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American Heart Association

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Final ID: DP35

Enhanced Stroke Detection with Multi-directional Diffusion Weighted Low-field Magnetic Resonance Imaging

Abstract Body: Introduction: Portable, low-field (LF) magnetic resonance imaging (MRI) has the potential to improve access to brain imaging and facilitate diagnosis of acute ischemic stroke (AIS). However, due to longer acquisition time, diffusion-weighted imaging (DWI) at LF is often restricted to a single diffusion direction, which may reduce sensitivity of detection. We developed a multi-direction DWI sequence and evaluated its ability to detect stroke lesions compared with a single-direction sequence.

Methods: Patients with a suspected diagnosis of AIS were prospectively enrolled at three US centers and underwent single-direction b0 and b900 s/mm2 DWI and generation of corresponding apparent diffusion coefficient (ADC) maps on a 0.064 T MRI (Hyperfine Inc.). A subset of patients underwent additional multi-direction DWI (3 diffusion directions in x, y, and z planes) and generation of trace and ADC maps. Two independent assessors evaluated DWI and ADC scans and recorded the presence or absence of stroke lesions and their location (left/right hemisphere). The agreement, positive predictive value (PPV), negative predictive value (NPV), sensitivity, and specificity were calculated for both single- and multi-directional images as compared to the ground-truth clinical diagnosis.

Results: A total of N=66 patients were included, with N=18 undergoing additional multi-directional acquisition. Of these patients, N=36 had a confirmed ischemic stroke, and N=29 had a stroke mimic with no evidence of infarction or diffusion restriction abnormality on conventional high-field imaging. Agreement between assessors regarding lesion detection on single-direction DWI was κ=0.88 and κ=0.84 on ADC, with a κ=0.92 agreement on lesion location. On multi-directional LF-MRI, agreement increased to κ=1.0 for DWI, ADC, and lesion location. Predictive values for detecting AIS on single-direction DWI revealed a PPV of 83.9% and NPV of 71.4% which was associated with a 72.2% sensitivity and 83.3% specificity. NPV, PPV, sensitivity and specificity all increased to 100% when multi-directional DWI was assessed.

Conclusion: LF single-direction diffusion is sensitive and specific for the detection of acute ischemic infarcts, except for small lesions residing in white matter tracts that align with diffusion gradient direction. A novel LF multi-directional DWI sequence can overcome this limitation and potentially improve qualitative lesion conspicuity. Validation in a larger cohort is warranted.
  • Sorby-adams, Annabel  ( Massachusetts General Hospital and Harvard Medical School , Boston , Massachusetts , United States )
  • Lee, Vivien  ( Ohio State University , Columbus , Ohio , United States )
  • Muir, Keith  ( University of Glasgow , Glasgow , United Kingdom )
  • Nimjee, Shahid  ( Ohio State University , Columbus , Ohio , United States )
  • Rosen, Matthew  ( Massachusetts General Hospital and Harvard Medical School , Boston , Massachusetts , United States )
  • Iglesias, Juan Eugenio  ( Massachusetts General Hospital and Harvard Medical School , Boston , Massachusetts , United States )
  • Sheth, Kevin  ( Yale School of Medicine , New Haven , Connecticut , United States )
  • Kimberly, W. Taylor  ( Massachusetts General Hospital and Harvard Medical School , Boston , Massachusetts , United States )
  • Pinter, Nandor  ( University of Buffalo , Buffalo , New York , United States )
  • Kirsch, John  ( Massachusetts General Hospital and Harvard Medical School , Boston , Massachusetts , United States )
  • Jaikumar, Vinay  ( University of Buffalo , Buffalo , New York , United States )
  • Goldstein, Joshua  ( Massachusetts General Hospital and Harvard Medical School , Boston , Massachusetts , United States )
  • Nelson, Olivia  ( Massachusetts General Hospital and Harvard Medical School , Boston , Massachusetts , United States )
  • Bacchi, Stephen  ( Massachusetts General Hospital and Harvard Medical School , Boston , Massachusetts , United States )
  • Guo, Jennifer  ( Massachusetts General Hospital and Harvard Medical School , Boston , Massachusetts , United States )
  • Pitts, Johns  ( Hyperfine Incorporated , Guilford , Connecticut , United States )
  • Author Disclosures:
    Annabel Sorby-Adams: DO NOT have relevant financial relationships | Vivien Lee: DO NOT have relevant financial relationships | Keith Muir: DO have relevant financial relationships ; Consultant:Boehringer Ingelheim:Active (exists now) ; Research Funding (PI or named investigator):Boehringer Ingelheim:Past (completed) ; Speaker:Brainomix:Past (completed) ; Speaker:Boehringer Ingelheim:Past (completed) ; Consultant:Woolsey Pharma:Active (exists now) ; Consultant:Abbvie:Active (exists now) ; Consultant:Brainomix:Active (exists now) ; Consultant:Hyperfine:Active (exists now) | Shahid Nimjee: DO have relevant financial relationships ; Speaker:Medtronic:Past (completed) ; Ownership Interest:Basking Biosciences:Active (exists now) ; Consultant:Cerenovus:Active (exists now) ; Consultant:Vesalio:Past (completed) | Matthew Rosen: DO have relevant financial relationships ; Individual Stocks/Stock Options:Hyperfine:Active (exists now) ; Other (please indicate in the box next to the company name):Hyperfine (CoFounder):Active (exists now) ; Individual Stocks/Stock Options:Nanalysis:Active (exists now) ; Consultant:Nanalysis:Active (exists now) ; Consultant:ChipIron:Active (exists now) ; Consultant:DeepSpin GmbH:Active (exists now) ; Individual Stocks/Stock Options:DeepSpin GmbH:Active (exists now) | Juan Eugenio Iglesias: No Answer | Kevin Sheth: DO NOT have relevant financial relationships | W. Taylor Kimberly: DO have relevant financial relationships ; Researcher:Biogen:Past (completed) ; Consultant:Ji Xing Pharma:Active (exists now) ; Consultant:Astrocyte Pharma:Active (exists now) ; Consultant:Acasti Pharma:Active (exists now) ; Researcher:NControl Therapeutics:Past (completed) ; Researcher:Hyperfine Research, Inc:Active (exists now) | Nandor Pinter: DO have relevant financial relationships ; Speaker:Dent Neurosciences Research Center:Past (completed) ; Consultant:Biogen:Past (completed) ; Consultant:SyntheticMR:Past (completed) ; Consultant:Synchron:Active (exists now) | John Kirsch: No Answer | Vinay Jaikumar: DO NOT have relevant financial relationships | Joshua Goldstein: DO have relevant financial relationships ; Consultant:AstraZeneca:Active (exists now) ; Consultant:NControl:Past (completed) ; Consultant:Pfizer:Past (completed) ; Individual Stocks/Stock Options:Cayuga:Active (exists now) ; Consultant:Takeda:Active (exists now) ; Consultant:CSL Behring:Past (completed) ; Consultant:Octapharma:Active (exists now) | Olivia Nelson: DO NOT have relevant financial relationships | Stephen Bacchi: DO NOT have relevant financial relationships | Jennifer Guo: No Answer | Johns Pitts: DO NOT have relevant financial relationships
Meeting Info:
Session Info:

Imaging Moderated Digital Posters

Thursday, 02/06/2025 , 12:40PM - 01:10PM

Moderated Digital Poster Abstract Session

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