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. 2023 Sep;308(3):e223262.
doi: 10.1148/radiol.223262.

Correlating Quantitative MRI-based Apparent Diffusion Coefficient Metrics with 24-month Neurodevelopmental Outcomes in Neonates from the HEAL Trial

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Correlating Quantitative MRI-based Apparent Diffusion Coefficient Metrics with 24-month Neurodevelopmental Outcomes in Neonates from the HEAL Trial

Evan Calabrese et al. Radiology. 2023 Sep.

Abstract

Background Multiple qualitative scoring systems have been created to capture the imaging severity of hypoxic ischemic brain injury. Purpose To evaluate quantitative volumes of acute brain injury at MRI in neonates with hypoxic ischemic brain injury and correlate these findings with 24-month neurodevelopmental outcomes and qualitative brain injury scoring by radiologists. Materials and Methods In this secondary analysis, brain diffusion-weighted MRI data from neonates in the High-dose Erythropoietin for Asphyxia and Encephalopathy trial, which recruited participants between January 2017 and October 2019, were analyzed. Volume of acute brain injury, defined as brain with apparent diffusion coefficient (ADC) less than 800 × 10-6 mm2/sec, was automatically computed across the whole brain and within the thalami and white matter. Outcomes of death and neurodevelopmental impairment (NDI) were recorded at 24-month follow-up. Associations between the presence and volume (in milliliters) of acute brain injury with 24-month outcomes were evaluated using multiple logistic regression. The correlation between quantitative acute brain injury volume and qualitative MRI scores was assessed using the Kendall tau-b test. Results A total of 416 neonates had available MRI data (mean gestational age, 39.1 weeks ± 1.4 [SD]; 235 male) and 113 (27%) showed evidence of acute brain injury at MRI. Of the 387 participants with 24-month follow-up data, 185 (48%) died or had any NDI. Volume of acute injury greater than 1 mL (odds ratio [OR], 13.9 [95% CI: 5.93, 32.45]; P < .001) and presence of any acute injury in the brain (OR, 4.5 [95% CI: 2.6, 7.8]; P < .001) were associated with increased odds of death or any NDI. Quantitative whole-brain acute injury volume was strongly associated with radiologists' qualitative scoring of diffusion-weighted images (Kendall tau-b = 0.56; P < .001). Conclusion Automated quantitative volume of brain injury is associated with death, moderate to severe NDI, and cerebral palsy in neonates with hypoxic ischemic encephalopathy and correlated well with qualitative MRI scoring of acute brain injury. Clinical trial registration no. NCT02811263 © RSNA, 2023 Supplemental material is available for this article. See also the editorial by Huisman in this issue.

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Conflict of interest statement

Disclosures of conflicts of interest: E.C. Research grant from the American Society of Neuroradiology; royalties from Elsevier. Y.W. Research grant from the National Institutes of Health; payment for expert testimony; scientific advisory board member for the Cerebral Palsy Alliance Research Foundation. A.W.S. Training grant from the American Society of Pediatric Neuroradiology. J.L.W. No relevant relationships. R.C.M. Grant from the National Institutes of Health; honoraria for lectures from Siemens Healthineers; support for travel from Siemens Healthineers and Philips Healthcare; medical advisory board member for Turing Medical (formerly Nous Imaging); stock in Turing Medical. A.M. No relevant relationships. H.C.G. Grants to institution from the National Institutes of Health; payment for expert opinion; participation on the data safety monitoring board for iAQUIRE (National Institutes of Health); board of directors member for the Pediatric Academic Societies; spouse holds shares in Elemeno Health. B.A.C. Grant from the National Institute of Neurological Disorders and Stroke. P.J.H. Grant from the National Institutes of Health. S.G. No relevant relationships. S.E.J. Grants to institution from the National Institutes of Health; royalties from Elsevier; patent planned, issued, or pending with the University of Washington; participation on the data safety monitoring board for ALBINO; director of the Intellectual and Developmental Disabilities Research Center at the University of Washington and the Institute on Human Development and Disabilities. C.P.H. Consulting fees from GE Healthcare; medical advisory board membership for Kheiron Medical Technologies; participation on a data safety monitoring board for the Focused Ultrasound Foundation and uniQure Biopharma. Y.L. No relevant relationships.

Figures

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Graphical abstract
Flowchart of participant exclusion criteria from enrollment to 24-month follow-up. DTI = diffusion tensor imaging, HEAL = High-dose Erythropoietin for Asphyxia and Encephalopathy.
Figure 1:
Flowchart of participant exclusion criteria from enrollment to 24-month follow-up. DTI = diffusion tensor imaging, HEAL = High-dose Erythropoietin for Asphyxia and Encephalopathy.
Representative examples of MRI-based diffusion-weighted images (left) and corresponding apparent diffusion coefficient (ADC) maps (right) without (top row) and with (bottom row) automated acute injury segmentation color overlays. (A) Axial diffusion-weighted and ADC images at the level of the thalamus demonstrate a basal ganglia–thalamic pattern of injury in a participant with basal ganglia–thalamic predominant pattern of acute injury (arrowheads). This male participant was born via emergent Cesarian section at 40+6 weeks after uterine rupture with Apgar scores of 1, 3, and 4 at 1, 5, and 10 minutes of life, respectively. The participant was initially treated for pulmonary hypertension, systemic hypotension, and disseminated intravascular coagulation. Subsequent electroencephalography consistently showed low voltage burst suppression, and the participant died on day of life 5 after transition to comfort care. (B) Axial diffusion-weighted and ADC images at the level of the centrum semiovale show a watershed pattern of injury in a participant with cortical and subcortical predominate watershed pattern of acute injury (arrowheads). This male participant was born at 40+0 weeks gestation via unassisted vaginal delivery and was noted to have a tight nuchal umbilical cord. Apgar scores were 2, 3, and 3 at 1, 5, and 10 minutes of life, respectively. The participant was treated for systemic hypotension and subclinical seizures with good response and was subsequently discharged home off all antiseizure medication.
Figure 2:
Representative examples of MRI-based diffusion-weighted images (left) and corresponding apparent diffusion coefficient (ADC) maps (right) without (top row) and with (bottom row) automated acute injury segmentation color overlays. (A) Axial diffusion-weighted and ADC images at the level of the thalamus demonstrate a basal ganglia–thalamic pattern of injury in a participant with basal ganglia–thalamic predominant pattern of acute injury (arrowheads). This male participant was born via emergent Cesarian section at 40+6 weeks after uterine rupture with Apgar scores of 1, 3, and 4 at 1, 5, and 10 minutes of life, respectively. The participant was initially treated for pulmonary hypertension, systemic hypotension, and disseminated intravascular coagulation. Subsequent electroencephalography consistently showed low voltage burst suppression, and the participant died on day of life 5 after transition to comfort care. (B) Axial diffusion-weighted and ADC images at the level of the centrum semiovale show a watershed pattern of injury in a participant with cortical and subcortical predominate watershed pattern of acute injury (arrowheads). This male participant was born at 40+0 weeks gestation via unassisted vaginal delivery and was noted to have a tight nuchal umbilical cord. Apgar scores were 2, 3, and 3 at 1, 5, and 10 minutes of life, respectively. The participant was treated for systemic hypotension and subclinical seizures with good response and was subsequently discharged home off all antiseizure medication.
Acute injury frequency map for the two primary outcome groups displayed as colorized heat maps. Frequency maps for participants who did not die or have neurodevelopmental impairment (NDI) at follow-up are shown in the top two rows. The top row shows superior, lateral, and anterior projection views of volume rendered injury maps, with cool colors indicating relatively low injury frequency. The second row shows coronal, axial, and sagittal sections of the population-averaged neonatal brain atlas with colorized heat map overlays using the same color scale. The location of the displayed sections is indicated on the volume rendered projections with a dotted line. Brain regions where there was no acute injury in this outcome group are displayed as clear to show the underlying brain atlas anatomy (gray scale). Rows 3 and 4 are identical to rows 1 and 2 except that they represent frequency of acute injury in participants who died or had NDI at follow-up. Warm colors indicate a relatively higher frequency of acute injury and correspond to typical locations of acute brain injury described in the setting of hypoxic ischemic encephalopathy.
Figure 3:
Acute injury frequency map for the two primary outcome groups displayed as colorized heat maps. Frequency maps for participants who did not die or have neurodevelopmental impairment (NDI) at follow-up are shown in the top two rows. The top row shows superior, lateral, and anterior projection views of volume rendered injury maps, with cool colors indicating relatively low injury frequency. The second row shows coronal, axial, and sagittal sections of the population-averaged neonatal brain atlas with colorized heat map overlays using the same color scale. The location of the displayed sections is indicated on the volume rendered projections with a dotted line. Brain regions where there was no acute injury in this outcome group are displayed as clear to show the underlying brain atlas anatomy (gray scale). Rows 3 and 4 are identical to rows 1 and 2 except that they represent frequency of acute injury in participants who died or had NDI at follow-up. Warm colors indicate a relatively higher frequency of acute injury and correspond to typical locations of acute brain injury described in the setting of hypoxic ischemic encephalopathy.

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References

    1. Kurinczuk JJ , White-Koning M , Badawi N . Epidemiology of neonatal encephalopathy and hypoxic-ischaemic encephalopathy . Early Hum Dev 2010. ; 86 ( 6 ): 329 – 338 . - PubMed
    1. Liu L , Oza S , Hogan D , et al. . Global, regional, and national causes of child mortality in 2000-13, with projections to inform post-2015 priorities: an updated systematic analysis . Lancet 2015. ; 385 ( 9966 ): 430 – 440 . - PubMed
    1. Tagin MA , Woolcott CG , Vincer MJ , Whyte RK , Stinson DA . Hypothermia for neonatal hypoxic ischemic encephalopathy: an updated systematic review and meta-analysis . Arch Pediatr Adolesc Med 2012. ; 166 ( 6 ): 558 – 566 . - PubMed
    1. Shankaran S , Pappas A , McDonald SA , et al. . Childhood outcomes after hypothermia for neonatal encephalopathy . N Engl J Med 2012. ; 366 ( 22 ): 2085 – 2092 . [Published correction appears in N Engl J Med 2012;367(11):1073.] - PMC - PubMed
    1. Sarnat HB , Sarnat MS . Neonatal encephalopathy following fetal distress. A clinical and electroencephalographic study . Arch Neurol 1976. ; 33 ( 10 ): 696 – 705 . - PubMed

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