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1.
Cell Rep Methods ; 4(1): 100691, 2024 Jan 22.
Artigo em Inglês | MEDLINE | ID: mdl-38215761

RESUMO

Therapeutic development for mental disorders has been slow despite the high worldwide prevalence of illness. Unfortunately, cellular and circuit insights into disease etiology have largely failed to generalize across individuals that carry the same diagnosis, reflecting an unmet need to identify convergent mechanisms that would facilitate optimal treatment. Here, we discuss how mesoscale networks can encode affect and other cognitive processes. These networks can be discovered through electrical functional connectome (electome) analysis, a method built upon explainable machine learning models for analyzing and interpreting mesoscale brain-wide signals in a behavioral context. We also outline best practices for identifying these generalizable, interpretable, and biologically relevant networks. Looking forward, translational electome analysis can span species and various moods, cognitive processes, or other brain states, supporting translational medicine. Thus, we argue that electome analysis provides potential translational biomarkers for developing next-generation therapeutics that exhibit high efficacy across heterogeneous disorders.


Assuntos
Conectoma , Transtornos Mentais , Humanos , Imageamento por Ressonância Magnética/métodos , Encéfalo , Conectoma/métodos , Aprendizado de Máquina
2.
Neuron ; 110(10): 1728-1741.e7, 2022 05 18.
Artigo em Inglês | MEDLINE | ID: mdl-35294900

RESUMO

The architecture whereby activity across many brain regions integrates to encode individual appetitive social behavior remains unknown. Here we measure electrical activity from eight brain regions as mice engage in a social preference assay. We then use machine learning to discover a network that encodes the extent to which individual mice engage another mouse. This network is organized by theta oscillations leading from prelimbic cortex and amygdala that converge on the ventral tegmental area. Network activity is synchronized with cellular firing, and frequency-specific activation of a circuit within this network increases social behavior. Finally, the network generalizes, on a mouse-by-mouse basis, to encode individual differences in social behavior in healthy animals but fails to encode individual behavior in a 'high confidence' genetic model of autism. Thus, our findings reveal the architecture whereby the brain integrates distributed activity across timescales to encode an appetitive brain state underlying individual differences in social behavior.


Assuntos
Comportamento Apetitivo , Encéfalo , Tonsila do Cerebelo , Animais , Encéfalo/fisiologia , Camundongos , Comportamento Social , Área Tegmentar Ventral
3.
Science ; 358(6365): 888-893, 2017 11 17.
Artigo em Inglês | MEDLINE | ID: mdl-29146805

RESUMO

Robust innate immune detection of rapidly evolving pathogens is critical for host defense. Nucleotide-binding domain leucine-rich repeat (NLR) proteins function as cytosolic innate immune sensors in plants and animals. However, the structural basis for ligand-induced NLR activation has so far remained unknown. NAIP5 (NLR family, apoptosis inhibitory protein 5) binds the bacterial protein flagellin and assembles with NLRC4 to form a multiprotein complex called an inflammasome. Here we report the cryo-electron microscopy structure of the assembled ~1.4-megadalton flagellin-NAIP5-NLRC4 inflammasome, revealing how a ligand activates an NLR. Six distinct NAIP5 domains contact multiple conserved regions of flagellin, prying NAIP5 into an open and active conformation. We show that innate immune recognition of multiple ligand surfaces is a generalizable strategy that limits pathogen evolution and immune escape.


Assuntos
Flagelina/imunologia , Interações Hospedeiro-Patógeno/imunologia , Inflamassomos/imunologia , Proteína Inibidora de Apoptose Neuronal/imunologia , Animais , Proteínas Reguladoras de Apoptose/química , Proteínas Reguladoras de Apoptose/imunologia , Proteínas Reguladoras de Apoptose/ultraestrutura , Proteínas de Ligação ao Cálcio/química , Proteínas de Ligação ao Cálcio/imunologia , Proteínas de Ligação ao Cálcio/ultraestrutura , Microscopia Crioeletrônica , Flagelina/química , Flagelina/ultraestrutura , Células HEK293 , Humanos , Imunidade Inata , Inflamassomos/química , Inflamassomos/ultraestrutura , Legionella pneumophila , Camundongos , Mutação , Proteína Inibidora de Apoptose Neuronal/química , Proteína Inibidora de Apoptose Neuronal/genética , Domínios Proteicos
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