Evidence map›Paper›PMID 42691580›Full record

ArticleDevelopmental cognitive neuroscience2026

Same ages, different stages: Pubertal development in 9- and 10-year olds is associated with entropy of fMRI signals.

Kirsten M P McKone, Donovan J Roediger, Stefanie L Sequeira, Ellery Island, Monica Luciana, Mark B Fiecas, Bryon A Mueller, Bonnie Klimes-Dougan, Kathryn R Cullen

Abstract read
In one paragraph

Article in Developmental cognitive neuroscience, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

9 authors.

Kirsten M P McKoneUniversity of Minnesota Institute of Child Development, USA. Electronic address: mckon013@umn.edu.
Donovan J RoedigerUniversity of Minnesota Department of Psychiatry & Behavioral Sciences, USA.
Stefanie L SequeiraUniversity of Virginia Department of Psychology, USA.
Ellery IslandUniversity of Minnesota Division of Biostatistics, USA.
Monica LucianaUniversity of Minnesota Department of Psychology, USA.
Mark B FiecasUniversity of Minnesota Division of Biostatistics, USA.
Bryon A MuellerUniversity of Minnesota Department of Psychiatry & Behavioral Sciences, USA.
Bonnie Klimes-DouganUniversity of Minnesota Department of Psychology, USA.
Kathryn R CullenUniversity of Minnesota Department of Psychiatry & Behavioral Sciences, USA.

Funding

ABCD-USA Consortium: Coordinating CenterU24DA041147 · NIDA · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI SANDRA A BROWN, TERRY L. JERNIGAN · 2015 to 2026
$54.7M
ABCD-USA Consortium: Data Analysis, Informatics and Resource CenterU24DA041123 · NIDA · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI ANDERS M DALE · 2015 to 2026
$51.5M
Adolescent Substance Use Initiation: Disentangling neurocognitive risks from consequences using longitudinal and genetically-informed methodsU01DA041120 · NIDA · UNIVERSITY OF MINNESOTA · PI Monica Luciana, Sylia Wilson · 2015 to 2026
$34.5M
ABCD-USA Consortium: Research ProjectU01DA041089 · NIDA · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI Joanna Jacobus, Susan F. Tapert · 2015 to 2026
$31.7M
Prospective Research Studies of Maturation (PRISM)- Research ProjectU01DA041134 · NIDA · UTAH STATE HIGHER EDUCATION SYSTEM--UNIVERSITY OF UTAH · PI ERIN MCGLADE, PERRY FRANKLIN RENSHAW · 2015 to 2026
$29.2M
ABCD-USA CONSORTIUM: RESEARCH PROJECTU01DA041048 · NIDA · CHILDREN'S HOSPITAL OF LOS ANGELES · PI Megan Marie Herting, ELIZABETH R SOWELL · 2015 to 2026
$28.7M
ABCD-USA Consortium: Research ProjectU01DA041106 · NIDA · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI Mary M Heitzeg, Chandra Sekhar Sripada · 2015 to 2026
$24.9M
FIU-ABCD: Pathways and Mechanisms to Addiction in the Latino Youth of South FloridaU01DA041156 · NIDA · FLORIDA INTERNATIONAL UNIVERSITY · PI Raul Gonzalez, Angela R Laird · 2015 to 2026
$22.8M
ABCD-USA Consortium: Research ProjectU01DA041148 · NIDA · OREGON HEALTH & SCIENCE UNIVERSITY · PI Damien A Fair, Rebekah S Huber · 2015 to 2026
$22.3M
ABCD-USA: NYC Research ProjectU01DA041174 · NIDA · YALE UNIVERSITY · PI Arielle Ryan Baskin-Sommers, Betty J Casey · 2015 to 2026
$19.7M
Adolescent Brain Cognitive Development (ABCD) Prospective Research in Studies of Maturation (PRISM) ConsortiumU01DA041117 · NIDA · UNIVERSITY OF MARYLAND BALTIMORE · PI LINDA CHANG, THOMAS M ERNST · 2015 to 2026
$19.5M
15/21 ABCD-USA Consortium: Research Project Site at LIBRU01DA050989 · NIDA · LAUREATE INSTITUTE FOR BRAIN RESEARCH · PI ROBIN L AUPPERLE, MARTIN P. PAULUS · 2020 to 2026
$14.7M
NIDA NIH HHS U01 DA041022NIDA NIH HHS U01 DA041025NIDA NIH HHS U01 DA041028NIDA NIH HHS U01 DA041048NIDA NIH HHS U01 DA041089NIDA NIH HHS U01 DA041093NIDA NIH HHS U01 DA041106NIDA NIH HHS U01 DA041117NIDA NIH HHS U01 DA041120NIDA NIH HHS U01 DA041134NIDA NIH HHS U01 DA041148NIDA NIH HHS U01 DA041156NIDA NIH HHS U01 DA041174NIDA NIH HHS U01 DA050987NIDA NIH HHS U01 DA050988NIDA NIH HHS U01 DA050989NIDA NIH HHS U01 DA051016NIDA NIH HHS U01 DA051018NIDA NIH HHS U01 DA051037NIDA NIH HHS U01 DA051038NIDA NIH HHS U01 DA051039NIDA NIH HHS U24 DA041123NIDA NIH HHS U24 DA041147NIMH NIH HHS R01 MH122473NIMH NIH HHS T32 MH015755
6 · The paper itself

Abstract

Entropy is a novel brain measure that holds important information about brain flexibility and functioning, with promise for informing brain development in adolescence, as it has been shown to change across the lifespan. However, little is known about how it changes during the critically important phase of pubertal development, which kickstarts a period of broad neural reorganization and restructuring. This proof-of-concept cross-sectional study examined associations between fMRI signal entropy and early pubertal development in a large, diverse sample of children. Data (N = 6838; 49.6% male; ages 8.92-11.08) was drawn from the first wave of the Adolescent Brain Cognitive Development study. Sample entropy was calculated on the time series of the resting-state fMRI signals for every grayordinate (i.e., cortical vertex and subcortical voxel). Parent-reported pubertal development (approximated Tanner stage) and salivary hormone levels (dehydroepiandrosterone; estradiol; testosterone) were correlated with sample entropy across the whole brain. The patterns of association between sample entropy and pubertal stage/hormone levels were inspected for males and females separately. Findings indicated pubertal development was associated with higher levels of resting state fMRI signal entropy, specifically in the occipital, parietal, and temporal lobes. Associations were apparent in females across most pubertal metrics. For males the constrained range of pubertal development may in part account for weaker associations observed. Further, adjustment for variables associated with early timing of pubertal development (socioeconomic status, body mass index) reduced the strength of puberty-entropy associations for both sexes. Longitudinal research is needed to confirm the associations between sample entropy and puberty, to evaluate whether stronger associations emerge as more males enter puberty in earnest, and to disentangle potential confounds.

Indexed as

ABCD StudyAdolescenceBrain developmentComplexityEntropyPubertal developmentRsFMRI BOLD signal

Identifiers

PMID42691580
PMCPMC13571737

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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.