| Literature DB >> 31146732 |
Annelies Post1, Berenger Kaboré2,3, Isaie J Reuling4, Joel Bognini3, Wouter van der Heijden2, Salou Diallo3, Palpouguini Lompo3, Basile Kam3, Natacha Herssens5, Kjerstin Lanke4, Teun Bousema4, Robert W Sauerwein4, Halidou Tinto3,6,7, Jan Jacobs5,8, Quirijn de Mast2, Andre J van der Ven9.
Abstract
BACKGROUND: Accurate and timely diagnosis of malaria is essential for disease management and surveillance. Thin and thick blood smear microscopy and malaria rapid diagnostic tests (RDTs) are standard malaria diagnostics, but both methods have limitations. The novel automated hematology analyzer XN-30 provides standard complete blood counts (CBC) as well as quantification of malaria parasitemia at the price of a CBC. This study assessed the accuracy of XN-30 for malaria detection in a controlled human malaria infection (CHMI) study and a phase 3 diagnostic accuracy study in Burkina Faso.Entities:
Keywords: Burkina Faso; Diagnosis; Malaria; Sensitivity; Specificity
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Year: 2019 PMID: 31146732 PMCID: PMC6543632 DOI: 10.1186/s12916-019-1334-5
Source DB: PubMed Journal: BMC Med ISSN: 1741-7015 Impact factor: 8.775
Fig. 1Forward sideward scatter of patient with and without malaria and gametocytes as recorded by the XN-30
Fig. 2Diagnostic performance of XN-30 in CHMI model expressed as (a) line graph and (b) scatterplot
Fig. 3Parasite density curves of participants with recrudescent infections. The parasite density treatment threshold of 5 p/uL is indicated with a grey line
Fig. 4Patient flow of prospective diagnostic validation study in Nanoro, Burkina Faso, excluding patients with incomplete data
Baseline characteristics (n = 908)
| Children | Adults | |||
|---|---|---|---|---|
| 0–2 years | 2–5 years | 5–15 years | > 15 years | |
| Median (IQR) | Median (IQR) | Median (IQR) | Median (IQR) | |
| Age distribution (months, years) | 12 (8–17) months | 36 (28–46) months | 8 (6–10) years | 41 (29–59) years |
| Male: female ratio | 1.5 | 1.5 | 1.3 | 1.2 |
| Fever (days) | 3 (2–3) | 3 (2–3) | 3 (2–4) | 3 (2–4) |
| Temperature (°C) | 38.5 (38.0–39.4) | 38.3 (37.9–39.4) | 38.2 (37.7–39.0) | 38.3 (38.0–39.0) |
| Systolic BP (mm/Hg) | 98 (89–106) | 98 (90–108) | 102 (95–112) | 108 (96–124) |
| Diastolic BP (mm/Hg) | 61 (53–65) | 62 (56–69) | 63 (59–75) | 66 (60–76) |
| MAP (mm/Hg) | 73 (66–79) | 75 (67–81) | 80 (72–87) | 83 (72–92) |
| Pulse (min) | 125 (112–133) | 123 (108–135) | 116 (100–125) | 104 (96–119) |
| Respiratory rate (min) | 35 (32–42) | 32 (30–38) | 29 (26–30) | 27 (26–28) |
| Hemoglobin (g/dL) | 7.8 (5.6–10.0) | 8.6 (6.5–10.7) | 9.4 (7.8–11.6) | 10.3 (8.4–12.8) |
| WBC (cells × 103/μL) | 13.1 (10.0–19.4) | 11.2 (7.9–16.5.) | 10.6 (7.4–16.6) | 7.9 (5.5–12.8) |
| Platelets (cells × 103/μL) | 277 (124–452) | 232 (126–358) | 271 (181–372) | 237 (156–337) |
| Antimalarials taken in past 2 weeks | 93 (34.2) | 83 (46.1) | 54 (42.1) | 86 (25.8) |
| HIV (confirmed before inclusion) | 1 (0.4) | 2 (1.1) | 3 (2.3) | 11 (3.3) |
| Malnourished1 | 112 (43.4) | 70 (41.2) | 47 (41.6) | 84 (28.6) |
| Severe anaemia2 | 87 (32.7) | 50 (27.8) | 33 (25.8) | 72 (27.7) |
| Severe malaria | 56 (21.0) | 47 (26.1) | 12 (9.3) | 5 (1.5) |
| Severe anemia | 28 (50.0) | 15 (31.9) | 8 (66.7) | 4 (80.0) |
| Cerebral malaria | 8 (14.3) | 10 (21.3) | 3 (25.0) | 0 |
| Respiratory distress | 2 (3.6) | 4 (8.5) | 0 | 0 |
| Parasitemia > 150.000 p/μL | 18 (32.1) | 18 (38.3) | 1 (8.3) | 1 (20.0) |
BP blood pressure, MAP mean arterial pressure, WBC white blood cells
1Based on Z-scores for children < 5 and BMI for older patients, data available for respectively 258, 170, 113, and 294 patients per age group
2Based on WHO criteria for severe anemia
Cases of malaria detected per type of diagnostic, for all included patients (n = 916)
| Total | Children | Adults | |||
|---|---|---|---|---|---|
| All ages | 0–2 years | 2–5 years | 5–15 years | > 15 years | |
| Microscopy | 240 (26.4) | 88 (33.1) | 75 (41.7) | 36 (28.1) | 41 (12.3) |
| RDT (minimal 1 test positive) | 396 (43.6) | 131 (49.3) | 118 (65.6) | 68 (53.1) | 79 (23.7) |
| Both positive | 212 (53.3) | 86 (65.7) | 68 (57.6) | 30 (44.1) | 28 (35.0) |
| Only HRP2 positive | 175 (44.2) | 44 (33.6) | 49 (41.5) | 35 (52.2) | 47 (59.5) |
| Only pLDH positive | 9 (2.3) | 1 (0.8) | 1 (0.9) | 2 (2.9) | 5 (6.3) |
| qPCR1 | 374 (41.2) | 118 (44.4) | 104 (57.8) | 58 (45.3) | 94 (28.1) |
| > 20 p/μL | 218 (24.1) | 84 (31.6) | 75 (41.7) | 29 (22.7) | 30 (8.9) |
| > 1 and < 20 p/μL | 74 (8.2) | 14 (5.3) | 12 (6.7) | 18 (14.0) | 30 (8.9) |
| > 0.05 and < 1 p/μL | 81 (8.9) | 20 (7.5) | 17 (9.4) | 11 (8.6) | 33 (9.9) |
| XN-302,3 | 255 (28.0) | 87 (32.7) | 79 (43.9) | 39 (30.7) | 50 (14.9) |
1Excluding six false negative PCRs, which were most likely false negative due to sample mix-up
2Excluding 71 patients with an abnormal scattergram, three of whom had positive malaria microscopy
3There were three false negative cases detected by microscopy but not detected by XN-30
Diagnostic accuracy of XN-30 compared to malaria microscopy. Data with and without correction for qPCR confirmed sub-microscopic parasitemia cases
| XN-30, uncorrected ( | XN-30, corrected* ( | |||
|---|---|---|---|---|
| Positive | Negative | Positive | Negative | |
| Positive microscopy | 234 | 3 | 253 | 3 |
| Negative microscopy | 21 | 579 | 2 | 579 |
| Sensitivity | 98.7% | 98.8% | ||
| Specificity | 96.5% | 99.7% | ||
| PPV | 91.8% | 99.2% | ||
| NPV | 99.5% | 99.5% | ||
| ROC | 0.98 | 0.99 | ||
*In case of incongruent results between malaria microscopy and XN-30, the microscopy data was adjusted to the PCR result
Prevalence of disease on qPCR, N (%, 95% CI) *McNemar test to compare sensitivity and specificity present. All ratios presented as XN-30 relative to microscopy
| XN-30 and microscopy versus qPCR results ( | ||||||
|---|---|---|---|---|---|---|
| XN-30 | Microscopy | Test ratio (95% CI) | ||||
| Positive | Negative | Positive | Negative | |||
| qPCR > 0.05 p/μL | 253 | 104 | 237 | 120 | ||
| qPCR < 0.05 p/μL | 2 | 478 | 0 | 480 | ||
| Sensitivity | 70.9% | 66.4% | 0.94 (0.90–0.97) | .0009 | ||
| Specificity | 99.6% | 100.0% | 0 | .5 | ||
| PPV | 98.9% | 100.0% | ||||
| NPV | 83.4% | 80.0% | ||||
| ROC | 0.86 | 0.83 | ||||
qPCR qualitative polymerase chain reaction, PPV positive predictive value, NPV negative predictive value
Fig. 5ROC curves XN-30 versus malaria microscopy and qPCR
Prevalence of disease on microscopy (upper part of the table) and qPCR (lower part of the table), N (%, 95% CI) *McNemar to compare sensitivity and specificity present ratio of proportions. All ratios presented as XN-30 relative to HRP-2 and pLDH respectively
| XN-30 and RDT (HRP-2 and pLDH) versus corrected microscopy results ( | ||||||||||
| XN-30 | HRP-2 | Test ratio | pLDH | Test ratio | ||||||
| Pos | Neg | Pos | Neg | 95% CI | Pos | Neg | 95% CI | |||
| Microscopy positive | 234 | 3 | 231 | 6 | 208 | 29 | ||||
| Microscopy negative | 21 | 579 | 136 | 464 | 9 | 591 | ||||
| Sensitivity | 98.7% | 97.5% | 0.99 (0.97–1.01) | 87.8% | 0.89 (0.85–0.93) | |||||
| Specificity | 96.5% | 77.3% | 6.47 (4.31–9.73) | 98.5% | 0.43 (0.23–0.81) | |||||
| PPV | 91.8% | 62.9% | 95.9% | |||||||
| NPV | 99.5% | 98.7% | 95.3% | |||||||
| XN-30 and RDT (HRP-2 and pLDH) versus qPCR results ( | ||||||||||
| XN-30 | HRP-2 | Test ratio | pLDH | Test ratio | ||||||
| Pos | Neg | Pos | Neg | 95% CI | Pos | Neg | 95% CI | |||
| qPCR > 0.05 p/μL | 253 | 104 | 308 | 49 | 215 | 142 | ||||
| qPCR < 0.05 p/μL | 2 | 478 | 59 | 421 | 2 | 478 | ||||
| Sensitivity | 70.9% | 86.3% | 1.22 (1.15–1.29) | < 0.0001 | 60.2% | 0.85 (0.80–0.89) | < .0001 | |||
| Specificity | 99.6% | 87.7% | 0.04 (0.01–0.14) | < 0.0001 | 99.6% | 1.0 (0.07–13.8) | 1.0 | |||
| PPV | 99.2% | 83.9% | 99.1% | |||||||
| NPV | 82.1% | 89.6% | 77.1% | |||||||
Pos positive, neg negative, HRP2 histidine-rich protein 2, pLDH pan-Plasmodium lactate dehydrogenase, qPCR qualitative polymerase chain reaction, PPV positive predictive value, NPV negative predictive value
Fig. 6Correlation between parasite density of XN-30 and respectively microscopy and qPCR