Hooshmand, Seyed Aghil published the artcileA multimodal deep learning-based drug repurposing approach for treatment of COVID-19, Recommanded Product: 2-((5-Nitrothiazol-2-yl)carbamoyl)phenyl acetate, the main research area is drug repurposing deep learning multimodal data fusion SARSCoV2 COVID19; COVID-19; Deep learning; Drug repurposing; Multimodal data fusion; Restricted Boltzmann machine.
Abstract: Recently, various computational methods have been proposed to find new therapeutic applications of the existing drugs. The Multimodal Restricted Boltzmann Machine approach (MM-RBM), which has the capability to connect the information about the multiple modalities, can be applied to the problem of drug repurposing. The present study utilized MM-RBM to combine two types of data, including the chem. structures data of small mols. and differentially expressed genes as well as small mols. perturbations. In the proposed method, two sep. RBMs were applied to find out the features and the specific probability distribution of each datum (modality). Besides, RBM was used to integrate the discovered features, resulting in the identification of the probability distribution of the combined data. The results demonstrated the significance of the clusters acquired by our model. These clusters were used to discover the medicines which were remarkably similar to the proposed medications to treat COVID-19. Moreover, the chem. structures of some small mols. as well as dysregulated genes’ effect led us to suggest using these mols. to treat COVID-19. The results also showed that the proposed method might prove useful in detecting the highly promising remedies for COVID-19 with min. side effects. All the source codes are accessible using https://github.com/LBBSoft/Multimodal-Drug-Repurposing.git Graphic abstract: [graphic not available: see fulltext].
Molecular Diversity published new progress about Algorithm (contrastive divergence, data reconstruction iterations). 55981-09-4 belongs to class esters-buliding-blocks, name is 2-((5-Nitrothiazol-2-yl)carbamoyl)phenyl acetate, and the molecular formula is C12H9N3O5S, Recommanded Product: 2-((5-Nitrothiazol-2-yl)carbamoyl)phenyl acetate.
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