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Risks of miscarriage and inadvertent exposure to artemisinin derivatives in the first trimester of pregnancy: a prospective cohort study in western Kenya

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Abstract

Background

The artemisinin anti-malarials are widely deployed as artemisinin-based combination therapy (ACT). However, they are not recommended for uncomplicated malaria during the first trimester because safety data from humans are scarce.

Methods

This was a prospective cohort study of women of child-bearing age carried out in 2011–2013, evaluating the relationship between inadvertent ACT exposure during first trimester and miscarriage. Community-based surveillance was used to identify 1134 early pregnancies. Cox proportional hazard models with left truncation were used.

Results

The risk of miscarriage among pregnancies exposed to ACT (confirmed + unconfirmed) in the first trimester, or during the embryo-sensitive period (≥6 to <13 weeks gestation) was higher than among pregnancies unexposed to anti-malarials in the first trimester: hazard ratio (HR) = 1.70, 95 % CI (1.08–2.68) and HR = 1.61 (0.96–2.70). For confirmed ACT-exposures (primary analysis) the corresponding values were: HR = 1.24 (0.56–2.74) and HR = 0.73 (0.19–2.82) relative to unexposed women, and HR = 0.99 (0.12–8.33) and HR = 0.32 (0.03–3.61) relative to quinine exposure, but the numbers of quinine exposures were very small.

Conclusion

ACT exposure in early pregnancy was more common than quinine exposure. Confirmed inadvertent artemisinin exposure during the potential embryo-sensitive period was not associated with increased risk of miscarriage. Confirmatory studies are needed to rule out a smaller than three-fold increase in risk.

Background

Artemisinin-based combination therapy (ACT) anti-malarials have been adopted as first‐line treatment for falciparum malaria in almost all endemic countries, providing life‐saving benefits to children, adults and pregnant women globally [1]. However, their safety is uncertain when used in early pregnancy. Ascertainment of risk from exposure to anti-malarials in the first trimester is difficult in resource-poor settings and data available for assessing risk are limited [2, 3]. Artemisinins are embryo-toxic in several animal species, including non-human primate models [4, 5]. Teratogenic effects observed in mice and rabbits included death of the foetus, malformations of the heart, great vessels, and limb defects. Primate models exposed to prolonged courses of ACT had high rates of foetal loss [6]. Animal models suggested that artemisinin embryo-toxicity targets primitive erythroblasts, which are the primary form of red blood cells in circulation between weeks 4 and 10 post-conception in humans. Therefore the embryo-sensitive period to artemisinin, if any, is thought to occur at 6–12 (inclusive) weeks’ gestation from the first day of the last menstrual period (LMP) in humans [4, 5, 7, 8].

There are limited data available to assess whether ACT is embryo-toxic or teratogenic in humans; fewer than 700 exposures in the first trimester have been well documented [915]. After reviewing all existing evidence in 2003 and then in 2006, the World Health Organization (WHO) recommended that artemisinins could be used during the second or third trimesters of pregnancy and that, due to insufficient safety data, treatment in the first trimester was not recommended unless the life of the mother is at risk, or oral quinine is not available [5, 16]. The recommended treatment for first trimester malaria infections is seven days’ oral quinine alone or combined with clindamycin [17]. However, as women may not be aware of their pregnancy or do not declare an early pregnancy, and because clinic staff do not often assess for pregnancy in women of child-bearing age (WOCBA), the risk of exposure to drugs not recommended in pregnancy, including to potential teratogens, is possible during this period [18]. As ACT is increasingly available, a growing number of women will be inadvertently exposed to an artemisinin compound in early pregnancy, including during the period when foetal organs and tissues are formed.

Malaria can have severe consequences to the health of the pregnant woman and her unborn baby including maternal anaemia, foetal loss, preterm birth, low birth weight and perinatal mortality, and in some cases maternal death. The impact of malaria infection in early pregnancy has been identified as a major knowledge gap for estimating the burden of malaria in pregnancy. Recent studies have provided insight into the potential adverse consequences of malaria infections early in pregnancy, showing a major impact on birth weight and maternal anaemia [19, 20]. Findings from a retrospective analysis from 25 years of data from the Thai-Myanmar border, where artemisinin deployment has been necessary for many years because of multi-drug resistance, showed that malaria infection in the first trimester (both symptomatic and asymptomatic) was a significant risk factor for miscarriage. No association between first trimester artemisinin exposure and miscarriage was found. However more data from a wider range of malaria-endemic countries are required to provide an increased level of reassurance that first trimester artemisinin exposure does not significantly increase the risk of miscarriage or other adverse pregnancy outcomes. The findings from a prospective cohort study of WOCBA designed to examine whether ACT exposure in the first trimester was associated with miscarriage are reported here.

Methods

Overview of study design

This was a prospective cohort study conducted among WOCBA (15–49 years of age) residing in a highly malarious area in western Kenya with a population under continuous health and demographic surveillance system (HDSS) monitoring as part of the collaboration between the Kenya Medical Research Institute (KEMRI) and Centers for Disease Control and Prevention (CDC) [21]. Participants received treatment through the usual channels, including health facilities and drug outlets.

Procedures

Recruitment of women of child-bearing age and pregnancy detection

Between 15 February, 2011 and 15 February, 2013, 6010 WOCBA participating in an ongoing population-based, infectious disease, surveillance project (PBIDS) in rural Bondo District, western Kenya [22, 23] (Additional file 1) were invited to participate in the ‘Evaluation of Medications used in Early Pregnancy’ (EMEP) prospective cohort study. EMEP staff visited all homes in the PBIDS and enrolled consenting WOCBA who met eligibility criteria for EMEP. WOCBA were eligible for EMEP if they were between 15 and 49 years of age and active participants of PBIDS. Exclusion criteria included: inability to give informed consent or provide an accurate medical history. WOCBA who consented to participate were asked if they could be pregnant and offered a pregnancy test at the time of enrolment and again approximately every 3 months thereafter. Any participant with a detected pregnancy was referred to the antenatal clinic at Lwak Hospital where trained EMEP nurses confirmed the pregnancy (either by ultrasound if the women presented before 24 weeks, or by palpation and by auscultation of the foetal heart later in pregnancy) and offered free antenatal care (ANC). Additionally, all pregnant patients presenting at the ANC clinic of Lwak Hospital were enrolled if all criteria were met. EMEP nurses were not involved in treatment of study participants.

Gestational age assessment

Gestational age was determined using the most accurate measurement available for each participant in the following order: ultrasound scan taken before 24 weeks’ gestation performed by trained study nurses (Sonosite 180 plus portable ultrasound system), Ballard estimates measured within 96 h of birth, LMP or reported gestation at time of pregnancy loss, and, lastly gestational age derived from fundal height assessment (Additional file 1).

Pregnancy outcome

Pregnancy outcomes were assessed using a combination of health facility- and home-based follow-up visits. The latter is particularly relevant for miscarriages, because the vast majority of these events occur in the community, not in health facilities. Village-based staff received monthly lists of participants with estimated delivery dates and after visiting the participants’ homes they informed study nurses of pregnancy outcomes. Follow-ups by study staff were then arranged to administer structured questionnaires about the delivery, outcome, any illnesses and medication used during pregnancy. Pregnancy outcomes captured included: pregnancy loss (miscarriages, induced abortions and stillbirths), live births and major congenital malformations detectable at birth by surface examination. This analysis focuses on miscarriage defined as spontaneous pregnancy loss at or before 28 completed weeks’ gestation (2–28 weeks inclusive), which is considered the gestational age of viability in resource-constrained settings.

Anti-malarial drug exposure ascertainment

Drug exposure data were captured using three approaches (Table 1): (a) interviews with pregnant women visiting the antenatal clinic in Lwak Hospital and at the time of pregnancy outcome follow-up (henceforth referred to as EMEP data); (b) record linkage to data on drugs prescribed to WOCBA at the outpatient department in Lwak Hospital (henceforth referred to as Lwak-OPD data); and, (c) weekly to twice monthly home visits by fieldworkers as part of PBIDS.

Table 1 Description of drug information sources used to determine anti-malarial and malaria exposure status

Other covariates

Obstetric history and ANC laboratory information collected routinely at antenatal booking (haemoglobin level, HIV and syphilis testing, and malaria microscopy) were extracted from the ANC records at Lwak hospital or antenatal cards by study nurses. Demographic characteristics and medical history, including illnesses (e.g., malaria) and drugs used during the current pregnancy were collected at each EMEP study visit at ANC and during pregnancy outcome follow-up visits. Household level wealth quintiles were obtained from the HDSS [24].

Data analysis

Exposure definition

A trend of increase in risk of miscarriage with ACT exposure during this artemisinin-specific, embryo-sensitive period would corroborate the biological mechanism observed in animal models and suggest a causal association with ACT exposures. The analysis focused on two exposure definitions: anti-malarial drug reported/prescribed (1) ‘anytime’ in the first trimester, i.e., gestational week 2 and 0 days (day 14 since LMP) to week 13 and 6 days (day 97 since LMP) post-LMP, and (2) between weeks 6 day 0 (day 42 since LMP) to week 12 day 6 post-LMP (day 90 since LMP) (potential artemisinin embryo-sensitive period as suggested by animal reprotoxicology [8]). Unexposed was defined as no evidence of anti-malarial or malaria exposure in any of the three data sources. Confirmed exposures were defined as exposures identified by at least two of the three data sources. Confirmed + unconfirmed exposures were defined as anti-malarial identified by at least one of the three data sources.

Cox regression model

Analyses were performed using Stata v12.1 (StataCorp LP, College Station, TX, USA). Cox proportional hazard regression models with left truncation were fitted to estimate the effect on miscarriage of ACT exposure during the first trimester and during the artemisinin embryo-sensitive period. Exposure was treated as a time-dependent variable (Additional file 1). Known risk factors for miscarriage were considered and to determine which variables remained in the final model, assessment of confounding was based on the impact a variable had on the hazard ratio, followed by the consideration of its precision. If the HR changed by ≥10 % the variable was retained in the model [25, 26].

The primary analysis compared the hazard of miscarriage among pregnancies with confirmed ACT exposures, either anytime during the first trimester or six to 12 weeks post-LMP, with the hazard among women not exposed to any anti-malarials anytime during the first trimester or among women exposed to quinine anytime in the first trimester or 6–12 weeks post-LMP.

Secondary analyses consisted of similar models but using (a) less restrictive exposure definitions, including both confirmed and unconfirmed exposures, and, (b) more restrictive exposure definitions where only ACT exposures within estimated gestational age confidence margins were included (Additional file 2).

Ethical review and consent

The EMEP study was approved by the ethics committees and institutional review boards of CDC (No. 5889), KEMRI (No. 1752) and the Liverpool School of Tropical Medicine (No. 09.70). Written informed consent or assent was obtained from each participant including consent for record linkage with PBIDS and HDSS databases.

Results

Participant characteristics

Out of 5911 eligible WOCBA, 5536 (94 %) consented to participate and among them, 1453 pregnancies were detected, and 1134 (78 %) were included in the data analysis (Fig. 1). The mean and median gestational age at time of pregnancy detection was 13.3 (standard deviation 6.9) and 12.1 (range 0–27.9) weeks (Table 2). Overall, 62 % of deliveries took place at a health facility, and 25 % of the miscarriages. Overall, 67 % of pregnancy outcomes were captured within a week of the event; however, for miscarriages this was only 20 %.

Fig. 1
figure1

Study participant flow diagram from screening to inclusion in data analysis

Table 2 Characteristics of 1134 pregnancies by ACT exposure status [n (%) otherwise stated]

Prevalence of first trimester ACT and quinine exposure

Overall, 299 (26.4 %) of the 1134 pregnancies had evidence of possible ACT exposure anytime in the first trimester (confirmed + unconfirmed). For 77 (25.8 % of exposures and 6.8 % of all pregnancies) this could be confirmed by at least two of the three sources; 56 of these confirmed exposures (18.7, 5.3 % of pregnancies) were within the estimated gestational age confidence margins. For 212 out of 299 first trimester exposures (70.9 %, 18.7 % of pregnancies), the exposure occurred between 6 and 12 weeks’ gestation; 47 of them were confirmed exposures (Fig. 2). Only 13 pregnancies were exposed to quinine-alone anytime in the first trimester, and 11 during the 6–12 weeks’ gestational period.

Fig. 2
figure2

Miscarriage rate, unadjusted and adjusted hazard rates for the association between different anti-malarial exposure categories and miscarriage

Association between first trimester ACT-exposure and miscarriage

Confirmed exposure (primary analysis)

Compared to pregnancies without anti-malarial exposure/malaria in the first trimester (793), the hazard for miscarriage was non-significantly higher among women with confirmed ACT exposures anytime in the first trimester (77) [hazard ratio (HR) = 1.24, 95 % CI (0.56–2.73)], and this was HR = 1.72 (0.66–4.45) in multivariate analysis (Fig. 2). The corresponding values for ACT exposure during the embryo-sensitive period (47) were HR = 0.73 (0.19–2.82) and HR = 0.81 (0.21–3.03) (Fig. 2).

The values when compared against quinine (13) were: HR = 0.99 (0.12–8.33) and HR = 0. 32 (0.03–3.61) (crude analysis) for exposure anytime and six to 12 weeks post-LMP (Fig. 2).

More restrictive definitions to define exposure within the redefined margins for gestational age resulted in similar or lower effect estimates, but numbers of exposures and events were limited (Additional file 2). The method used for missing value did not alter the conclusions (Additional file 3).

Confirmed + unconfirmed exposure (secondary analysis)

When using a less restrictive definition of exposure by including unconfirmed exposures as well, the risk of miscarriages was significantly higher among the ACT-exposed pregnancies relative to unexposed pregnancies: adjusted HR = 1.66 (1.04–2.67). This was HR = 1. 61 (0.96–2.70) for the embryo-sensitive period. The HRs when compared to quinine were HR = 0.64 (0.08–4.91) and HR = 0.46 (0.05–4.44), respectively (Fig. 2).

Discussion

Pregnancies exposed to ACT in the first trimester were at increased risk of miscarriage compared to pregnancies not exposed to anti-malarials in the same gestation period. This was only statistically significant at the 5 % level in the group with the less restrictive definition for exposure (confirmed and unconfirmed) which had higher number of events (29) and exposures (299) [adjusted HR = 1.66 95 % CI (1.04–2.67)]. A similar effect measure [HR = 1.72 95 % CI (0.66–4.45)] was obtained when the analysis was restricted to those exposures that could be confirmed by the OPD database or the ongoing household surveillance, which was the primary analysis. However the available exposures (77) and events (six) were reduced markedly with this more restrictive analysis and the difference was not statistically significant. When the analysis was further restricted to exposures in the potential embryo-sensitive period in humans for the artemisinins, the effect estimates were again similar [HR = 1. 61 95 % CI (0.96, 2.70)] for confirmed + unconfirmed exposures, but much lower for confirmed exposures [HR = 0.73 95 % CI (0.19, 2.82)]. However this latter analysis, which was also part of the primary analysis, included only two events and 47 pregnancies exposed to ACT. There was no evidence for an increase in the risk of miscarriage among women treated with ACT versus women treated with oral quinine, but again the number exposed to quinine alone was limited to 13 with only one miscarriage.

It was expected that the risk of miscarriage would be higher among women who received anti-malarials than among women without anti-malarial exposure early in pregnancy. This is related to the potential for confounding by indication, i.e., women treated with ACT or quinine sought treatment because of their malaria or other febrile illness, whereas women who did not require anti-malarials did not. The comparison with untreated women is therefore difficult to interpret as it does not allow for the differentiation between the effects of malaria and the drug treating it. Malaria itself, even if it remains asymptomatic, is a known cause of miscarriage. A recent meta-analysis of five trials with malaria chemoprophylaxis or intermittent preventive therapy in 2876 paucigravidae in sub-Saharan Africa showed that women in the control arms were at a 1.54 95 % CI (0.98–2.44) higher risk of miscarrying than women protected by chemoprevention [27]. Prospective studies in low malaria-transmission areas in Thailand also found that asymptomatic malaria in the first trimester increased the odds of miscarriage nearly three-fold and symptomatic infections four-fold [13]. The 1.4- to 1.7-fold increased risk for miscarriage among women exposed to ACT or quinine relative to pregnancies not requiring treatment observed in this study is thus within the expected range of malaria-associated risk of miscarriage.

This study is underpowered to confidently detect or exclude effects smaller than a three-fold increased risk of miscarriage associated with ACT. Nevertheless no indication for such a potential association was found. First, there was no indication that the effect size associated with ACT exposure relative to unexposed women was greater among women treated during the embryo-sensitive period than at anytime during the first trimester. If ACT was causing miscarriage through this mechanism, the effect size would be expected to be highest for exposures restricted to that embryo-sensitive period. No such trend was observed. Secondly, the rates of miscarriage in the quinine-only and ACT-exposed pregnancies were similar. Although the comparison with quinine needs to be interpreted with caution due to the small numbers of quinine-only exposed women, these results are consistent with observations from the Thai-Burmese border by McGready et al. They also found no difference in the proportions of pregnancies ending in miscarriages between women treated with chloroquine (26 %), quinine (27 %) or artesunate (31 %) [13]. A recent prospective study from Tanzania reported higher risk of pregnancy loss (miscarriage and stillbirth combined) in women exposed to quinine compared to those exposed to ACT [14]. A prospective study in Zambia found higher occurrence of miscarriage in first trimester ACT-exposed pregnancies (5 %) compared to none in those exposed to sulfadoxine-pyrimethamine or quinine but the number exposed to quinine (six) were too small to allow for a meaningful comparison [12].

The small number of quinine exposures in the first trimester in this study was surprising as this is the recommended first-line malaria treatment in the first trimester. However these observations are consistent with a recent study on malaria in pregnancy-prescribing practice carried out in the same area of western Kenya (Riley et al., unpublished) and a study from Uganda [28]. These studies draw attention to the need to assess reasons for poor adherence to quinine and malaria treatment guidelines. Poor tolerability and poor compliance to its seven-day regimen is a known problem for treatment of malaria with oral quinine [29, 30].

This study had several limitations that should be considered. First, the small number of quinine exposures limited the ability to compare ACT-exposed pregnancies to the purported ‘control’ drug (as quinine is not known to cause miscarriages) [3]. Second, it was not possible to control for confounding by indication (i.e., the disease itself) because laboratory confirmation of malaria was not available for most women. Controlling for malaria and its severity is important, as malaria itself has been suggested to reduce the potential risk of embryo-toxicity from artemisinin as was found in rat models [31]. Third, since induced abortions are illegal in Kenya, this could have resulted in induced abortions being reported as miscarriages. However since neither ACT nor quinine exposures are perceived as indications for induced abortion in this population, it is thus unlikely that such misclassification would differ according to exposure status. Fourth, it was not possible to account for exposure misclassification due to lack of adherence to prescribed medication (drug intake was not observed) or from counterfeit anti-malarials [32], which could bias the estimate towards the null. Fifth, the ability to confirm exposure was limited because there was limited overlap in the exposures ascertained in the three data sources. The group at highest risk for bias are the unconfirmed exposure cases as 32 first-trimester, ACT-exposures were only reported after pregnancy outcome. Recall bias following adverse pregnancy outcome has been well documented, hence the focus in this study was to confirm ACT exposures using prospective drug ascertainment approaches through record linkage to minimize such bias [3335]. Another potential source of exposure misclassification is gestational age measurement errors. The study could not assess any dose–response effect of exposure.

Conclusion

The results presented here are consistent with two previous observational studies showing an increased risk of miscarriage among women treated for malaria with ACT in the first trimester versus unexposed women, and a similar [13] or lower risk compared to oral quinine [14]. These results also suggest that ACT use in the first trimester is much more common than quinine. The risk associated with malaria in early pregnancy, the comparable observed risk between ACT and quinine exposures, and the limited compliance to treatment with quinine suggests a trial comparing ACT versus quinine for the treatment of uncomplicated malaria in the first trimester may be merited. Before such a trial is considered, further safety data on the association between ACT and congenital malformations, that is forthcoming from studies conducted by the Malaria in Pregnancy Consortium and WHO, should be reviewed and all available evidence pooled to evaluate the evidence of the risk and benefits of artemisinin use in early pregnancy.

Abbreviations

ACT:

artemisinin-based combination therapy

ANC:

antenatal care

CDC:

US Centers for Disease Control and Prevention

EMEP:

evaluation of medications used in early pregnancy study

HDSS:

health and demographic surveillance system

HR:

hazard ratio

KEMRI:

Kenya Medical Research Institute

LMP:

last menstrual period

OPD:

outpatient department

PBIDS:

population-based infectious disease surveillance project

WHO:

World Health Organization

WOCBA:

women of childbearing age

References

  1. 1.

    WHO. World Malaria Report: 2013. Geneva: World Health Organization 2013.

  2. 2.

    Phillips-Howard PA, Steffen R, Kerr L, Vanhauwere B, Schildknecht J, Fuchs E, et al. Safety of mefloquine and other antimalarial agents in the first trimester of pregnancy. J Travel Med. 1998;5:121–6.

  3. 3.

    Phillips-Howard PA, Wood D. The safety of antimalarial drugs in pregnancy. Drug Saf. 1996;14:131–45.

  4. 4.

    Clark RL. Embryotoxicity of the artemisinin antimalarials and potential consequences for use in women in the first trimester. Reprod Toxicol. 2009;28:285–96.

  5. 5.

    WHO, TDR. Assessment of the safety of artemisinin compounds in pregnancy: report of two joint informal consultations convened in 2006. Geneva: World Health Organization 2007.

  6. 6.

    Clark R, Kumemura M, Makori N, Nakata Y, Bernard F, Harrell A, et al. Artesunate: developmental toxicity in monkeys. Bir Birth Defects Research (Part A). 2006;76:329.

  7. 7.

    Kelemen E, Calvo W, Fliedner T. Atlas of Human Hemopoietic Development. Berlin: 1979.

  8. 8.

    White TE, Clark RL. Sensitive periods for developmental toxicity of orally administered artesunate in the rat. Birth Defects Res B Dev Reprod Toxicol. 2008;83:407–17.

  9. 9.

    Adam I, Elhassan EM, Omer EM, Abdulla MA, Mahgoub HM, Adam GK. Safety of artemisinins during early pregnancy, assessed in 62 Sudanese women. Ann Trop Med Parasitol. 2009;103:205–10.

  10. 10.

    Deen JL, von Seidlein L, Pinder M, Walraven GE, Greenwood BM. The safety of the combination artesunate and pyrimethamine-sulfadoxine given during pregnancy. Trans R Soc Trop Med Hyg. 2001;95:424–8.

  11. 11.

    Dellicour S, Hall S, Chandramohan D, Greenwood B. The safety of artemisinins during pregnancy: a pressing question. Malar J. 2007;6:15.

  12. 12.

    Manyando C, Mkandawire R, Puma L, Sinkala M, Mpabalwani E, Njunju E, et al. Safety of artemether-lumefantrine in pregnant women with malaria: results of a prospective cohort study in Zambia. Malar J. 2010;9:249.

  13. 13.

    McGready R, Lee SJ, Wiladphaingern J, Ashley EA, Rijken MJ, Boel M, et al. Adverse effects of falciparum and vivax malaria and the safety of antimalarial treatment in early pregnancy: a population-based study. Lancet Infect Dis. 2012;12:388–96.

  14. 14.

    Mosha D, Mazuguni F, Mrema S, Sevene E, Abdulla S, Genton B. Safety of artemether-lumefantrine exposure in first trimester of pregnancy: an observational cohort. Malar J. 2014;13:197.

  15. 15.

    Rulisa S, Kaligirwa N, Agaba S, Karema C, Mens PF, de Vries PJ. Pharmacovigilance of artemether-lumefantrine in pregnant women followed until delivery in Rwanda. Malar J. 2012;11:225.

  16. 16.

    WHO. Assessment of the safety of artemisinin compounds in pregnancy. Report of two informal consultations convened by WHO in 2002. Geneva: World Health Organization; 2003.

  17. 17.

    WHO. Guidelines for the treatment of malaria. Third edition. Geneva: World Health Organization; 2015.

  18. 18.

    Dellicour S, ter Kuile FO, Stergachis A. Pregnancy exposure registries for assessing antimalarial drug safety in pregnancy in malaria-endemic countries. PLoS Med. 2008;5:e187.

  19. 19.

    Huynh BT, Fievet N, Gbaguidi G, Dechavanne S, Borgella S, Guezo-Mevo B, et al. Influence of the timing of malaria infection during pregnancy on birth weight and on maternal anemia in Benin. Am J Trop Med Hyg. 2011;85:214–20.

  20. 20.

    Cottrell G, Mary JY, Barro D, Cot M. The importance of the period of malarial infection during pregnancy on birth weight in tropical Africa. Am J Trop Med Hyg. 2007;76:849–54.

  21. 21.

    Odhiambo FO, Laserson KF, Sewe M, Hamel MJ, Feikin DR, Adazu K, et al. Profile: the KEMRI/CDC Health and Demographic Surveillance System-Western Kenya. Int J Epidemiol. 2012;41:977–87.

  22. 22.

    Bigogo G, Audi A, Aura B, Aol G, Breiman RF, Feikin DR. Health-seeking patterns among participants of population-based morbidity surveillance in rural western Kenya: implications for calculating disease rates. Int J Infect Dis. 2010;14:e967–73.

  23. 23.

    Feikin DR, Audi A, Olack B, Bigogo GM, Polyak C, Burke H, et al. Evaluation of the optimal recall period for disease symptoms in home-based morbidity surveillance in rural and urban Kenya. Int J Epidemiol. 2010;39:450–8.

  24. 24.

    McKenzie D. Measuring inequality with asset indicators. Journal of Population Economics. 2005;18:229.

  25. 25.

    Sonis J. A closer look at confounding. Fam Med. 1998;30:584–8.

  26. 26.

    Kleinbaum DG, Klein M. Chapter 6: Modeling Strategy Guidelines. Logistic Regression: A Self-Learning Text. 3rd edition ed.: Springer; 2010.

  27. 27.

    Radeva-Petrova D, Kayentao K, ter Kuile FO, Sinclair D, Garner P. Drugs for preventing malaria in pregnant women in endemic areas: any drug regimen versus placebo or no treatment. Cochrane Database Syst Rev. 2014;10:CD000169.

  28. 28.

    Sangaré L, Weiss N, Brentlinger P, Richardson B, Staedke S, Kiwuwa M, et al. Patterns of antimalarial drug treatment among pregnant women in Uganda. Malar J. 2011;10:152.

  29. 29.

    Achan J, Talisuna AO, Erhart A, Yeka A, Tibenderana JK, Baliraine FN, et al. Quinine, an old anti-malarial drug in a modern world: role in the treatment of malaria. Malar J. 2011;10:144.

  30. 30.

    Piola P, Nabasumba C, Turyakira E, Dhorda M, Lindegardh N, Nyehangane D, et al. Efficacy and safety of artemether-lumefantrine compared with quinine in pregnant women with uncomplicated Plasmodium falciparum malaria: an open-label, randomised, non-inferiority trial. Lancet Infect Dis. 2010;10:762–9.

  31. 31.

    Clark RL. Effects of artemisinins on reticulocyte count and relationship to possible embryotoxicity in confirmed and unconfirmed malarial patients. Birth Defects Res A Clin Mol Teratol. 2012;94:61–75.

  32. 32.

    Newton PN, Green MD, Mildenhall DC, Plancon A, Nettey H, Nyadong L, et al. Poor quality vital anti-malarials in Africa—an urgent neglected public health priority. Malar J. 2011;10:352.

  33. 33.

    Jong De, van den Berg LT, Feenstra N, Sorensen HT, Cornel MC. Improvement of drug exposure data in a registration of congenital anomalies. Pilot-study: pharmacist and mother as sources for drug exposure data during pregnancy. EuroMAP Group. Europen Medicine and Pregnancy Group. Teratology. 1999;60:33–6.

  34. 34.

    Rockenbauer M, Olsen J, Czeizel AE, Pedersen L, Sorensen HT, Euro MAPG. Recall bias in a case-control surveillance system on the use of medicine during pregnancy. Epidemiology. 2001;12:461–6.

  35. 35.

    de Jong-van den Berg LT, Waardenburg CM, Haaijer-Ruskamp FM, Dukes MN, Wesseling H. Drug use in pregnancy: a comparative appraisal of data collecting methods. Eur J Clin Pharmacol. 1993;45:9–14.

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Authors’ contributions

SD, FtK, AS, LS, and MJH conceived and designed the experiments. SD, GA, PO, MO, and GB conducted field work. SD and GC analysed the data. GB, DF, RFB, SK, DCB, FO, and FtK contributed data/analysis tools. SD, DCB, RFB, MJH, LS, DF, SK, KL, AS, MD, and FtK interpreted the data. JP acted as Government liaison and the Kenyan regulator. SD, FtK and MD rote the first draft of the manuscript. All authors read and approved the final manuscript.

Acknowledgements

The work presented in this paper was performed under the KEMRI and CDC Collaboration in western Kenya. We are very grateful to all participants for taking part in the study. We wish to thank the EMEP study team for their perseverance and hard work. We are grateful to the International Emerging Infection Program (IEIP) team for their help and collaboration. Furthermore we thank the Asembo District health and medical team and the Lwak Mission Hospital Board for their support. We also thank John Williamson and Jane Bruce for the statistical support and advice. KEMRI/CDC HDSS is a member of the INDEPTH Network. The findings and conclusions in this paper are those of the authors and do not necessarily represent the views of the US Centers for Disease Control and Prevention. This paper is published with the permission of KEMRI Director. This work was partly supported by the Malaria in Pregnancy (MiP) Consortium, which is funded through a grant from the Bill and Melinda Gates Foundation to the Liverpool School of Tropical Medicine, UK and partly by the US Centers for Disease Control and Prevention (CDC), Division of Parasitic Diseases and Malaria through a cooperative agreement with Kenya Medical Research Institute (KEMRI), Center for Global Health Research (CGHR), Kisumu, Kenya. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.

Competing interests

The authors declare that they have no competing interests.

Author information

Correspondence to Stephanie Dellicour.

Additional files

12936_2015_950_MOESM1_ESM.docx

Additional file 1. Detailed description of study site and methodology.

12936_2015_950_MOESM2_ESM.docx

Additional file 2. Description of sensitivity analysis looking at potential gestational age measurement error.

12936_2015_950_MOESM3_ESM.docx

Additional file 3. Description of sensitivity analysis using multiple imputation for missing data.

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Dellicour, S., Desai, M., Aol, G. et al. Risks of miscarriage and inadvertent exposure to artemisinin derivatives in the first trimester of pregnancy: a prospective cohort study in western Kenya. Malar J 14, 461 (2015) doi:10.1186/s12936-015-0950-6

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Keywords

  • Anti-malarials
  • Pharmacovigilance
  • Drug safety in pregnancy
  • Teratogenicity
  • Miscarriage

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