TY - JOUR
T1 - A comprehensive survey of imaging-based methods of measuring intracranial pressure
AU - Chowdhury, A. Z.M.Ehtesham
AU - Mann, Graham
AU - Morgan, William H.
AU - Mehnert, Andrew
AU - Sohel, Ferdous
N1 - Publisher Copyright:
© 2025 The Author(s)
PY - 2025/3/19
Y1 - 2025/3/19
N2 - Intracranial pressure (ICP) measurement is vital in managing and treating patients with brain injuries, brain tumors, and other neuro-ophthalmic conditions. Invasive methods have reached a high standard of accuracy but pose multiple risks to patients and require specialized resources. In contrast, non-invasive methods indirectly estimate ICP based on related physiological properties. This paper surveys imaging-based methods that utilize cerebro-ophthalmic anatomy and fluid dynamics. The theoretical basis of each method is presented, including the physiological attributes and imaging modality used. Details of empirical studies are also presented, including subjects (type, population, medical indication, captured anatomies), methodology, and evaluations of ICP estimation accuracy. The pros and cons of each method are presented in terms of complexity, patient acceptability, operating expertise, potential for clinical application, costs, and time. Whilst none of the methods in the survey has to date achieved the reliability and accuracy of invasive methods used clinically, those based on transcranial and orbital ultrasonography and direct retinal imaging demonstrate great promise. Refinements to these methods, including the application of modern deep learning techniques, offer the prospect of non-invasive, clinically acceptable, accurate and automatic measurement of ICP.
AB - Intracranial pressure (ICP) measurement is vital in managing and treating patients with brain injuries, brain tumors, and other neuro-ophthalmic conditions. Invasive methods have reached a high standard of accuracy but pose multiple risks to patients and require specialized resources. In contrast, non-invasive methods indirectly estimate ICP based on related physiological properties. This paper surveys imaging-based methods that utilize cerebro-ophthalmic anatomy and fluid dynamics. The theoretical basis of each method is presented, including the physiological attributes and imaging modality used. Details of empirical studies are also presented, including subjects (type, population, medical indication, captured anatomies), methodology, and evaluations of ICP estimation accuracy. The pros and cons of each method are presented in terms of complexity, patient acceptability, operating expertise, potential for clinical application, costs, and time. Whilst none of the methods in the survey has to date achieved the reliability and accuracy of invasive methods used clinically, those based on transcranial and orbital ultrasonography and direct retinal imaging demonstrate great promise. Refinements to these methods, including the application of modern deep learning techniques, offer the prospect of non-invasive, clinically acceptable, accurate and automatic measurement of ICP.
KW - Cerebrospinal fluid pressure
KW - Intracranial hypertension
KW - Machine learning
KW - Medical imaging
KW - Retinal photoplethysmography
UR - http://www.scopus.com/inward/record.url?scp=105000182986&partnerID=8YFLogxK
U2 - 10.1016/j.bspc.2025.107854
DO - 10.1016/j.bspc.2025.107854
M3 - Review article
AN - SCOPUS:105000182986
SN - 1746-8094
VL - 107
JO - Biomedical Signal Processing and Control
JF - Biomedical Signal Processing and Control
M1 - 107854
ER -