Evidence map›Paper›PMID 40605395›Full record

ArticleAmerican journal of human biology : the official journal of the Human Biology Council2025

Biological Mechanisms for Allen's Rule: DNA Methylation as Mediator of the Association Between In Utero Exposure to Environmental Heat and Tibial Growth in Childhood.

Bilinda Straight, Xi Qiao, Duy Ngo, Charles E Hilton, Charles Owuor Olungah, Claudia Lalancette, Amy Naugle, Belinda L Needham

Abstract read
In one paragraph

Article in American journal of human biology : the official journal of the Human Biology Council, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

  1. Article
  2. Climate informed precision health.Frontiers in public health · 2026
    Article
  3. The Ecology and Human Biology of Pastoralists: Building on the Contributions of Michael A. Little.American journal of human biology : the official journal of the Human Biology Council · 2025
    Article
  4. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Bilinda StraightSchool of Environment, Geography, & Sustainability, Western Michigan University, Kalamazoo, Michigan, USA.ORCID 0000-0002-1387-5514
Xi QiaoPopulation and Quantitative Health Sciences, Case Western Reserve University, Cleveland, Ohio, USA.
Duy NgoDepartment of Statistics, Western Michigan University, Kalamazoo, Michigan, USA.
Charles E HiltonDepartment of Anthropology, University of North Carolina Chapel Hill, Chapel Hill, North Carolina, USA.
Charles Owuor OlungahInstitute of Anthropology, Gender, and African Studies, University of Nairobi, Nairobi, Kenya.
Claudia LalancetteEpigenomics Core, University of Michigan, Ann Arbor, Michigan, USA.
Amy NaugleDepartment of Psychology, Western Michigan University, Kalamazoo, Michigan, USA.
Belinda L NeedhamDepartment of Epidemiology, University of Michigan, Ann Arbor, Michigan, USA.

Funding

National Science Foundation
6 · The paper itself

Abstract

objectivesUnderstanding human phenotypic plasticity in response to social, ecosystem, and climate interactions can be an important tool for designing social and public health strategies that increase climate change resilience. Sensitivity of the tibia to environmental perturbations is well established; moreover, Allen's rule predicts relatively longer tibial length in hotter climates. In this study, we hypothesized DNA methylation (DNAm) changes as potential mechanisms for impacts of environmental heat exposure in utero persisting in childhood tibial growth in Kenyan Samburu pastoralist children ages 1.8-9.6 years living in a global climate change vulnerability hotspot.

methodsDNAm data was measured from whole saliva using the Infinium MethylationEPIC BeadChip array. To test our hypothesis, we tested for differential DNAm and we performed high-dimensional mediation analysis using high-resolution (0.05 × 0.05) land surface temperature variables (LST) for each trimester of gestation and compared this to models using a coarser method (contrasting climate zones).

resultsWe found differentially methylated CpG sites in both LST and comparison models, near genes relevant to linear growth, with some overlap between models, as expected. We identified 37 CpG sites mediating the association between LST > 37°C exposure in utero and tibial growth into childhood, and 13 CpG sites as mediators in comparison models.

conclusionsTo our knowledge, these are the first results to identify biological mediators linking environmental heat to lower limb growth in children. The findings contribute evidence of epigenetic mechanisms relevant to Allen's rule and of the tibia as a key biomarker of early life conditions.

Indexed as

DNA MethylationHot TemperaturePrenatal Exposure Delayed EffectsTibiaChildChild, PreschoolClimate ChangeFemaleHumansInfantKenyaMalePregnancychild growthclimate changeecogeographical patterningepigeneticspastoralism

Identifiers

PMID40605395
PMCPMC12223481

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.