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A dose-response meta-analysis of the association between the maternal omega-3 long-chain polyunsaturated fatty acids supplement and risk of asthma/wheeze in offspring

Abstract

Background

Prenatal exposure to omega-3 long-chain polyunsaturated fatty acids (n-3 LC-PUFA) in oily fish may prevent asthma or wheeze in childhood.

Objective

By limiting n-3 LC-PUFA capsules interventions commenced in pregnancy, this systematic review aimed to find more clear evidence on the relationship between the supplement with n-3 LC-PUFA during pregnancy and the risk of asthma/wheeze in offspring and to improve the life satisfaction of children with asthma.

Methods

The Cochrane library, Embase, Medline, Web of Science, and PubMed were searched from origin to March 2021 in the above-mentioned databases. Studies selection, data of characteristics extraction, and risk of bias assessment were conducted by two authors, independently. A total of 3037 mother-infant pairs from eight randomized controlled trials were ultimately analyzed. The primary outcome was the risk of “asthma and/or wheeze”, and the secondary outcome was “Allergic asthma” in this dose-response meta-analysis. Sensitivity analysis and subgroup analysis were conducted. The robust-error meta-regression model was used for dose-response analysis.

Results

This meta-analysis showed that n-3 LC-PUFA during pregnancy did not obviously reduce the risk of asthma/wheeze (RR 0.93; 95% CI 0.82 to 1.04, p = 0.21) and allergic asthma (RR 0.66, 95% CI 0.24 to 1.86, p = 0.44). The risk of asthma/wheeze in offspring was significantly decreased in the subgroup analysis when:: (1) studies conducted in Europe (RR 0.69; 95% CI 0.53 to 0.89); (2) daily supplementary dose of n-3 LC-PUFA was at least 1200 mg (RR 0.69; 95% CI 0.55 to 0.88); (3) supplementation lasts from pregnancy to lactation period (RR 0.69; 95% CI 0.51 to 0.95). Furthermore, the risk of asthma/wheeze reduce 2% when daily supplemental dose of n-3 LC-PUFA was increased by 100 mg in the linear dose-response analysis model.

Conclusions

Perinatal supplementation with n-3 LC-PUFA can reduce the incidence of asthma/wheeze and allergic asthma in children under certain conditions, and higher doses indicate better protective effects. Further studies are required to confirm the hypothesis of an association between n-3 LC-PUFA intake and childhood asthma/wheeze prevention.

Peer Review reports

Background

The prevalence of asthma, the most common allergic disease in childhood, has increased rapidly over the past 20–30 years [1,2,3,4]. Children with asthma have compromised life satisfaction, not only in limited physical activity but also in impaired emotional and mental health [5,6,7,8,9]. These negative effects create enormous burdens on families, society, and medical care systems.

Long-chain polyunsaturated fatty acids (LC-PUFAs) refer to fatty acids with two or more unsaturated double bonds and a carbon chain length of at least 20 in the molecular structure [10, 11]. LC-PUFAs typically include omega-3 (n-3), omega-6 (n-6), and omega-9 (n-9) polyunsaturated fatty acids (PUFAs), whose names depend on the position of the first unsaturated carbon double bond, at the third, the sixth, and the ninth carbon of the methyl end [12]. Among them, n-3 and n-6 PUFAs possess important physiological functions [13, 14]. The change of the n-3/n-6 LC-PUFA ratio in the diet, especially the increased consumption of n-6 LC-PUFA and the decreased consumption of n-3 LC-PUFA, are considered to be linked with an increased risk of asthma or wheeze [15,16,17]. In many countries, high consumption of vegetable oils and meat has increased the intake of n-6 LC-PUFA and arachidonic acid (AA, 20:4, n-6), respectively. Diets with high n-6 LC-PUFA lead to high concentrations of AA in tissues. Additionally, AA produces prostaglandins and leukotrienes, both highly active mediators of inflammation and allergic reactions [18]. In contrast, n-3 LC-PUFA, mainly composed of eicosapentaenoic acid (EPA) and docosahexaenoic acid (DHA), has multiple anti-inflammatory actions. For example, it can reduce leukocyte chemotaxis, adhesion molecule expression and leucocyte-endothelium interaction; decrease the production of inflammatory cytokines and the reactivity of T-cell; increase the production of eicosanoids with relatively low biological potency and inflammation resolving resolvins from EPA and docosahexaenoic acid DHA [19].

Some evidence from observational studies suggested a beneficial effect of n-3 PUFA intake during pregnancy on the risk of allergic diseases, especially asthma/wheeze [20,21,22,23,24,25]. An observational study by Salam in 2005 revealed that maternal intake of oily fish during pregnancy might be protective against asthma in offspring [21]. In 2007, Willer et al. reported that maternal fish consumption during pregnancy was beneficially associated with allergic diseases, especially childhood asthma [23]. A protective effect of maternal fish intake during pregnancy on the risk of persistent wheeze was observed in many studies [20, 22, 24, 25]. Since it’s well known that fish rich in n-3 LC-PUFAs, many randomized controlled trials (RCTs) were conducted to study the effect of daily intake of DHA or EPA capsules on the risk of asthma/wheeze, and different results were drawn [26,27,28,29,30,31]. In 2016, Bisgaard et al. reported a significant association between the supplementation of n-3 LC-PUFA and the risk of persistent wheeze or asthma through a study on 695 pregnant women and their infants [26]. In a study published by Hansen in 2017, maternal supplementation with n-3 LC-PUFA might have the prophylactic potential for long-term prevention of asthma or allergic asthma in offspring [27]. These findings, together with observations from other clinical studies [28,29,30,31], led to a hypothesis that n-3 LC-PUFA supplementation during pregnancy might affect the risk of asthma/wheeze in offspring.

Many systematic reviews and meta-analyses of RCTs have been performed to obtain better clinical evidence [32,33,34].. In two studies, the association between maternal n-3 LC-PUFA intake and the risk of allergic diseases in offspring was evaluated [32, 33], but asthma/wheeze was not adequately analyzed. In a systematic review, Lin et al. [34] found a protective effect of prenatal fish oil replenishment on children with wheeze/asthma, while the RCTs retrieved and included in their meta-analysis were not comprehensive.

In this report, we conducted an updated systematic review to further measure a possible relationship between n-3 LC-PUFA supplementation during pregnancy and the risk of asthma/wheeze in offspring, thereby improving the life quality of children with asthma/wheeze.

Methods

This systematic review of RCTs was performed according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines [35], which reported maternal fish oil intake during pregnancy and asthma/wheeze in children.

Search strategy

A structured and comprehensive literature search was executed from origin to 31 March 2021 using the following databases: PubMed, Medline, Web of Science, Embase, and the Cochrane library. We searched for relevant publications using the specific search criteria for each database based on PubMed search criteria. The search terms in our search strategy were: ((((((((((fatty acid) OR (omega 3 fatty acid)) OR (n-3 PUFA)) OR (n-3 fatty acid)) OR (n-3 polyunsaturated fatty acid)) OR (docosahexaenoic acid)) OR (fish oil)) OR (fish)) AND ((((((pregnant) OR (perinatal)) OR (prenatal)) OR (antenatal)) OR (maternal)) OR (gestational))) AND (((((child) OR (offspring)) OR (infant)) OR (adolescent)) OR (youth))) AND ((((((asthma) OR (wheeze)) OR (respiratory)) OR (Immunoglobulin E-mediated hypersensitivity)) OR (atopic)) OR (allergic)).

Study selection

The meta-analysis included studies that met the following criteria: (1) Design: the RCT; (2) Participants: pregnant women and their children; (3) Experimental group: supplement with capsules rich in n-3 LC-PUFA or salmon during pregnancy; (4) Control group: supplement with placebo (e.g., olive oil, soya bean oil, and vegetable oil); (5) Outcomes: prevalence of asthma/wheeze and allergic asthma.

Two authors independently assessed articles for inclusion. Any discrepancies were resolved by discussion and, if necessary, by third-party arbitration.

Outcome measures

For this review, the primary outcome was the prevalence of asthma/wheeze, defined as a clinical diagnosis, parental report of asthma symptoms, at least three instances of wheeze in the previous 2 years, or parental report of a physician diagnosis of asthma.

The secondary outcome was the prevalence of allergic asthma, defined as asthma with IgE antibodies or a positive skin-prick test.

Data extraction and Bias assessment

Data were extracted using a standardized table. Extracted data included: first author, year of publication, study location, study design, participants, intervention, placebo, follow-up time, and incidences of asthma/wheeze and allergic asthma.

The quality of studies was assessed using the Cochrane Collaboration Risk of Bias Tool [36]. Two authors indenpendently extracted the data from the selected studies and assessed the quality of the articles. Any differences or discrepancies would be settled through a third-party discussion.

Data synthesis and analysis

Relative risk (RR) with a 95% confidence interval (CI) was employed to assess the effects of n-3 LC-PUFA supplementation during pregnancy on asthma/wheeze or allergic asthma in offspring. Hazard ratio (HR) and incidence rate ratio (IRR) were directly regarded as the RR. The odds ratio about allergic asthma reported by Hansen et al. was considered the RR due to the lack of details [27]. When RR was not reported in the article, we calculated the crude RR according to the events/total of included studies.

Additionally, I2 statistics were employed for quantifying the potential variability among the included studies. When the heterogeneity was not significant (I2  50%), the fixed-effect model was implemented to summarize the results. When the heterogeneity was significant (I2 > 50%), the meta-analysis was performed by a random effect model [37].

Sensitivity analysis was conducted to examine how deletion of a study affects overall results by omitting one trials in turn and recalculating the pooled RRs of the incidence of outcomes. Dose-response data using the robust-error meta-regression method was implemented by Stata 15.1/SE. The Egger test was conducted in this meta-analysis to evaluate potential publication bias. A funnel plot was not executed because the studies were less than ten.

The above analyses and forest plots contained in this review were performed by Stata 15.1/SE. The “risk of bias graph” was created by Review Manager 5.3.

Results

Literature search

Through an online database search, 3310 publications were initially identified from PubMed, Medline, Web of Science, Embase, and the Cochrane library. After removing duplicate articles, 1302 publications remained. Then, 985 publications were removed after reading the titles, and 259 publications were removed after reading the abstracts by two independent reviewers; this process resulted in 58 publications being read in full. In addition, 48 full-text publications were rejected for various reasons, 32 articles did not report the outcomes we needed; 8 articles were observational studies rather than RCTs; and 8 articles were not supplemented with n-3 LC-PUFA. Finally, 10 studies included in the qualitative synthesis, and 8 unique studies with longest follow-up of each outcome included in meta-analysis. A flow diagram of the study selection and progress of RCTs was elaborated in Fig. 1.

Fig. 1
figure 1

Flow diagram depicting the study selection and progress of RCTs identified in the systematic review and meta-analysis. RCT, randomized controlled trial

Participants

The data of this review were from 3037 mother-infant pairs, who completed the RCTs. A total of 1605 women were in the experimental group, and 1432 women were in the control group. All participants were recruited from clinics and hospitals. The selected studies were sourced worldwide, with three studies in Australia [26, 38, 39], two RCTs from North America [31, 40], and five studies in Europe [26, 27, 29, 30, 41].

Infant at high risk of allergic disease means one or more fist-degree relatives of him has a history of medically diagnosed allergic diseases. Included infants in four RCTs [28,29,30, 38] had high risk of allergic diseases. Two trials [26, 27] included pregnant women without diagnosed allergic problems and one trial included women with depression [31]. One RCT included atopic and non-atopic mothers [40]. Pregnant women with atopic disease in this RCT were included in the subgroup of “high infant risk of allergic disease” for analysis. Meanwhile, non-atopic women in this study were included in the subgroup of “non-high infant risk of allergic disease” for analysis. Follow-up time ranged from 6 months to 24 years.

Of the 10 studies included, the studies of Palmer 2013 [39] and Best 2016 [38] are from the same RCT with different follow-up time and the studies of Olsen 2008 [41] and Hansen 2017 [27] are from the same population with different follow-up time, resulting in 8 unique RCTs included in this meta-analysis. The characteristics and results of these RCTs are present in Table 1.

Table 1 RCTs of maternal n–3 PUFA supplementation during pregnancy and allergic disease in the offspring

Intervention

In six of the eight unique RCTs, participants were divided into an experimental group and a control group [26, 28,29,30, 38,39,40]. The experimental group received salmon or fish oil, and the control group received olive oil, vegetable oil, corn and/or soy oils, or nothing. In two trials [27, 31], participants were divided into three groups. In one trial [31], an EPA-rich fish oil group, a DHA-rich fish oil group, and a control group (soy oil) were constituted. Another trial included [27] one experimental group (fish oil) and two control groups (olive oil and no oil). Daily supplementation of n-3 LC-PUFA ranged from 400 mg to 3700 mg.

In six trials, n-3 LC-PUFA supplementation was commenced at 12 to 30 weeks of gestational ages and continued until delivery [27, 28, 30, 31, 38, 39]; in two trials, supplementation continued into the lactation period [26,27,28,29]. The duration of intervention was from 10 to 29 weeks after statistical calculation.

Quality of RCTs

A bias risk assessment was performed using the modified models of the Cochrane Collaboration Risk of Bias Tool for intervention trials for the following six aspects: selection bias, performance bias, measurement bias, attrition bias, reporting bias, and other biases [36]. Individual item was assessed as low-risk, high-risk, or unclear (not given).

The generation of random sequences was assessed as low-risk in all studies. Nine studies [26,27,28,29, 31, 38,39,40,41] showed ample allocation concealment, and one study [30] did not describe allocation concealment. Thus, experimental subjects and researchers were unable to predict the study results. The pregnant women and medical staff were blinded in seven studies and unblinded in three studies. In the unblinded studies, the pregnant women in the control group did not receive any supplements [27, 30, 41]. Outcome assessors, investigators, and researchers were blinded in all studies. Five studies clearly explained the data, while others did not [26, 28, 30, 31, 39]. Five studies [26, 27, 38, 40, 41] showed a low risk of reporting bias, while four showed a high risk of reporting bias [28, 29, 31, 39]. In nine studies, there was insufficient information to evaluate whether there were other risks of bias or whether current problems introduced bias. Only one study was rated as a low risk of other biases because of no obvious biases in the report [29]. Figure 2 shows the risk assessment of bias for all studies.

Fig. 2
figure 2

Assessment of risk of bias for included RCTs

Meta-analysis results of the trials

Asthma/wheeze

In clinical practice, asthma in children is more difficult to be explicitly diagnosed because of its strict diagnostic criteria than wheeze [42, 43]. Therefore, the prevalence of asthma/wheeze was chosen as the main outcome to evaluate the effect of fish oil intake during pregnancy. Four reports were from two RCTs. Thus, we assessed eight studies with relatively long follow-up times for the incidence of asthma/wheeze.

Six trials did not reveal any significant differences in asthma/wheeze between the fish oil group and the placebo group [28,29,30,31, 38, 39]. Two trials showed significant protective effects of the intervention during pregnancy [26, 27]. The pooled data from eight trials [26,27,28,29,30,31, 38, 39] showed that n-3 LC-PUFA intake during pregnancy expressed no significant protective effects on asthma/wheeze compared with placebo (RR 0.93; 95% CI 0.82 to 1.04; p = 0.21) (Fig. 3-A).

Fig. 3
figure 3

Effect of n-3 LC-PUFA supplementation during pregnancy compared with placebo on the incidence of asthma and/or wheeze (A) and allergic asthma (B) of children. The pooled estimate was obtained using a fixed-effects model depending on the heterogeneity test. Squares represent RRs and error bars represent 95% CIs. The diamond represents the overall effect estimate. The size of the shade square is proportional to the percent weight of each study

Allergic asthma

In three RCTs, investigators reported the effect of n-3 LC-PUFA intake on the incidence of allergic asthma [27, 28, 38], with only one trial showing a significant association between maternal fish oil intake and childhood allergic asthma [27]. The pooled data from three trials [27, 28, 38] indicated that the prevalence of allergic asthma in children was not reduced in the experimental group compared with the placebo-controlled group (RR 0.66, 95% CI 0.24 to 1.86, p = 0.44; Fig. 3-B).

Subgroup analysis

The outcomes were analyzed in terms of stratified study location, dose, infant risk of allergic disease, duration of supplementation, and age of offspring.

The risk of our main outcome endpoint in offspring, asthma/wheeze, was significantly decreased when: (1) in Europe; (2) the supplementaion of n-3 LC-PUFA was at least 1200 mg/d; (3) supplementation from pregnancy to lactation. Detailed results of asthma/wheeze subgroup analysis are shown in Table 2. We found that prenatal supplementation with n-3 LC-PUFA could reduce the incidence of allergic asthma in preschool children (6 years of age or younger). Detailed information about the age subgroup of allergic asthma is presented in Table 3.

Table 2 Subgroup analyses of n-3 LC-PUFA supplementation during pregnancy on the incidence of asthma/wheeze
Table 3 Subgroup analyses of n-3 LC-PUFAs supplementation during pregnancy on the incidence of allergic asthma

Sensitivity analysis

Sensitivity analysis did not show significant changes in asthma/wheeze outcomes, with the pooled RRs ranging from 0.87 (95% CI 0.76–1.01) to 0.98 (95% CI 0.86–1.11). Sensitivity analysis of allergic asthma outcomes showed the pooled RRs ranged from 0.36 (95% CI 0.13–0.95) to 1.18 (95% CI 0.83–1.68). Appendix 1–1 and Appendix 1–2 exhibit a detailed record of the sensitivity analysis.

Dose-response analysis

In this study, the RMER (robust error meta-regression) model was used for dose-response regression analysis. The p-value of the non-linear Chi-square test was 0.3212, so the linear model was chosen for dose analysis. The results showed a linear dose-response relationship between the daily dose of n-3 LC-PUFA supplement during pregnancy and the incidence of asthma/wheeze. Higher doses indicated lower incidence. Moreover, when perinatal n-3 LC-PUFA supplementation was increased by 100 mg/d, the risk of asthma/wheeze was reduced by 2%. Details of the linear regression model of the dose-response analysis are shown in Fig. 4, and other detailed data and code of Stata on dose-response analysis are shown in Appendix 2.

Fig. 4
figure 4

Dose-response regression analysis between daily dose of n-3 LC-PUFA supplement and the risk of asthma/wheeze

Publication bias

The Egger test for asthma/wheeze (p = 0.54) and allergic asthma (p = 0.34) revealed no statistically significant publication bias for each outcome in this meta-analysis.

Discussion

The current systematic review did not show an explicit relationship between the prenatal intake of n-3 LC-PUFA and the prevalence of asthma/wheeze in offspring, similar to a recent study by Vahdaninia et al. [33] and summarized in a review by Best et al. [32].

The result of the subgroup analysis was interesting. Studies in Europe showed a protective effect on wheeze/asthma in offspring. After removing a study conducted in Mexico, a large sample trial included in our review (the heterogeneity decreased from 64 to 0%; Appendix 3) maternal supplementation with fish oil during pregnancy did not show any advantage in preventing asthma/wheeze for children without family histories of allergic diseases (i.e., medically diagnosed allergic diseases, e.g., eczema, asthma, or hay fever),. We attributed those changes to differences in ethnicity and environment. Moreover, the association between the prevalence of asthma and race/ethnicity has also been confirmed in other studies [44,45,46,47]. In addition, it is speculated that the ineffective fish oil supplementation during pregnancy in some countries or regions may be related to the high baseline levels of n-3 in the population. However, in current RCTs, the reports of the baseline level of n-3 are generally lacking. Thus further RCTs are encouraged to explore the issues.

Compared with the effective dose of 2000 mg/d reported in a previous review [34], the dose-response curve in this study suggested that only 1200 mg DHA and/or EPA per day can significantly prevent asthma/wheeze. The dosage of drugs is very important for treating diseases [48, 49]. Different dosages of the same drug exert different effects, and the same is true for the supplement of n-3 LC-PUFA. It is reasonable to speculate that intake of very low doses of n-3 LC-PUFA may be meaningless, while supplementation with high doses may increase the risk of fatty liver and even muscle damage [50, 51]. Given the hazards of excessive doses of fish oil supplements, the upper limit of fish oil supplementation requires further investigation in depth.

Supplementation with fish oil from 22nd weeks of gestational age to early lactation significantly reduced the prevalence of asthma/wheeze in offspring. We hypothesized that n-3 LC-PUFA might have different activities in embryo development at different stages of pregnancy because pro-inflammatory immune cell genes are expressed in late pregnancy, and the period of late pregnancy has a critical regulatory function in inflammatory and immune system development [52, 53]. The immune system of a newborn is highly malleable. If the immune system does not receive appropriate signals, newborns will be susceptible to allergic diseases [54,55,56]. Therefore, we speculated that there is a “window of opportunity” in early life during which the immune system may be influenced by fish oil to limit susceptibility to allergic diseases.

Atopic march was considered as a progression and accumulation of atopic conditions an individual (usually a child) gets older, characterized by the onset and resolving of symptoms of allergic disease over time [57]. Asthma symptoms among adults may originate in childhood [58]. Phenotypes of asthma in children are commonly associated with allergy, and the incidence of allergic asthma declines with age [59,60,61]. Studies have suggested that early-onset asthma can be attributed to genetic, epigenetic and atopic factors, while late-onset asthma may be related to environmental risk factors [58, 62]. The subgroup analysis revealed that fish oil supplementation reduced the prevalence of allergic asthma in preschool children (< 6 years). However, underlying molecular mechanisms for the associations remain unclear. More studies are needed to measure the relationship between the maternal fish oil supplement and allergic asthma in childhood through both laboratory and epidemiological cohort studies.

Our meta-analysis exhibits several advantages. All included studies are recent RCTs with large sample sizes. The subgroup analysis and sensitivity analysis have been performed to assess potential confounding factors and the stability of the outcomes. The main strength of this systematic review lies in that the most precise and broadest definitions of asthma --"allergic asthma” and “asthma/wheeze” are used as our outcome variables. However, our systematic review has some limitations. The extrapolation of the conclusion needs to be further verified because of the unavoidable risk of multiple analysis and chance finding. The primary studies have different protocols, which may affect our findings. For example, the baseline characteristics of pregnant women, the dosage of intervention, and the diagnosis of outcomes are different.

The hypothesis linking maternal n–3 LC-PUFA intake to protection against childhood asthma/wheeze or allergic asthma cannot be absolutely accepted or rejected due to the lack of new and large-sized RCTs, possible confounding factors, and potential bias.

The race, dosage, susceptibility of n-3 LC-PUFA, and supplementation time should be assessed in the future. Large-sample and multi-center RCTs are required to better comprehend the efficacy of supplementation with n-3 LC-PUFA during pregnancy for protecting against asthma/wheeze or other relevant allergic diseases.

Conclusion

The results showed that prenatal supplementation with n-3 LC-PUFA may reduce the incidence of asthma/wheeze or allergic asthma in offspring under certain conditions. According to the dose-response analysis, higher doses suggest stronger protective effects. Further high-quality RCTs with large sample sizes should be performed, especially for different races and regions, to examine the effects of reasonable doses of prenatal n-3 PUFA intake and asthma/wheeze in offspring.

Availability of data and materials

The datasets analyzed in this study are available from the corresponding author on reasonable request.

Abbreviations

N-3 LC-PUFA:

Omega-3 long-chain polyunsaturated fatty acids

EPA:

Eicosapentaenoic acid

DHA:

Docosahexaenoic acid

RCTs:

Randomized controlled trials

PRISMA:

Systematic Reviews and Meta-Analyses

RR:

Relative risk

CI:

Confidence interval

HR:

Hazard ratio

IRR:

Incidence rate ratio

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Acknowledgements

The authors are very grateful to professor Huili Wang and Haili Jiang for their guidance.

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No funding was obtained for this study.

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Literature retrieval and conceptualisation: HW and HJ. Methodology:YJ and YH. Data collection and conducted the dose-response meta analysis: YJ, HJ and YH. Write the first draft of the manuscript: YJ. Supervision: HW. All authors read and approved the final submitted manuscript.

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Correspondence to Huili Wang or Haili Jiang.

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Supplementary Information

Additional file 1 Appendix 1–1.

Sensitivity analyses of the effect of n-3 PUFA supplementation during pregnancy on the incidence of asthma/wheeze. Appendix 1–2. Sensitivity analyses of the effect of n-3 PUFA supplementation during pregnancy on the incidence of allergic asthma.

Additional file 2 Appendix 2.

Data of dose-response analysis on perinatal supplementation of n-3 PUFA and risk of asthma/wheeze.

Additional file 3 Appendix 3.

Sensitivity analyses of non-high risk studies on the incidence of asthma/wheeze.

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Jia, Y., Huang, Y., Wang, H. et al. A dose-response meta-analysis of the association between the maternal omega-3 long-chain polyunsaturated fatty acids supplement and risk of asthma/wheeze in offspring. BMC Pediatr 22, 422 (2022). https://doi.org/10.1186/s12887-022-03421-z

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