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QSAR Studies of Flavonoids and Isoflavonoids with PTP1B: A Potential Pharmacological Target for the Treatment of Insulin Resistance
Corresponding Author(s) : Anuj Ranjan
Asian Journal of Chemistry,
Vol. 34 No. 4 (2022): Vol 34 Issue 4, 2022
Abstract
This study deals with designing and validating QSAR models generated for 45 flavonoids having PTP1B inhibition properties. Eight molecular descriptors/pharmacophoric features of each flavonoid along with their reported IC50 values against PTP1B were utilized to prepare training sets and generate models. It was developed by employing linear regression to calculate the predicted IC50 values. The generated models were validated using reported IC50 values of test sets. The correlation R2 values were observed to be in the following order, 92.45% (for an increasing hydrogen bond donor), 92.08% (for randomly sorting), 91.85% (for increasing molecular weight), 84.19% (for increasing hydrogen bond acceptor), 64.91% (for increasing TPSA), 53.90% (for increasing number of rotatable bonds) and 52.28% (for increasing log P); signifying the role of these pharmacophoric features while drug designing. Molecular docking of the flavonoids with the PTP1B active site revealed interactions with catalytic site and adjacent loops. The models would be beneficial for further studies for drug designing against PTP1B inhibition and therapeutic implications for treatment of insulin resistance.
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- C.F. Deacon, Front. Endocrinol., 10, 80 (2019); https://doi.org/10.3389/fendo.2019.00080
- V. Ormazabal, S. Nair, O. Elfeky, C. Aguayo, C. Salomon and F.A. Zuñiga, Cardiovasc. Diabetol., 17, 122 (2018); https://doi.org/10.1186/s12933-018-0762-4
- T.L. Laursen, C.A. Hagemann, C. Wei, K. Kazankov, K.L. Thomsen, F.K. Knop and H. Grønbæk, World J. Hepatol., 11, 138 (2019); https://doi.org/10.4254/wjh.v11.i2.138
- A.M. Freeman and N. Pennings, Insulin Resistance, StatPearls, Treasure Island (FL), USA, pp. 185–209 (2021).
- B.J. Neves, R.C. Braga, C.C. Melo-Filho, J.T. Moreira-Filho, E.N. Muratov and C.H. Andrade, Front. Pharmacol., 9, 1275 (2018); https://doi.org/10.3389/fphar.2018.01275
- M.A. Valizade Hasanloei, R. Sheikhpour, M.A. Sarram, E. Sheikhpour and H. Sharifi, J. Comput. Aided Mol. Des., 32, 375 (2018); https://doi.org/10.1007/s10822-017-0094-6
- J. Sun, C. Qu, Y. Wang, H. Huang, M. Zhang, H. Li, Y. Zhang, Y. Wang and W. Zou, Mol. Biol., 5, 6 (2016); https://doi.org/10.4172/2168-9547.1000174
- A.J. Barr, Future Med. Chem., 2, 1563 (2010); https://doi.org/10.4155/fmc.10.241
- R. He, Z. Yu, R. Zhang and Z. Zhang, Acta Pharmacol. Sin., 35, 1227 (2014); https://doi.org/10.1038/aps.2014.80
- S. Chawla, D. Gupta and A. Tiwari, J. Pharm. Res., 4, 1118 (2011).
- H. Hussain, I.R. Green, G. Abbas, S.M. Adekenov, W. Hussain and I. Ali, Expert Opin. Ther. Pat., 29, 689 (2019); https://doi.org/10.1080/13543776.2019.1655542
- P.M. Dewick, Medicinal Natural Products: A Biosynthetic Approach, John Wiley & Sons, Ed.: 2 (2002)
- R.A. Dixon and G.M. Pasinetti, Plant Physiol., 154, 453 (2010); https://doi.org/10.1104/pp.110.161430
- A.N. Panche, A.D. Diwan and S.R. Chandra, J. Nutr. Sci., 5, e47 (2016); https://doi.org/10.1017/jns.2016.41
- N. Koèevar, I. Glavaè and S. Kreft, Farm. Vestn., 58, 145 (2007); https://doi.org/10.1201/NOE0824727857.ch137
- L. Ciumarnean, M.V. Milaciu, O. Runcan, S.C. Vesa, A.L. Rachisan, V. Negrean, M.-G. Perné, V.I. Donca, T.-G Alexescu, I. Para and G. Dogaru, Molecules, 25, 4320 (2020); https://doi.org/10.3390/molecules25184320
- M.D. Awouafack, P. Tane and H. Morita, Isolation and Structure Characterization of Flavonoids, IntechOpen (2017); https://doi.org/10.5772/67881
- T. Wang, Q. Li and K. Bi, Asian J. Pharm. Sci., 13, 12 (2018); https://doi.org/10.1016/j.ajps.2017.08.004
- T.H. Quang, N.T.T. Ngan, C.-S. Yoon, K.-H. Cho, D.G. Kang, H.S. Lee, Y.-C. Kim and H. Oh, Molecules, 20, 11173 (2015); https://doi.org/10.3390/molecules200611173
- E. Salinas-Arellano, A. Pérez-Vásquez, I. Rivero-Cruz, R. Torres-Colin, M. González-Andrade, M. Rangel-Grimaldo and R. Mata, Molecules, 25, (2020); https://doi.org/10.3390/molecules25153530
- C. Proença, D. Ribeiro, M. Freitas, F. Carvalho and E. Fernandes, Crit. Rev. Food Sci. Nutr., (2021); https://doi.org/10.1080/10408398.2021.1872483
- H.A. Jung, M.Y. Ali, H.K. Bhakta, B.-S. Min and J.S. Choi, Arch. Pharm. Res., 40, 37 (2017); https://doi.org/10.1007/s12272-016-0852-3
- C. Jiang, L. Liang and Y. Guo, Acta Pharmacol. Sin., 33, 1217 (2012); https://doi.org/10.1038/aps.2012.90
- C. Proença, M. Freitas, D. Ribeiro, J.L.C. Sousa, F. Carvalho, A.M.S. Silva, P.A. Fernandes and E. Fernandes, Food Chem. Toxicol., 111, 474 (2018); https://doi.org/10.1016/j.fct.2017.11.039
- M. Na, Ph.D. Thesis, Inhibitory Effect of Constituents from Cercis chinensis on Cellular Aging, Chungnam National University, Daejeon, Korea (2004).
- S. Li, W. Li, Y. Wang, Y. Asada and K. Koike, Bioorg. Med. Chem. Lett., 20, 5398 (2010); https://doi.org/10.1016/j.bmcl.2010.07.110
- F. Zargari, M. Lotfi, O. Shahraki, Z. Nikfarjam and J. Shahraki, J. Biomol. Struct. Dyn., 36, 4126 (2018); https://doi.org/10.1080/07391102.2017.1409651
- A.G. Dimri, R. Prasad, A. Chauhan, M.L. Aggarwal and A. Varma, Indian J. Environ. Prot., 38, 1004 (2018).
- P. Kaushik, P. Goyal, A. Chauhan and G. Chauhan, Iran. J. Pharm. Res., 9, 287 (2010).
- A. Chauhan, G. Chauhan, P.C. Gupta, P. Goyal and P. Kaushik, Indian J. Pharmacol., 42, 104 (2010); https://doi.org/10.4103/0253-7613.64490
- P. Kaushik, C. Abhishek and G. Pankaj, J. Pure Appl. Microbiol., 3, 169 (2009).
- P. Kaushik and A. Chauhan, Vegetos, 21, 77 (2008).
- P. Kaushik and A. Chauhan, Indian J. Microbiol., 48, 348 (2008); https://doi.org/10.1007/s12088-008 0043-0
- P. Banjare, B. Matore, J. Singh and P.P. Roy, Silico Pharmacol., 9, 28 (2021); https://doi.org/10.1007/s40203-021-00087-w
- E. Arun, M. Tech. Thesis, In-silico Screening of Potential Inhibitors of Gamma-Secretase, A Key Enzyme of Alzheimer’s Disease, National Institute of Technology, Rourkela, India (2013).
- R. Saikia, M.D. Choudhury, A. Das Talukdar and P. Chetia, Asian J. Pharm. Clin. Res., 5, 153 (2012).
- M.T. Ha, S. Shrestha, T.H. Tran, J.A. Kim, M.H. Woo, J.S. Choi and B.S. Min, Arch. Pharm. Res., 43, 961 (2020); https://doi.org/10.1007/s12272-020-01269-4
- S. Shrestha, S.H. Seong, S.G. Park, B.S. Min, H.A. Jung and J.S. Choi, Molecules, 24, 2893 (2019); https://doi.org/10.3390/molecules24162893
- X. Zhang, H. Jiang, W. Li, J. Wang and M. Cheng, Comput. Math. Methods Med., 2017, 1 (2017); https://doi.org/10.1155/2017/4245613
- R.C. Wade and P.J. Goodford, Prog. Clin. Biol. Res., 289, 433 (1989).
- S.J. Patankar and P.C. Jurs, J. Chem. Inf. Comput. Sci., 43, 885 (2003); https://doi.org/10.1021/ci020045e
References
C.F. Deacon, Front. Endocrinol., 10, 80 (2019); https://doi.org/10.3389/fendo.2019.00080
V. Ormazabal, S. Nair, O. Elfeky, C. Aguayo, C. Salomon and F.A. Zuñiga, Cardiovasc. Diabetol., 17, 122 (2018); https://doi.org/10.1186/s12933-018-0762-4
T.L. Laursen, C.A. Hagemann, C. Wei, K. Kazankov, K.L. Thomsen, F.K. Knop and H. Grønbæk, World J. Hepatol., 11, 138 (2019); https://doi.org/10.4254/wjh.v11.i2.138
A.M. Freeman and N. Pennings, Insulin Resistance, StatPearls, Treasure Island (FL), USA, pp. 185–209 (2021).
B.J. Neves, R.C. Braga, C.C. Melo-Filho, J.T. Moreira-Filho, E.N. Muratov and C.H. Andrade, Front. Pharmacol., 9, 1275 (2018); https://doi.org/10.3389/fphar.2018.01275
M.A. Valizade Hasanloei, R. Sheikhpour, M.A. Sarram, E. Sheikhpour and H. Sharifi, J. Comput. Aided Mol. Des., 32, 375 (2018); https://doi.org/10.1007/s10822-017-0094-6
J. Sun, C. Qu, Y. Wang, H. Huang, M. Zhang, H. Li, Y. Zhang, Y. Wang and W. Zou, Mol. Biol., 5, 6 (2016); https://doi.org/10.4172/2168-9547.1000174
A.J. Barr, Future Med. Chem., 2, 1563 (2010); https://doi.org/10.4155/fmc.10.241
R. He, Z. Yu, R. Zhang and Z. Zhang, Acta Pharmacol. Sin., 35, 1227 (2014); https://doi.org/10.1038/aps.2014.80
S. Chawla, D. Gupta and A. Tiwari, J. Pharm. Res., 4, 1118 (2011).
H. Hussain, I.R. Green, G. Abbas, S.M. Adekenov, W. Hussain and I. Ali, Expert Opin. Ther. Pat., 29, 689 (2019); https://doi.org/10.1080/13543776.2019.1655542
P.M. Dewick, Medicinal Natural Products: A Biosynthetic Approach, John Wiley & Sons, Ed.: 2 (2002)
R.A. Dixon and G.M. Pasinetti, Plant Physiol., 154, 453 (2010); https://doi.org/10.1104/pp.110.161430
A.N. Panche, A.D. Diwan and S.R. Chandra, J. Nutr. Sci., 5, e47 (2016); https://doi.org/10.1017/jns.2016.41
N. Koèevar, I. Glavaè and S. Kreft, Farm. Vestn., 58, 145 (2007); https://doi.org/10.1201/NOE0824727857.ch137
L. Ciumarnean, M.V. Milaciu, O. Runcan, S.C. Vesa, A.L. Rachisan, V. Negrean, M.-G. Perné, V.I. Donca, T.-G Alexescu, I. Para and G. Dogaru, Molecules, 25, 4320 (2020); https://doi.org/10.3390/molecules25184320
M.D. Awouafack, P. Tane and H. Morita, Isolation and Structure Characterization of Flavonoids, IntechOpen (2017); https://doi.org/10.5772/67881
T. Wang, Q. Li and K. Bi, Asian J. Pharm. Sci., 13, 12 (2018); https://doi.org/10.1016/j.ajps.2017.08.004
T.H. Quang, N.T.T. Ngan, C.-S. Yoon, K.-H. Cho, D.G. Kang, H.S. Lee, Y.-C. Kim and H. Oh, Molecules, 20, 11173 (2015); https://doi.org/10.3390/molecules200611173
E. Salinas-Arellano, A. Pérez-Vásquez, I. Rivero-Cruz, R. Torres-Colin, M. González-Andrade, M. Rangel-Grimaldo and R. Mata, Molecules, 25, (2020); https://doi.org/10.3390/molecules25153530
C. Proença, D. Ribeiro, M. Freitas, F. Carvalho and E. Fernandes, Crit. Rev. Food Sci. Nutr., (2021); https://doi.org/10.1080/10408398.2021.1872483
H.A. Jung, M.Y. Ali, H.K. Bhakta, B.-S. Min and J.S. Choi, Arch. Pharm. Res., 40, 37 (2017); https://doi.org/10.1007/s12272-016-0852-3
C. Jiang, L. Liang and Y. Guo, Acta Pharmacol. Sin., 33, 1217 (2012); https://doi.org/10.1038/aps.2012.90
C. Proença, M. Freitas, D. Ribeiro, J.L.C. Sousa, F. Carvalho, A.M.S. Silva, P.A. Fernandes and E. Fernandes, Food Chem. Toxicol., 111, 474 (2018); https://doi.org/10.1016/j.fct.2017.11.039
M. Na, Ph.D. Thesis, Inhibitory Effect of Constituents from Cercis chinensis on Cellular Aging, Chungnam National University, Daejeon, Korea (2004).
S. Li, W. Li, Y. Wang, Y. Asada and K. Koike, Bioorg. Med. Chem. Lett., 20, 5398 (2010); https://doi.org/10.1016/j.bmcl.2010.07.110
F. Zargari, M. Lotfi, O. Shahraki, Z. Nikfarjam and J. Shahraki, J. Biomol. Struct. Dyn., 36, 4126 (2018); https://doi.org/10.1080/07391102.2017.1409651
A.G. Dimri, R. Prasad, A. Chauhan, M.L. Aggarwal and A. Varma, Indian J. Environ. Prot., 38, 1004 (2018).
P. Kaushik, P. Goyal, A. Chauhan and G. Chauhan, Iran. J. Pharm. Res., 9, 287 (2010).
A. Chauhan, G. Chauhan, P.C. Gupta, P. Goyal and P. Kaushik, Indian J. Pharmacol., 42, 104 (2010); https://doi.org/10.4103/0253-7613.64490
P. Kaushik, C. Abhishek and G. Pankaj, J. Pure Appl. Microbiol., 3, 169 (2009).
P. Kaushik and A. Chauhan, Vegetos, 21, 77 (2008).
P. Kaushik and A. Chauhan, Indian J. Microbiol., 48, 348 (2008); https://doi.org/10.1007/s12088-008 0043-0
P. Banjare, B. Matore, J. Singh and P.P. Roy, Silico Pharmacol., 9, 28 (2021); https://doi.org/10.1007/s40203-021-00087-w
E. Arun, M. Tech. Thesis, In-silico Screening of Potential Inhibitors of Gamma-Secretase, A Key Enzyme of Alzheimer’s Disease, National Institute of Technology, Rourkela, India (2013).
R. Saikia, M.D. Choudhury, A. Das Talukdar and P. Chetia, Asian J. Pharm. Clin. Res., 5, 153 (2012).
M.T. Ha, S. Shrestha, T.H. Tran, J.A. Kim, M.H. Woo, J.S. Choi and B.S. Min, Arch. Pharm. Res., 43, 961 (2020); https://doi.org/10.1007/s12272-020-01269-4
S. Shrestha, S.H. Seong, S.G. Park, B.S. Min, H.A. Jung and J.S. Choi, Molecules, 24, 2893 (2019); https://doi.org/10.3390/molecules24162893
X. Zhang, H. Jiang, W. Li, J. Wang and M. Cheng, Comput. Math. Methods Med., 2017, 1 (2017); https://doi.org/10.1155/2017/4245613
R.C. Wade and P.J. Goodford, Prog. Clin. Biol. Res., 289, 433 (1989).
S.J. Patankar and P.C. Jurs, J. Chem. Inf. Comput. Sci., 43, 885 (2003); https://doi.org/10.1021/ci020045e