Abstract
Placental malaria has been associated with an immune tolerance phenomenon and a higher susceptibility to malaria infection during infancy. HLA-G is involved in fetal maternal immune tolerance by inhibiting maternal immunity. During infections HLA-G can be involved in immune escape of pathogens by creating a tolerogenic environment. Recent studies have shown an association between the risk of malaria and HLA-G at both genetic and protein levels. Moreover, women with placental malaria have a higher probability of giving birth to children exhibiting high sHLA-G, independently of their own level during pregnancy. Our aim was to explore the association between the level of maternal soluble HLA-G and the risk of malaria infection in their newborns. Here, 400 pregnant women and their children were actively followed-up during 24 months. The results show a significant association between the level of sHLA-G at the first antenatal visit and the time to first malaria infection during infancy adjusted to the risk of exposure to vector bites (aHR = 1.02, 95%CI [1.01–1.03], p = 0.014). The level of sHLA-G is a significant predictor of the occurrence of malaria infection during infancy consistent with the hypothesis that mother sHLA-G could be a biomarker of malaria susceptibility in children.
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Introduction
Children born to mother with placental malaria (PM) seem to have a shorter delay of occurrence of the first malaria infection1,2,3,4. This phenomenon is referred as immune tolerance (IT) that may be due to modifications of the newborn immune system development involving at least some cytokines production in cord blood5. These modifications may induce differential immune responses involving IL10 and Interferon-γ during infancy6. A similar phenomenon was described in cases of filariasis infection during pregnancy7,8. It has been shown that children born to mothers with PM were also at an increased risk for non-malarial fever9. Moreover, a recent result shows that children born to mothers with PM tend to have an increased risk for the first malaria attack but not for subsequent ones10. These observations highlight that it is a very complex phenomenon that could imply immunity to a broader sense, not specific to malaria infection and not only related to PM infection.
Human leucocyte antigen-G (HLA-G) is an immune-modulatory molecule that plays a crucial role in materno-foetal tolerance during pregnancy11,12 by interacting with immune cells of both innate and adaptive responses13,14. HLA-G is a non-classical HLA class I antigen, which differs from classical class I molecules in its restricted tissue distribution, diversity of protein isoforms and limited polymorphism15,16. The soluble isoforms detected in the plasma are shed HLA-G1 (HLA-G1s) and HLA-G511. Apart from pregnancy, HLA-G has been described associated with chronic viral infections, cancer and in vitro fertilization success17,18,19,20,21,22. During viruses’ infections, HLA-G can be over-expressed by infected cells to create a tolerogenic environment helping the pathogen to escape immune system23. The same phenomenon has been described in several types of cancers24.
The association between HLA-G and the risk of malaria has been shown recently by our team at genetic25,26 and protein levels27,28. These last studies have been performed in different populations and geographic areas (Senegal in 2003 and Benin in 2010–2011). It clearly appears that the level of sHLA-G in children during the first year of life is strongly correlated with their own risk of malaria infection during the weeks following the measurement28. The sHLA-G level of a child was also associated with the sHLA-G level of his mother not only at delivery28 but also during the overall pregnancy29. Moreover, mothers with PM have a higher probability of giving birth to a child with a high level of sHLA-G during the first 2 years of life, independently of the mothers’ sHLA-G level29. Altogether, these results are consistent with both the fact that the risk of malaria infection during infancy is associated with the levels of sHLA-G in children and with the potential involvement of HLA-G in the immune tolerance phenomenon described during PM.
However, the direct association between the mothers’ levels of soluble HLA-G and the risk of malaria for their newborns remained unexplored. Here, our aim was to study the association between the mothers’ sHLA-G levels throughout the pregnancy and the risk of malaria during her newborn’s first 24 months of life.
Results
Descriptive results
Women’s mean age was 25.9 years (95% confidence interval [25.4–26.5]) and 15.7% were primigravid (Table 1). During the follow-up 16% of the mothers were infected by P. falciparum at first ANV (antenatal visit) and 4.9% at the second. Only two women were infected twice. The prevalence of PM was 10.8%. The mean level of soluble HLA-G at ANV1, ANV2 and at delivery are respectively 10.1 ng/ml (SD = 13.6), 10.6 ng/ml (SD = 14.0) and 17.3 ng/ml (SD = 34.6). Using multivariate linear regression, the level of sHLA-G did not differ significantly according to placental infection (p = 0.07, n = 370) or to peripheral infection at ANV1 (p = 0.67, n = 379), ANV2 (p = 0.71, n = 364) and at delivery (p = 0.26, n = 370).
In children, mean birth weight was 3034 g (95%CI, [2992.5–3075.4]), 9.0% of them had a LBW, and 14 (3.5%) were preterm.
During the study, 284 (71.0%) children developed at least one malaria episode (symptomatic or not): 50% of infected children developed two infections or more. Most of these infections were symptomatic (76.5%). There was no congenital infection.
At 12 months, 324 children had been followed-up and after 24 months, 189 infants had moved out of the area or were lost to follow-up. They were considered as censored observations. Finally all 400 infants were included in the survival analysis. The median duration of follow-up was 12 months.
Cox model
All the variables respected the proportional hazards assumption (Table 2).
During univariate analysis, high environmental exposure was strongly associated with an increased risk of first infections (p < 10−3). Neither placental malaria nor the number of peripheral maternal infections during pregnancy was associated with the risk of first malaria. Infants from the “not Fon” ethnic group had a lower risk of infection (HR = 0.7, 95%CI [0.6–0.9], p = 0.03). The level of sHLA-G (used as a quantitative variable) at ANV1 was associated with the delay of first malaria infection (HR = 1.2, 95%CI [0.9–1.5], p = 0.05). At ANV2 and at delivery the association was not significant (p = 0.63 and p = 0.36 respectively). Finally, gender, environmental exposure, ethnic group and all variables concerning maternal HLA-G levels and malaria infections were included.
During the multivariate analysis (Table 2), both environmental exposure to malaria (aHR = 1.3, 95%CI [1.11–1.48], p < 10−3) and s-HLAG at ANV1, used as quantitative variable, (aHR = 1.02, 95%CI [1.01–1.03], p = 0.01) remained significantly associated with the risk of first infection. This last result corresponds to the increase of risk of malaria infection when sHLA-G rises by 1 ng/mL. Using sHLA-G as a two-class variable (higher/lower that the median), this association was consistent with a 60% increased risk of presenting a first malaria infection for an infant born to a mother with high level of sHLA-G (aHR = 1.6, 95%CI [1.01–2.43, p = 0.04]) (not shown). The Kaplan-Meier curve (Fig. 1) shows that after 10 months of age, a high level of sHLA-G at the beginning of pregnancy was associated with an increased risk of a first malaria infection (Logrank test, p = 0.06).
Predictive power
The introduction of the level of sHLA-G of the mother at the first ANV in the predictive models increased significantly the predictive power of the risk of a malaria infection during the 24 first months of life. Indeed, the predictive models showed that significantly higher areas under the curves (AUC) were obtained in presence of sHLA-G in the model performed by both logistic regression and random forest (model 2 and model 3) compared to a model without sHLA-G (model 1). The best predictive power has been reached when sHLA-G was considered as a binary variable (lower or higher of the median value) by the 2 methods, and the highest AUC was obtained by the random forest method (model 3) (Fig. 2). The AUC were 0.74, 0.84 and 0.88 for model 1, model 2 and model 3, respectively, and Fig. 2 shows the ROC curves of the best model (model 3) vs. the reference model (model 1), with a significantly higher AUC of model 3 compared to the AUC of model 1 (p = 0.01, one-sided paired test). The conclusions were similar for all the stratified partitions performed at random, showing a good stability of the results.
Discussion
The results are consistent with an association between the mothers’ level of soluble HLA-G at the first ANV and the time to first malaria infection during infancy. This association persists after adjustment on environmental risk of exposure. Moreover, it has been shown through machine learning predictive models that the level of sHLA-G at the first antenatal visit is a significant predictor of the risk of malaria infection during their first 2 years of life.
In Africa, differences in transmission levels exist at the very local level. Key determinants of local transmission intensity include vector profile, ecology and seasonality. Therefore, localized variations ought to be taken into account when considering the risk of infection in a population and the determinants of individual variability (i.e. behavior, physiology and genetics). In the present study, substantial variations in malaria vector density have been observed at the level of both village and house, even between houses which are close together. This variability could be explained not only by conventional climatic factors (rainfall, season) but also certain environmental factors, i.e. a watercourse nearby, and vegetation index and soil type in the immediate surroundings. The environmental risk of exposure has been taken into account very precisely by means of a predictive model that took into account both individual and environmental factors above-mentioned30. Interestingly, using this model it has been previously shown that the use of adequate prediction of this risk allows studying precisely the potential effect of placental infection in cohort studies31.The approach used in the present work is consistent with a suited management of the environmental risk of infection in this specific context of studying the effect of placental malaria and of other factors on the time to first malaria infection.
Several studies have concluded in the existence of a higher susceptibility to malaria for children born to mothers with PM1,2,3. The hypothesis proposed to explain this susceptibility is the existence of an immune tolerance status, although there is no clear and unequivocal explanation of the mechanism involved. The cord blood immune response of children born to mothers with PM is characterized by inducible parasite antigen-specific IL-10-producing regulatory T-cells that can inhibit Th1-type T cell response32. Interestingly, the same immune phenomenon involving an increased level of IL-10 in cord blood has been described during pregnancy geohelminth infections33. Moreover, it has been shown that children born to mothers with PM are also more susceptible to non-malaria fever9 strengthening the hypothesis that immune tolerance could surpass a specific parasite, and that PM could be a biomarker of a more generalized immunosuppressive phenomenon.
Human leukocyte antigen G can inhibit a broad array of immune cells and is strongly involved in fetal maternal tolerance during pregnancy34. A high level of expression of HLA-G, described as an immune checkpoint molecule35, is also reported when cancer, viral or parasitic infections occur36,37, favoring escape from immune control. Indeed, HLA-G interacts with immunoglobulin-like transcript 2 (ILT2) which is expressed by T and B lymphocytes, natural killer (NK) cells, monocytes/macrophages and dendritic cells, and with ILT4 expressed by monocytes, macrophages, neutrophils and dendritic cells)38,39. Binding of HLA-G proteins to their inhibitory receptors can affect the function of immune cell populations modulating crucial steps in immunity40 and inducing the differentiation of CD4+ and CD8+ T cells into various subsets of regulatory cells that secrete IL-10 and TGF-β41,42.
The origin of sHLA-G in the mother compartment is not clearly identified. During pregnancy, the source of plasmatic sHLA-G in mothers’ peripheral blood may come from the mother herself and/or from the fetal trophoblast cells. A child, a mother or both genetically committed to produce high levels of HLA-G could be more susceptible to infections. Therefore, the final sHLA-G production may be a combination of fetal–maternal HLA-G genotypes together with the micro-environmental factors that may modulate HLA-G expression43. In this context, PM may influence both mother and fetus HLA-G production inducing the immunological consequences listed above.
The increased malaria susceptibility of infants born of mothers with a high level of sHLA-G at the first ANV could be explained by several nonexclusive mechanisms. Firstly, genetic variants of the infant involved in the regulation of sHLA-G expression influence the level of sHLA-G in the mother during pregnancy (via trophoblast cells) and in the children during infancy43. A high level of sHLA-G represents a tolerogenic environment from the infant’ immune system and increases the risk of infection27,28. The correlation between the level of mothers’ sHLA-G during pregnancy and in the infant during the first 2 years of life28 could be explained by these genetic factors. Secondly, high levels of sHLA-G observed at ANV1 are induced by the presence of pathogen (not necessarily malaria) escaping the mothers’ immune system and also represents a tolerogenic environment from the infant’s immune system. Infants exposed to infection during pregnancy, combined with a strong immune system regulation on the part of the mother, may develop an attenuated immune response towards pathogens. This state of unresponsiveness or weakness of the infant’s immune system does not seem pathogen-specific but a more generalized phenomenon9.
The absence of associations between the time to the first malaria infection during infancy and the mothers’ levels of sHLA-G at ANV2 and delivery could be explained by the medical care provided to the mother, including the two doses of IPTp against malaria at each antenatal visit. They were also encouraged to attend the clinic at any time, whenever they had any health complaint. These different treatments received during pregnancy may also have modulated HLA-G expression due to the reduction of exposure to infectious diseases. However, independently of the possible effect of IPT or of other treatment received during the follow-up, it is essential to underline the importance of the beginning of pregnancy per se. Indeed there is accumulating evidence that, although the pathophysiological mechanisms of early infections are not completely understood yet, their consequences are serious in terms of maternal anemia and low birth weight44. Moreover, it has been shown that even submicroscopic P. falciparum infections can have consequences in terms of low birth weight, prematurity and maternal anemia45. To our knowledge the consequences of malaria infection of the mothers during early pregnancy on the susceptibility of their newborns to infection during infancy have been poorly explored and the results are not convincing46. Our results could be indirectly consistent with the potential existence of such an association and by the involvement of HLA-G in this susceptibility.
It has been shown that the level of HLA-G at ANV1 has a significant predictive power of the occurrence of malaria infection during the first 2 years of life. This finding is promising in that it constitutes a strong argument for the idea that maternal HLA-G level could be a biomarker for malaria susceptibility in children. This question must, however, still be developed by complementary studies.
Some limitations of the study exist. Due to the constraints imposed by the clinical trial, the follow-up was different before and after the first 12 months. Therefore, there is a possibility that some infections could have been missed during the 1st year because of less extensive monitoring. Nevertheless, this possibility should in particular concern asymptomatic infections since mothers received the instruction to contact health centers if any health problems arose. However under-detection of malaria events is unlikely to be related to the maternal HLA-G level and this should not constitute a major and particularly specific bias in the results. Furthermore, this could explain why the effect of sHLA-G level seems more detectable after 10 months of life. Nevertheless, the same pattern of results was obtained using symptomatic infections alone (p = 0.03).
HLA-G genetic polymorphism could influence HLA-G expression47,48 and consequently modulate the risk of malaria infection49. We have studied the role played by genetic polymorphism of HLA-G 3′UTR regulatory region. No association was observed between HLA-G 3′UTR variants and the level of sHLA-G expression (data not showed). However we cannot exclude that genetic variants present in HLA-G 3′UTR could modulate HLA-G concentration because the absence of association observed is most likely due to insufficient number of individuals. Moreover, genetic variants in others regulatory regions could also affect HLA-G expression50,51. Studies combining in vitro functional assays and larger cohorts are needed to better understand the role played by genetic on HLA-G expression.
The potential advantage of soluble HLA-G as a biomarker has already been proposed in cancer, chronic viral infections and in vitro fertilization20,21,22. Our results are consistent with the potential value of sHLA-G from a public health point of view to identify pregnancies that could result in particularly frail newborns. However, we believe it is too early to make some recommendation for the follow-up of women and newborn, and we need to confirm these results in another population including a higher number of pregnant women.
Material and Methods
Study site and population
The present prospective cohort study took part in the framework of the MiPPAD clinical trial (http://clinicaltrials.gov/ct2/show/NCT00811421). The first 400 infants to be delivered were enrolled from January 2010 to June 2011, and followed up for 24 months. HIV-positive, twin pregnancies, stillbirth or fetal abnormalities were excluded. Women were included before the end of 28 gestational weeks (GW) and two doses of Intermittent Preventive Treatment for pregnancy (IPTp) were administered at antenatal visits (ANVs)52. In our analyses ANV1 and ANV2 referred respectively to the ANVs during which the first and the second IPTp doses were given, in compliance with the MiPPAD clinical trial protocol.
Study procedures
At inclusion, socio-demographic and socio-economic characteristics, reproductive and medical histories were collected. Women were examined and a questionnaire completed. Between ANVs, women had to attend the health centre for all health complaints.
Blood was sampled (before IPTp administrations at ANV1 and ANV2 and before delivery) for plasma sHLA-G measurement and malaria diagnosis. After delivery, a placental blood smear was used to assess placental malaria, defined as the presence of asexual Plasmodium falciparum parasites in the blood smear.
Newborns were followed until 24 months. Due to the MiPPAD clinical trial constraints, the follow-up was different before and after 12 months. During the first year of life, at 6, 9 and 12 months children were clinically examined. In case of axillary temperature greater than or equal to 37.5 °C (or a history of fever in the preceding 24 h) a rapid diagnosis test (RDT) and a thick blood smear (TBS) were performed. After 12 months of age, children were visited at home twice a month and the temperature was systematically checked. During the 24-month period, mothers were invited to visit health centers if there was any health problem. During home visits or at the health center, in case of fever or history of fever in the preceding 24 h, a RDT was performed. Monthly between 12 and 24 months, a systematic TBS to detect asymptomatic malaria was also performed. A symptomatic malaria attack was defined as the presence of fever (or a history of fever) and a positive RDT and/or a positive TBS. Malaria attacks were treated with an artemisinin-based combination (arthemeter and lumefantrine), as recommended by the Beninese National Malaria Control Program. An asymptomatic infection was defined as a positive monthly systematic TBS with no fever or history of fever. Overall, at birth (cord blood), 6, 9, 12, 18 and 24 months, blood was collected to perform the same tests evaluated in mothers. All the medications prescribed were free of charge.
Soluble HLA-G quantification
Soluble HLA-G was quantified using the MEM-G/9 antibody (Exbio, Praha, Czech Republic), which recognizes the sHLA-G1, -G5 isoforms and the anti-human β2-microglobulin, as capture and detection antibodies, respectively53. All incubation steps were performed at room temperature, followed by four washes using washing buffer (H2O, PBS 1X, 0.1% Tween 20). The plates were incubated for 30 min with the substrate (Tetramethylbenzidine, Sigma Aldrich, St. Louis, MO, USA) and absorbance was measured at 450 nm after adding HCL (1 N). Total sHLA-G levels were determined from a five-point standard curve (12.5–200 ng/mL) using dilutions of calibrated HLA-G5 purified from M8-HLA-G5 cell line culture supernatant, and the results were expressed as ng/mL. The detection limit is ~1 ng/mL. A negative and positive control was included in each ELISA plate. The positive control was the supernatant from M8-HLA-G5 cell line culture (with the vector encoding the secreted protein HLA-G5 (M8-HLA-G5)) while the negative control was the supernatant from M8 cell line transfected with the empty vector (M8-pcDNA).). Both M8-HLA-G5 and M8-pcDNA cell lines were previously described54. The precise concentration of HLA-G5 present into the M8-HLA-G5 supernatant was defined using HLA-G5 purified protein55. The methodology to measure sHLA-G1 and -G5 molecules using ELISA has been previously validated the Wet Workshop for measurement of sHLA-G held in Essen, Germany and published56.
Definition of variables
For survival analysis, time between birth and first malaria infection (symptomatic or not) was defined as primary outcome. After their first malaria infection, children were right-censored. The date of right censoring was the date of first malaria infection or the last available date of follow-up.
The following variables were used. Gender of the newborn; presence of LBW (birth weight <2500 g); age of the mother; gravidity (primi vs multigravid); ethnic group (Aizo, Fon, other); IPTp treatment group; placental malaria infection (presence/absence); number of peripheral malaria infections during pregnancy (before ANV1, between ANV1 and ANV2 and after ANV2); level of sHLA-G at ANV1, at ANV2 and at delivery. Levels of sHLA-G at each measurement were used as quantitative variable. The environmental risk of infection was assessed through quantification of exposure to vector bites. Mosquito catches were performed over two consecutive nights, monthly throughout the course of the study, to assess the density of malaria vectors. Using environmental (rainfall, type of soil, watercourse nearby, vegetation index) and behavioral data (number of inhabitants per room; ownership of a bed net or insect repellent), a time- and space-dependent environmental risk of exposure to malaria was assessed for each child by means of a predictive model30.
Statistical analyses
Survival analyses
A Cox regression model was used to assess the effect of PM and of the mothers’ sHLA-G levels on the time of first infection, adjusted on the cofactors mentioned above. First, a univariate Cox analysis was performed to study the association between all covariates and the first malaria infection. Kaplan-Meier curves were obtained to present the probability of occurrence of malaria infection. Secondly, a multivariate analysis was performed to study the association between first malaria infection and PM or mothers’ HLA-G levels, adjusting for the covariates selected in the first step (with p < 0.20). Scaled Schoenfeld residuals were used for testing the proportional-hazards assumption.
Data were analyzed using the Stata v. 13 software (Stata Corporation, College Station, TX, USA).
Predictive analyses
Complementary, we built a predictive model, designed to evaluate the power of sHLA-G to predict the occurrence of infection during the 2 years follow-up (no infection vs at least one). We performed two machine-learning methods: logistic regression and random forest. For both methods, the same steps were followed. First, the sample was split into a train sample (70% of the data) and a test sample (30% of the data) randomly drawn with stratification according to the malaria infection status to guarantee the same proportion of infection in both samples. At a second step different predictive models were built (see details below) using the train sample and at the last step, the predictive power of each model was evaluated using the test sample through the area under ROC curves (AUC). All the covariates were introduced in the predictive models, which differed only according to the way the sHLA-G variable has been considered: (i) sHLA-G as a binary variable (2 classes according to the median, (ii) sHLA-G as a four classes variable (according to the quartiles) and (iii) sHLA-G as a continuous variable. Then, the best sHLA-G variable was selected (i.e. the sHLA-G variable giving the highest predictive power (highest AUC) was selected. At last, three models were compared by testing the difference between the areas under the ROC curves: logistic regression with all covariates except sHLA-G (model 1 considered as the reference model), logistic regression with all covariates including the best sHLA-G variable (model 2) and random forest with all covariates including the best sHLA-G variable (model 3). Finally, the stability of the results has been checked by repeating this last step on 4 other partitions of the data drawn at random (i.e. 5 pairs of train/test samples in all). These analyses were performed using R software, (MLR package).
Ethics
The study protocol and informed consent were approved by the Comité Consultatif de Déontologie et d'Éthique (CCDE) of the Institut de Recherche pour le Développement (France) and by the Ethics Committee of the Faculté des Sciences de la Santé de Cotonou in Benin (N° 43/11/2010/CE/FSS/UAC). Written informed consent was signed and a copy was given to each participant with the possibility to withdraw at any time. If the woman could not read, an impartial witness was involved in the process. In addition to the assent of minors, informed consent was obtained from the parents or legal guardians. All the methods were carried out in accordance with the approved guidelines.
Data Availability
All relevant data are available from the Open Science Framework database (https://osf.io/q2v57/).
References
Le Hesran, J. Y. et al. Maternal placental infection with Plasmodium falciparum and malaria morbidity during the first 2 years of life. American journal of epidemiology 146, 826–831 (1997).
Schwarz, N. G. et al. Placental malaria increases malaria risk in the first 30 months of life. Clinical infectious diseases: an official publication of the Infectious Diseases Society of America 47, 1017–1025, https://doi.org/10.1086/591968 (2008).
Mutabingwa, T. K. et al. Maternal malaria and gravidity interact to modify infant susceptibility to malaria. PLoS medicine 2, 1260–1268, ARTN e407 https://doi.org/10.1371/journal.pmed.0020407 (2005).
Le Port, A. et al. Infections in infants during the first 12 months of life: role of placental malaria and environmental factors. Plos One 6, e27516, https://doi.org/10.1371/journal.pone.0027516 (2011).
Natama, H. M. et al. Modulation of innate immune responses at birth by prenatal malaria exposure and association with malaria risk during the first year of life. BMC medicine 16, 198, https://doi.org/10.1186/s12916-018-1187-3 (2018).
Sylvester, B. et al. Interferon-gamma and Interleukin-10 Responses during Clinical Malaria Episodes in Infants Aged 0-2 Years Prenatally Exposed to Plasmodium falciparum: Tanzanian Birth Cohort. J Trop Med 2018, 6847498, https://doi.org/10.1155/2018/6847498 (2018).
Malhotra, I. et al. Prenatal T cell immunity to Wuchereria bancrofti and its effect on filarial immunity and infection susceptibility during childhood. J Infect Dis 193, 1005–1013, https://doi.org/10.1086/500472 (2006).
Malhotra, I. et al. Influence of maternal filariasis on childhood infection and immunity to Wuchereria bancrofti in Kenya. Infection and immunity 71, 5231–5237 (2003).
Rachas, A. et al. Placental Malaria is Associated With Increased Risk of Nonmalaria Infection During the First 18 Months of Life in a Beninese Population. Clin Infect Dis 55, 672–678, https://doi.org/10.1093/cid/cis490 (2012).
Bouaziz, O. et al. Is Placental Malaria a Long-term Risk Factor for Mild Malaria Attack in Infancy? Revisiting a Paradigm. Clin Infect Dis 66, 930–935, https://doi.org/10.1093/cid/cix899 (2018).
Moreau, P. et al. Molecular and immunologic aspects of the nonclassical HLA class I antigen HLA-G: evidence for an important role in the maternal tolerance of the fetal allograft. Am J Reprod Immunol 40, 136–144 (1998).
Rouas-Freiss, N., Goncalves, R. M., Menier, C., Dausset, J. & Carosella, E. D. Direct evidence to support the role of HLA-G in protecting the fetus from maternal uterine natural killer cytolysis. Proc Natl Acad Sci USA 94, 11520–11525 (1997).
Riteau, B. et al. HLA-G2, -G3, and -G4 isoforms expressed as nonmature cell surface glycoproteins inhibit NK and antigen-specific CTL cytolysis. J Immunol 166, 5018–5026 (2001).
Bahri, R. et al. Soluble HLA-G inhibits cell cycle progression in human alloreactive T lymphocytes. J Immunol 176, 1331–1339 (2006).
Carosella, E. D. The tolerogenic molecule HLA-G. Immunology letters 138, 22–24, https://doi.org/10.1016/j.imlet.2011.02.011 (2011).
Carosella, E. D., Rouas-Freiss, N., Paul, P. & Dausset, J. HLA-G: a tolerance molecule from the major histocompatibility complex. Immunology today 20, 60–62 (1999).
Hong, H. A., Paximadis, M., Gray, G. E., Kuhn, L. & Tiemessen, C. T. Maternal human leukocyte antigen-G (HLA-G) genetic variants associate with in utero mother-to-child transmission of HIV-1 in Black South Africans. Infection Genetics and Evolution 30, 147–158, https://doi.org/10.1016/j.meegid.2014.12.021 (2015).
Segat, L. et al. HLA-G 14 bp deletion/insertion polymorphism and mother-to-child transmission of HIV. Tissue Antigens 83, 161–167, https://doi.org/10.1111/tan.12296 (2014).
Amiot, L. et al. Expression of HLA-G by mast cells is associated with hepatitis C virus-induced liver fibrosis. Journal of hepatology 60, 245–252, https://doi.org/10.1016/j.jhep.2013.09.006 (2014).
Kirana, C. et al. Soluble HLA-G is a differential prognostic marker in sequential colorectal cancer disease stages. Int J Cancer 140, 2577–2586, https://doi.org/10.1002/ijc.30667 (2017).
Guo, X. Y., Jiang, F., Cheng, X. J., Hou, C. Y. & Yao, Y. Q. Embryonic soluble human leukocyte antigen-G as a marker of embryo competency in assisted reproductive technology for Chinese women. J Reprod Med 58, 477–484 (2013).
Laaribi, A. B. et al. Increased levels of soluble HLA-G molecules in Tunisian patients with chronic hepatitis B infection. J Viral Hepat 24, 1016–1022, https://doi.org/10.1111/jvh.12718 (2017).
Fainardi, E. et al. Emerging topics and new perspectives on HLA-G. Cell Mol Life Sci 68, 433–451, https://doi.org/10.1007/s00018-010-0584-3 (2011).
Menter, T. & Tzankov, A. Mechanisms of Immune Evasion and Immune Modulation by Lymphoma Cells. Front Oncol 8, 54, https://doi.org/10.3389/fonc.2018.00054 (2018).
Garcia, A. et al. Association of HLA-G 3′ UTR polymorphisms with response to malaria infection: A first insight. Infection Genetics and Evolution 16, 263–269, https://doi.org/10.1016/j.meegid.2013.02.021 (2013).
Sabbagh, A. et al. Association of HLA-G 3′ untranslated region polymorphisms with antibody response against Plasmodium falciparum antigens: preliminary results. Tissue Antigens 82, 53–58, https://doi.org/10.1111/tan.12140 (2013).
Sadissou, I. et al. High plasma levels of HLA-G are associated with low birth weight and with an increased risk of malaria in infancy. Malaria journal 13, 312, https://doi.org/10.1186/1475-2875-13-312 (2014).
d’Almeida, T. C. et al. Evolution of the levels of human leukocyte antigen G (HLA-G) in Beninese infant during the first year of life in a malaria endemic area: using latent class analysis. Malaria journal 15, ARTN 78 https://doi.org/10.1186/s12936-016-1131-y (2016).
d’Almeida, T. C. et al. Soluble human leukocyte antigen -G during pregnancy and infancy in Benin: Mother/child resemblance and association with the risk of malaria infection and low birth weight. PloS one 12, e0171117, https://doi.org/10.1371/journal.pone.0171117 (2017).
Cottrell, G. et al. Modeling the influence of local environmental factors on malaria transmission in Benin and its implications for cohort study. PloS one 7, ARTN e28812 https://doi.org/10.1371/journal.pone.0028812 (2012).
Le Port, A. et al. Importance of adequate local spatiotemporal transmission measures in malaria cohort studies: application to the relation between placental malaria and first malaria infection in infants. Am J Epidemiol 178, 136–143, https://doi.org/10.1093/aje/kws452 (2013).
Broen, K., Brustoski, K., Engelmann, I. & Luty, A. J. Placental Plasmodium falciparum infection: causes and consequences of in utero sensitization to parasite antigens. Molecular and biochemical parasitology 151, 1–8, https://doi.org/10.1016/j.molbiopara.2006.10.001 (2007).
Mehta, R. S. et al. Maternal geohelminth infections are associated with an increased susceptibility to geohelminth infection in children: a case-control study. PLoS Negl Trop Dis 6, e1753, https://doi.org/10.1371/journal.pntd.0001753 (2012).
Papamitsou, T. et al. Immunohistochemical study of immunological markers: HLAG, CD16, CD25, CD56 and CD68 in placenta tissues in recurrent pregnancy loss. Histol Histopathol 29, 1047–1055 (2014).
Carosella, E. D., Rouas-Freiss, N., Roux, D. T., Moreau, P. & LeMaoult, J. HLA-G: An Immune Checkpoint Molecule. Advances in immunology 127, 33–144, https://doi.org/10.1016/bs.ai.2015.04.001 (2015).
Amiot, L., Vu, N. & Samson, M. Immunomodulatory Properties of HLA-G in Infectious Diseases. Journal of immunology research, Artn 298569 https://doi.org/10.1155/2014/298569 (2014).
Sabbagh, A. et al. The role of HLA-G in parasitic diseases. Hla 91, 255–270, https://doi.org/10.1111/tan.13196 (2018).
Alaoui, L. et al. Early SIV and HIV infection promotes the LILRB2/MHC-I inhibitory axis in cDCs. Cell Mol Life Sci, https://doi.org/10.1007/s00018-017-2712-9 (2017).
Baudhuin, J. et al. Exocytosis acts as a modulator of the ILT4-mediated inhibition of neutrophil functions. Proceedings of the National Academy of Sciences of the United States of America 110, 17957–17962, https://doi.org/10.1073/pnas.1221535110 (2013).
Morandi, F., Rizzo, R., Fainardi, E., Rouas-Freiss, N. & Pistoia, V. Recent Advances in Our Understanding of HLA-G Biology: Lessons from a Wide Spectrum of Human Diseases. Journal of immunology research 2016, 4326495, https://doi.org/10.1155/2016/4326495 (2016).
Pankratz, S. et al. Human CD4+HLA-G+ regulatory T cells are potent suppressors of graft-versus-host disease in vivo. FASEB journal: official publication of the Federation of American Societies for Experimental Biology 28, 3435–3445, https://doi.org/10.1096/fj.14-251074 (2014).
Gregori, S. et al. Differentiation of type 1 T regulatory cells (Tr1) by tolerogenic DC-10 requires the IL-10-dependent ILT4/HLA-G pathway. Blood 116, 935–944, https://doi.org/10.1182/blood-2009-07-234872 (2010).
Dahl, M. et al. Human leukocyte antigen (HLA)-G during pregnancy part II: associations between maternal and fetal HLA-G genotypes and soluble HLA-G. Human immunology 76, 260–271, https://doi.org/10.1016/j.humimm.2015.01.015 (2015).
Huynh, B. T., Cottrell, G., Cot, M. & Briand, V. Burden of malaria in early pregnancy: a neglected problem? Clinical infectious diseases: an official publication of the Infectious Diseases Society of America 60, 598–604, https://doi.org/10.1093/cid/ciu848 (2015).
Accrombessi, M. et al. Prevalence and Associated Risk Factors of Malaria in the First Trimester of Pregnancy: A Preconceptional Cohort Study in Benin. J Infect Dis 217, 1309–1317, https://doi.org/10.1093/infdis/jiy009 (2018).
Accrombessi, M. et al. Effects of Malaria in the First Trimester of Pregnancy on Poor Maternal and Birth Outcomes in Benin. Clinical infectious diseases: an official publication of the Infectious Diseases Society of America, https://doi.org/10.1093/cid/ciy1073 (2018).
Carlini, F. et al. HLA-G UTR haplotype conservation in the Malian population: association with soluble HLA-G. PloS one 8, e82517, https://doi.org/10.1371/journal.pone.0082517 (2013).
Dias, F. C. et al. The genetic diversity within the 1.4 kb HLA-G 5′ upstream regulatory region moderately impacts on cellular microenvironment responses. Sci Rep 8, 5652, https://doi.org/10.1038/s41598-018-24009-7 (2018).
Garcia, A. et al. Association of HLA-G 3′UTR polymorphisms with response to malaria infection: a first insight. Infection, genetics and evolution: journal of molecular epidemiology and evolutionary genetics in infectious diseases 16, 263–269, https://doi.org/10.1016/j.meegid.2013.02.021 (2013).
Ferreira, L. M. et al. A distant trophoblast-specific enhancer controls HLA-G expression at the maternal-fetal interface. Proceedings of the National Academy of Sciences of the United States of America 113, 5364–5369, https://doi.org/10.1073/pnas.1602886113 (2016).
Ikeno, M. et al. LINE1 family member is negative regulator of HLA-G expression. Nucleic acids research 40, 10742–10752, https://doi.org/10.1093/nar/gks874 (2012).
Gonzalez, R. et al. Intermittent preventive treatment of malaria in pregnancy with mefloquine in HIV-negative women: a multicentre randomized controlled trial. PLoS medicine 11, e1001733, https://doi.org/10.1371/journal.pmed.1001733 (2014).
Menier, C. et al. Characterization of monoclonal antibodies recognizing HLA-G or HLA-E: new tools to analyze the expression of nonclassical HLA class I molecules. Human immunology 64, 315–326 (2003).
Le Rond, S. et al. Alloreactive CD4+ and CD8+ T cells express the immunotolerant HLA-G molecule in mixed lymphocyte reactions: in vivo implications in transplanted patients. Eur J Immunol 34, 649–660, https://doi.org/10.1002/eji.200324266 (2004).
Le Rond, S. et al. Evidence to support the role of HLA-G5 in allograft acceptance through induction of immunosuppressive/ regulatory T cells. Journal of immunology (Baltimore, Md.: 1950) 176, 3266–3276 (2006).
Rebmann, V., Lemaoult, J., Rouas-Freiss, N., Carosella, E. D. & Grosse-Wilde, H. Report of the Wet Workshop for Quantification of Soluble HLA-G in Essen, 2004. Human immunology 66, 853–863, https://doi.org/10.1016/j.humimm.2005.05.003 (2005).
Acknowledgements
We are grateful to all the women who participated in the study. We thank village community agents who participated actively in the medical and follow-up surveys. We are also very grateful to the technicians, nurses, drivers, and students from the program and from the two dispensaries where the study took place. This work was financially and materially supported by the Agence Nationale de la Recherche, Programme PRSP 2010.
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A.G., D.C., G.C. conceived and designed the project. T.d’A., I.S., E.A., G.C., D.C. collected samples in the field. C.P., T.B., N.M. collected entomological data. D.C., I.S., B.F., N.R.F., Ph.M., E.C., C.P., T.B., N.M. prepared the protocols, performed and supervised the experiments or analyses. T.d’A., A.G., G.C., A.S., M.S., J.M., E.A., L.G. supervised and performed statistical analyses. A.G., T.d’A., D.C. wrote the paper. All authors revised the M.S. before submission.
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d’Almeida, T.C., Sadissou, I., Sagbohan, M. et al. High level of soluble human leukocyte antigen (HLA)-G at beginning of pregnancy as predictor of risk of malaria during infancy. Sci Rep 9, 9160 (2019). https://doi.org/10.1038/s41598-019-45688-w
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DOI: https://doi.org/10.1038/s41598-019-45688-w
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