| Literature DB >> 23144935 |
Laurens Manning1, Moses Laman, Anna Rosanas-Urgell, Berwin Turlach, Susan Aipit, Cathy Bona, Jonathan Warrell, Peter Siba, Ivo Mueller, Timothy M E Davis.
Abstract
BACKGROUND: Although rapid diagnostic tests (RDTs) have practical advantages over light microscopy (LM) and good sensitivity in severe falciparum malaria in Africa, their utility where severe non-falciparum malaria occurs is unknown. LM, RDTs and polymerase chain reaction (PCR)-based methods have limitations, and thus conventional comparative malaria diagnostic studies employ imperfect gold standards. We assessed whether, using Bayesian latent class models (LCMs) which do not require a reference method, RDTs could safely direct initial anti-infective therapy in severe ill children from an area of hyperendemic transmission of both Plasmodium falciparum and P. vivax. METHODS ANDEntities:
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Year: 2012 PMID: 23144935 PMCID: PMC3489828 DOI: 10.1371/journal.pone.0048701
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Figure 1Results of Markov-Chain-Monte-Carlo (MCMC) simulations for the response profile ‘+++’.
The estimated frequency is shown in the upper panel with the vertical dashed line representing the observed frequency. The associated Gelman-Rubin-Brooks plot demonstrating convergence during MCMC simulation is shown in the lower panel together with median (—) and 97.5% credible interval (----).
Figure 2Consort diagram summarizing patient disposition after recruitment.
The observed and estimated frequencies with 95% credible intervals using MCMC for each response profile for all severe cases.
| Response profiles of nPCR/LM/RDT results | Observed frequency | Median estimated frequency from MCMC | Credible Intervals (2.5th –97.5th centile) |
| – – – | 279 | 276 | 240–314 |
| – – + | 35 | 35 | 21–53 |
| – + – | 2 | 3 | 0–9 |
| – + + | 7 | 7 | 2–17 |
| + – – | 96 | 96 | 72–123 |
| + – + | 54 | 54 | 36–75 |
| + + – | 14 | 14 | 6–27 |
| + + + | 310 | 308 | 270–346 |
Diagnostic utility of nested PCR, light microscopy and malaria rapid diagnostic tests according to infecting Plasmodium species using a Bayesian latent class model that assumes no gold standard.
|
| Model-derived malariaprevalence | Diagnostic modality | Sensitivity | Specificity | Negative predictive value | Positive predictive value |
|
| 47.5 (43.7–51.3) | nPCR | 97.6 (95.6–99.0) | 74.8 (70.1–79.2) | 97.2 (94.7–98.8) | 77.8 (73.3–82.0) |
| LM | 87.4 (83.1–91.3) | 99.1 (97.5–99.9) | 89.7 (86.0–93.0) | 98.9 (96.8–99.9) | ||
| RDT | 96.0 (93.4–97.9) | 89.5 (85.6–92.7) | 96.1 (93.5–98.0) | 89.2 (85.1–92.6) | ||
|
| 42.9 (39.3–46.5) | nPCR | 97.1 (94.8–98.8) | 83.1 (79.1–86.6) | 97.6 (95.4–98.9) | 81.2 (76.7–85.2) |
| LM | 85.9 (81.4–89.8) | 98.7 (97.0–99.6) | 90.3 (87.0–93.2) | 98.0 (95.6–99.4) | ||
| RDT | 98.0 (95.8–99.4) | 89.2 (85.8–92.7) | 98.4 (96.5–99.5) | 87.8 (82.9–90.8) | ||
|
| 6.9 (4.5–11.2) | nPCR | 91.8 (80.6–99.0) | 89.7 (86.7–93.4) | 99.3 (98.1–99.9) | 39.4 (26.4–61.9) |
| LM | 77.5 (48.5–98.7) | 99.8 (98.9–100) | 98.4 (94.3–99.9) | 96.2 (83.0–99.9) | ||
| RDT | 69.6 (55.8–81.8) | 63.4 (60.0–67.0) | 96.7 (93.1–98.3) | 12.4 (7.8–19.3) | ||
|
| 4.0 (2.6–6.2) | nPCR | 89.8 (70.5–99.0) | 95.4 (93.6–96.9) | 99.6 (98.4–100) | 44.4 (30.4–61.6) |
| LM | 80.9 (58.2–96.1) | 99.0 (98.0–99.8) | 99.2 (97.6–99.9) | 77.4 (58.4–94.8) | ||
| RDT | 48.9 (30.9–67.8) | 99.0 (98.1–99.6) | 97.9 (96.1–98.9) | 67.2 (45.7–85.8) |
nPCR, nested polymerase chain reaction for Plasmodium species; LM, reference light microscopy of Giemsa-stained thick blood films; RDT, malaria rapid diagnostic test.
Any Plasmodium species by nPCR, LM and either or both test lines positive by RDT.
P. falciparum only by nPCR and LM; either PfHRP-2 line or both test lines positive by RDT.
Mixed P. falciparum/P. vivax infection or single P. vivax infection by nPCR and LM; either aldolase line or both test lines positive by RDT.
P. vivax only by PCR and LM; aldolase test line positive by RDT.
Data are shown as percentages and (95% credible intervals).
Diagnostic utility according to presenting clinical features for nested PCR, light microscopy and malaria rapid diagnostic tests using a Bayesian latent class model that assumes no gold standard.
| Presenting clinicalfeatures | Model-derived malarial disease prevalence | Diagnostic modality | Sensitivity | Specificity | Negative predictive value | Positive predictive value |
|
| 51.2 (38.7–63.0) | nPCR | 89.6 (78.1–97.1) | 66.8 (52.2–79.9) | 86.7 (70.2–96.5) | 73.0 (56.6–84.9) |
| LM | 77.4 (62.1–93.3) | 96.4 (88.0–99.7) | 81.0 (64.8–95.4) | 95.6 (84.7–99.6) | ||
| RDT | 98.1 (90.9–99.9) | 81.2 (64.5–95.2) | 97.8 (88.8–99.9) | 83.4 (65.3–96.4) | ||
|
| 42.5 (30.8–54.6) | nPCR | 95.2 (84.4–99.7) | 82.4 (69.7–91.9) | 95.9 (85.3–99.8) | 79.9 (65.5–91.1) |
| LM | 94.2 (82.2–99.7) | 88.4 (65.6–99.4) | 95.4 (84.7–99.7) | 86.0 (58.6–99.3) | ||
| RDT | 95.0 (84.1–99.7) | 80.5 (67.6–90.5) | 95.6 (84.9–99.8) | 78.2 (63.6–89.6) | ||
|
| 61.7 (50.6–71.5) | nPCR | 97.4 (91.2–99.8) | 60.5 (44.2–75.6) | 93.6 (78.7–99.4) | 80.0 (67.5–88.9) |
| LM | 84.8 (73.6–95.1) | 97.2 (87.4–99.9) | 79.6 (64.1–94.5) | 98.0 (90.5–99.9) | ||
| RDT | 96.4 (89.3–99.7) | 86.6 (69.5–97.1) | 93.7 (81.2–99.4) | 92.1 (79.3–98.4) | ||
|
| 73.4 (62.8–81.8) | nPCR | 98.2 (93.6–99.9) | 75.6 (54.4–92.5) | 94.0 (78.4–99.6) | 91.8 (80.8–97.9) |
| LM | 83.4 (73.9–92.9) | 96.5 (84.5–99.9) | 67.5 (49.7–87.1) | 98.5 (92.8–99.9) | ||
| RDT | 97.0 (91.6–99.6) | 63.4 (43.7–80.7) | 88.4 (68.9–98.4) | 88.1 (77.2–94.7) | ||
|
| 22.8 (17.0–29.2) | nPCR | 96.4 (88.4–99.6) | 80.3 (73.4–86.2) | 98.7 (95.6–99.9) | 59.0 (46.6–70.5) |
| LM | 89.2 (75.9–98.3) | 99.4 (96.9–100) | 96.9 (92.5–99.6) | 97.8 (88.6–99.9) | ||
| RDT | 88.1 (76.4–95.8) | 94.2 (89.4–97.5) | 96.4 (92.4–98.9) | 81.7 (67.6–92.0) | ||
|
| 40.3 (26.7–54.5) | nPCR | 90.2 (72.5–99.1) | 95.5 (81.8–99.8) | 93.6 (79.9–99.4) | 93.2 (71.2–99.7) |
| LM | 47.3 (28.7–67.3) | 97.4 (87.5–99.9) | 73.3 (58.0–85.8) | 92.6 (65.3–99.7) | ||
| RDT | 76.6 (57.3–91.5) | 93.8 (80.5–99.6) | 85.6 (71.0–95.3) | 89.3 (66.4–99.3) |
nPCR, nested polymerase chain reaction for Plasmodium species; LM, reference light microscopy of Giemsa-stained thick blood films; RDT, malaria rapid diagnostic test.
Data are shown as percentages and (95% credible intervals).