101 Dalmatians: a multimodal naturalistic fMRI dataset in typical development and congenital sensory loss
- Francesca Setti 1, Davide Bottari 1, Andrea Leo 2, Matteo Diano 3, Valentina Bruno 4, Carla Tinti 3, Luca Cecchetti 1, Francesca Garbarini 4, Pietro Pietrini 1, Emiliano Ricciardi 5, Giacomo Handjaras 1
- Francesca Setti 1, Davide Bottari 1, Andrea Leo 2
- 1MoMiLab, IMT School for Advanced Studies Lucca, Lucca, Italy.
- 2Nuclear Medicine Unit, Department of Diagnostic Imaging, N.O.P. - S. Stefano, U.S.L. Toscana Centro, Prato, Italy.
- 3Department of Psychology, University of Turin, Turin, Italy.
- 4Manibus Lab, Department of Psychology, University of Turin, Turin, Italy.
- 5MoMiLab, IMT School for Advanced Studies Lucca, Lucca, Italy. emiliano.ricciardi@imtlucca.it.
- 0MoMiLab, IMT School for Advanced Studies Lucca, Lucca, Italy.
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View abstract on PubMed
Summary
This summary is machine-generated.This study introduces a new functional Magnetic Resonance Imaging (fMRI) dataset of 50 participants, including those with congenital sensory loss, watching movie stimuli. This resource aids research into sensory deprivation
Area Of Science
- Neuroscience
- Cognitive Science
- Neuroimaging
Background
- Neuroscience increasingly uses naturalistic stimuli (movies, narratives) to study real-world cognition.
- Understanding sensory deprivation's impact on brain function is crucial for developmental neuroscience.
Purpose Of The Study
- To present a novel functional Magnetic Resonance Imaging (fMRI) dataset for studying sensory processing and neuroplasticity.
- To investigate the effects of congenital sensory loss (blindness, deafness) on brain organization using audiovisual stimuli.
Main Methods
- Acquired fMRI data from 50 participants (typical development, congenital blindness, congenital deafness) exposed to movie stimuli (101 Dalmatians).
- Incorporated computational auditory/visual descriptors (VGGish, VGG-19) and GPT-4 semantic embeddings.
- Annotated movie events and content, ensuring data standardization in Brain Imaging Data Structure (BIDS) format.
- Validated fMRI data quality using Inter-Subject Correlation (ISC).
Main Results
- The dataset enables analysis of brain functional organization and neuroplasticity in individuals with sensory impairments.
- Inter-Subject Correlation (ISC) confirmed the robustness of the fMRI data for cross-participant comparisons.
Conclusions
- The 101 Dalmatians dataset is a valuable resource for exploring how sensory experiences, or their absence, shape brain development and function.
- Facilitates research on sensory deprivation, neuroplasticity, and the integration of sensory information in the human brain.
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