MRI-based spatio-temporal atlas of ganglionic eminence

OBJECTIVE: Fetal brain magnetic resonance imaging (MRI) provides insights into the architecture of the human brain. Recently, an increasing interest has been posed on transient brain structures, such as the ganglionic eminence (GE), to better understand potential derailments or anomalies in neurodevelopment. In this work, we define a spatio-temporal atlas of the GE from 19 to 36 gestational weeks (GW) in a 0.5-mm isotropic resolution. MATERIALS AND METHODS: We extended the T2-weighted developing Human Connectome Project atlas with 19 and 20 GW and generated GE label maps spanning 19-36 GW. The GE label maps were generated via an averaging ensemble strategy of the segmentations performed by three expert neuroradiologists. RESULTS: ), highlighting an inverse relationship to the whole brain volume and cortical gray matter. This is accompanied by an increased number of small and fragmented components, correlating with known dynamics of GE migration toward target structures. CONCLUSION: The proposed spatio-temporal GE MRI atlas supports the monitoring during pregnancy of this fascinating brain structure. It may aid in better understanding prodromic signs of potential future clinical conditions attributable to GE alterations. Moreover, it could be used as a repository of knowledge to develop innovative atlas-based deep learning models for biometric, volumetric, and shape analysis. RELEVANCE STATEMENT: The spatio-temporal fetal MRI atlas of the GE allows researchers to study its evolution and potential future clinical conditions attributable to GE alterations in pregnancy. The GE reached its maximum volume expansion around 21 GW, followed by a pronounced reduction throughout the pregnancy. KEY POINTS: The development of GE is a resource for monitoring pregnancy. We propose a spatio-temporal GE MRI atlas from 19 to 36 weeks of gestation. The GE reached its maximum expansion at around 21 weeks of gestation, followed by a progressive decline throughout pregnancy.

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Publication Details

Journal
European Radiology Experimental
Published
2026-04-14
DOI
https://doi.org/10.1186/s41747-026-00702-5
Primary Topic
Pregnancy-related medical research
Type
article
Field-Weighted Citation Impact
0.00

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article

MRI-based spatio-temporal atlas of ganglionic eminence

Letizia Squarcina, Tommaso Ciceri, Denis Peruzzo, Andrea Righini et al.
European Radiology Experimental
Pregnancy-related medical research
article

MRI-based spatio-temporal atlas of ganglionic eminence

Letizia Squarcina, Tommaso Ciceri, Denis Peruzzo, Andrea Righini, Paolo Brambilla, Irene Cetin, Giorgio Conte, Valentina Tombola, Cecilia Parazzini, Filippo Arrigoni, Cecilia Pini, C Scacchetti, Fabio Maria Triulzi, Alessandra Marano, Adele Ferro, Nicola Persico, Simona Boito, Alessandra Bertoldo
article en

Abstract

OBJECTIVE: Fetal brain magnetic resonance imaging (MRI) provides insights into the architecture of the human brain. Recently, an increasing interest has been posed on transient brain structures, such as the ganglionic eminence (GE), to better understand potential derailments or anomalies in neurodevelopment. In this work, we define a spatio-temporal atlas of the GE from 19 to 36 gestational weeks (GW) in a 0.5-mm isotropic resolution. MATERIALS AND METHODS: We extended the T2-weighted developing Human Connectome Project atlas with 19 and 20 GW and generated GE label maps spanning 19-36 GW. The GE label maps were generated via an averaging ensemble strategy of the segmentations performed by three expert neuroradiologists. RESULTS: ), highlighting an inverse relationship to the whole brain volume and cortical gray matter. This is accompanied by an increased number of small and fragmented components, correlating with known dynamics of GE migration toward target structures. CONCLUSION: The proposed spatio-temporal GE MRI atlas supports the monitoring during pregnancy of this fascinating brain structure. It may aid in better understanding prodromic signs of potential future clinical conditions attributable to GE alterations. Moreover, it could be used as a repository of knowledge to develop innovative atlas-based deep learning models for biometric, volumetric, and shape analysis. RELEVANCE STATEMENT: The spatio-temporal fetal MRI atlas of the GE allows researchers to study its evolution and potential future clinical conditions attributable to GE alterations in pregnancy. The GE reached its maximum volume expansion around 21 GW, followed by a pronounced reduction throughout the pregnancy. KEY POINTS: The development of GE is a resource for monitoring pregnancy. We propose a spatio-temporal GE MRI atlas from 19 to 36 weeks of gestation. The GE reached its maximum expansion at around 21 weeks of gestation, followed by a progressive decline throughout pregnancy.

European Radiology ExperimentalVol. 10(1)
University of Padua (IT), University of Milan (IT), Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico (IT), Ospedale San Paolo (IT), Ospedale dei Bambini Vittore Buzzi (IT), IRCCS Eugenio Medea (IT)
Università degli Studi di Milano, Dipartimenti di Eccellenza, Ministero della cultura, Ministero della Salute
Good health and well-being
Openalex Percentile: Top 21%
Pregnancy-related medical research
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