AI-ACCELERATED DRUG DISCOVERY
Available from Reaxense
This protein is integrated into the Receptor.AI ecosystem as a prospective target with high therapeutic potential. We performed a comprehensive characterization of Cyclin-dependent kinase 6 including:
1. LLM-powered literature research
Our custom-tailored LLM extracted and formalized all relevant information about the protein from a large set of structured and unstructured data sources and stored it in the form of a Knowledge Graph. This comprehensive analysis allowed us to gain insight into Cyclin-dependent kinase 6 therapeutic significance, existing small molecule ligands, relevant off-targets, and protein-protein interactions.
Fig. 1. Preliminary target research workflow
2. AI-Driven Conformational Ensemble Generation
Starting from the initial protein structure, we employed advanced AI algorithms to predict alternative functional states of Cyclin-dependent kinase 6, including large-scale conformational changes along "soft" collective coordinates. Through molecular simulations with AI-enhanced sampling and trajectory clustering, we explored the broad conformational space of the protein and identified its representative structures. Utilizing diffusion-based AI models and active learning AutoML, we generated a statistically robust ensemble of equilibrium protein conformations that capture the receptor's full dynamic behavior, providing a robust foundation for accurate structure-based drug design.
Fig. 2. AI-powered molecular dynamics simulations workflow
3. Binding pockets identification and characterization
We employed the AI-based pocket prediction module to discover orthosteric, allosteric, hidden, and cryptic binding pockets on the protein’s surface. Our technique integrates the LLM-driven literature search and structure-aware ensemble-based pocket detection algorithm that utilizes previously established protein dynamics. Tentative pockets are then subject to AI scoring and ranking with simultaneous detection of false positives. In the final step, the AI model assesses the druggability of each pocket enabling a comprehensive selection of the most promising pockets for further targeting.
Fig. 3. AI-based binding pocket detection workflow
4. AI-Powered Virtual Screening
Our ecosystem is equipped to perform AI-driven virtual screening on Cyclin-dependent kinase 6. With access to a vast chemical space and cutting-edge AI docking algorithms, we can rapidly and reliably predict the most promising, novel, diverse, potent, and safe small molecule ligands of Cyclin-dependent kinase 6. This approach allows us to achieve an excellent hit rate and to identify compounds ready for advanced lead discovery and optimization.
Fig. 4. The screening workflow of Receptor.AI
Receptor.AI, in partnership with Reaxense, developed a next-generation technology for on-demand focused library design to enable extensive target exploration.
The focused library for Cyclin-dependent kinase 6 includes a list of the most effective modulators, each annotated with 38 ADME-Tox and 32 physicochemical and drug-likeness parameters. Furthermore, each compound is shown with its optimal docking poses, affinity scores, and activity scores, offering a detailed summary.
Cyclin-dependent kinase 6
partner:
Reaxense
upacc:
Q00534
UPID:
CDK6_HUMAN
Alternative names:
Cell division protein kinase 6; Serine/threonine-protein kinase PLSTIRE
Alternative UPACC:
Q00534; A4D1G0
Background:
Cyclin-dependent kinase 6 (CDK6), known alternatively as Cell division protein kinase 6 and Serine/threonine-protein kinase PLSTIRE, plays a pivotal role in cell cycle control and differentiation. It facilitates the G1/S transition, phosphorylates key proteins such as pRB/RB1 and NPM1, and interacts with D-type G1 cyclins. CDK6 is crucial for cell proliferation in specific tissues like the hippocampus and for thymocyte development, while also influencing cell differentiation and senescence.
Therapeutic significance:
CDK6's involvement in Microcephaly 12, primary, autosomal recessive, underscores its potential as a therapeutic target. This condition, characterized by significantly reduced brain size and cerebral cortex, highlights the critical role of CDK6 in brain development. Understanding CDK6's functions could lead to novel treatments for microcephaly and other cell proliferation disorders.
