Multimodal measures of spontaneous brain activity reveal both common and divergent patterns of cortical functional organization.
Hadi VafaiiFrancesca MandinoGabriel Desrosiers-GregoireDavid O'ConnorMarija MarkicevicXilin ShenXinxin GePeter HermanFahmeed HyderXenophon PapademetrisMallar ChakravartyMichael C CrairR xsTodd ConstableEvelyn M R LakeLuiz PessoaPublished in: Nature communications (2024)
Large-scale functional networks have been characterized in both rodent and human brains, typically by analyzing fMRI-BOLD signals. However, the relationship between fMRI-BOLD and underlying neural activity is complex and incompletely understood, which poses challenges to interpreting network organization obtained using this technique. Additionally, most work has assumed a disjoint functional network organization (i.e., brain regions belong to one and only one network). Here, we employ wide-field Ca 2+ imaging simultaneously with fMRI-BOLD in mice expressing GCaMP6f in excitatory neurons. We determine cortical networks discovered by each modality using a mixed-membership algorithm to test the hypothesis that functional networks exhibit overlapping organization. We find that there is considerable network overlap (both modalities) in addition to disjoint organization. Our results show that multiple BOLD networks are detected via Ca 2+ signals, and networks determined by low-frequency Ca 2+ signals are only modestly more similar to BOLD networks. In addition, the principal gradient of functional connectivity is nearly identical for BOLD and Ca 2+ signals. Despite similarities, important differences are also detected across modalities, such as in measures of functional connectivity strength and diversity. In conclusion, Ca 2+ imaging uncovers overlapping functional cortical organization in the mouse that reflects several, but not all, properties observed with fMRI-BOLD signals.
Keyphrases
- resting state
- functional connectivity
- high resolution
- protein kinase
- endothelial cells
- machine learning
- type diabetes
- genome wide
- single cell
- dna methylation
- pain management
- multiple sclerosis
- fluorescence imaging
- high fat diet induced
- photodynamic therapy
- metabolic syndrome
- brain injury
- blood brain barrier
- deep learning