | 5 | 0 | 265 | 170 | 100 | 150 | 127 | S | 0.006 |
| | | | 53 | 265 | 170 | 100 | 150 | 127 | | |
| | 58 | 5 | 0 | 265 | 174 | 100 | 134 | 119 | S | 0.006 |
| | | | 53 | 265 | 174 | 100 | 134 | 119 | | |
| | 59 | 7 | 0 | 265 | 160 | | 160 | 125 | S | |
| | | | 120 | 265 | 160 | | 160 | 125 | | |
| | 60 | 5 | 0 | 265 | 162 | 101 | 150 | 149 | S | 0.006 |
| | | | 72 | 265 | 162 | 101 | 150 | 149 | | |
| | 61 | 7 | 0 | 265 | | | 134 | | D | |
| | | | 99 | 265 | | | 134 | | | |
| | 62 | 7 | 0 | 265 | 170 | 100 | 159 | 153 | S | 0.006 |
| | | | 129 | 265 | 170 | 100 | 159 | 153 | | |
| | 63 | 5 | 0 | 265 | 174 | 102 | 134 | 125 | S | 0.006 |
| | | | 42 | 265 | 174 | 102 | 134 | 125 | | |
| | 64 | 5 | 0 | 265 | | | 149 | 121 | D | |
| | | | 122 | 265 | | | 159 | 121 | | |
| | 65 | 14 | 0 | 265 | 166 | 101 | 134 | 121 | S | 0.006 |
| | | | 98 | 265 | 166 | 101 | 134 | 121 | | |
| | 66 | 14 | 0 | 265 | 174 | 100 | 149 | 133 | D | |
| | | | 56 | 265 | 170 | 102 | 149 | 133 | | |
| | 67 | 14 | 0 | 265 | 166 | 151 | 134 | 127 | S | 0.006 |
| | | | 100 | 265 | 166 | 151 | 134 | 127 | | |
| | 68 | 5 | 0 | 265 | 158 | 122 | 149 | 127 | D | |
| | | | 113 | 265 | 158 | 122 | 149 | 127 | | |
| | 69 | 5 | 0 | 265 | | | 159 | 121 | D | |
| | | | 85 | 265 | | | 149 | 121 | | |
| | 70 | 14 | 0 | 265 | 166 | 121 | 134 | 121 | S | 0.006 |
| | | | 76 | 265 | 166 | 121 | 134 | 121 | | |
| | 71 | 5 | 0 | 265 | | 101 | 145 | | D | |
| | | | 210 | 265 | 164 | 105 | 150 | | | |
| | 72 | 5 | 0 | 265 | 162 | 100 | 160 | 153 | S | 0.006 |
| | | | 162 | 265 | 162 | 100 | 160 | 153 | | |
| | 73 | 7 | 0 | 265 | 166 | 99 | 135 | | D | |
| | | | 71 | 265 | 162 | 121 | 149 | | | |
| | 74 | 5 | 0 | 265 | 164 | 101 | 160 | 125 | S | 0.012 |
| | | | 103 | 265 | 164 | 101 | 160 | 125 | | |
| | 75 | 5 | 0 | 265 | 166 | 101 | 134 | | D | |
| | | | 197 | 265 | 162 | 101 | 134 | | | |
| | 76 | 5 | 0 | 265 | 170 | 102 | 150 | 125 | S | 0.006 |
| | | | 72 | 265 | 170 | 102 | 150 | 125 | | |
| | 77 | 5 | 0 | 265 | 166 | 100 | 160 | 125 | S | 0.006 |
| | | | 56 | 265 | 166 | 100 | 160 | 125 | | |
| | 78 | 5 | 0 | 265 | | | 135 | 133 | D | |
| | | | 168 | 265 | | | 135 | 148 | | |
| | 79 | 14 | 0 | 265 | 158 | 125 | 134 | 127 | D | |
| | | | 80 | 265 | 154 | 125 | 134 | 151 | | |
| | 80 | 7 | 0 | 265 | 170 | 101 | 149 | 125 | D | |
| | | | 51 | 265 | 166 | 121 | 149 | 125 | | |
| | 81 | 5 | 0 | 265 | | | 134 | | S | |
| | | | 136 | 265 | | | 134 | 121 | | |
| | 82 | 5 | 0 | 265 | | | 145 | | D | |
| | | | 59 | 265 | | | 135 | 151 | | |
| | 83 | 5 | 0 | 265 | 174 | 102 | 149 | 133 | D | |
| | | | 163 | 265 | 170 | 102 | 149 | 148 | | |
| | 84 | 7 | 0 | 269 | 162 | 103 | 145 | 153 | S | 0.006 |
| | | | 168 | 269 | 162 | 103 | 145 | 153 | | |
| | 85 | 14 | 0 | 269 | 162 | 100 | 149 | 148 | S | 0.006 |
| | | | 71 | 269 | 162 | 100 | 149 | 148 | | |
| | 86 | 14 | 0 | 265 | 167 | 101 | 149 | 153 | S | 0.006 |
| | | | 98 | 265 | 167 | 101 | 149 | 153 | | |
| | 87 | 5 | 0 | 269 | 162 | 121 | 149 | 127 | S | 0.006 |
| | | | 136 | 269 | 162 | 121 | 149 | 127 | | |
| | 88 | 5 | 0 | 269 | 166 | 101 | 135 | 153 | S | 0.006 |
| | | | 79 | 269 | 166 | 101 | 135 | 153 | | |
| | 89 | 14 | 0 | 271 | 166 | 101 | 134 | 121 | D | |
| | | | 183 | 276 | 162 | 100 | 140 | 148 | | |
| | 90 | 14 | 0 | 282 | 162 | 100 | 160 | 153 | S | 0.006 |
| 73 | 282 | 162 | 100 | 160 | 153 |
aTreatment given to the patient on D-0. ‘5’ represents 30 mg of primaquine for 5 days; ‘7’ represents 30 mg of primaquine for 7 days.
‘14’ represents 15 mg of primaquine for 14 days.
bDay of sample collection, where ‘0’ is Day-0 (D-0) and the second day is the day of recurrence (D-R) respective to D-0.
cAllele for each microsatellite loci are reported as PCR product size.
dThe final determination of concordance (S = same) or disconcordance (D = different) between the two microsatellite haplotypes (D-0 and D-R). Different alleles between a pair of samples are highlighted in red.
eP(match) values were calculated separately for each population and only for complete 5-locus haplotypes.
The microsatellite data were compared to the PAL data for 30 paired samples. Concordance between the paired samples was examined for both PAL and microsatellite data (both having the criteria of no differing loci for a D-0 and D-R pair). Twenty-four pairs (24/30, 80%) had concordant results between the two methods and six pairs (six/30, 20%) were non-concordant. Of the six that were non-concordant, one pair was determined as the same haplotype by microsatellite analysis at both time points and a different haplotype by antigen loci (the difference was at one of five loci,
The high levels of genetic diversity seen in these samples from the Peruvian Amazon are consistent with neutral levels of microsatellite and tandem repeat variation measured in
There was evidence of population differentiation between Padrecocha and San Juan; this differentiation was not observed between Santa Clara and either of the two sites. This result could be due to a sample size bias, as only 54 samples were available from Santa Clara. Extensive LD among microsatellite markers has been noted in Colombian and some (but not all) Brazilian
There have been several studies that have utilized population-based estimates of genetic variation to calculate the probability that a pair of samples from the same patient would have the same genetic profile or haplotype by chance. P (identical), the probability that a random pair of haplotypes is identical, is affected by low frequency haplotypes in a population [
Eighty percent of the paired samples examined by both microsatellite and antigen loci methods obtained the same overall result. Five out of six non-concordant paired samples (83%) were found to have different haplotypes at the two sampling times by microsatellite loci, but not by using antigen loci. This result is not unexpected, as microsatellite loci are putatively neutral with respect to selection, and, thus, should exhibit a greater amount of variation. Loci under strong selection, such as antigen loci, exhibit lower levels of variation in the population. These results emphasize the utility of using neutral loci to determine the
Interpretation of recurrent parasitaemia and drug treatment regimens in
There are limitations to microsatellite, tandem repeats, and PCR-based techniques to discern treatment outcomes. PCR bias, potential artifacts, and the inability to discriminate multiple clones are significant hurdles with these methods [
In conclusion, the
The authors declare that they have no competing interests.
AMM, VU, AAE, and DJB designed the study. AMM, VS, CS, and MS conducted the molecular genetics studies and data analysis. AMM, PCFG and DJB drafted the manuscript. SD, CC and DJB participated in the field study design and coordination of sample collection. All authors read and approved the final manuscript.
The authors would like to acknowledge the contribution of the patients to this study, the microscopy performed by Delores Rimarachin, Gerson Guedes and Greys Braga, and the map prepared for publication by Hugo Valdivia. The authors greatly appreciate comments by G Christain Baldeviano and Willy Lescano on this manuscript.
This work was developed and sponsored jointly by the Instituto Nacional de Salud of the Peruvian Ministry of Health and the US Naval Medical Research Unit Six (NAMRU-6). Funding for this project was received from the Global Emerging Infections Surveillance and Response System of the US Department of Defense (AFHSC/GEIS). This work was supported and funded by work unit number 847705.82000.256B.B0016. Additional financial support from the CDC Drug Resistance Working Group and support from the Atlanta Research and Education Foundation (Atlanta, GA, USA) are appreciated.
The views expressed in this article are those of the author and do not necessarily reflect the official policy or position of the Department of the Navy, Department of Defense, Centers for Disease Control and Prevention, nor the US Government.
Some of the authors are a military service members or employees of the U.S. Government. This work was prepared as part of their official duties. Title 17 U.S.C. §105 provides that ‘Copyright protection under this title is not available for any work of the United States Government.’ Title 17 U.S.C. §101 defines a U.S. Government work as a work prepared by a military service member or employee of the U.S. Government as part of that person’s official duties.