13 research outputs found
A Novel Artificial Intelligence and Machine learning-based scoring system for evaluating re-purposing potential of Valproic Acid drug in COVID-19.
Background
Despite widespread vaccinations and the introduction of many repurposed medications, the rise of COVID-19 reinfection due to the SARS-CoV Omicron (B.1.1.529) variant has presented a significant challenge to health authorities across the world. There is a critical need for novel healthcare medications. Valproic acid (VPA) has been reported to be a beneficial drug due to its excellent property to hinder enveloped viral multiplication. Artificial Intelligence (AI) and Machine Learning (ML) have been used extensively to predict the repurposing potential of a drug by examining its past couple of years’ activity. The strategies for drug repositioning that will play a substantial role in this approach can be widely categorized into AI approaches, network-based models, and structure-based approaches.
Methodology
We have implemented a multimodal pipeline that operates on computational and machine learning strategies, namely molecular docking, molecular data, chemical information, clinical data, and gene expression to analyze the drugs for their sensitivity against covid-19. Here, we implemented the COV-DrugX pipeline to comprehend the physicochemical properties of VPA interactions with viral protein (targets), identify a place in the gene expression profile, additionally its potential role in human network databases.
Result and Conclusion
Here, we have analyzed the ML pipeline developed by our research group (Rawal et al., 2021) to identify the COVID-associated drug repurposing properties through AI and learning prediction module and use the COV-DrugX pipeline, that predicts the repurposing properties between different existing COVID-19 drugs. Nsp13 was found to have the highest binding affinity (-5.6 kcal/mol) with VPA. By using different modules, we have found that VPA displays physicochemical, biological, and other characteristics similar to existent COVID-19 drugs
Chemoselective Azidation of <i>o</i>‑Alkynylaldehydes over [3 + 2] Cycloaddition and Subsequent Staudinger Reaction: Access to Benzonaphthyridines/Naphthyridines
An efficient tandem approach for
the chemoselective synthesis of
functionalized azido-pyranoquinolines and azido-iodo-pyranoquinolines
via electrophilic cyclization of <i>o</i>-alkynylaldehydes
in the presence of sodium azide under mild reaction conditions is
described. Mechanistic studies confirm the formation of azido-pyranoquinolines
through nucleophilic attack of azide on pyrilium intermediate over
[3 + 2] cycloaddition of the azide on the alkyne. The synthesized
azido-pyranoquinolines were transformed into benzonaphthyridines via
Staudinger reaction. The mechanistic pathway was supported by deuterium
labeling experiment and X-ray crystallographic studies
Palladium-Catalyzed Intramolecular Fujiwara-Hydroarylation:Synthesis of Benzo[a]phenazines Derivatives
Unveiling the Three-Component Phosphonylation on Alkynylaldehydes: Toolbox toward Fluorescent Molecules
A regioselective tandem approach for annulated napthyridines/isoquinolines
embedded with the phosphine oxide group under mild reaction conditions
has been achieved in good to excellent yields. The designed strategy
involves the triflate-induced formation of new C sp3–P
and C sp2–N bond formation in one pot. This protocol
was also well tolerated for the construction of densely functionalized
organo-phosphorylated chromenes in good yields. Further, phosphino-derived
sulfamethazine and sulfamethoxazole drugs were also successfully synthesized
in good yields. The mechanistic studies revealed that the ionic pathway
and the formation of regioselective 6-endo dig cyclized
products were confirmed through X-ray crystallographic studies. Interestingly,
photophysical studies of selectivity selected compounds revealed their
stimulating fluorescence properties
Palladium-Catalyzed Intramolecular Fujiwara-Hydroarylation: Synthesis of Benzo[<i>a</i>]phenazines Derivatives
An
atom-economical Pd-catalyzed approach for the synthesis of benzophenazine
derivatives using substituted 2-aryl-3-(aryl/alkylethynyl) quinoxaline
in the presence of trifluoroacetic acid at 65 °C has been described.
The chemistry involves in situ generation of cationic PdÂ(II) species,
which functionalized the aromatic C–H bonds via electrophilic
metalation followed by concomitant intramolecular trans-insertion
of C–C triple bond to aryl-Pd complex. The results were supported
by various control experiments including with electron–deficient
arenes and deuterium labeling studies. The deuterium labeling studies
supports electrophilic palladation of aromatic C–H over activation
of C–C triple bond of alkyne. The structure of synthesized
compounds was further confirmed by X-ray crystallography studies.
This catalytic protocol has been efficiently applied for novel synthesis
of highly functionalized benzo fused phenazines
Tandem Synthesis of Pyrroloacridones via [3 + 2] Alkyne Annulation/Ring-Opening with Concomitant Intramolecular Aldol Condensation
An
efficient cascade strategy for the direct synthesis of pyrroloÂ[3,2,1-<i>de</i>]Âacridones <b>4a</b>–<b>v</b>, <b>5a</b>–<b>h</b> from iodo-pyranoquinolines <b>2a</b>–<b>i</b> by the palladium-catalyzed regioselective
[3 + 2] alkyne annulation/ring-opening followed by intramolecular
aldol condensation under microwave irradiation is described. The chemistry
involves the in situ formation of pyrroloquinolines <b>Y</b>, via palladium-catalyzed selective [3 + 2] annulation of iodopyranoquinolines
and internal akynes with ring-opening and successive intramolecular
cross-aldol condensation. Both the symmetrical and unsymmetrical internal
alkynes were reacted smoothly to provide the desired pyrroloacridones
in good yields. This methodology provides the facile conversion of
easily accessble iodopyranoquinoline into highly functionalized biologically
important pyrroloacridones in a single process
Site-Selective Electrophilic Cyclization and Subsequent Ring-Opening: A Synthetic Route to Pyrrolo[1,2‑<i>a</i>]quinolines and Indolizines
An efficient strategy for the synthesis of pyrroloÂ[1,2-<i>a</i>]Âquinolines and indolizines from pyranoquinolines via site-selective
electrophilic cyclization and subsequent opening of pyran ring using
silver/iodine under mild reaction conditions is described. This approach
involves the preferential attack of the pyridyl nitrogen over aryl
ring and leads to the formation of 5-<i>endo</i>-<i>dig</i> cyclized products. Quantum chemical calculations between
C–N (Δ<i>E</i><sub>a</sub> = 9.01 kcal/mol)
and C–C (Δ<i>E</i><sub>a</sub> = 31.31 kcal/mol)
bond formation were performed in order to rationalize the observed
site selectivity. Structure of the products were confirmed by the
X-ray crystallographic studies. Iodo-substituted compounds generated
by the electrophilic iodocyclization were further diversified via
Pd-catalyzed cross-coupling reactions
Site-Selective Electrophilic Cyclization and Subsequent Ring-Opening: A Synthetic Route to Pyrrolo[1,2‑<i>a</i>]quinolines and Indolizines
An efficient strategy for the synthesis of pyrroloÂ[1,2-<i>a</i>]Âquinolines and indolizines from pyranoquinolines via site-selective
electrophilic cyclization and subsequent opening of pyran ring using
silver/iodine under mild reaction conditions is described. This approach
involves the preferential attack of the pyridyl nitrogen over aryl
ring and leads to the formation of 5-<i>endo</i>-<i>dig</i> cyclized products. Quantum chemical calculations between
C–N (Δ<i>E</i><sub>a</sub> = 9.01 kcal/mol)
and C–C (Δ<i>E</i><sub>a</sub> = 31.31 kcal/mol)
bond formation were performed in order to rationalize the observed
site selectivity. Structure of the products were confirmed by the
X-ray crystallographic studies. Iodo-substituted compounds generated
by the electrophilic iodocyclization were further diversified via
Pd-catalyzed cross-coupling reactions
Site-Selective Electrophilic Cyclization and Subsequent Ring-Opening: A Synthetic Route to Pyrrolo[1,2‑<i>a</i>]quinolines and Indolizines
An efficient strategy for the synthesis of pyrroloÂ[1,2-<i>a</i>]Âquinolines and indolizines from pyranoquinolines via site-selective
electrophilic cyclization and subsequent opening of pyran ring using
silver/iodine under mild reaction conditions is described. This approach
involves the preferential attack of the pyridyl nitrogen over aryl
ring and leads to the formation of 5-<i>endo</i>-<i>dig</i> cyclized products. Quantum chemical calculations between
C–N (Δ<i>E</i><sub>a</sub> = 9.01 kcal/mol)
and C–C (Δ<i>E</i><sub>a</sub> = 31.31 kcal/mol)
bond formation were performed in order to rationalize the observed
site selectivity. Structure of the products were confirmed by the
X-ray crystallographic studies. Iodo-substituted compounds generated
by the electrophilic iodocyclization were further diversified via
Pd-catalyzed cross-coupling reactions
Palladium-Catalyzed Regioselective [3 + 2] Annulation of Internal Alkynes and Iodo-pyranoquinolines with Concomitant Ring Opening
A regioselective tandem synthesis of highly functionalized pyrrolo[1,2-<i>a</i>]quinolines has been developed through a novel strategy by palladium-catalyzed [3 + 2] annulation of iodo-pyranoquinolines and internal alkynes with subsequent ring opening. Pyranoquinoline with <i>n</i>-alkyl substitution at the 3-position leads to the formation of pyrrolo-acridones <i>via</i> [3 + 2] annulations/ring opening and successive intramolecular cross-aldol condensation