PMID- 37029757 OWN - NLM STAT- MEDLINE DCOM- 20231219 LR - 20231219 IS - 1538-0254 (Electronic) IS - 0739-1102 (Linking) VI - 41 IP - 24 DP - 2023 TI - Calcium/calmodulin-dependent protein kinase kinase 2 (CAMKK2) inhibitors: a novel approach in small molecule discovery. PG - 15196-15206 LID - 10.1080/07391102.2023.2193999 [doi] AB - The calcium/calmodulin dependent protein kinase kinase 2 (CAMKK2) plays a key role in regulation of intracellular calcium levels and signaling pathways. It is involved in activation of downstream signaling pathways that regulate various cellular processes. Dysregulation of CAMKK2 activity has been linked to various diseases including cancer, suggesting that CAMKK2 inhibitors might be beneficial in oncological, metabolic and inflammatory indications. The most pressing issues in small molecule discovery are synthesis feasibility, novel chemical structure and desired biological characteristics. To circumvent this constraint, we employed 'DrugspaceX' for rapid lead identification, followed by repositioning seven FDA-approved drugs for CAMKK2 inhibition. Further, first-level transformation (Set1 analogues) was performed in 'DrugspaceX', followed by virtual screening. The t-SNE visualization revealed that the transformations surrounding Rucaparib, Treprostinil and Canagliflozin are more promising for developing CAMKK2 inhibitors. Second, using the top-ranked Set1 analogues, Set2 analogues were generated, and virtual screening revealed the top-ranked five analogues. Among the top five Set2 analogues, DE273038_5 had the lowest docking score of -11.034 kcal/mol and SA score of 2.59, retaining the essential interactions with Hotspot residues LYS194 and VAL270 across 250 ns simulation period. When compared to the other four compounds, the ligand effectiveness score was 0.409, and the number of rotatable penalties was only three. Further, DE273038_5 after two rounds of transformations was discovered to be novel and had not been previously described in other databases. These data suggest that the new candidate DE273038_5 is likely to have inhibitory activity at the CAMKK2 active site, implying potential therapeutic use.Communicated by Ramaswamy H. Sarma. FAU - Devasahayam Arokia Balaya, Rex AU - Devasahayam Arokia Balaya R AUID- ORCID: 0000-0002-9556-3150 AD - Centre for Integrative Omics Data Science, Yenepoya (Deemed to be University), Mangalore, Karnataka, India. FAU - Chandrasekaran, Jaikanth AU - Chandrasekaran J AUID- ORCID: 0000-0002-5088-9683 AD - Sri Ramachandra Faculty of Pharmacy, Sri Ramachandra Institute of Higher education and Research (Deemed to be University), Chennai, India. FAU - Kanekar, Saptami AU - Kanekar S AUID- ORCID: 0000-0002-1508-5305 AD - Centre for Integrative Omics Data Science, Yenepoya (Deemed to be University), Mangalore, Karnataka, India. FAU - Kumar Modi, Prashant AU - Kumar Modi P AUID- ORCID: 0000-0002-4817-3379 AD - Center for Systems Biology and Molecular Medicine, Yenepoya Research Centre, Yenepoya (Deemed to be University), Mangalore, Karnataka, India. FAU - Dagamajalu, Shobha AU - Dagamajalu S AUID- ORCID: 0000-0002-0899-2839 AD - Center for Systems Biology and Molecular Medicine, Yenepoya Research Centre, Yenepoya (Deemed to be University), Mangalore, Karnataka, India. FAU - Gopinathan, Kirthika AU - Gopinathan K AUID- ORCID: 0000-0002-1670-4411 AD - Sri Ramachandra Faculty of Pharmacy, Sri Ramachandra Institute of Higher education and Research (Deemed to be University), Chennai, India. FAU - Raju, Rajesh AU - Raju R AUID- ORCID: 0000-0003-2319-121X AD - Centre for Integrative Omics Data Science, Yenepoya (Deemed to be University), Mangalore, Karnataka, India. FAU - Prasad, T S Keshava AU - Prasad TSK AUID- ORCID: 0000-0002-6206-2384 AD - Center for Systems Biology and Molecular Medicine, Yenepoya Research Centre, Yenepoya (Deemed to be University), Mangalore, Karnataka, India. LA - eng PT - Journal Article DEP - 20230408 PL - England TA - J Biomol Struct Dyn JT - Journal of biomolecular structure & dynamics JID - 8404176 RN - SY7Q814VUP (Calcium) RN - EC 2.7.11.17 (Calcium-Calmodulin-Dependent Protein Kinase Kinase) SB - IM MH - *Calcium/metabolism MH - *Calcium-Calmodulin-Dependent Protein Kinase Kinase/chemistry/metabolism MH - Catalytic Domain MH - Signal Transduction OTO - NOTNLM OT - CAMKK2 inhibitors OT - MD simulation OT - analogues OT - docking OT - t-SNE EDAT- 2023/04/09 06:00 MHDA- 2023/12/19 06:42 CRDT- 2023/04/08 09:32 PHST- 2023/12/19 06:42 [medline] PHST- 2023/04/09 06:00 [pubmed] PHST- 2023/04/08 09:32 [entrez] AID - 10.1080/07391102.2023.2193999 [doi] PST - ppublish SO - J Biomol Struct Dyn. 2023;41(24):15196-15206. doi: 10.1080/07391102.2023.2193999. Epub 2023 Apr 8.