Inferences from epigenetic information in an ecological context: a case study of early-life environmental effects on DNA methylation in zebra finches

DNA methylation (DNAm) plays a key role in mediating phenotypic responses to environmental variation. Various approaches exist to link DNAm variation to phenotypes, ranging from single-nucleotide resolution to the development of composite indexes ('epigenetic clocks'). Here, we discuss the conceptual differences between these approaches through a case study using whole-genome, longitudinal DNAm data from adult zebra finches raised in experimentally created small or large broods. Specifically, we (i) identified sex- and age-specific CpG sites where DNAm was affected by brood size and (ii) developed two DNAm-based indexes of the early-life environment (DMSi: based on differentially methylated sites with respect to rearing brood size; SMLmi: supervised machine learning-derived index optimized to predict brood size). We also compared the results obtained by either merging or analysing longitudinal DNAm samples separately and discussed how the permanence or transience of DNAm changes shapes responses to environmental variation throughout life. Our findings confirm that early-life environment leaves lasting DNAm signatures detectable in adulthood, and this effect is stronger later in life. Importantly, both indexes predicted early-life growth rates, demonstrating that DNAm-based indexes can be leveraged to retroactively quantify aspects of early-life conditions, providing a powerful novel tool in the study of wild populations. This article is part of the theme issue 'Ecological epigenetics at the intersection of behaviour and life history variation in non-model animals'.

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Journal
Philosophical Transactions of the Royal Society B Biological Sciences
Published
2026-07-23
DOI
https://doi.org/10.1098/rstb.2025.0025
Primary Topic
Epigenetics and DNA Methylation
Type
article
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0.00

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article

Inferences from epigenetic information in an ecological context: a case study of early-life environmental effects on DNA methylation in zebra finches

Per J. Palsbøll, Simon Verhulst, Marianthi Tangili
Philosophical Transactions of the Royal Society B Biological Sciences
Epigenetics and DNA Methylation
article

Inferences from epigenetic information in an ecological context: a case study of early-life environmental effects on DNA methylation in zebra finches

Per J. Palsbøll, Simon Verhulst, Marianthi Tangili
article en

Abstract

DNA methylation (DNAm) plays a key role in mediating phenotypic responses to environmental variation. Various approaches exist to link DNAm variation to phenotypes, ranging from single-nucleotide resolution to the development of composite indexes ('epigenetic clocks'). Here, we discuss the conceptual differences between these approaches through a case study using whole-genome, longitudinal DNAm data from adult zebra finches raised in experimentally created small or large broods. Specifically, we (i) identified sex- and age-specific CpG sites where DNAm was affected by brood size and (ii) developed two DNAm-based indexes of the early-life environment (DMSi: based on differentially methylated sites with respect to rearing brood size; SMLmi: supervised machine learning-derived index optimized to predict brood size). We also compared the results obtained by either merging or analysing longitudinal DNAm samples separately and discussed how the permanence or transience of DNAm changes shapes responses to environmental variation throughout life. Our findings confirm that early-life environment leaves lasting DNAm signatures detectable in adulthood, and this effect is stronger later in life. Importantly, both indexes predicted early-life growth rates, demonstrating that DNAm-based indexes can be leveraged to retroactively quantify aspects of early-life conditions, providing a powerful novel tool in the study of wild populations. This article is part of the theme issue 'Ecological epigenetics at the intersection of behaviour and life history variation in non-model animals'.

Philosophical Transactions of the Royal Society B Biological SciencesVol. 381(1955)
University of Groningen (NL), Center for Coastal Studies (US)
European Commission, Rijksuniversiteit Groningen
Life in Land
Openalex Percentile: Top 100%
Epigenetics and DNA Methylation
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