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Circulating proteins associated with allergy development in infants-an exploratory analysis
Marit Stockfelt1, Mun-Gwan Hong2, Bill Hesselmar3
1Institute of Medicine, Department of Rheumatology and Inflammation Research, Sahlgrenska Academy, University of Gothenburg, Box 480, 405 30, Göteborg, Sweden. marit.stockfelt@gu.se.
Insights
Early life blood tests can predict childhood allergies. A panel of 27 proteins, sampled at one month, combined with farm environment data, identifies children at risk for developing allergies.
Area of Science:
- Immunology
- Pediatrics
- Proteomics
Background:
- Predictive biomarkers for childhood allergy development are currently lacking.
- The optimal age for sampling to identify these biomarkers remains unknown.
Purpose of the Study:
- To identify novel circulating proteins in early life associated with allergy risk or protection.
- To determine the ideal age for sampling to predict allergy development up to age 8.
Main Methods:
- Exploratory proteomics analysis of plasma from a prospective birth cohort (FARMFLORA).
- Longitudinal blood sampling from birth to 8 years, with 230 proteins profiled using a multiplexed assay.
- Statistical analysis including Principal Component Analysis (PCA), Lasso logistic regression, and random forest modeling.
Main Results:
- PCA revealed distinct protein profile clusters separating early-life samples (birth, 1 month) from later samples.
- Predictive models for allergy were most effective using data from 1-month-old infants.
- A Lasso model with 27 proteins, including MHC class I molecules, interleukins, and chemokines, along with farm environment data, differentiated healthy children from those developing allergies.
Conclusions:
- Circulating protein profiles obtained at one month of age can predict the development of allergic disease later in childhood.
- Immune system-related proteins sampled early in life hold potential as predictive biomarkers for allergic conditions.
Background:
Protein profiles that can predict allergy development in children are lacking and the ideal sampling age is unknown. By applying an exploratory proteomics approach in the prospective FARMFLORA birth cohort, we sought to identify previously unknown circulating proteins in early life that associate to protection or risk for development of allergy up to 8 years of age.
Methods:
We analyzed plasma prepared from umbilical cord blood (n = 38) and blood collected at 1 month (n = 42), 4 months (n = 39), 18 months (n = 42), 36 months (n = 42) and 8 years (n = 44) of age. We profiled 230 proteins with a multiplexed assay and evaluated the global structure of the data with principal component analysis (PCA). Protein profiles informative to allergic disease at 18 months, 36 months and/or 8 years were evaluated using Lasso logistic regression and random forest.
Results:
Two clusters emerged in the PCA analysis that separated samples obtained at birth and at 1 month of age from samples obtained later. Differences between the clusters were mostly driven by abundant plasma proteins. For the prediction of allergy, both Lasso logistic regression and random forest were most informative with samples collected at 1 month of age. A Lasso model with 27 proteins together with farm environment differentiated children who remained healthy from those developing allergy. This protein panel was primarily composed of antigen-presenting MHC class I molecules, interleukins and chemokines.
Conclusion:
Sampled at one month of age, circulating proteins that reflect processes of the immune system may predict the development of allergic disease later in childhood.
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