TY - UNPB
T1 - A foundational neuronal protein network model unifying multimodal genetic, transcriptional, and proteomic perturbations in schizophrenia
AU - Pintacuda, Greta
AU - Hsu, Yu-Han H
AU - Páleníková, Petra
AU - Dubonyte, Ugne
AU - Fornelos, Nadine
AU - Chen, Miao
AU - Mena, Daya
AU - Biagini, Julia C
AU - Botts, Travis
AU - Martorana, Makayla
AU - Rebelo, Danzel
AU - Ching, Joshua K T
AU - Crouse, Ethan
AU - Gebre, Hilena
AU - Adiconis, Xian
AU - Haywood, Nathan
AU - Simmons, Sean
AU - Weïwer, Michel
AU - Hawes, Derek
AU - Pietilainen, Olli
AU - Werge, Thomas
AU - Li, Ka Wan
AU - Smit, August B
AU - Kirkeby, Agnete
AU - Levin, Joshua Z
AU - Nehme, Ralda
AU - Lage, Kasper
PY - 2025/5/6
Y1 - 2025/5/6
N2 - Schizophrenia (SCZ) is a complex psychiatric disorder with a diverse genetic landscape, involving common regulatory variants, rare protein-coding mutations, structural genomic rearrangements, and transcriptional dysregulation. A critical challenge in developing rationally designed therapeutics is understanding how these various factors converge to disrupt cellular networks in the human brain, ultimately contributing to SCZ. Towards this aim, we generated multimodal data, including SCZ-specific protein-protein interactions in stem-cell-derived neuronal models and adult postmortem cortex, integrated with genetic and transcriptomic datasets from individuals with psychiatric disorders. We identified three distinct neuron-specific SCZ protein networks, or modules, significantly enriched for genetic and transcriptional perturbations associated with SCZ. The relevance of these modules was validated through whole-cell proteomics in patient-derived neurons, revealing their disruption in 22q11.2 deletion carriers diagnosed with SCZ. We demonstrated their therapeutic potential by showing that these modules are targets of GSK3 inhibition using phosphoproteomics. Our findings present a foundational model that integrates genetic, transcriptional, and proteomic perturbations in SCZ. This model provides a cohesive framework for understanding how polygenic and multimodal perturbations affect neuronal pathways in the human brain, as well as a data-driven pathway resource for identifying potential drug targets to reverse disruptions observed in these neuronal networks.
AB - Schizophrenia (SCZ) is a complex psychiatric disorder with a diverse genetic landscape, involving common regulatory variants, rare protein-coding mutations, structural genomic rearrangements, and transcriptional dysregulation. A critical challenge in developing rationally designed therapeutics is understanding how these various factors converge to disrupt cellular networks in the human brain, ultimately contributing to SCZ. Towards this aim, we generated multimodal data, including SCZ-specific protein-protein interactions in stem-cell-derived neuronal models and adult postmortem cortex, integrated with genetic and transcriptomic datasets from individuals with psychiatric disorders. We identified three distinct neuron-specific SCZ protein networks, or modules, significantly enriched for genetic and transcriptional perturbations associated with SCZ. The relevance of these modules was validated through whole-cell proteomics in patient-derived neurons, revealing their disruption in 22q11.2 deletion carriers diagnosed with SCZ. We demonstrated their therapeutic potential by showing that these modules are targets of GSK3 inhibition using phosphoproteomics. Our findings present a foundational model that integrates genetic, transcriptional, and proteomic perturbations in SCZ. This model provides a cohesive framework for understanding how polygenic and multimodal perturbations affect neuronal pathways in the human brain, as well as a data-driven pathway resource for identifying potential drug targets to reverse disruptions observed in these neuronal networks.
U2 - 10.1101/2025.05.02.25326757
DO - 10.1101/2025.05.02.25326757
M3 - Preprint
C2 - 40385394
T3 - medRxiv : the preprint server for health sciences
BT - A foundational neuronal protein network model unifying multimodal genetic, transcriptional, and proteomic perturbations in schizophrenia
ER -