Prediction of In-silico ADMET Properties and Molecular docking study of Substituted Thiadiazole for screening of Antiviral activity against protein target Covid-19 main protease
Deshmukh Nitin*, Soni Love Kumar
School of Pharmacy, DAVV, Indore.
*Corresponding Author E-mail: nitdeshmukh90@gmail.com
ABSTRACT:
The SARS-CoV-2 virus is the infectious disease known as coronavirus disease (COVID-19). The majority of COVID-19 patients will have mild to moderate symptoms and recover without additional care. However, some people will get serious illnesses and need medical attention. Designing novel medications and testing them for inhibitory action against the corona virus's primary targets could be a successful technique for the advancement of the drug discovery process and the treatment of corona virus disease in the context of the COVID-19 pandemic, which is spreading quickly. The objective of this work was to evaluate the physical-chemical, pharmacokinetic parameters (absorption, distribution, metabolism, excretion and toxicity) and pharmacodynamic parameters (bioactivity and adverse reactions) of Substituted thiadiazole by means of in-silico computational prediction. Online software such as Pre-ADMET, Molinspiration and Rule of Five were used for the analysis. In-silico results allow us to conclude that substituted thiadiazole is predicted to be a potential future drug candidate, due to its relevant Drug-likeness profile, bioavailability, excellent liposolubility and adequate pharmacokinetics, including at the level of CNS, penetrating the blood-brain barrier. Molecular docking studies of 20 designed compounds have also been performed to screen the inhibitory activity towards against protein target COVID-19 main protease (PDB: 6LU7). Among all the compounds C3 exhibited the most significant affinity score against COVID-19 main protease (PDB: 6LU7) and Shown best significant hydrogen bonds interaction at the active site of protein.
KEYWORDS: Molinspiration, Preadmet, Docking, Covid-19, Substituted Thiadiazole.
1. INTRODUCTION:
Severe Acute Respiratory Syndrome Coronavirus 2 is the new coronavirus that is believed to be the source of Coronavirus Disease 2019 (COVID-19) (SARS-CoV-2; formerly called 2019-nCoV).1 In Wuhan City, Hubei Province, China, on December 31, 2019, the WHO China Country Office received information concerning pneumonia of unknown origin. As of 3 January 2020, 44 pneumonia cases had been reported to the WHO by China's national authorities. The cluster first came to light after the Chinese government determined that a novel coronavirus (COV)—officially known as COVID-19, which stands for "coronavirus disease 2019"—was the cause of SARS-CoV2.2
Currently, the entire world is experiencing COVID-19, a highly contagious disease that has no geographical boundaries untouched.3
The World Health Organization has classified the novel coronavirus outbreak a pandemic (WHO). This disease can spread from an asymptomatic person even throughout the incubation period, which poses a major hazard and has the potential to kill thousands of people. The search for a natural reservoir, an intermediary host, and vaccinations is ongoing. There are also a lot of unanswered concerns with COVID-19, such as the reason of the outbreak, the mode of transmission, effective treatments, methods of prevention, the length of the transmission, etc. The coronaviruses that cause MERS and SARS have demonstrated that these viruses can infect people of other species. According to recent virological investigations, coronaviruses are pathogens that infect a variety of mammals that frequently come into touch with people, laying the groundwork for future zoonotic outbreaks.4 Coronavirus is an enveloped particle that measures 120–160 nm. contain unsegmented single-stranded positive genome meaning RNA. The sequence of the viral RNA genes is: the four typical dependent RNA polymerase the spike (S), envelope, and structural proteins (E), proteins for membranes and nucleocapsids.5
Emerging coronaviruses have become a new public health concern in the twenty-first century due to the zoonotic origins of two highly pathogenic coronaviruses, Middle East respiratory syndrome coronavirus (MERS-CoV) and severe acute respiratory syndrome coronavirus (SARS-CoV), which caused fatal respiratory illness in humans in 2002 and 2012, respectively.6 Scientists are still working to find a suitable drug or vaccine to stop the present outbreak despite many setbacks. Combination drug therapy may have once been the only effective method to identify coronavirus treatment. The antiviral targets RNA-dependent RNA polymerase (RdRp) enzymes, which are necessary for thetranscription and replication of viral genomes. Dexamethason,Favipiravir, Remdesivir has been investigated for the treatment of COVID-19.7,8 In order to create innovative libraries for the creation of biologically active molecules with enhanced pharmacokinetic properties, the pharmaceutical industry heavily relies on the utilisation of various heterocyclic moieties as a building block when producing drugs.9
When a molecule is being investigated for potential drug use, drug discovery and development is a challenging, multidisciplinary endeavour.10 The largest and most diverse family of organic compounds is made up of heterocyclic compounds. Today, there are many heterocyclic compounds that have been found, and as a result of extensive synthetic research as well as their usefulness in synthetic processes, this number is growing daily.11 A heterocyclic molecule is formed when an oxygen, nitrogen, sulphur, or atom of a similar element is included in place of a carbon atom.12 According to data from the World Health Organization as of October 25, 2020, viruses are the most common infectious diseases in the world. Because of the coronavirus pandemic that lasted for almost a year, this contact between viruses and people is still going on today.13
Heterocyclic moities including triazole, Thiadiazole, thiazole, pyrrole, pyridine, quinolone, etc., and their derivatives, are the adaptable scaffolds in medicinal chemistry and exhibit significant therapeutic potential, including antitumor, EGFR inhibitory, antioxidant, antianalgesic, antiinflammatory, antibacterial, antifungal, and antimicrobial properties.14
Due to their numerous biological applications, heterocyclic compounds with both nitrogen and sulphur atoms are a significant family of molecules in medicinal chemistry. The five-membered heterocyclic compound thiadiazole has two nitrogen atoms and one sulphur atom. Thiadiazole comes in four isomeric forms (for example, 1, 2, 3, 1, 2, 4, 1, 2, 5, and 1,3,4-thiadiazole), with the 1,3,4-thiadiazole ring being the most common in various medical importance. Several medications that contain the 1,3,4-thiadiazole ring are now on the market, including the antibacterial medications cefazolin, cefazedone, and sulfamethizole, as well as the known antitrypanosomal medication megazol.15 Thiadiazole also act as a constrained pharmacophore. Modern methods utilising computer approaches, such as Docking and Pharmacophore modelling, PreADMET analysis, which are frequently used in virtual screening studies, have been applied in the hunt for innovative drugs in recent years.16
A serious issue on a global scale is the resistance to medicines that are now available. One of the most crucial areas of research nowadays is the requirement to create novel drugs to combat this resistance. The versatile moiety thiadiazole has a wide range of biological effects. The thiadiazole moiety functions as a "two-electron donor system" and a "hydrogen binding domain." Additionally, it serves as a restricted pharmacophore.17,18
Thus, the aim of the current research is to collect and present recent advances in the research fields connected to heterocyclic compounds specially Thiadiazole to develop potential drug against the novel corona virus.
2. MATERIAL AND METHOD:
2.1 Studied compounds:
The structures of the Thiadiazole derivatives examined in this paper are presented in Figure 1, and their names are shown in Table 1. These compounds contain several functional groups which differ in polarity: hydroxyl, methyl, acetyl group, Chloro, Iodo, nitro, Bromo, Amino etc.
Data set of compounds used for docking study:
Fig 1 Structure of substituted Thiadiazole
Where R= Cl, OH, OCH3, NO2, NH2, NHCOCH3, CH3 etc
2.2 Molecular Properties using Online program (http://www.scfbio-iitd.res.in/ software/drugdesign/lipinski.jsp#anchortag) and Molinspiration
Lipinski's rule of five calculations:
The Lipinski rule is a variable that illustrates a compound's oral bioavailability. If a chemical has a maximum molecular weight of 500, a log P of less than 5, a hydrogen bond donor of less than 5, and a hydrogen bond acceptor of less than 10, it will satisfy the Lipinski rule (Lipinski et al., 2012). Table 1 displays the results of calculations made using Lipinski's Rule of Five utilizing an online server (http://www.scfbio-iitd.res.in/software/drugdesign/lipinski.jsp#anchortag). 19-21
2.3 Prediction of drug-likeness and biological activity for substituted Thiadiazole using Molinspiration:
Pharmacological properties of the compounds are used to check the pharmaceutical fidelity of the drug candidates by using online tool Molinspiration, Preadmet study.22 Any developed chemical must possess a few characteristics shared by nearly all of the authorized medications in order to qualify as a potential drug candidate. As a result, the key checkpoints that the drug encounters on its way from its source of entry to the site of action are what determine the drug-like qualities. The compound must, above all else, be capable of exhibiting higher biological activity and lower toxicity. Therefore, it is crucial to foresee the drug-like characteristics of developed compounds in order to assess their potential as drug candidates. Utilizing the Molinspiration tool, it was possible to estimate the drug-like characteristics and bioactivity score for substituted Thiadiazole.23-25 Prediction of drug-likeness for substituted Thiadiazole shown in Table 1.
Activity of the designed compounds and standard drug was rigorously analyzed under four criteria of known successful drug activity in the areas of GPCR ligand activity, ion channel modulation, Kinase inhibition activity, and nuclear receptor ligand activity.[26-27] Results are shown in Table 2 by means of numerical assignment. Thus, these compounds are expected to have near similar activity to the standard drug used based upon these four rigorous criteria (GPCR ligand, ion channel modulator, Kinase inhibitor and nuclear receptor ligand).28-29
Table 1: Result of Molecular Properties using Online program (Molinspiration)
|
COMP |
miLogP |
Natoms |
MW |
nON |
Nohnh |
Nviolations |
nrotb |
volume |
|
|
C1 |
4.27 |
83.55 |
29 |
400.46 |
6 |
2 |
0 |
4 |
338.41 |
|
C2 |
4.11 |
92.78 |
31 |
430.49 |
7 |
2 |
0 |
5 |
363.96 |
|
C3 |
4.44 |
129.37 |
32 |
445.46 |
9 |
2 |
0 |
5 |
361.74 |
|
C4 |
5.86 |
63.32 |
29 |
510.36 |
5 |
1 |
2 |
4 |
354.38 |
|
C5 |
5.11 |
109.14 |
32 |
443.49 |
8 |
1 |
1 |
5 |
370.29 |
|
C6 |
5.30 |
63.32 |
33 |
474.41 |
5 |
1 |
1 |
4 |
355.05 |
|
C7 |
4.55 |
113.34 |
34 |
475.55 |
5 |
1 |
1 |
4 |
365.05 |
|
C8 |
4.90 |
83.55 |
30 |
434.91 |
6 |
2 |
0 |
4 |
351.95 |
|
C9 |
4.40 |
91.02 |
34 |
474.54 |
8 |
1 |
0 |
7 |
407.03 |
|
C10 |
5.11 |
109.14 |
32 |
443.49 |
8 |
1 |
1 |
5 |
370.29 |
|
C11 |
5.34 |
109.14 |
32 |
463.91 |
8 |
1 |
1 |
5 |
367.26 |
|
C12 |
4.01 |
103.78 |
30 |
416.46 |
7 |
3 |
0 |
4 |
346.43 |
|
C13 |
4.94 |
63.32 |
29 |
402.45 |
5 |
1 |
0 |
4 |
335.32 |
|
C14 |
4.14 |
135.17 |
32 |
444.48 |
9 |
3 |
0 |
5 |
365.01 |
|
C15 |
3.40 |
118.44 |
33 |
456.53 |
8 |
4 |
0 |
5 |
389.63 |
|
C16 |
4.63 |
89.34 |
30 |
413.51 |
6 |
3 |
0 |
4 |
358.24 |
|
C17 |
4.63 |
89.34 |
30 |
413.51 |
6 |
3 |
0 |
4 |
358.24 |
|
C18 |
5.83 |
63.32 |
29 |
510.36 |
5 |
1 |
2 |
4 |
354.38 |
|
C19 |
5.31 |
109.14 |
32 |
463.91 |
8 |
1 |
1 |
5 |
367.26 |
|
C20 |
6.06 |
63.32 |
30 |
453.35 |
5 |
1 |
1 |
4 |
357.46 |
Table 2: Result of Bioactivity score of the ligand
|
Comp. |
GPCR ligand
|
Ion channel modulator |
Kinase inhibitor
|
Nuclear receptor ligand |
Protease inhibitor
|
Enzyme inhibitor
|
|
C1 |
-0.44 |
-0.78 |
0.02 |
-0.55 |
-0.74 |
-0.28 |
|
C2 |
-0.46 |
-0.80 |
-0.01 |
-0.60 |
-0.77 |
-0.30 |
|
C3 |
-0.56 |
-0.95 |
-0.12 |
-0.65 |
-0.84 |
-0.36 |
|
C4 |
-0.46 |
-0.81 |
-0.02 |
-0.63 |
-0.78 |
-0.36 |
|
C5 |
-0.57 |
-0.83 |
-0.15 |
-0.67 |
-0.82 |
-0.42 |
|
C6 |
-0.41 |
-0.69 |
0.02 |
-0.57 |
-0.62 |
-0.26 |
|
C7 |
-0.56 |
-0.82 |
0.00 |
-0.65 |
-0.73 |
-0.40 |
|
C8 |
-0.43 |
-0.83 |
-0.01 |
-0.52 |
-0.77 |
-0.29 |
|
C9 |
-0.45 |
-0.77 |
-0.04 |
-0.65 |
-0.71 |
-0.31 |
|
C10 |
-0.62 |
-0.88 |
-0.21 |
-0.81 |
-0.86 |
-0.41 |
|
C11 |
-0.56 |
-0.85 |
-0.14 |
-0.70 |
-0.85 |
-0.40 |
|
C12 |
-0.40 |
-0.87 |
0.00 |
-0.65 |
-0.73 |
-0.29 |
|
C13 |
-0.45 |
-0.82 |
-0.01 |
-0.63 |
-0.74 |
-0.33 |
|
C14 |
-0.55 |
-0.78 |
-0.17 |
-0.86 |
-0.73 |
-0.37 |
|
C15 |
-0.47 |
-0.82 |
-0.10 |
-0.89 |
-0.64 |
-0.35 |
|
C16 |
-0.47 |
-0.83 |
-0.09 |
-0.80 |
-0.69 |
-0.33 |
|
C17 |
-0.49 |
-0.83 |
-0.10 |
-0.81 |
-0.70 |
-0.35 |
|
C18 |
-0.49 |
-0.84 |
0.01 |
-0.66 |
-0.77 |
-0.33 |
|
C19 |
-0.56 |
-0.84 |
-0.18 |
-0.77 |
-0.87 |
-0.40 |
|
C20 |
-0.47 |
-0.85 |
-0.05 |
-0.65 |
-0.79 |
-0.33 |
2.4 In silico ADME properties, Drug Likeness and Toxicity study of designed compounds:
Four phases make up the pharmacokinetic Properties are: absorption, distribution, metabolism, and excretion (ADME). It recently included a phase for the toxicological assessment of new drug candidates, leading to the ADME-T research.30 The preADMET analysis of a compound is important to assess the behavior of compounds that can be used as pharmaceuticals. Through computational programs, it is possible to predict or evaluate the absorption, distribution, metabolism, excretion and Toxicity study of a pharmacological compound.23 Results of investigated compounds for toxicity studies, Drug Likeness and In silico ADME properties are shown in Table 3.
Table 3: Result of Toxicity studies and drug likeness of designed compounds
|
Toxicity |
Compounds |
|
|
Ames_test |
Mutagen |
C3,C4,C5,C6,C7,C9,C10,C11,C12,C13,C14,C15,C16,C17, C18,C19 |
|
Non-Mutagen |
C1,C2,C8,C20 |
|
|
Carcino_Mouse |
Negative |
C1, C2,C3,C5,C7, C8,C9, C10,C11,C14, C15, C16, C17, C19 |
|
Positive |
C4,C6,C12,C13,C18,C20 |
|
|
Carcino_Rat |
Negative |
C1, C2,C3, C5,C6, C7, C8,C9, C10,C11,C12,C13, C14, C15, C16, C17, C19,C20 |
|
Positive |
C4, C18 |
|
|
hERG_inhibition |
Ambiguous |
C1, C2,C3, C7, C8, C14, C15, C16, C17 |
|
Low-risk |
C4, C5,C6,C9, C10,C11,C12,C13, C18, C19,C20 |
|
|
Drug Likeness |
Compounds |
|
|
CMC_like_Rule
|
Qualified |
C1,C2,C3,C5,C7,C8,C10,C11,C12,C13,C14,C15,C16,C17,C19 |
|
Not qualified |
C4,C6,,C9,C18,C20 |
|
|
MDDR_like_Rule
|
Mid Structure |
C1,C2,C3,C4,C5,C6,C7,C8, C10, C11, C12, C13, C14, C15, C16, C17,C18,C19 |
|
Drug Like |
C9 |
|
|
Rule_of_Five
|
Suitable |
C1,C2,C3, C5,C6,C7,C8,C9, C10, C11, C12, C13, C14, C15, C16, C17,C19,C20 |
|
Not Suitable |
C4,C18 |
|
Table 4: In silico ADME properties of designed compounds
|
Code |
AlogP98 value |
BBB
|
Caco2
|
HIA
|
Plasma Protein Binding |
Skin Permeability |
|
C1 |
4.0951 |
1.22239 |
9.34066 |
95.5009 |
95.35535 |
-2.7299 |
|
C2 |
4.0951 |
0.328046 |
12.1718 |
95.70897 |
93.69482 |
-2.73716 |
|
C3 |
4.8417 |
0.044021 |
0.628018 |
95.02414 |
94.03196 |
-2.9278 |
|
C4 |
5.5901 |
1.73306 |
24.4712 |
98.23237 |
100 |
-2.24582 |
|
C5 |
5.5901 |
0.105662 |
1.11423 |
98.4766 |
92.92904 |
-2.23124 |
|
C6 |
5.5061 |
0.066734 |
39.2218 |
96.74898 |
93.27192 |
-2.9118 |
|
C7 |
5.5061 |
0.400152 |
19.855 |
96.18754 |
89.3382 |
-2.71519 |
|
C8 |
5.5061 |
0.5051 |
20.242 |
95.89752 |
96.85657 |
-2.69404 |
|
C9 |
3.3485 |
0.595459 |
38.7441 |
97.67625 |
96.49856 |
-2.64366 |
|
C10 |
6.1705 |
0.132936 |
1.12094 |
98.4766 |
100 |
-2.23026 |
|
C11 |
4.6305 |
0.113793 |
5.75124 |
98.7369 |
94.55191 |
-2.30393 |
|
C12 |
6.7325 |
0.701275 |
5.07269 |
93.57739 |
92.6154 |
-3.43589 |
|
C13 |
4.5743 |
1.29334 |
36.4797 |
96.73704 |
93.35961 |
-2.54331 |
|
C14 |
3.6911 |
0.082196 |
0.646678 |
94.91243 |
93.38736 |
-2.96249 |
|
C15 |
5.4199 |
0.101386 |
6.90448 |
94.68749 |
88.19617 |
-3.4552 |
|
C16 |
4.8253 |
0.968238 |
9.20661 |
96.01554 |
90.81824 |
-2.48973 |
|
C17 |
4.8253 |
1.06929 |
9.20661 |
96.01552 |
88.49729 |
-2.47813 |
|
C18 |
5.3279 |
1.73919 |
24.4712 |
98.23237 |
100 |
-2.2446 |
|
C19 |
5.3279 |
0.105886 |
5.41394 |
98.7369 |
94.72359 |
-2.2836 |
|
C20 |
5.3279 |
0.652431 |
33.1334 |
97.39162 |
100 |
-2.24704 |
2.5 Docking Study:
The protein-ligand interaction is important in the design of drugs with a structural basis. In structural molecular biology and computer-assisted drug creation, molecular docking is a crucial tool.31,32 Molecular modeling studies were performed to investigate the potential interactions between target compound and Targeted Protein active sites residues to produce Targeted Protein inhibitory activity by using Molegro virtual docker 6.0.1. The docking protocol was validated by re-docking the co-crystallized ligand into the Targeted Protein binding pocket.
The COVID-19 main protease of the Corona virus species is one of the attractive targets in corona associated diseases.33 3D structure of protein targets Covid-19 main Protease (PDB: 6LU7) was downloaded from protein data bank. Among all designed compounds, C1, C3, and C14 exhibited the most significant affinity score and H-bond interactions against Covid-19 main Protease (PDB: 6LU7).compound C1 having -154.238 dock score with 7 H-bond interactions i.e. Glu166, His164, Cys145, Cys44, Tyr54, Met49, Asp187 which is significant as compared to standard drug Azithromycin having dock score of -152.362 and with 6 H-bond interactions i.e. Glu166, Cys145, Asn142, Leu141, Ser 144, Gly143. The docking interactions are illustrated in figure 2-6.
Figure 2: H-Bond Interactions of Co-crystallized ligand
Figure 3: H-Bond Interactions of C14
H-bond interactions of most significant ligand against Covid-19 main Protease:
Figure 4: H-Bond Interactions of C3
Figure 5: H-Bond Interactions of C1
Fig 2-6: Representation of most active compound C1, C3, C14 (C3 having most H-bond interaction and C14 having highest dock score) and Azithromycin for Covid-19 main protease (PDB: 6lu7). Hydrogen bond Interactions are represented as dotted lines
3.0 RESULT AND DISCUSSION:
From the results of present study a series of novel biologically active substituted thiadiazole compounds c1 to c20 were designed and screened for antiviral activities against Covid-19 main protease. From the molecular docking study of Covid-19 main protease (PDB: 6lu7, docking score -154.238) it was observed that the top ranked conformation of the most active compound C3 for Covid-19 main protease (PDB: 6lu7) established seven hydrogen bonds through amine and hydroxyl group with the binding site residues Glu166, His164, Cys145, Cys44, Tyr54, Met49, Asp187. Based on results of Molecular Properties using Online program (http://www.scfbio-iitd.res.in/software/drugdesign/lipinski.jsp#anchortag) and Molecular Properties using Online program (Molinspiration) and Lipinski's Rule of Five calculations, all of substituted thiadiazole derivatives conform Lipinski's rule. Bioactivity score values of C1, C6, C7, C12 shows positive values indicate greater affinity towards kinase receptor. At the Ames test endpoint of PreADMET, there are 16 mutagenic compounds and 04 other compounds are non-mutagenic compounds. The positive test results on Ames test indicate that the compound is mutagenic and has the possibility as carcinogenic. In the prediction of carcinogenicity in rat produced 02 carcinogenic positive compounds and 18 other compounds are negative carcinogenic. While in the prediction of carcinogenicity in mouse 14 compounds are not carcinogenicity. At the hERG Inhibition 11 compounds show low risk while others are ambiguous.
4.0 CONCLUSION:
In conclusion, our study aimed to investigate the potential role of substituted thiadiazole in anti-viral activity of corona virus by targeting Covid-19 main protease. The observations from our docking results suggested that substituted thiadiazole may be a better ligand for Covid-19 main protease in comparison to Azithromycin in terms of binding affinity and interactions. Further based upon the prediction of the druglike qualities of substituted thiadiazole we observed that it can be a potential drug candidate. The bioactivity prediction also suggested that substituted thiadiazole may exhibit a promising activity for kinase receptor ligands. Altogether, substituted thiadiazole may be proposed as a potential ligand for Covid-19 main protease and based on their bioactivity score and may also be suggested to be used as a future drug candidate as antiviral agents for corona virus.
5.0 ACKNOWLEDGMENTS:
The authors are thankful to the School of Pharmacy, DAVV Indore (MP), India, for providing facility and resources for this work.
6.0 REFERENCES:
1. Christine M. Psychological impact on people Due to Pandemic of Covid-19 in selected Areas of Mumbai, Asian J. Nursing Education and Research. 2021; 11(4): 541-551. doi.org/10.52711/2349-2996.2021.00128.
2. Kim J.M. Chung Y.S. Identification of Coronavirus Isolated from a Patient in Korea with COVID-19. Osong Public Health Res Perspect. 2020; 11: 3–7. doi.org/10.24171/j.phrp.2020.11.1.02
3. Choudhary M. Gopichandran L. Post Covid-19 Complications: A New Dimension of Awareness for Healthcare Workers, Asian Journal of Nursing Education and Research. 2021; 11(4): 455-458. doi.org/10.52711/2349-2996.2021.00110
4. Nihala N. Chathappady H. Sheeba P. Corona Viruses: A Review on SARS, MERS and COVID-19, Microbiology Insights. 2021; 14: 1–8. doi.org/10.1177/11786361211002481
5. Balai M. UK Variant COVID-19, Asian J. Nursing Education and Research. 2021; 11(4):601-4. doi: 10.52711/2349-2996.2021.00140
6. Ben H. Hua G. Peng Z. Zheng-Li S. Characteristics of SARS-CoV-2 and COVID-19. Nature Reviews Microbiology. 2021; 19: 141–154. doi.org/10.1038/s41579-022-00711-2
7. Dawood A. Using Remdesivir and Dexamethasone for Treatment of SARS-CoV-2 Shortens the patient's stay in the Hospital, Asian Journal of Pharmaceutical Research. 2021; 11(2):138-140. doi.org/10.52711/2231-5691.2021.00026
8. Jain M. Shashikant. Barhate D. Favipiravir has been investigated for the treatment of life-threatening pathogens such as Ebola virus, Lassa virus, and now COVID-19: A Review. Asian J. Pharm. Res. 2021; 11(1): 39-42. doi.org/10.5958/2231-5691.2021.00008.3
9. Singh G. Pawan. Design of new bis-triazolyl structure for identification of inhibitory activity on COVID-19 main protease by molecular docking approach. Journal of Molecular Structure. 2022; 1-7. doi.org/10.1016/j.molstruc.2021.131858
10. Sindhu. T. Arathi. N. Synthesis, Molecular Docking and Antibacterial Studies of Novel Azole derivatives as Enoyl ACP Reductase Inhibitor in Escherichia coli. Asian J. Res. Pharm. Sci. 2019; 9(3): 174-180. doi.org/ 10.5958/2231-5659.2019.00027.4
11. Al-Mulla A. A Review: Biological Importance of Heterocyclic Compounds. Der Pharma Chemica. 2017; 9(13):141-147.
12. Geethapriya, Karthikeyan E. Mannich bases: an overview of heterocyclic compound with various biological activities; International journal of pharmaceutical sciences and research. 2021; 12(12): 6151-65. doi.org/10.13040/IJPSR.0975-8232.12(12).6151-65
13. Corona virus disease (COVID-2019) situation reports, (n.d.). www.who.int/emergencies/diseases/novel-coronavirus-2019/situation-reports/ (accessed August 9, 2020).
14. Haribabu J. Garisetti V. Design and synthesis of heterocyclic azole based bioactive compounds: Molecular structures, quantum simulation, and mechanistic studies through docking as multi-target inhibitors of SARS-CoV-2 and cytotoxicity. Journal of molecular structure. 2022; 2(1): 1-17. doi.org/10.1016/j.molstruc.2021.131782
15. Georgeta S. 2-Amino-1,3,4-thiadiazoles as prospective agents in trypanosomiasis and other parasitoses. Acta Pharm. 2020; 70: 259–290. doi.org/10.2478/acph-2020-0031
16. Mehta D. Taya P. Das R. Dua K. Design, Synthesis and Molecular Docking Studies of Novel Thiadiazole Analogues with Potential Antimicrobial and Antiinflammatory Activities, Anti-Inflammatory and Anti-Allergy Agents in Medicinal Chemistry. 2019; 18: 91-109. doi.org/10.2174/1871520619666190307162442
17. Katsila T. Spyroulias G. Patrinos G. Matsoukas M. Computational approaches in target identification and drug discovery. Comput. Struct. Biotechnol. J., 2016; 14: 177-184. doi.org/10.1016/j.csbj.2016.04.004
18. Kushwaha N. Kushwaha S. Biological Activities of Thiadiazole Derivatives: A Review. International Journal of Chemtech Research. 2015; 4(2) :517-531.
19. Yeni S. Fajar M. In silico toxicity prediction of 1-phenyl-1-(quinazolin-4-yl) ethanol compounds by using Toxtree, pkCSM and PreADMET. Pharmaciana. 2018; 8(2): 205-216. doi.org/10.12928/pharmaciana.v8i2.9508
20. Jagannathan R. Characterization of Drug-like Chemical Space for Cytotoxic Marine Metabolites Using Multivariate Method. ACS Omega. 2019; 4(3):5402-5411. doi.org/10.1021/acsomega.8b01764
21. Da Silva M. Synthesis, Antiproliferative Activity and Molecular Properties Predictions of Galloyl Derivative. Molecules. 2015; 20(4):5360-5373. doi.org/10.3390/molecules20045360
22. Chelamalla R. Makula A. Molecular docking studies and ADMET Predictions of Pyrimidine Coumarin Scaffolds as Potential IDO Inhibitors. Asian J. Research Chem. 2017; 10(3):331-340. doi.org/10.5958/0974-4150.2017.00056.6
23. Mani S. Swargiary G. Gulati S. Gupta S. Jindal D. Molecular docking and ADMET studies to predict the anti-breast cancer effect of aloin by targeting estrogen and progesterone receptors. Materials Today: Proceedings. 2023; 20(5):360-373. doi.org/10.1016/j.matpr.2021.06.362
24. Shafqat N. Muhammad S. Ahmad S. Syed A. Muhammad I. Hameed A. Synthesis, spectral characterization and in vitro antibacterial evaluation and Petra/Osiris/ Molinspiration analyses of new Palladium(II) iodide complexes with thioamides. Alexandria Journal of Medicine. 2016; 52(3): 279-288. doi.org/10.1016/j.ajme.2015.10.003
25. Sheikh J. Parvez A. Ingle V. Juneja H. Dongre R. Chohan Z. Synthesis, biopharmaceutical characterization, antimicrobial and antioxidant activities of 1-(40 -O-b-d-glucopyranosyloxy-20 - hydroxyphenyl)-3-aryl-propane-1,3-diones. Eur J Med Chem. 2011; 46:1390–9.
26. Parvez A. Meshram J. Tiwari V. Sheikh J. Dongre R. Youssoufi M. Pharmacophores modeling in terms of prediction of theoretical physico-chemical properties and verification by experimental correlations of novel coumarin derivatives produced via Betti’s protocol. Eur J Med Chem. 2010;45: 4370–8.
27. Uddin N. Sirajuddin M. Uddin N. Ullah H. Ali S. Tariq M. Synthesis, spectroscopic characterization, biological screenings, DNA binding study and POM analyses of transition metal carboxylates. Spectrochim Acta A. 2015;140:563–74. doi.org/10.1016/j.saa.2014.12.062
28. Rajkumar T. Shirisha P. Shah F. Shaik A. Nagaiah T. Sulthana A. prediction of molecular properties, bioactivity and docking of novel hydrazines. international journal of trends in pharmacy and life sciences. 2016; 2(1): 757-768.
29. Husain A. Aftab A. Khan A. Mohd A. Bhutani R. Fahad A. Synthesis, molecular properties, toxicity and biological evaluation of some new substituted imidazolidine derivatives in search of potent anti-inflammatory agents. Saudi Pharmaceutical Journal. 2015; 4(2): 3-11. doi.org/10.1016/j.jsps.2015.02.008
30. Patadiya N. Vaghela V. Design, in-silico ADME Study and molecular docking study of novel quinoline-4-on derivatives as Factor Xa Inhibitor as Potential anti-coagulating agents. Asian Journal of Pharmaceutical Research. 2022; 12(3):207-1. doi.org/10.52711/2231-5691.2022.00034
31. Siva Kumar R. Shaik N. Computer Aided Docking Studies on Antiviral Drugs for Bird Flu. Asian J. Research Chem. 2010; 3(2):370-373.
32. Devgan M. Homology modeling and molecular docking studies of DNA replication licensing factor minichromosome maintenance protein 5 (MCM5). Asian J. Pharm. Tech. 2015; 5(1):17-22. doi.org/10.5958/2231-5713.2015.00004.5
33. Sindhu. T. Arathi K. Antiviral screening of Clerodol derivatives as COV 2 main protease inhibitor in Novel Corona Virus Disease: In silico approaches. Asian J. Pharm. Tech. 2020; 10(2):60-64. doi.org/10.5958/2231-5713.2020.00012.4
Received on 12.10.2022 Modified on 25.02.2023
Accepted on 09.05.2023 © RJPT All right reserved
Research J. Pharm. and Tech 2023; 16(12):5802-5807.
DOI: 10.52711/0974-360X.2023.00939