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Author Spotlight: Bridging Gaps in Anatomy and Establishing a Foundation for Algorithmic Studies
Published on: December 15, 2023
Reference Trajectories of Extra-Axial Cerebrospinal Fluid during Childhood and Adolescence Defined in a Clinically
Ayan S Mandal1,2,3, Lena Dorfschmidt2,3, Jenna M Schabdach2,3
1Perelman School of Medicine, University of Pennsylvania, 3400 Civic Center Blvd, Philadelphia, PA 19104.
Insights
New growth charts for extra-axial cerebrospinal fluid (eaCSF) help diagnose benign enlargement of the subarachnoid space (BESS). These charts provide age-related benchmarks for assessing atypical eaCSF development in children.
Area of Science:
- Neuroradiology
- Pediatric Imaging
- Quantitative MRI
Background:
- Benign enlargement of the subarachnoid space (BESS) requires accurate diagnostic criteria.
- Extra-axial cerebrospinal fluid (eaCSF) volume changes dynamically with age.
- Establishing normative data for eaCSF is crucial for identifying atypical development.
Purpose of the Study:
- To develop normative growth charts for extra-axial cerebrospinal fluid (eaCSF) volume in children.
- To define diagnostic criteria for benign enlargement of the subarachnoid space (BESS) using age-related eaCSF benchmarks.
- To aid in the assessment of atypical cerebrospinal fluid development.
Main Methods:
- Retrospective analysis of T1-weighted MRI scans from 1205 pediatric patients (0.19-19.6 years).
- Segmentation of T1w scans to quantify eaCSF volume.
- Modeling of eaCSF growth charts using Generalized Additive Models for Location, Scale and Shape (GAMLSS).
Main Results:
- eaCSF volume demonstrated dynamic changes with age, decreasing from birth to 2 years and increasing thereafter.
- Seven out of nine patients diagnosed with BESS had eaCSF measurements above the 97.5th percentile.
- The developed percentile scores effectively distinguished BESS patients from controls (AUC > 0.95).
Conclusions:
- MRI-derived eaCSF measurements exhibit dynamic age-related evolution in early life.
- Computational measurements of eaCSF, when paired with normative modeling, can differentiate atypical CSF development from controls.
- The developed eaCSF growth charts provide a valuable tool for diagnosing BESS.
Abstract:
Purpose To build extra-axial cerebrospinal fluid (eaCSF) growth charts that define key diagnostic criteria for benign enlargement of the subarachnoid space (BESS) by providing an age-related reference benchmark to aid in assessing atypical eaCSF development. Materials and Methods In this retrospective study, T1-weighted MRI scans from patients who underwent imaging at a pediatric health care system between January 2004 and December 2023 were accessed to form a clinical control group. Nine scans from patients diagnosed with BESS by a board-certified pediatric neuroradiologist were also reviewed. T1-weighted scans were segmented into various tissue types, including eaCSF. Growth charts of eaCSF were modeled using the clinical control group. The results of patients with confirmed BESS were then benchmarked against these charts to test the performance of the eaCSF growth charts. Generalized additive models of location, scale, and shape were used. Results The eaCSF measurements were obtained for 1205 patients (619 female; age range, 0.19-19.6 years). Measurements show that eaCSF evolved dynamically with age, steadily decreasing from birth to 2 years, then trending upward in childhood. Seven of the nine patients with a clinical diagnosis of BESS had eaCSF measurements above the 97.5th percentile for at least one measurement. Percentile scores distinguished patients with BESS from controls with areas under the receiver operating characteristic curve of greater than 0.95. Conclusion MRI-derived eaCSF measurements evolved dynamically throughout early life. Patients with atypical CSF development could be differentiated from clinical controls using computational measurements paired with normative modeling. Keywords: MRI, Brain/Brain Stem, Pediatrics, Benign Enlargement of Subarachnoid Space Supplemental material is available for this article. © The Author(s) 2025. Published by the Radiological Society of North America under a CC BY-NC-ND license.
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