| Literature DB >> 27441662 |
Esther Dalko1, Nicolas Tchitchek2, Laurent Pays3, Fabien Herbert1, Pierre-André Cazenave1, Balachandran Ravindran4, Shobhona Sharma5, Serge Nataf3, Bidyut Das6, Sylviane Pied1.
Abstract
Cerebral malaria (CM) caused by Plasmodium falciparum parasites often leads to the death of infected patients or to persisting neurological sequelae despite anti-parasitic treatments. Erythropoietin (EPO) was recently suggested as a potential adjunctive treatment for CM. However diverging results were obtained in patients from Sub-Saharan countries infected with P. falciparum. In this study, we measured EPO levels in the plasma of well-defined groups of P. falciparum-infected patients, from the state of Odisha in India, with mild malaria (MM), CM, or severe non-CM (NCM). EPO levels were then correlated with biological parameters, including parasite biomass, heme, tumor necrosis factor (TNF)-α, interleukin (IL)-10, interferon gamma-induced protein (IP)-10, and monocyte chemoattractant protein (MCP)-1 plasma concentrations by Spearman's rank and multiple correlation analyses. We found a significant increase in EPO levels with malaria severity degree, and more specifically during fatal CM. In addition, EPO levels were also found correlated positively with heme, TNF-α, IL-10, IP-10 and MCP-1 during CM. We also found a significant multivariate correlation between EPO, TNF-α, IL-10, IP-10 MCP-1 and heme, suggesting an association of EPO with a network of immune factors in CM patients. The contradictory levels of circulating EPO reported in CM patients in India when compared to Africa highlights the need for the optimization of adjunctive treatments according to the targeted population.Entities:
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Year: 2016 PMID: 27441662 PMCID: PMC4956275 DOI: 10.1371/journal.pone.0158420
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Erythropoietin levels increase during cerebral malaria and with severity of the infection.
(A) Erythropoietin (EPO) levels were measured in the plasma of endemic controls (EC), mild malaria (MM) and severe malaria (SM) patients, and (B) in the SM sub-groups of non-cerebral malaria (NCM) and cerebral malaria (CM). (C) EPO levels were compared between CM patients who survived and those who did not. Significant differences with the EC group or between selected groups are indicated as the following: *p ≤ 0.05; **p ≤ 0.01; ***p ≤ 0.001.
Baseline characteristics.
| MM | NCM | CM | All | |
|---|---|---|---|---|
| 28 | 45 | 57 | 130 | |
| 30 (24–35) | 28 (23–41) | 30 (20–43) | 30 (22–41) | |
| 60.7 | 77.8 | 86.0 | 77.7 | |
| 10.6 (9.9–12.3) | 10.0 (9.0–12.0) | 10.0 (8.6–11.3) | 10.2 (9.0–12.0) | |
| 11.9 (1.1–25.3) | 22.0 (8.3–38.5) | 29.7 (21.2–47.8) | 23.2 (9.7–40.8) |
# Values are medians (interquartile ranges).
* MM vs. NCM: p-value < 0.05.
*** MM vs. CM: p-value < 0.001.
Correlation of erythropoietin plasma levels, with biological parameters.
| MM | NCM | CM | All | |
|---|---|---|---|---|
| R | -0.42 | -0.25 | -0.35 | -0.34 |
| | 0.0421 | 0.1070 | 0.0118 | 0.0002 |
| R | 0.32 | 0.38 | 0.27 | 0.41 |
| | 0.0922 | 0.0127 | 0.0419 | < 0.0001 |
| R | -0.22 | -0.41 | -0.41 | -0.44 |
| | 0.2534 | 0.0069 | 0.0024 | < 0.0001 |
| R | -0.04 | 0.03 | 0.30 | 0.17 |
| | 0.8500 | 0.8532 | 0.0209 | 0.0526 |
R: Spearman coefficient of correlation.
Multiple correlation analyses of [EPO] with [hemoglobin+PfHRP-2 + hemopexin + total heme].
| Estimate | Std. Error | Pr (>|t|) | ||
|---|---|---|---|---|
| (Intercept) | 456.3511 | 126.2689 | 3.614 | 0.0005 |
| Hemoglobin | -25.6799 | 11.6281 | -2.208 | 0.0292 |
| PfHRP-2 | 0.8461 | 0.7130 | 1.187 | 0.2378 |
| Hemopexin | -0.3550 | 0.1464 | -2.425 | 0.0169 |
| Total heme | 0.0103 | 0.3874 | 0.027 | 0.9788 |
The estimated coefficient (Estimate) corresponds to the fitted variable value, the standard error (Std. Error) indicates the variability of the estimated coefficient, the t-value (t-value) measures if the estimated coefficient for this variable is meaningful for the model, and the variable p-value (Pr (>|t|)) indicates the probability that the variable is not relevant in the model. R = 0.50; CI (0.359–0.618); p-value = 0.0001.
Multiple correlation analyses of [EPO] with [hemopexin + total heme].
| Estimate | Std. Error | Pr (>|t|) | ||
|---|---|---|---|---|
| (Intercept) | 227.5893 | 41.9219 | 5.429 | 2.77e-07 |
| Hemopexin | -0.4708 | 0.1268 | -3.713 | 0.0003 |
| Total heme | 0.1330 | 0.3660 | 0.363 | 0.7169 |
The estimated coefficient (Estimate) corresponds to the fitted variable value, the standard error (Std. Error) indicates the variability of the estimated coefficient, the t-value measures whether or not the estimated coefficient for this variable is meaningful for the model, and the variable p-value (Pr (>|t|)) indicates the probability that the variable is not relevant in the model. R = 0.45 CI (0.302–0.577); p-value = 0.0001.
Correlation of EPO plasma levels, with cytokines.
| MM | NCM | CM | All | |
|---|---|---|---|---|
| R | 0.42 | 0.13 | 0.42 | 0.32 |
| | 0.0355 | 0.4046 | 0.0021 | 0.0005 |
| R | 0.40 | 0.57 | 0.51 | 0.52 |
| | 0.0479 | 0.0003 | 0.0002 | < 0.0001 |
| R | 0.10 | 0.64 | 0.35 | 0.49 |
| | 0.6117 | < 0.0001 | 0.0111 | < 0.0001 |
| R | 0.05 | 0.58 | 0.50 | 0.50 |
| | 0.8042 | 0.0002 | 0.0002 | < 0.0001 |
R: correlation coefficient.
Multiple correlation analyses of [EPO + hemopexin + total heme] with [TNF-α + IL-10 + IP-10 + MCP-1] during MM.
| Estimate | Std. Error | Pr (>|t|) | ||
|---|---|---|---|---|
| (Intercept) | 345.1181 | 60.3095 | 5.722 | 1.11e-05 |
| TNF-α | 0.5480 | 0.1463 | 3.747 | 0.0012 |
| IL-10 | 0.0788 | 0.0641 | 1.229 | 0.2326 |
| IP-10 | 0.0307 | 0.0164 | 1.875 | 0.0748 |
| MCP-1 | -0.2493 | 0.1644 | -1.516 | 0.1444 |
The estimated coefficient (Estimate) corresponds to the fitted variable value, the standard error (Std. Error) indicates the variability of the estimated coefficient, the t-value measures whether or not the estimated coefficient for this variable is meaningful for the model, and the variable p-value (Pr (>|t|)) indicates the probability that the variable is not relevant in the model. R = 0.33 CI (-0.049–0.626); p-value = 0.1054.
Multiple correlation analyses of [EPO + hemopexin + total heme] with [TNF-α + IL-10 + IP-10 + MCP-1] for all P. falciparum-infected patients.
| Estimate | Std. Error | Pr (>|t|) | ||
|---|---|---|---|---|
| (Intercept) | 320.3575 | 41.2283 | 7.770 | 3.2e-12 |
| TNF-α | 0.0278 | 0.0691 | 0.403 | 0.6879 |
| IL-10 | 0.0616 | 0.0224 | 2.750 | 0.0069 |
| IP-10 | -0.0067 | 0.0071 | -0.941 | 0.3487 |
| MCP-1 | 0.0602 | 0.0252 | 2.390 | 0.0185 |
The estimated coefficient (Estimate) corresponds to the fitted variable value, the standard error (Std. Error) indicates the variability of the estimated coefficient, the t-value measures whether or not the estimated coefficient for this variable is meaningful for the model, and the variable p-value (Pr (>|t|)) indicates the probability that the variable is not relevant in the model. R = 0.28 CI (0.049–0.466); p-value = 0.0019.
Multiple correlation analyses of [EPO + hemopexin + total heme] with [TNF-α + IL-10 + IP-10 + MCP-1] during CM.
| Estimate | Std. Error | Pr (>|t|) | ||
|---|---|---|---|---|
| (Intercept) | 330.9000 | 60.8000 | 5.442 | 1.59e-06 |
| TNF-α | -0.0001 | 0.1243 | -0.001 | 0.9991 |
| IL-10 | 0.0856 | 0.0296 | 2.894 | 0.0056 |
| IP-10 | -0.0198 | 0.0097 | -2.038 | 0.0468 |
| MCP-1 | 0.1017 | 0.0318 | 3.200 | 0.0024 |
The estimated coefficient (Estimate) corresponds to the fitted variable value, the standard error (Std. Error) indicates the variability of the estimated coefficient, the t-value measures whether or not the estimated coefficient for this variable is meaningful for the model, and the variable p-value (Pr (>|t|)) indicates the probability that the variable is not relevant in the model. R = 0.49 CI (0.264–0.665); p-value = 0.0002.
Fig 2Sub-networks showing the ten parameters most related to plasma level of EPO during malaria.
Sub-networks obtained for (A) the NCM group and the (B) CM group. Nodes with the highest number of connections with other parameters are represented by hexagons. For each parameter, the size of the node is associated with its level of correlation with EPO levels. Interactions between parameters are represented by edges (lines), thicker lines representing a higher confidence level for a given interaction.
Multiple correlation analyses of [EPO + hemopexin + total heme] with [TNF-α + IL-10 + IP-10 + MCP-1] during NCM.
| Estimate | Std. Error | Pr (>|t|) | ||
|---|---|---|---|---|
| (Intercept) | 203.0414 | 82.0068 | 2.476 | 0.0180 |
| TNF-α | -0.0392 | 0.0977 | -0.401 | 0.6910 |
| IL-10 | 0.0532 | 0.0355 | 1.500 | 0.1420 |
| IP-10 | 0.0132 | 0.0126 | 1.050 | 0.3010 |
| MCP-1 | 0.0364 | 0.0378 | 0.962 | 0.3420 |
The estimated coefficient (Estimate) corresponds to the fitted variable value, the standard error (Std. Error) indicates the variability of the estimated coefficient, the t-value measures whether or not the estimated coefficient for this variable is meaningful for the model, and the variable p-value (Pr (>|t|)) indicates the probability that the variable is not relevant in the model. R = 0.50 CI (0.242–0.691); p-value = 0.0008.