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. 2025 Mar 27;10(13):13605-13620.
doi: 10.1021/acsomega.5c00562. eCollection 2025 Apr 8.

Design and Computational Study of Sulfonamide-Modified Cannabinoids as Selective COX-2 Inhibitors Using Semiempirical Quantum Mechanical Methods: Drug-like Properties and Binding Affinity Insights

Affiliations

Design and Computational Study of Sulfonamide-Modified Cannabinoids as Selective COX-2 Inhibitors Using Semiempirical Quantum Mechanical Methods: Drug-like Properties and Binding Affinity Insights

Watcharin Kumaeum et al. ACS Omega. .

Abstract

Cyclooxygenase (COX) is one of the concerned targets in the development of anti-inflammatory therapies. Using semiempirical quantum mechanical (SQM) methods with implicit solvation, we investigated the binding free energies and selectivity of natural cannabinoids and their sulfonamide-modified derivatives with the COX and cannabinoid (CB) receptors. Validation against benchmark data sets demonstrated the accuracy of these methods in predicting binding affinities while minimizing false positives and false negatives often associated with conventional docking tools. Our findings indicate that Δ9-THC and its carboxylic acid derivative exhibit strong binding affinities for COX-2 and CB2, suggesting their potential as anti-inflammatory agents, though their significant CB1 affinity suggests psychoactive risks. In contrast, carboxylic acid derivatives such as CBCA, CBNA, CBEA, CBTA, and CBLA demonstrated selective binding to COX-2 and CB2, with low CB1 affinity, supporting their potential as promising anti-inflammatory leads with reduced psychoactive side effects. Sulfonamide-modified analogs further enhanced COX-2 binding affinities and selectivity, displaying favorable drug-like properties, including compliance with Lipinski's rules, noninhibition of cytochromes P450, and oral bioavailability. These results highlight the utility of GFN2-xTB in identifying and optimizing cannabinoid-based therapeutic candidates for anti-inflammatory applications.

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Conflict of interest statement

The authors declare no competing financial interest.

Figures

Figure 1
Figure 1
Distribution plots of the mean signed deviation (MSD) for computed interaction energies in the benchmark data sets: (a) S66, (b) X40, (c) HB375, (d) HB300SPX, and (e) PLA15.
Figure 2
Figure 2
Lowest-energy GFN2-xTB (ALPB) optimized pose (pink sticks) and best-docked pose (yellow sticks) for (a) aspirin, (b) diclofenac with key COX-1 residues, and (c) flurbiprofen with key COX-2 residues. Hydrogen bonds (green dashed lines) include distances in angstroms.
Figure 3
Figure 3
Pearson correlation coefficient for (a) uncorrected binding free energy (ΔGbind,solv) and (b) corrected binding free energy in implicit aqueous solvation (ΔGbind,solv) of 30 NSAIDs in the truncated COX-2 pocket, calculated using the GFN2-xTB (ALPB) method.
Figure 4
Figure 4
Selectivity index (SI) derived from ΔGbind,solv for (a) NSAIDs, (b) parent C-5 cannabinoids, and (c) carboxylic derivatives of cannabinoids with COX and CB receptors. Error bars represent the standard error from the top three bound poses (n = 3).
Figure 5
Figure 5
Lowest-energy optimized poses of (a) CBCA, (b) CBNA, (c) CBEA, (d) CBTA, and (e) CBLA using the GFN2-xTB (ALPB) method overlaid with celecoxib (gray stick) in the fully relaxed COX-2 binding site.
Figure 6
Figure 6
Binding interactions of sulfonamide-modified CBTA-C2-SO2NH2 (11) with key amino acids in the fully relaxed COX-2 complex calculated using the GFN2-xTB (ALPB) method. Hydrogen bonds are shown as green dashed lines.
Figure 7
Figure 7
2D interaction diagrams of sulfonamide-modified analogs: (a) CBCA-C3-SO2NH2 (3), (b) CBNA-C3-SO2NH2 (6), (c) CBEA-C2-SO2NH2 (8), (d) CBTA-C2-SO2NH2 (11), (e) CBLA-C1-SO2NH2 (13), and (f) celecoxib with key amino acid residues in the fully relaxed COX-2 binding pocket, optimized using the GFN2-xTB (ALPB) method.
Figure 8
Figure 8
Thermodynamic cycle illustrating the relative binding free energy (ΔΔGbind,solv) between two ligands (“ligand 1” and “ligand 2”). Green arrows indicate ligand association with the COX-2 pocket. Black circles highlight the sulfonamide substitution sites.
Figure 9
Figure 9
Radar map of oral bioavailability for (a) celecoxib, (b) CBCA-C3-SO2NH2, (c) CBNA-C3-SO2NH2, (d) CBEA-C2-SO2NH2, (e) CBTA-C2-SO2NH2, and (f) CBLA-C1-SO2NH2.
Figure 10
Figure 10
Chemical structures of sulfonamide-modified cannabinoid analogs.

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