Evidence map›Paper›PMID 41461933›Full record

ArticleNature neuroscience2026

Fractal analysis of brain shape formation predicts age and genetic similarity in human newborns.

Stephan Krohn, Amy Romanello, Nina von Schwanenflug, Jerod M Rasmussen, Claudia Buss, Sofie L Valk, Christopher R Madan, Carsten Finke

Abstract readTwin Study
In one paragraph

Article in Nature neuroscience, 2026. 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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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. Observational
  2. Spectral dependence as a framework for neural coordination.Current research in neurobiology · 2026
    Article
  3. 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.

Stephan KrohnHumboldt-Universität zu Berlin, Institut für Philosophie, 10099, Berlin, Deutschland. stephan.krohn@charite.de.ORCID http://orcid.org/0000-0003-0683-5386
Amy RomanelloHumboldt-Universität zu Berlin, Institut für Philosophie, 10099, Berlin, Deutschland.ORCID http://orcid.org/0000-0003-1257-9593
Nina von SchwanenflugHumboldt-Universität zu Berlin, Institut für Philosophie, 10099, Berlin, Deutschland.
Jerod M RasmussenDevelopment, Health and Disease Research Program, University of California, Irvine, Irvine, CA, USA.
Claudia BussDevelopment, Health and Disease Research Program, University of California, Irvine, Irvine, CA, USA.ORCID http://orcid.org/0000-0002-8738-3133
Sofie L ValkLise Meitner Research Group NeuroBioSocial, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany.ORCID http://orcid.org/0000-0003-2998-6849
Christopher R MadanSchool of Psychology, University of Nottingham, Nottingham, UK.ORCID http://orcid.org/0000-0003-3228-6501
Carsten FinkeHumboldt-Universität zu Berlin, Institut für Philosophie, 10099, Berlin, Deutschland. carsten.finke@charite.de.ORCID http://orcid.org/0000-0002-7665-1171

Funding

EMA Assessment of Biobehavioral Processes in Human PregnancyR01HD060628 · NICHD · UNIVERSITY OF CALIFORNIA-IRVINE · PI WADHWA, PATHIK D · 2010 to 2014
$3.4M
FETAL PROGRAMMING OF THE NEWBORN AND INFANT HUMAN BRAINR01MH091351 · NIMH · UNIVERSITY OF CALIFORNIA-IRVINE · PI BUSS, CLAUDIA, WADHWA, PATHIK D · 2011 to 2015
$3.3M
Fetal Programming of Human Newborn Energy Homeostasis Brain NetworksR00HD100593 · NICHD · UNIVERSITY OF CALIFORNIA-IRVINE · PI RASMUSSEN, JEROD MICHAEL · 2023 to 2025
$744k
Fetal Programming of Human Newborn Energy Homeostasis Brain Networks And Infant AdiposityK99HD100593 · NICHD · UNIVERSITY OF CALIFORNIA-IRVINE · PI RASMUSSEN, JEROD MICHAEL · 2019 to 2021
$272k
Bundesministerium für Bildung und Forschung (Federal Ministry of Education and Research) 01GM1908DBundesministerium für Bildung und Forschung (Federal Ministry of Education and Research) 01GM2102Bundesministerium für Bildung und Forschung (Federal Ministry of Education and Research) 01GM2208CDeutsche Forschungsgemeinschaft (German Research Foundation) 504745852Deutsche Forschungsgemeinschaft (German Research Foundation) FI 2309/2-1NICHD NIH HHS K99 HD100593NICHD NIH HHS R00 HD100593NICHD NIH HHS R01 HD060628NIMH NIH HHS R01 MH091351U.S. Department of Health & Human Services | NIH | Eunice Kennedy Shriver National Institute of Child Health and Human Development (NICHD) HD-100593U.S. Department of Health & Human Services | NIH | National Institute of Mental Health (NIMH) HD-060628
6 · The paper itself

Abstract

The neonatal period represents a critical phase of human brain development. During this time, the brain shows a dramatic increase in size, but how its morphology emerges in early life remains largely unknown. Here we show that human newborns undergo a rapid formation of brain shape, beyond the expected growth in brain size. Using fractal dimensionality (FD) analysis of structural neuroimaging data, we show that brain shape strongly reflects infant maturity beyond differences in brain size, significantly outperforms brain size in predicting infant age at scan (mean error approximately 4 days), detects signatures of premature birth that are not captured by brain size, is systematically more sensitive to genetic variability among infants and is superior in predicting which newborns are twin siblings, with up to 97% accuracy. Additionally, FD captures age and genetic information significantly better than earlier morphological measures, including cortical thickness, curvature, gyrification, sulcation, surface area and the T1-weighted/T2-weighted ratio. These findings identify the formation of brain shape as a fundamental maturational process in human brain development and show that, biologically, FD should be interpreted as a developmental marker of early-life brain maturity, which is rooted in geometry rather than size.

Indexed as

BrainFractalsFemaleHumansImage Processing, Computer-AssistedInfantInfant, NewbornMagnetic Resonance ImagingMale

Identifiers

PMID41461933
PMCPMC12779576

What OpenQuestion holds

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LicenceCC BY
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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.