Evidence map›Paper›PMID 42147190›Full record

ArticleResearch square2026

ComBat Harmonization With and Without Empirical Bayes Estimation for Resting-State Functional Connectivity in Pediatric Mild Traumatic Brain Injury: a CARE4Kids Study.

Adrian I Onicas, Finian Keleher, Kevin C Bickart, Christine L Mac Donald, Anne Brown, Lawrence Cook, Frederick P Rivara, Gerard A Gioia, Christopher C Giza, Emily L Dennis

Abstract readPreprint
In one paragraph

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

0numbers the graph read from it
0cells of the map it votes in
0citing 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

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

10 authors.

Adrian I OnicasUniversity of Utah School of Medicine.
Finian KeleherUniversity of Utah School of Medicine.
Kevin C BickartUniversity of California, Los Angeles.
Christine L Mac DonaldUniversity of Washington School of Medicine.
Anne BrownUniversity of California, Los Angeles.
Lawrence CookUniversity of Utah School of Medicine.
Frederick P RivaraUniversity of Washington and Seattle Children's Research Institute.
Gerard A GioiaChildren's National Hospital and George Washington University School of Medicine.
Christopher C GizaUniversity of California, Los Angeles.
Emily L DennisUniversity of Utah School of Medicine.

Funding

Endophenotypes of Persistent Post-Concussive Symptoms in Adolescents: CARE4KidsU54NS121688 · NINDS · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI CHRISTOPHER C GIZA · 2021 to 2026
$18.7M
Personalized Profiles of Pathology in Pediatric Traumatic Brain InjuryR01NS122184 · NINDS · UTAH STATE HIGHER EDUCATION SYSTEM--UNIVERSITY OF UTAH · PI Emily Larsen Dennis, Elisabeth A Wilde · 2022 to 2026
$3.1M
Advancing Secondary Data Analysis: the ENIGMA Brain Injury Data Harmonization InitiativeR61NS120249 · NINDS · PENNSYLVANIA STATE UNIVERSITY, THE · PI DENNIS, EMILY LARSEN, HILLARY, FRANK GERARD · 2020 to 2021
$1.9M
NINDS NIH HHS R01 NS122184NINDS NIH HHS R61 NS120249NINDS NIH HHS U54 NS121688
6 · The paper itself

Abstract

ComBat is commonly used to mitigate batch effects in multi-site neuroimaging studies. Although empirical bayes estimation is a key component of ComBat, its impact on resting-state functional connectivity measures, including site effect reductions and preservation of original within-site variability remains underexplored. Empirical bayes estimation was evaluated on functional connectivity in adolescents with mild TBI. Resting-state fMRI data were collected from 144 adolescents across six sites participating in the CARE4Kids study. Functional connectivity was computed over resting state networks defined using Seitzman parcellation. ComBat with and without empirical bayes estimation was assessed by quantifying: (1) site variability based on one-way ANOVA, (2) within-site consistency before and after harmonization (intraclass correlation coefficient), (3) age correlations, and (4) site effects of the principal components. All networks demonstrated significant moderate-to-large site effects (all

Indexed as

ComBat harmonizationempirical bayesfunctional connectivitymild traumatic brain injurymulti-site neuroimagingresting-state fMRI

Identifiers

PMID42147190
PMCPMC13174809

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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 Socratic graph.