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Abstract Details

Predictive Value of DWI and FLAIR MRI Score in Post-arrest Prognostication: A Machine Learning Approach
Neuro Trauma and Critical Care
P1 - Poster Session 1 (8:00 AM-9:00 AM)
19-003

Evaluate the value of MRI DWI and FLAIR sequences in predicting outcomes among comatose post-cardiac arrest patients.  

Neuroimaging can aid early prognostication in comatose post-arrest patients. We investigated how abnormalities on MRI DWI and FLAIR sequences at different time points correlate with outcomes and contribute to predictive modeling.  

We conducted a retrospective analysis of adult patients (2011-2021) initially comatose after arrest who underwent MRI between 2-7 days following arrest. Neuroimaging was independently reviewed by two board-certified neurointensivists, blinded to clinical data, for abnormalities in 12 individual regions on DWI and FLAIR sequences (frontal cortex, parietal cortex, temporal cortex, occipital cortex, insula, hippocampus, caudate, putamen, globus pallidus, thalamus, brainstem, cerebellum). Composite scores were calculated for cortex and deep gray nuclei. Univariate logistic regression assessed associations between imaging features and mortality. We trained three machine-learning models using demographics, clinical exam findings, EEG features, and MRI scores to predict mortality.  

Among 222 patients, 69% had out-of-hospital arrests and 31% survived to discharge. Median age was 60 years (IQR 49-69) and 59.5% were male. Brainstem hyperintensity on DWI and FLAIR (p = 0.01, 0.001 respectively) and DWI abnormalities in the thalamus (p < 0.001) were most strongly associated with mortality. Higher overall DWI scores, cortical and deep gray nuclei DWI scores, and the combined total FLAIR and DWI score all showed strong associations with mortality (p < 0.001). The Gradient Boosting Machine model demonstrated the highest performance (sensitivity 0.91, specificity 0.86, AUC 0.82). Shapley analysis identified thalamic diffusion abnormalities, Charlson Comorbidity Index, and shockable rhythm as the most impactful features in outcome prediction.  

MRI DWI and FLAIR sequences are important prognostic features for comatose post-arrest patients, both individually and within multivariate machine learning models. We seek to further assess how these imaging findings can be used effectively and reliably in end-of-life decision making.

Authors/Disclosures
Neha Madugala, BS
PRESENTER
Ms. Madugala has nothing to disclose.
Rebecca Stafford (Boston Medical Center) Ms. Stafford has nothing to disclose.
Robert Araujo Contreras (Boston Medical Center) Mr. Araujo Contreras has nothing to disclose.
Carina Hou, BA Ms. Hou has nothing to disclose.
Paul Karim Mr. Karim has nothing to disclose.
Brian J. Coffey, MD Dr. Coffey has nothing to disclose.
Ika Noviawaty, MD (Boston Medical Center) Dr. Noviawaty has received personal compensation in the range of $500-$4,999 for serving on a Speakers Bureau for Jazz Pharmaceutical/CME Outfitter. The institution of Dr. Noviawaty has received research support from MARINUS. The institution of Dr. Noviawaty has received research support from UCB.
Ali Daneshmand, MD (Boston University School of Medicine) Dr. Daneshmand has nothing to disclose.
Rachel Beekman, MD (Yale New Haven Medical Center) Dr. Beekman has nothing to disclose.
David M. Greer, MD, FAAN (Boston University School of Medicine) Dr. Greer has received personal compensation in the range of $10,000-$49,999 for serving as an Editor, Associate Editor, or Editorial Advisory Board Member for Thieme, Inc. Dr. Greer has received personal compensation in the range of $5,000-$9,999 for serving as an Expert Witness for multiple. Dr. Greer has received publishing royalties from a publication relating to health care. Dr. Greer has received publishing royalties from a publication relating to health care. Dr. Greer has received publishing royalties from a publication relating to health care. Dr. Greer has a non-compensated relationship as a Treasurer-Elect with American Neurological Association that is relevant to AAN interests or activities. Dr. Greer has a non-compensated relationship as a President with Neurocritical Care Society that is relevant to AAN interests or activities.