| Literature DB >> 31039781 |
Lara Cotta Amaral1, Daniela Rocha Robortella1,2, Luiz Felipe Ferreira Guimarães1, Jean Ezequiel Limongi3, Cor Jesus Fernandes Fontes4, Dhelio Batista Pereira5, Cristiana Ferreira Alves de Brito1, Flora Satiko Kano1, Taís Nóbrega de Sousa6, Luzia Helena Carvalho7,8.
Abstract
BACKGROUND: The unexpected high proportion of submicroscopic malaria infections in areas with low transmission intensity challenges the control and elimination of malaria in the Americas. The current PCR-based assays present limitations as most protocols still rely on amplification of few-copies target gene. Here, the hypothesis was that amplification of different plasmodial targets-ribosomal (18S rRNA) and non-ribosomal multi-copy sequences (Pvr47 for Plasmodium vivax and Pfr364 for Plasmodium falciparum)-could increase the chances of detecting submicroscopic malaria infection.Entities:
Keywords: Malaria; Mixed-malaria infections; Molecular diagnosis; PCR; Submicroscopic
Mesh:
Substances:
Year: 2019 PMID: 31039781 PMCID: PMC6492410 DOI: 10.1186/s12936-019-2781-3
Source DB: PubMed Journal: Malar J ISSN: 1475-2875 Impact factor: 2.979
Fig. 1Methodological strategy for field evaluation of PCR-based protocols. Regardless the results obtained by light microscopy, blood-derived DNA samples from clinical (n = 110) and subclinical (n = 324) malaria suspects were submitted to species-specific PCR based-protocols targeting ribosomal (18S rRNA gene) and non-ribosomal Plasmodium sequences. The 18S rRNA-based protocols included a Nested-PCR assay adapted from the original protocol (16) with modifications (22), and a real-time PCR assay (R-qPCR) as previously described (17). The non-ribosomal (NR) amplification of P. vivax (Pvr47) and P. falciparum (Pfr364) involved a previously described single step conventional PCR assay (NR-cPCR) (24), and a real-time PCR protocol (NR-qPCR) whose primers and cycling conditions were described in “Methods”
Titration of P. vivax single infection by PCR assays targeting ribosomal (18S rRNA) and non-ribosomal (Pvr47) species-specific sequences
| Parasite density (µL)d | 18S rRNA | Pvr47 | ||
|---|---|---|---|---|
| Nested-PCR | R-qPCR | NR-cPCR | NR-qPCR | |
| 2000 | 3/3 (100%) | 3/3 (100%) | 3/3 (100%) | 3/3 (100%) |
| 670 | 3/3 (100%) | 3/3 (100%) | 3/3 (100%) | 3/3 (100%) |
| 220 | 3/3 (100%) | 3/3 (100%) | 3/3 (100%) | 3/3 (100%) |
| 74 | 3/3 (100%) | 3/3 (100%) | 3/3 (100%) | 3/3 (100%) |
| 25 | 3/3 (100%) | 3/3 (100%) | 3/3 (100%) | 3/3 (100%) |
| 8 | 3/3 (100%) | 3/3 (100%) | 3/3 (100%) | 3/3 (100%) |
| 3 | 3/3 (100%) | 3/3 (100%) | 0/3 (0%) | 3/3 (100%) |
| 1 | 1/3 (33%) | 2/3 (67%) | 0/3 (0%) | 3/3 (100%) |
| 0.3 | 0/3 (0%) | 2/3 (67%) | 0/3 (0%) | 2/3 (67%) |
| PCR positivity | 22/27 (81%)a,b | 25/27 (93%)b | 18/27 (67%)a | 26/27 (96%)b |
| Target positivity | 47/54 (87%)a′ | 44/54 (81%)a′ | ||
P. vivax blood-derived DNA template was serial diluted (2000 to 0.3 parasites/µL) and submitted to each PCR protocol in triplicate. The results were expressed as the number of positive samples in relation to the total of replicates (percentage of positive). PCR assays were defined as described in legend of Fig. 1
Different letters (a,b) indicate differences between proportions (p < 0.05, Fisher’s Exact Test)
No difference was observed between proportions of targets positivity (a′)
cDetermined by Light Microscopy
dParasite density (µL of blood) was estimated according to the fold-dilution
Titration of P. falciparum single infection by PCR assays targeting ribosomal (18S rRNA) and non-ribosomal (Pfr364) species-specific sequences
| Parasite density (µL)d | 18S rRNA | Pfr364 | ||
|---|---|---|---|---|
| Nested-PCR | R-qPCR | NR-cPCR | NR-qPCR | |
| 2000 | 3/3 (100%) | 3/3 (100%) | 3/3 (100%) | 3/3 (100%) |
| 670 | 3/3 (100%) | 3/3 (100%) | 3/3 (100%) | 3/3 (100%) |
| 220 | 3/3 (100%) | 3/3 (100%) | 3/3 (100%) | 3/3 (100%) |
| 74 | 3/3 (100%) | 3/3 (100%) | 3/3 (100%) | 3/3 (100%) |
| 25 | 2/3 (67%) | 2/3 (67%) | 3/3 (100%) | 3/3 (100%) |
| 8 | 1/3 (33%) | 1/3 (33%) | 3/3 (100%) | 3/3 (100%) |
| 3 | 1/3 (33%) | 1/3 (33%) | 2/3 (67%) | 3/3 (100%) |
| 1 | 0/3 (0%) | 0/3 (0%) | 1/3 (33%) | 0/3 (0%) |
| 0.3 | 0/3 (0%) | 0/3 (0%) | 0/3 (0%) | 1/3 (33%) |
| PCR positivity | 16/27 (59%)a | 16/27 (59%)a | 21/27 (78%)a | 22/27 (81%)a |
| Target positivity | 32/54 (59%)a′ | 43/54 (80%)b′ | ||
P. falciparum blood-derived DNA template was serial diluted (2000 to 0.3 parasites/µL) and submitted to each PCR protocol in triplicate. The results were expressed as the number of positive samples in relation to the total of replicates (percentage of positive)
Different letters (a, a′, b′) indicate differences between proportions (p < 0.05, Fisher’s Exact Test). PCR assays were defined as described in legend of Fig. 1
cDetermined by light microscopy
dParasite density (µL of blood) was estimated according to the fold-dilution
Titration of P. falciparum in artificial mixed infections by PCR assays targeting ribosomal (18S rRNA) and non-ribosomal (Pvr47/Pfr364) species-specific sequences
| Parasite density (per µl of blood) | 18S rRNA | Pvr47/Pfr364 (NR targets) | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Nested-PCR | R-qPCR | NR-cPCR | NR-qPCR | ||||||||||
| Pv | Pf | #1 | #2 | #3 | #1 | #2 | #3 | #1 | #2 | #3 | #1 | #2 | #3 |
| 1433 | 1489 | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf |
| 496 | Pv + Pf | Pv + Pf | Pv + Pf | Pv | Pv | Pv | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | |
| 165 | Pv + Pf | Pv + Pf | Pv + Pf | Pv | Pv | Pv | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | |
| 55 | Pv | Pv + Pf | Pv + Pf | Pv | Pv | Pv | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | |
| 18 | Pv + Pf | Pv | Pv + Pf | Pv | Pv | Pv | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | |
| 6 | Pv | Pv | Pv | Pv | Pv | Pv | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | |
| 2 | Pv | Pv | Pv | Pv | Pv | Pv | Pv | Pv | Pv | Pv | Pv + Pf | Pv + Pf | |
| 0.7 | Pv | Pv | Pv | Pv | Pv | Pv | Pv + Pf | Pv | Pv | Pv + Pf | Pv + Pf | Pv | |
| PCR positivity | 13/24 (54%)b | 2/24 (8%)a | 19/24 (79%)b,c | 22/24 (92%)c | |||||||||
| Target positivity | 15/48 (31%)a′ | 41/48 (85%)b′ | |||||||||||
Artificial mixtures containing P. vivax (Pv) and P. falciparum (Pf) in different proportions were prepared from well-characterized field samples, as described in Methods. The results are expressed as positive to P. vivax and P. falciparum (Pv + Pf), P. vivax (Pv) or P. falciparum (Pf). For each PCR assay, dilution points were assayed in triplicate (#1 to #3)
Different letters (a–c or a′, b′) indicate significant differences between proportions (p < 0.05, Fisher’s Exact Test)
Titration of P. vivax in artificial mixed infections by PCR assays targeting ribosomal (18S rRNA) and non-ribosomal (Pvr47/Pfr364) species-specific sequences
| Parasite density (per µl of blood) | 18S rRNA | Pvr47/Pfr364 (NR targets) | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Nested-PCR | R-qPCR | NR-cPCR | NR-qPCR | ||||||||||
| Pf | Pv | #1 | #2 | #3 | #1 | #2 | #3 | #1 | #2 | #3 | #1 | #2 | #3 |
| 1489 | 1433 | Pv + Pf | Pv + Pf | Pv + Pf | Pv | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf |
| 478 | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | |
| 159 | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | |
| 53 | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | |
| 18 | Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | |
| 6 | Pv + Pf | Pv + Pf | Pv + Pf | Pv + Pf | Pf | Pf | Pv + Pf | Pv + Pf | Pf | Pv + Pf | Pv + Pf | Pv + Pf | |
| 2 | Pf | Pf | Pf | Pf | Pf | Pf | Pf | Pf | Pf | Pv + Pf | Pv + Pf | Pv + Pf | |
| 0.7 | Pv + Pf | Pf | Pf | Pf | Pf | Pf | Pf | Pf | Pf | Pv + Pf | Pf | Pv + Pf | |
| PCR positivity | 18/24 (75%)a,b | 15/24 (63%)a | 17/24 (71%)a | 23/24 (96%)b | |||||||||
| Target positivity | 33/48 (69%)a′ | 40/48 (83%)a′ | |||||||||||
Artificial mixtures containing P. vivax (Pv) and P. falciparum (Pf) in different proportions were prepared from well-characterized field samples, as described in Methods. The results are expressed as positive to P. vivax and P. falciparum (Pv + Pf), P. vivax (Pv) or P. falciparum (Pf). For each PCR assay, dilution points were assayed in triplicate (#1 to #3)
Different letters (a, b) indicate differences between proportions (p < 0.05, by Fisher’s exact test)
No difference was observed between proportions of targets positivity (a′)
Fig. 2Malaria prevalence among clinical malaria suspects (n = 110) as detected by light microscopy (LM) or PCR-based protocols targeting ribosomal (18S rRNA) and non-ribosomal (NR) sequences of P. vivax/P. falciparum. The results were expressed as (a) frequency of positives according to the amplified parasite target region (18S rRNA and/or NR targets) or PCR assay (Nested-PCR vs. R-qPCR or NR-cPCR vs. NR-qPCR); p > 0.05 for all comparisons realized (Chi square test); (b) Heat map representation of species-specific positivity as detected by each PCR assay: blue—negative; red—P. vivax; yellow—P. falciparum; and orange—mixed P. vivax/P. falciparum infection. Each column represents an assay and subjects were represented in rows
Assessment of sensitivity and specificity for molecular PCR-assays in clinical (n = 110) and subclinical (n = 324) malaria suspects
| Study population/molecular protocol | True positive | False positivea | True negative | False negative | Sensitivity (CI 95%) | Specificity (CI 95%) |
|---|---|---|---|---|---|---|
| Clinical malaria suspects | ||||||
| Nested-PCR | 36 | 0 | 70 | 4 | 90% (0.76–0.97) | 100% (0.95–1.0) |
| R-qPCR | 37 | 1 | 70 | 2 | 95% (0.83–0.99) | 99% (0.92–1.0) |
| NR-cPCR | 34 | 0 | 70 | 6 | 85% (0.70–0.94) | 100% (0.95–1.0) |
| NR-qPCR | 36 | 1 | 70 | 3 | 92% (0.79–0.98) | 99% (0.92–1.0) |
| Subclinical malaria suspects | ||||||
| Nested-PCR | 16 | 1 | 232 | 75 | 18% (0.10–0.27) | 100% (0.98–1.0) |
| R-qPCR | 67 | 2 | 232 | 23 | 74% (0.64–0.83) | 99% (0.97–1.0) |
| NR-cPCR | 42 | 0 | 232 | 50 | 46% (0.35–0.56) | 100% (0.98–1.0) |
| NR-qPCR | 72 | 17 | 232 | 3 | 96% (0.89–0.99) | 93% (0.89–0.96) |
Sensitivity and specificity was determined as previously described (23). The reference standard (true positive) for each protocol was calculated by combining the detections by any PCR, excluding the protocol under evaluation
aFalse positive in a sense that no other molecular protocol detected these infections
Fig. 3Malaria prevalence among subclinical malaria suspects (n = 324) as detected by Light Microscopy (LM) or PCR-based protocols targeting ribosomal (18S rRNA) and non-ribosomal (NR) sequences of P. vivax and P. falciparum. The results were expressed as (A) frequency of positives according to the amplified parasite target region (18SrRNA and/or NR targets) or PCR assay (nested-PCR vs. R-qPCR or NR-cPCR vs. NR-qPCR); Different letters (a, b) indicate differences between proportions (p < 0.05, Fisher’s exact approach for post hoc analysis of a Chi squared test); (B) Heat map representation of species-specific positivity as detected by each PCR protocols: blue—negative; red—P. vivax; yellow—P. falciparum; and orange—mixed P. vivax/P. falciparum infection. Each column represents an assay and subjects were represented in rows
Fig. 4Venn diagram of submicroscopic malaria infections (n = 73) identified by each PCR-based assay targeting ribosomal (Nested-PCR and R-qPCR) and non-ribosomal (NR-cPCR and NR-qPCR). The results are shown as number of positive (%)