Evidence map›Paper›PMID 42266432›Full record

ArticleProceedings of SPIE--the International Society for Optical Engineering2026

Phenotype discovery of traumatic brain injury segmentations from heterogeneous multi-site data.

Adam M Saunders, Michael E Kim, Gaurav Rudravaram, Lucas W Remedios, Chloe Cho, Elyssa M McMaster, Daniel R Gillis, Yihao Liu, Lianrui Zuo, Bennett A Landman and 1 more

Abstract read
In one paragraph

Article in Proceedings of SPIE--the International Society for Optical Engineering, 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

11 authors.

Adam M SaundersDepartment of Electrical and Computer Engineering, Vanderbilt University, Nashville, TN, USA.
Michael E KimDepartment of Computer Science, Vanderbilt University, Nashville, TN, USA.
Gaurav RudravaramDepartment of Electrical and Computer Engineering, Vanderbilt University, Nashville, TN, USA.
Lucas W RemediosDepartment of Computer Science, Vanderbilt University, Nashville, TN, USA.
Chloe ChoDepartment of Biomedical Engineering, Vanderbilt University, Nashville, TN, USA.
Elyssa M McMasterDepartment of Electrical and Computer Engineering, Vanderbilt University, Nashville, TN, USA.
Daniel R GillisPublicis Sapient, Arlington, VA, USA.
Yihao LiuDepartment of Electrical and Computer Engineering, Vanderbilt University, Nashville, TN, USA.
Lianrui ZuoDepartment of Electrical and Computer Engineering, Vanderbilt University, Nashville, TN, USA.
Bennett A LandmanDepartment of Electrical and Computer Engineering, Vanderbilt University, Nashville, TN, USA.
Tonia S RexDepartment of Radiology and Radiological Sciences, Vanderbilt University Medical Center, Nashville, TN, USA.

Funding

Vanderbilt Institute for Clinical and Translational Research (VICTR) -Identifying correlates of functional immunity in SARS-CoV-2 convalescent plasmaUL1TR002243 · NCATS · VANDERBILT UNIVERSITY MEDICAL CENTER · PI Paul A. Harris, Wesley H Self · 2017 to 2026
$130.7M
MVP Data Integration into the ADSP Phenotype Harmonization ConsortiumU24AG074855 · NIA · VANDERBILT UNIVERSITY MEDICAL CENTER · PI CUCCARO, MICHAEL L, HOHMAN, TIMOTHY J · 2021 to 2025
$37.5M
MEDICAL SCIENTIST TRAINING PROGRAMT32GM007347 · NIGMS · VANDERBILT UNIVERSITY · PI WILLIAMS, CHRISTOPHER S. · 1985 to 2023
$26.3M
Ultrascale Machine Learning to Empower Discovery in Alzheimers Disease BiobanksU01AG068057 · NIA · UNIVERSITY OF SOUTHERN CALIFORNIA · PI Christos Davatzikos, Heng Huang · 2020 to 2026
$20.7M
6/6 HBCD Prenatal Experiences and Longitudinal Development (PRELUDE) Consortium VanderbiltU01DA055347 · NIDA · VANDERBILT UNIVERSITY · PI Laurie E Cutting, Sarah Scheiderich Osmundson · 2021 to 2026
$12.7M
1/3-Recurrence Markers, Cognitive Burden and Neurobiological Homeostasis in Late-life Depression (Rembrandt)R01MH121620 · NIMH · VANDERBILT UNIVERSITY MEDICAL CENTER · PI TAYLOR, WARREN D · 2020 to 2024
$5.3M
Medical Scientist Training ProgramT32GM152284 · NIGMS · VANDERBILT UNIVERSITY · PI Christopher S. Williams · 2024 to 2026
$4.8M
Genetic Drivers of Resilience to Alzheimer's DiseaseR01AG059716 · NIA · VANDERBILT UNIVERSITY MEDICAL CENTER · PI HOHMAN, TIMOTHY J · 2018 to 2022
$4.4M
Integrated Training in Engineering and DiabetesT32DK101003 · NIDDK · VANDERBILT UNIVERSITY · PI Jamey D. Young · 2014 to 2026
$3.9M
Novel Integrative Approach for the Early Detection of Lung Cancer using Repeated MeasuresR01CA253923 · NCI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI LANDMAN, BENNETT A., MALDONADO, FABIEN · 2021 to 2025
$3.4M
Integrating imaging and biopsy-derived molecular markers for the pre-surgical detection of indolent and aggressive early stage lung adenocarcinomaR01CA275015 · NCI · BOSTON UNIVERSITY MEDICAL CAMPUS · PI Marc Elliott Lenburg, Fabien Maldonado · 2023 to 2026
$2.6M
Artificial intelligence to estimate extent of cGVHD from patient photosR01HL169944 · NHLBI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI Eric R Tkaczyk · 2024 to 2026
$2.3M
NCATS NIH HHS UL1 TR002243NCI NIH HHS R01 CA253923NCI NIH HHS R01 CA275015NHLBI NIH HHS R01 HL169944NIA NIH HHS R01 AG059716NIA NIH HHS U01 AG068057NIA NIH HHS U24 AG074855NIDA NIH HHS U01 DA055347NIDDK NIH HHS T32 DK101003NIGMS NIH HHS T32 GM007347NIGMS NIH HHS T32 GM152284NIMH NIH HHS R01 MH121620
6 · The paper itself

Abstract

Traumatic brain injury (TBI) is intrinsically heterogeneous, and typical clinical outcome measures like the Glasgow Coma Scale complicate this diversity. The large variability in severity and patient outcomes render it difficult to link structural damage to functional deficits. The Federal Interagency Traumatic Brain Injury Research (FITBIR) repository contains large-scale multi-site magnetic resonance imaging data of varying resolutions and acquisition parameters (25 shared studies with 7,693 sessions that have age, sex and TBI status defined - 5,811 TBI and 1,882 controls). To reveal shared pathways of injury of TBI through imaging, we analyzed T1-weighted images from these sessions by first harmonizing to a local dataset and segmenting 132 regions of interest (ROIs) in the brain. After running quality assurance, calculating the volumes of the ROIs, and removing outliers, we calculated the z-scores of volumes for all participants relative to the mean and standard deviation of the controls. We regressed out sex, age, and total brain volume with a multivariate linear regression, and we found significant differences in 37 ROIs between subjects with TBI and controls (

Indexed as

brain volumetryimage harmonizationphenotypesubtypetraumatic brain injury

Identifiers

PMID42266432
PMCPMC13245470

What Socratic holds

Textmetadata
LicenceTDM
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.