Simulation- and AI-directed optimization of 4,6-substituted 1,3,5-triazin-2 (1H) H )-ones as inhibitors of human DNA topoisomerase IIα α

被引:2
作者
Herlah, Barbara [1 ,2 ]
Gorican, Tjasa [1 ]
Benedik, Nika Strasek [2 ]
Grdadolnik, Simona Golic [1 ]
Sosic, Izidor [2 ]
Perdih, Andrej [1 ,2 ]
机构
[1] Natl Inst Chem, Hajdrihova 19, SI-1000 Ljubljana, Slovenia
[2] Univ Ljubljana, Fac Pharm, Askerceva 7, SI-1000 Ljubljana, Slovenia
关键词
Molecular design; Molecular simulations; Deep learning; Human DNA topoisomerase II alpha; Catalytic inhibitors; Anticancer agents; CATALYTIC INHIBITORS; MOLECULAR-DYNAMICS; BIOLOGICAL EVALUATION; ANTICANCER; DISCOVERY; LIGAND; EXPRESSION; HALLMARKS; MOIETIES; POISONS;
D O I
10.1016/j.csbj.2024.06.037
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
The 4,6-substituted-1,3,5-triazin-2(1H)-ones H )-ones are promising inhibitors of human DNA topoisomerase II alpha. To further develop this chemical class targeting the enzyme<acute accent>s ATP binding site, the triazin-2(1H)-one H )-one substitution position 6 was optimized. Inspired by binding of preclinical substituted 9H-purine H-purine derivative, bicyclic substituents were incorporated at position 6 and the utility of this modification was validated by a combination of molecular simulations, dynamic pharmacophores, and free energy calculations. Considering also predictions of Deepfrag, a software developed for structure-based lead optimization based on deep learning, compounds with both bicyclic and monocyclic substitutions were synthesized and investigated for their inhibitory activity. The SAR data showed that the bicyclic substituted compounds exhibited good inhibition of topo II alpha, comparable to their mono-substituted counterparts. Further evaluation on a panel of human protein kinases showed selectivity for the inhibition of topo II alpha. Mechanistic studies indicated that the compounds acted predominantly as catalytic inhibitors, with some exhibiting topo II alpha poison effects at higher concentrations. Integration of STD NMR experiments and molecular simulations, provided insights into the binding model and highlighted the importance of the Asn120 interaction and hydrophobic interactions with substituents at positions 4 and 6. In addition, NCI- 60 screening demonstrated cytotoxicity of the compounds with bicyclic substituents and identified sensitive human cancer cell lines, underlining the translational relevance of our findings for further preclinical development of this class of compounds. The study highlights the synergy between simulation and AI-based approaches in efficiently guiding molecular design for drug optimization, which has implications for further preclinical development of this class of compounds.
引用
收藏
页码:2995 / 3018
页数:24
相关论文
共 77 条
[1]  
[Anonymous], 2024, The Human Protein Atlas
[2]  
[Anonymous], 2023, NCI-60 Cell Lines in the In Vitro Screen
[3]  
[Anonymous], 2023, NCI-60 Screening Methodology
[4]   Quinoline Carboxamide-Type ABCG2 Modulators: Indole and Quinoline Moieties as Anilide Replacements [J].
Bauer, Stefanie ;
Ochoa-Puentes, Cristian ;
Sun, Qiu ;
Bause, Manuel ;
Bernhardt, Guenther ;
Koenig, Burkhard ;
Buschauer, Armin .
CHEMMEDCHEM, 2013, 8 (11) :1773-1778
[5]   Artificial intelligence in drug discovery: what is realistic, what are illusions? Part 1: Ways to make an impact, and why we are not there yet [J].
Bender, Andreas ;
Cortes-Ciriano, Isidro .
DRUG DISCOVERY TODAY, 2021, 26 (02) :511-524
[6]   MOLECULAR-DYNAMICS WITH COUPLING TO AN EXTERNAL BATH [J].
BERENDSEN, HJC ;
POSTMA, JPM ;
VANGUNSTEREN, WF ;
DINOLA, A ;
HAAK, JR .
JOURNAL OF CHEMICAL PHYSICS, 1984, 81 (08) :3684-3690
[7]   Structure-guided optimization of 4,6-substituted-1,3,5-triazin-2(1H)-ones as catalytic inhibitors of human DNA topoisomerase IIα [J].
Bergant, Kaja ;
Janezic, Matej ;
Valjavec, Katja ;
Sosic, Izidor ;
Pajk, Stane ;
Stampar, Martina ;
Zegura, Bojana ;
Gobec, Stanislav ;
Filipic, Metka ;
Perdih, Andrej .
EUROPEAN JOURNAL OF MEDICINAL CHEMISTRY, 2019, 175 :330-348
[8]   Bioassays and In Silico Methods in the Identification of Human DNA Topoisomerase IIα Inhibitors [J].
Bergant, Kaja ;
Janezic, Matej ;
Perdih, Andrej .
CURRENT MEDICINAL CHEMISTRY, 2018, 25 (28) :3286-3318
[9]   Ligand Binding Ensembles Determine Graded Agonist Efficacies at a G Protein-coupled Receptor [J].
Bock, Andreas ;
Bermudez, Marcel ;
Krebs, Fabian ;
Matera, Carlo ;
Chirinda, Brian ;
Sydow, Dominique ;
Dallanoce, Clelia ;
Holzgrabe, Ulrike ;
De Amici, Marco ;
Lohse, Martin J. ;
Wolber, Gerhard ;
Mohr, Klaus .
JOURNAL OF BIOLOGICAL CHEMISTRY, 2016, 291 (31) :16375-16389
[10]   Protein Flexibility in Drug Discovery: From Theory to Computation [J].
Buonfiglio, Rosa ;
Recanatini, Maurizio ;
Masetti, Matteo .
CHEMMEDCHEM, 2015, 10 (07) :1141-1148