A multimodal deep learning-based drug repurposing approach for treatment of COVID-19 was written by Hooshmand, Seyed Aghil;Zarei Ghobadi, Mohadeseh;Hooshmand, Seyyed Emad;Azimzadeh Jamalkandi, Sadegh;Alavi, Seyed Mehdi;Masoudi-Nejad, Ali. And the article was included in Molecular Diversity in 2021.Application of 2492423-29-5 The following contents are mentioned in the article:
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]. This study involved multiple reactions and reactants, such as ((2R,3S,4R,5R)-3,4-Dihydroxy-5-((Z)-4-(hydroxyimino)-2-oxo-3,4-dihydropyrimidin-1(2H)-yl)tetrahydrofuran-2-yl)methyl isobutyrate (cas: 2492423-29-5Application of 2492423-29-5).
((2R,3S,4R,5R)-3,4-Dihydroxy-5-((Z)-4-(hydroxyimino)-2-oxo-3,4-dihydropyrimidin-1(2H)-yl)tetrahydrofuran-2-yl)methyl isobutyrate (cas: 2492423-29-5) belongs to tetrahydrofuran derivatives. Tetrahydrofuran (THF) is a Lewis base that bonds to a variety of Lewis acids such as I2, phenols, triethylaluminum and bis(hexafluoroacetylacetonato)copper(II). Oxidations have also proved to be valuable and efficient approaches to chiral tetrahydrofuran derivatives.Application of 2492423-29-5
Referemce:
Tetrahydrofuran – Wikipedia,
Tetrahydrofuran | (CH2)3CH2O – PubChem