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Predicting gene level sensitivity to JAK-STAT signaling perturbation using a mechanistic-to-machine learning framework
The JAK-STAT pathway integrates complex cytokine signals via a limited number of molecular components, inspiring numerous efforts to clarify the diversity and specificity of STAT transcription factor function. We developed a computational workflow to make global cytokine-induced gene predictions fro...
Autores principales: | Cheemalavagu, Neha, Shoger, Karsen E., Cao, Yuqi M., Michalides, Brandon A., Botta, Samuel A., Faeder, James R., Gottschalk, Rachel A. |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10245690/ https://www.ncbi.nlm.nih.gov/pubmed/37292918 http://dx.doi.org/10.1101/2023.05.19.541151 |
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