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  • Exploring the Anti-Tubercular Potential of Carbazole Chalcones: -An In Silico Approach
  • 1MPharm Student, Department of Pharmaceutical Chemistry, Prime College of Pharmacy, Palakkad, Kerala, 67855
    2Associate Professor, Department of Pharmaceutical Analysis, Prime College of Pharmacy, Palakkad, Kerala,67855
    3Head of department, Department of Pharmaceutical Chemistry, Prime College of Pharmacy, Palakkad, Kerala,678551
    4Principal, Prime College of Pharmacy, Palakkad, Kerala,678551
     

Abstract

Tuberculosis is prominent disease which is fatal so the newer medicines is required to face the drug resistance. Chalcone based derivatives being potential source for wide spectrum of ant proliferative, antibacterial, antimalarial pharmacological properties The designed compounds were screened using SWISS ADME and Osiris Property Explorer. The compound12,13,14,15,17 and 20 showed promising character for further research. The docking study using PyRx 0.8 also showed the commendable binding affinity more than 9.9 Kcal/moll comparing to standard Isoniazid 6.5Kcal/mol in InhA protein PDB ID :4TRO.

Keywords

Chalcone, Pyrx, Docking, Inha, Tuberculosis

Introduction

TB continues to be considered one of the deadliest transmissible diseases in the entire world. The necessity of developing new medicines is getting more pressing, especially since face of the spike in drug resistance. One potential strategy for the development of medications for TB is the use of chemical molecules named chalcones. Chalcones exist as trans (E) or cis (Z) isomers with two aromatic rings joined by an ?, ?-unsaturated ketone group (-C=O).  Compounds developed from chalcones have shown immense potential in suppressing the activity of enoyl reductase, an enzyme for tuberculosis progress. These chalcone scaffold variants target the enzyme enoyl reductase, which is crucial for Mycobacterium tuberculosis's ability to generate mycolic acids. Chalcone-based compounds provide an innovative way for treating tuberculosis by disrupting this enzyme and enabling the bacterium to disrupt critical metabolic pathways. It can combat drug-resistant strains of the illness is studying the potential of chalcone derivatives as enoyl reductase inhibitors.

The Potential of Chalcone Derivatives

 Specific structural features of chalcones, such as the conjugated double bond system (enone functionality) and the presence of aromatic rings, are thought to contribute to their inhibitory activity against ERs. The naturally occurring existing form crystalline ranging from pale yellow solids to colours depending on substituent group present, while soluble in organic solvents like ethanol, acetone, dichloromethane chalcone bind to the active site of ERs, preventing them from converting enoyl-ACP (acyl carrier protein) substrates to fatty acids. It inhibits the bacteria's ability to synthesize their cell walls and other essential components.  It has a new mechanism of action that  may help overcome the growing antibiotic problem. As it has resistance in bacteria and from natural origin suggest possible lower toxicity and better tolerability. Studies in vitro and in silico on their activity have shown that one of the most important factors affecting the tuberculosis activity of chalcones is the lipophilicity of these molecules, which allows them to easily penetrate the cell wall of mycobacteria. The presence of hydrophobic groups as substitutes in clone rings A and B is also important from the point of view of better affinity to the enzymes they inhibit.

 MATERIALS AND METHODS

Software used: -

ACD Chemsketch, Chem 3D Pro, PyRx 0.8, Biovia Discovery Studio 2024, Osiris Property Explorer 2017, SWISS ADME

ADME screening: -

The properties were obtained using SWISS ADME online where the smiles of the structure were used as input data. The drug likeness properties were also collected using SWISS ADME

Toxicity screening:-

Osiris property explorer was used to evaluate the toxicity effect of the compounds also depicting their solubility and drug score.

Target Protein Preparation: -



       
            Picture1.png
       

    


Protein was downloaded from Protein data bank(PDB:4TRO). The resolution 1.4 Ao.It comes under the classification of Oxidoreductase. Its expression system is Escherichia coli BL21(DE3). The protein was cleaned using Biovia Discovery Studio 2024.

Ligand preparation: -

The pool of carbazole based chalcones designed using ACD Chemsketch.The energy of the ligand was minimized using Chem 3D Pro.The ligands are saved as pdb file.

Docking:

-Pyrex 0.8 version was used for docking as it uses auto dock vina. The protein molecule was loaded and the molecules was converted to macromolecule. The ligand was opened in OpenBabel.The ligand energy was minimized and converted to pdbqt format. The docking was performed using vina wizard. The docking score was analyzed.

Post docking analysis: -

The cleaned protein was opened in Biovia Discovery Studio 2024.The docked pose was dragged into the cleaned protein. The ligand interaction and 2D diagram was obtained

Carbazole based various chalcone derivatives designed using Chemsketch.


       
            Screenshot 2024-10-05 232719.png
       

    Fig. 1. The general structure of carbazole based chalcone


Table I: Carbazole-Chalcone derivatives


       
            Screenshot 2024-10-05 233115.png
       

    

 

RESULTS AND DISCUSSION

Lipinski rule of 5:-It predicts the oral bioavailability. Compound which has molecular weight (<500>


Table I: Drug Likeness of the derivatives


       
            Screenshot 2024-10-05 233319.png
       

    


Compound 4,7,12,13,20 has Log P greater than 5. As none of the compounds has more than 1 violation all can be considered for further studies

ADMET screening: -

The failure of majority of drugs is due to insufficient absorption and in some case toxic effect being shown. Thus software is used for screening various parameters. (Table 2). Compound 12,13,14,15,17 does not cross the blood brain barrier. Except compound 18 all inhibit CYP1A2, CYP2C19, CYP2C9.The toxicity assessment show that all derivatives have lesser toxic effects and evaluable solubility (Table 3).


Table 2: ADME of the derivatives


       
            Screenshot 2024-10-05 233511.png
       

    


Table 3: Toxicity assessment of the derivatives

 


       
            Screenshot 2024-10-05 233925.png
       

    


Docking studies: -

The docking scores of the designed ligands are greater than the standard Isoniazid thus higher probability of binding to the protein. The docking score along with the amino acid which it forms H-bond, Hydrophobic bond are mentioned. (Table 4). The greater docking score possessing ligands 2D and 3D diagram are depicted 6,13,14,20 (Table 5)


Table 4: Molecular interaction of ccarbazole based chalcones with their docking score


       
            Screenshot 2024-10-05 233925.png
       

    


Table 5:3D and 2D diagram of the selected derivatives


       
            Screenshot 2024-10-05 234212.png
       

    

 

CONCLUSION:

TB treatment is a major challenge for global health. The synthesised chalcone compound being active against wide range spectrum of activity which also include antibacterial activity is being shown. The designed ligand subjected to drug likeness property which showed that all passes the Lipinski rule of 5.But as the ADMET screening showed that majority of the compounds can cross the blood brain barrier except compound 12,13,14,15,17,20.As the docking scores of all the compounds are greater than the standard drug it has greater rate for binding but also considering the ADMET studies the compound as 12,13,14,15,17,20 has been screen using various Insilco approach to go further for the synthesis, evaluation of Anti-Tb  may lead to major breakthroughs in the treatment of tuberculosis..

REFERENCE :

  1. Adnan D, Singh B, Mehta SK, Kumar V, Kataria R. Simple and solvent free practical procedure        for chalcones: An expeditious, mild and greener approach. Current Research in Green and Sustainable Chemistry. 2020 Jun 1; 3:100041.
  2. Ammaji S, Masthanamma S, Bhandare RR, Annadurai S, Shaik AB. Antitubercular and antioxidant activities of hydroxy and chloro substituted chalcone analogues: Synthesis, biological and computational studies. Arabian Journal of Chemistry. 2022 Feb 1;15(2):103581.
  3. Fu Y, Liu D, Zeng H, Ren X, Song B, Hu D, Gan X. New chalcone derivatives: synthesis, antiviral activity and mechanism of action. RSC advances. 2020;10(41):24483-90.
  4. Elkanzi NA, Hrichi H, Alolayan RA, Derafa W, Zahou FM, Bakr RB. Synthesis of chalcones derivatives and their biological activities: a review. ACS omega. 2022 Aug 2;7(32):27769-86.
  5. Faldu VJ, Gothalia VK, Shah VH. Characterization and antitubercular activity of synthesized     pyrimidine derivatives via chalcones.
  6. Mezgebe K, Melaku Y, Mulugeta E. Synthesis and Pharmacological Activities of Chalcone and Its Derivatives Bearing N-Heterocyclic Scaffolds: A Review. ACS omega. 2023 May 22.
  7. Macaev F, Boldescu V, Pogrebnoi S, Duca G. Chalcone scaffold based antimycobacterial agents. Med chem. 2014 May 21;4:487-93.
  8. Anagani B, Singh J, Bassin JP, Besra GS, Benham C, Reddy TR, Cox JA, Goyal M.Identification and validation of the mode of action of the chalcone anti-mycobacterial compounds. The Cell Surface. 2020 Dec 1;6:100041.
  9. Kumar, D., et al. (2023). Design, synthesis and anti-Tb evaluation of chalcone derivatives as novel inhibitors of InhA. Medicinal Chemistry Research, 1-12
  10. Venugopala KN, Chandrashekharappa S, Deb PK, Tratrat C, Pillay M, Chopra D, Al-Shar’i NA, Hourani W, Dahabiyeh LA, Borah P, Nagdeve RD. Anti-tubercular activity and molecular docking studies of indolizine derivatives targeting mycobacterial InhA enzyme. Journal of Enzyme Inhibition and Medicinal Chemistry. 2021 Jan 1;36(1):1471-86.
  11. Friis-Møller A, Chen M, Fuursted K, Christensen SB, Kharazmi A (2002) In vitro antimycobacterial and antilegionella activity of licochalcone A from Chinese licorice roots. Planta Med 68: 416-419.
  12. Mulula A, Bouzina A, Mambu HB, Mbiye GK, Zaki A. Synthesis, in-vitro antitubercular, antifungal activities and in silico molecular docking study of Chalcone derivatives from 1-(2'-Hydroxyphenyl)-3-(substituted-phenyl)-2-propenone. Microbes and Infectious Diseases. 2023 Feb 22.
  13. Lin YM, Zhou Y, Flavin MT, Zhou LM, Nie W, et al. (2002) Chalcones and flavonoids as anti-tuberculosis agents. Bioorg Med Chem 10: 2795-2802.
  14. Vasudevan S, Venkatraman A, Yahoob SA, Jojula M, Sundaram R, Boomi P. Biochemical evaluation and molecular docking studies on encapsulated astaxanthin for the growth inhibition of Mycobacterium tuberculosis. Journal of Applied Biology and Biotechnology. 2021 Sep 20;9(1):31-9.
  15. Amin MM, Shaykoon MS, Marzouk AA, Beshr EA, Aburahama G. Recent Updates on Synthetic Strategies of Chalcone Scaffold and their Heterocyclic Derivatives. Journal of advanced Biomedical and Pharmaceutical Sciences. 2023 Jun 14:124-32.
  16. Khan, S. A.; Asiri, A. M.; Al-Ghamdi, N. S. M.; Asad, M.; Zayed, M. E.; Elroby, S. A.; Aqlan, F. M.; Wani, M. Y.; Sharma, K., Microwave assisted synthesis of chalcone and its polycyclic heterocyclic analogues as promising antibacterial agents: In vitro, in silico and DFT studies. Journal of Molecular Structure 2019, 1190, 77-85.
  17. de Campos-Buzzi, F.; Padaratz, P.; Meira, A. V.; Corrêa, R.; Nunes, R. J.; Cechinel-Filho, V., 4-Acetamidochalcone Derivatives as Potential Antinociceptive Agents. Molecules 2007, 12 (4), 896-906
  18. Vogel, S.; Ohmayer, S.; Brunner, G.; Heilmann, J., Natural and non-natural prenylated chalcones: synthesis, cytotoxicity and anti-oxidative activity. Bioorganic & medicinal chemistry 2008, 16 (8), 4286-4293
  19. Custodio JM, Guimarães-Neto JJ, Awad R, Queiroz JE, Verde GM, Mottin M, Neves BJ, Andrade CH, Aquino GL, Valverde C, Osório FA. Molecular modelling and optical properties of a novel fluorinated chalcone. Arabian Journal of Chemistry. 2020 Jan 1;13(1):3362-71.
  20. Polo, E.; Ibarra-Arellano, N.; Prent-Peñaloza, L.; Morales-Bayuelo, A.; Henao, J.; Galdámez, A.; Gutiérrez, M., Ultrasound-assisted synthesis of novel chalcone, heterochalcone and bis-chalcone derivatives and the evaluation of their antioxidant properties and as acetylcholinesterase inhibitors. Bioorganic Chemistry 2019, 90, 103034
  21. Taylor RC. Mycobacterial fatty acid metabolism: identification of novel drug targets and chemotherapeutics (Doctoral dissertation, University of Birmingham).
  22. Yadav DK, Ahmad I, Shukla A, Khan F, Negi AS, et al. (2014) QSAR and docking studies on chalcone derivatives for antitubercular activity against M. tuberculosis H37Rv. J Chemom
  23. Dhivya LS. Design, Synthesis, Characterization and Biological Evaluation of Some Novel Heterocyclic Anti-Tubercular Agents against Inha (Enoyl Acyl Carrier Reductase Protein) Enzyme (Doctoral dissertation, College of Pharmacy, Madras Medical College, Chennai).
  24. JOSHI S, KAWATHEKAR NE. Docking Studies of N-alkylated Indole chalcone derivatives with Mycobacterium tuberulosis Enoyl Acyl Carrier Protein Reductase (Inh A) as Potent Antitubercular agents. Oriental Journal of Chemistry. 2022 Oct 1;38(5).
  25. Desai V, Desai S, Gaonkar SN, Palyekar U, Joshi SD, Dixit SK. Novel quinoxalinyl chalcone hybrid scaffolds as enoyl ACP reductase inhibitors: Synthesis, molecular docking and biological evaluation. Bioorganic & Medicinal Chemistry Letters. 2017 May 15;27(10):2174-80.
  26. Saul, E. (2014). The Search for Novel Inhibitors of the Mycobacterial Enoyl Reductase InhA. The Science Journal of the Lander College of Arts and Sciences, 8(1). Retrieved from https://touroscholar.touro.edu/ sjlcas/vol8/iss1/11
  27. Chiaradia LD, Martins PG, Cordeiro MN, Guido RV, Ecco G, Andricopulo AD, Yunes RA, Vernal J, Nunes RJ, Terenzi H. Synthesis, biological evaluation, and molecular modeling of chalcone derivatives as potent inhibitors of Mycobacterium tuberculosis protein tyrosine phosphatases (PtpA and PtpB). Journal of medicinal chemistry. 2012 Jan 12;55(1):390-402.
  28. Noviany N. Synthesis and biological evaluation of 2?-hydroxy-retro-chalcone derivatives as antituberculosis agent. Journal of Chemical and Pharmaceutical Research. 2016 Aug 31;8(8):468-74.
  29. Deb PK, Al-Shar’i NA, Venugopala KN, Pillay M, Borah P. In vitro anti-TB properties, in silico target validation, molecular docking and dynamics studies of substituted 1, 2, 4-oxadiazole analogues against Mycobacterium tuberculosis. Journal of enzyme inhibition and medicinal chemistry. 2021 Jan 1;36(1):869-84.
  30. Khedr MA, Pillay M, Chandrashekharappa S, Chopra D, Aldhubiab BE, Attimarad M, Alwassil OI, Mlisana K, Odhav B, Venugopala KN. Molecular modeling studies and anti-TB activity of trisubstituted indolizine analogues; molecular docking and dynamic inputs. Journal of Biomolecular Structure and Dynamics. 2018 Jun 11;36(8):2163-78
  31. Pitucha M, Karczmarzyk Z, Swatko-Ossor M, Wysocki W, Wos M, Chudzik K, Ginalska G, Fruzinski A. Synthesis, in vitro screening and docking studies of new thiosemicarbazide derivatives as antitubercular agents. Molecules. 2019 Jan 11;24(2):251.
  32. Phatak PS, Bakale RD, Dhumal ST, Dahiwade LK, Choudhari PB, Siva Krishna V, Sriram D, Haval KP. Synthesis, antitubercular evaluation and molecular docking studies of phthalimide bearing 1, 2, 3-triazoles. Synthetic communications. 2019 Aug 18;49(16):2017-28.
  33. Adole, V. A.; Jagdale, B. S.; Pawar, T. B.; Sagane, A. A., Ultrasound promoted stereoselective synthesis of 2, 3-dihydrobenzofuran appended chalcones at ambient temperature. South African Journal of Chemistry 2020, 73, 35-43

Reference

  1. Adnan D, Singh B, Mehta SK, Kumar V, Kataria R. Simple and solvent free practical procedure        for chalcones: An expeditious, mild and greener approach. Current Research in Green and Sustainable Chemistry. 2020 Jun 1; 3:100041.
  2. Ammaji S, Masthanamma S, Bhandare RR, Annadurai S, Shaik AB. Antitubercular and antioxidant activities of hydroxy and chloro substituted chalcone analogues: Synthesis, biological and computational studies. Arabian Journal of Chemistry. 2022 Feb 1;15(2):103581.
  3. Fu Y, Liu D, Zeng H, Ren X, Song B, Hu D, Gan X. New chalcone derivatives: synthesis, antiviral activity and mechanism of action. RSC advances. 2020;10(41):24483-90.
  4. Elkanzi NA, Hrichi H, Alolayan RA, Derafa W, Zahou FM, Bakr RB. Synthesis of chalcones derivatives and their biological activities: a review. ACS omega. 2022 Aug 2;7(32):27769-86.
  5. Faldu VJ, Gothalia VK, Shah VH. Characterization and antitubercular activity of synthesized     pyrimidine derivatives via chalcones.
  6. Mezgebe K, Melaku Y, Mulugeta E. Synthesis and Pharmacological Activities of Chalcone and Its Derivatives Bearing N-Heterocyclic Scaffolds: A Review. ACS omega. 2023 May 22.
  7. Macaev F, Boldescu V, Pogrebnoi S, Duca G. Chalcone scaffold based antimycobacterial agents. Med chem. 2014 May 21;4:487-93.
  8. Anagani B, Singh J, Bassin JP, Besra GS, Benham C, Reddy TR, Cox JA, Goyal M.Identification and validation of the mode of action of the chalcone anti-mycobacterial compounds. The Cell Surface. 2020 Dec 1;6:100041.
  9. Kumar, D., et al. (2023). Design, synthesis and anti-Tb evaluation of chalcone derivatives as novel inhibitors of InhA. Medicinal Chemistry Research, 1-12
  10. Venugopala KN, Chandrashekharappa S, Deb PK, Tratrat C, Pillay M, Chopra D, Al-Shar’i NA, Hourani W, Dahabiyeh LA, Borah P, Nagdeve RD. Anti-tubercular activity and molecular docking studies of indolizine derivatives targeting mycobacterial InhA enzyme. Journal of Enzyme Inhibition and Medicinal Chemistry. 2021 Jan 1;36(1):1471-86.
  11. Friis-Møller A, Chen M, Fuursted K, Christensen SB, Kharazmi A (2002) In vitro antimycobacterial and antilegionella activity of licochalcone A from Chinese licorice roots. Planta Med 68: 416-419.
  12. Mulula A, Bouzina A, Mambu HB, Mbiye GK, Zaki A. Synthesis, in-vitro antitubercular, antifungal activities and in silico molecular docking study of Chalcone derivatives from 1-(2'-Hydroxyphenyl)-3-(substituted-phenyl)-2-propenone. Microbes and Infectious Diseases. 2023 Feb 22.
  13. Lin YM, Zhou Y, Flavin MT, Zhou LM, Nie W, et al. (2002) Chalcones and flavonoids as anti-tuberculosis agents. Bioorg Med Chem 10: 2795-2802.
  14. Vasudevan S, Venkatraman A, Yahoob SA, Jojula M, Sundaram R, Boomi P. Biochemical evaluation and molecular docking studies on encapsulated astaxanthin for the growth inhibition of Mycobacterium tuberculosis. Journal of Applied Biology and Biotechnology. 2021 Sep 20;9(1):31-9.
  15. Amin MM, Shaykoon MS, Marzouk AA, Beshr EA, Aburahama G. Recent Updates on Synthetic Strategies of Chalcone Scaffold and their Heterocyclic Derivatives. Journal of advanced Biomedical and Pharmaceutical Sciences. 2023 Jun 14:124-32.
  16. Khan, S. A.; Asiri, A. M.; Al-Ghamdi, N. S. M.; Asad, M.; Zayed, M. E.; Elroby, S. A.; Aqlan, F. M.; Wani, M. Y.; Sharma, K., Microwave assisted synthesis of chalcone and its polycyclic heterocyclic analogues as promising antibacterial agents: In vitro, in silico and DFT studies. Journal of Molecular Structure 2019, 1190, 77-85.
  17. de Campos-Buzzi, F.; Padaratz, P.; Meira, A. V.; Corrêa, R.; Nunes, R. J.; Cechinel-Filho, V., 4-Acetamidochalcone Derivatives as Potential Antinociceptive Agents. Molecules 2007, 12 (4), 896-906
  18. Vogel, S.; Ohmayer, S.; Brunner, G.; Heilmann, J., Natural and non-natural prenylated chalcones: synthesis, cytotoxicity and anti-oxidative activity. Bioorganic & medicinal chemistry 2008, 16 (8), 4286-4293
  19. Custodio JM, Guimarães-Neto JJ, Awad R, Queiroz JE, Verde GM, Mottin M, Neves BJ, Andrade CH, Aquino GL, Valverde C, Osório FA. Molecular modelling and optical properties of a novel fluorinated chalcone. Arabian Journal of Chemistry. 2020 Jan 1;13(1):3362-71.
  20. Polo, E.; Ibarra-Arellano, N.; Prent-Peñaloza, L.; Morales-Bayuelo, A.; Henao, J.; Galdámez, A.; Gutiérrez, M., Ultrasound-assisted synthesis of novel chalcone, heterochalcone and bis-chalcone derivatives and the evaluation of their antioxidant properties and as acetylcholinesterase inhibitors. Bioorganic Chemistry 2019, 90, 103034
  21. Taylor RC. Mycobacterial fatty acid metabolism: identification of novel drug targets and chemotherapeutics (Doctoral dissertation, University of Birmingham).
  22. Yadav DK, Ahmad I, Shukla A, Khan F, Negi AS, et al. (2014) QSAR and docking studies on chalcone derivatives for antitubercular activity against M. tuberculosis H37Rv. J Chemom
  23. Dhivya LS. Design, Synthesis, Characterization and Biological Evaluation of Some Novel Heterocyclic Anti-Tubercular Agents against Inha (Enoyl Acyl Carrier Reductase Protein) Enzyme (Doctoral dissertation, College of Pharmacy, Madras Medical College, Chennai).
  24. JOSHI S, KAWATHEKAR NE. Docking Studies of N-alkylated Indole chalcone derivatives with Mycobacterium tuberulosis Enoyl Acyl Carrier Protein Reductase (Inh A) as Potent Antitubercular agents. Oriental Journal of Chemistry. 2022 Oct 1;38(5).
  25. Desai V, Desai S, Gaonkar SN, Palyekar U, Joshi SD, Dixit SK. Novel quinoxalinyl chalcone hybrid scaffolds as enoyl ACP reductase inhibitors: Synthesis, molecular docking and biological evaluation. Bioorganic & Medicinal Chemistry Letters. 2017 May 15;27(10):2174-80.
  26. Saul, E. (2014). The Search for Novel Inhibitors of the Mycobacterial Enoyl Reductase InhA. The Science Journal of the Lander College of Arts and Sciences, 8(1). Retrieved from https://touroscholar.touro.edu/ sjlcas/vol8/iss1/11
  27. Chiaradia LD, Martins PG, Cordeiro MN, Guido RV, Ecco G, Andricopulo AD, Yunes RA, Vernal J, Nunes RJ, Terenzi H. Synthesis, biological evaluation, and molecular modeling of chalcone derivatives as potent inhibitors of Mycobacterium tuberculosis protein tyrosine phosphatases (PtpA and PtpB). Journal of medicinal chemistry. 2012 Jan 12;55(1):390-402.
  28. Noviany N. Synthesis and biological evaluation of 2?-hydroxy-retro-chalcone derivatives as antituberculosis agent. Journal of Chemical and Pharmaceutical Research. 2016 Aug 31;8(8):468-74.
  29. Deb PK, Al-Shar’i NA, Venugopala KN, Pillay M, Borah P. In vitro anti-TB properties, in silico target validation, molecular docking and dynamics studies of substituted 1, 2, 4-oxadiazole analogues against Mycobacterium tuberculosis. Journal of enzyme inhibition and medicinal chemistry. 2021 Jan 1;36(1):869-84.
  30. Khedr MA, Pillay M, Chandrashekharappa S, Chopra D, Aldhubiab BE, Attimarad M, Alwassil OI, Mlisana K, Odhav B, Venugopala KN. Molecular modeling studies and anti-TB activity of trisubstituted indolizine analogues; molecular docking and dynamic inputs. Journal of Biomolecular Structure and Dynamics. 2018 Jun 11;36(8):2163-78
  31. Pitucha M, Karczmarzyk Z, Swatko-Ossor M, Wysocki W, Wos M, Chudzik K, Ginalska G, Fruzinski A. Synthesis, in vitro screening and docking studies of new thiosemicarbazide derivatives as antitubercular agents. Molecules. 2019 Jan 11;24(2):251.
  32. Phatak PS, Bakale RD, Dhumal ST, Dahiwade LK, Choudhari PB, Siva Krishna V, Sriram D, Haval KP. Synthesis, antitubercular evaluation and molecular docking studies of phthalimide bearing 1, 2, 3-triazoles. Synthetic communications. 2019 Aug 18;49(16):2017-28.
  33. Adole, V. A.; Jagdale, B. S.; Pawar, T. B.; Sagane, A. A., Ultrasound promoted stereoselective synthesis of 2, 3-dihydrobenzofuran appended chalcones at ambient temperature. South African Journal of Chemistry 2020, 73, 35-43

Photo
M.G. Manu
Corresponding author

Department of Pharmaceutical Chemistry, Prime College of Pharmacy, Palakkad, Kerala,67855

Photo
S.Greeshma
Co-author

Associate Professor, Department of Pharmaceutical Analysis, Prime College of Pharmacy, Palakkad, Kerala,67855

Photo
A. Sumathy
Co-author

Head of department, Department of Pharmaceutical Chemistry, Prime College of Pharmacy, Palakkad, Kerala,678551

Photo
N.L. Gowrishankar
Co-author

Principal, Prime College of Pharmacy, Palakkad, Kerala,678551

M.G. Manu , S. Greeshma , A. Sumathy , N. L. Gowrishankar, Exploring the Anti-Tubercular Potential of Carbazole Chalcones: -An In Silico Approach, Int. J. of Pharm. Sci., 2024, Vol 2, Issue 10, 224-235. https://doi.org/10.5281/zenodo.13894077

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