4.4 Article

The translation of lipid profiles to nutritional biomarkers in the study of infant metabolism

期刊

METABOLOMICS
卷 13, 期 3, 页码 -

出版社

SPRINGER
DOI: 10.1007/s11306-017-1166-2

关键词

Lipidomics; Biomarker discovery; Random Forest; Infant nutrition

资金

  1. MRC programme award Lipid Profiling and Signalling [UD99999906]
  2. Biotechnology and Biological Sciences Research Council project The validation of biomarkers of metabolic efficacy in infant nutrition [BB/M027252/1]
  3. Biotechnology and Biological Sciences Research Council [BB/L024152/1, BB/M027252/2, BB/M027252/1] Funding Source: researchfish
  4. Medical Research Council [MR/P01836X/1, MC_PC_13030, G1001995, MC_U105960396, G0600717, MC_UU_12015/2, MR/P011705/1, MC_UU_12012/5/B, MC_EX_G0800783, MC_UP_A090_1006] Funding Source: researchfish
  5. National Institute for Health Research [NF-SI-0508-10274, NF-SI-0513-10012] Funding Source: researchfish
  6. BBSRC [BB/L024152/1, BB/M027252/1, BB/M027252/2] Funding Source: UKRI
  7. MRC [MC_UP_A090_1006, MR/P01836X/1, MR/P011705/1, MC_PC_13030, MC_EX_G0800783, G1001995, MC_UU_12015/2, MC_U105960396, G0600717] Funding Source: UKRI

向作者/读者索取更多资源

Introduction Links between early life exposures and later health outcomes may, in part, be due to nutritional programming in infancy. This hypothesis is supported by observed long-term benefits associated with breastfeeding, such as better cognitive development in childhood, and lower risks of obesity and high blood pressure in later life. However, the possible underlying mechanisms are expected to be complex and may be difficult to disentangle due to the lack of understanding of the metabolic processes that differentiate breastfed infants compared to those receiving just formula feed. Objective Our aim was to investigate the relationships between infant feeding and the lipid profiles and to validate specific lipids in separate datasets so that a small set of lipids can be used as nutritional biomarkers. Method We utilized a direct infusion high-resolution mass spectrometry method to analyse the lipid profiles of 3.2 mm dried blood spot samples collected at age 3 months from the Cambridge Baby Growth Study (CBGS-1), which formed the discovery cohort. For validation two sample sets were profiled: Cambridge Baby Growth Study (CBGS-2) and Pregnancy Outcome Prediction Study (POPS). Lipidomic profiles were compared between infant groups who were either exclusively breastfed, exclusively formulafed or mixed-fed at various levels. Data analysis included supervised Random Forest method with combined classification and regression mode. Selection of lipids was based on an iterative backward elimination procedure without compromising the class error in the classification mode. Conclusion From this study, we were able to identify and validate three lipids: PC(35:2), SM(36:2) and SM(39:1) that can be used collectively as biomarkers for infant nutrition during early development. These biomarkers can be used to determine whether young infants (3-6 months) are breast-fed or receive formula milk.

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