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10.1016/j.crmeth.2021.100014

http://scihub22266oqcxt.onion/10.1016/j.crmeth.2021.100014
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suck abstract from ncbi


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pmid34355210      Cell+Rep+Methods 2021 ; 1 (3): ä
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  • Folding non-homologous proteins by coupling deep-learning contact maps with I-TASSER assembly simulations #MMPMID34355210
  • Zheng W; Zhang C; Li Y; Pearce R; Bell EW; Zhang Y
  • Cell Rep Methods 2021[Jul]; 1 (3): ä PMID34355210show ga
  • Structure prediction for proteins lacking homologous templates in the Protein Data Bank (PDB) remains a significant unsolved problem. We developed a protocol, C-I-TASSER, to integrate interresidue contact maps from deep neural-network learning with the cutting-edge I-TASSER fragment assembly simulations. Large-scale benchmark tests showed that C-I-TASSER can fold more than twice the number of non-homologous proteins than the I-TASSER, which does not use contacts. When applied to a folding experiment on 8,266 unsolved Pfam families, C-I-TASSER successfully folded 4,162 domain families, including 504 folds that are not found in the PDB. Furthermore, it created correct folds for 85% of proteins in the SARS-CoV-2 genome, despite the quick mutation rate of the virus and sparse sequence profiles. The results demonstrated the critical importance of coupling whole-genome and metagenome-based evolutionary information with optimal structure assembly simulations for solving the problem of non-homologous protein structure prediction.
  • |*COVID-19[MESH]
  • |*Deep Learning[MESH]
  • |Algorithms[MESH]
  • |Computational Biology/methods[MESH]
  • |Humans[MESH]
  • |Models, Molecular[MESH]
  • |Protein Conformation[MESH]
  • |Proteins/genetics[MESH]


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