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Data harmonization framework for neonatal hypoxic-ischemic encephalopathy studies.

Publication ,  Journal Article
Hsiao, C-H; Foster, AN; McDonald, SA; Vyas, R; Ashraf, A; Bao, R; Tran, L; Kesri, A; Darzidehkalani, E; Soldatelli, MD; Auman, JO; Soul, JS ...
Published in: JAMIA Open
October 2025

OBJECTIVES: To develop a data harmonization framework for neonatal hypoxic-ischemic encephalopathy (HIE) studies and demonstrate its suitability for prognostic biomarker development. MATERIALS AND METHODS: Variables were first categorized by chronological stages and then by medical topics. We created a dictionary to harmonize variable names and value coding. We began by merging comprehensive data from 2 landmark nationwide therapeutic hypothermia for HIE trials (2008-2016, 21 sites) in the Eunice Kennedy Shriver National Institute of Child Health and Human Development (NICHD) Neonatal Research Network (NRN). The 2 datasets differ in available variables, variable naming and coding, necessitating harmonization. To demonstrate the utility of this data harmonization framework, we computed the distributions of variables and ranked them by the strength of associations with 18- to 22-month outcomes. Associations were measured using Pearson's correlation analysis. Outcomes were defined as (a) a 5-class variable: survivors with normal, mild, moderate, severe disability, or death and (b) the Bayley-III Scales. RESULTS: We created a dictionary of 1181 variables on 532 patients across 5 chronologic categories and 60 medical subcategories. The distribution of major predictive and outcome variables, and the variables strongly associated with neurodevelopmental outcomes at 18-22 months were presented. The modified Sarnat scores at the Post-intervention and NICU-discharge stage, and the NRN pattern of MRI injury score showed strong associations with outcome variables. CONCLUSION: We designed a data harmonization framework specifically for HIE. Our initial effort in merging 2 iconic clinical trials shows strong predictor-outcome associations, allowing subsequent development of advanced prognostic biomarkers of neonatal HIE.

Duke Scholars

Published In

JAMIA Open

DOI

EISSN

2574-2531

Publication Date

October 2025

Volume

8

Issue

5

Start / End Page

ooaf086

Location

United States

Related Subject Headings

  • 4203 Health services and systems
 

Citation

APA
Chicago
ICMJE
MLA
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Hsiao, C.-H., Foster, A. N., McDonald, S. A., Vyas, R., Ashraf, A., Bao, R., … Consortium Of MRI Biomarkers In Neonatal Encephalopathy (COMBINE). (2025). Data harmonization framework for neonatal hypoxic-ischemic encephalopathy studies. JAMIA Open, 8(5), ooaf086. https://doi.org/10.1093/jamiaopen/ooaf086
Hsiao, Chuan-Heng, Anna N. Foster, Scott A. McDonald, Rutvi Vyas, Aseelah Ashraf, Rina Bao, Lena Tran, et al. “Data harmonization framework for neonatal hypoxic-ischemic encephalopathy studies.JAMIA Open 8, no. 5 (October 2025): ooaf086. https://doi.org/10.1093/jamiaopen/ooaf086.
Hsiao C-H, Foster AN, McDonald SA, Vyas R, Ashraf A, Bao R, et al. Data harmonization framework for neonatal hypoxic-ischemic encephalopathy studies. JAMIA Open. 2025 Oct;8(5):ooaf086.
Hsiao, Chuan-Heng, et al. “Data harmonization framework for neonatal hypoxic-ischemic encephalopathy studies.JAMIA Open, vol. 8, no. 5, Oct. 2025, p. ooaf086. Pubmed, doi:10.1093/jamiaopen/ooaf086.
Hsiao C-H, Foster AN, McDonald SA, Vyas R, Ashraf A, Bao R, Tran L, Kesri A, Darzidehkalani E, Soldatelli MD, Auman JO, Soul JS, Chalak LF, Cotten CM, Shankaran S, Laptook AR, Grant PE, Ou Y, Consortium Of MRI Biomarkers In Neonatal Encephalopathy (COMBINE). Data harmonization framework for neonatal hypoxic-ischemic encephalopathy studies. JAMIA Open. 2025 Oct;8(5):ooaf086.
Journal cover image

Published In

JAMIA Open

DOI

EISSN

2574-2531

Publication Date

October 2025

Volume

8

Issue

5

Start / End Page

ooaf086

Location

United States

Related Subject Headings

  • 4203 Health services and systems