An in silico structure-based approach to map the druggable allosteric space of membrane receptors

Lead Research Organisation: Queen's University Belfast
Department Name: Sch of Pharmacy

Abstract

Membrane receptors enable cells to respond to chemical and physical signals, activate a complex chain of biological events inside the cell and ultimately lead to a change in cell biology. The G protein-coupled receptors (GPCRs), ligand- and voltage-gated ion channel receptors and tyrosine kinase receptors are effective targets of nearly 60 % of the medicines currently used in clinics. The receptor biological state can be modulated by small molecule ligands acting on spatially distinct allosteric binding sites that result in more selective and safer medicines than those targeting orthosteric sites. Recent studies point to common mechanisms of allosteric regulation and the discovery of synthetic allosteric modulators for these receptor families. However, the discovery of allosteric sites and modulators has been largely serendipitous, achieved through high-throughput screening. A recent breakthrough in structural biology disclosed the crystal structures of several GPCRs bounded to allosteric modulators providing opportunities to develop predictive computational methodologies for allosteric medicine discovery in the membrane receptors.

We aim to develop a general structure-based computational methodology to search for allosteric binding sites in the membrane receptors. Since the newly available crystal structures of GPCR-allosteric modulator complexes indicate a diverse location of allosteric sites, we aim to develop computational procedures to map allosteric sites inside of the receptors; and outside of the receptor at the interface with the lipid bilayer. Our methodology will rely on the study of receptor dynamics in realistic cellular environment with the presence of carefully selected organic solvents. The organic solvents will be used as probes to search for binding sites. We will initially develop the methodology, where we predict allosteric sites for the receptors with the available crystal structures of a receptor-allosteric ligand complex (the training set) and then explore developed computational procedures predicting allosteric sites for new receptors (the test set) with further validation of the results of prediction in mutagenesis and compound screening. The bioamine, peptide and nucleotide receptors will be used to develop the methodology. We will use our receptor case studies together with sequence approaches to predict a general molecular basis of allosteric site location in GPCRs.

Our computational methodology will facilitate the development of new therapies for the treatment of GPCR-related diseases such as inflammation, infertility, metabolic and neurological disorders, viral infections and cancer. The computational strategy developed for one membrane receptor family will enable its applications to other receptor families.

Technical Summary

We intend to develop a computational methodology for the search of allosteric binding sites in the membrane receptors based on the cutting-edge enhanced sampling molecular dynamics combined with smart cosolvent mapping. We will address several current limitations in cosolvent mapping for the membrane proteins: probe non-specific binding, protein denaturation, limited probe sampling, and membrane distortion. We will initially develop the computational methodology of allosteric site mapping using the M2, PAR2, CCR9 and P2Y1 receptors of Class A, and the CRF1 and GCGR receptors of Class B GPCRs with the available crystal structures of a receptor-allosteric modulator complex. We will develop approaches of assessing the functional relevance of the sites that include construction of allosteric networks, druggability assessment and sequence analysis. Next, we will apply the developed protocols to predict allosteric sites of the D3, CXCR4 and PAR1 receptors. The predicted allosteric sites will be further tested in site-directed mutagenesis. In the case of PAR1, virtual screening of compound libraries followed by experimental test will be performed to further prove the computational methodology. Using the results of cosolvent mapping together with the phylogenetic analysis we will start rationalization of allosteric site location across the GPCR family.

Planned Impact

Understanding of allosteric regulation in biomolecules is essential for in-depth comprehension of a broad range of complex biological systems under physiological conditions and in diseases, and will greatly benefit the development of more selective, potent and effective allosteric drugs. Our study of allosteric modulation in GPCRs through mapping of putative binding sites and understanding their functional relevance and location across the GPCR family will facilitate identification novel pharmacological tools to further decipher the signalling complexities of GPCRs. In addition, our work will provide a conceptual framework to study allostery in other receptor families, such as ligand- and voltage-gated ion channels, tyrosine kinases and nuclear hormone receptors.

Our computational methodology will aim to overcome the limitations of currently available protocols for MD-cosolvent mapping and to develop a complex analysis of simulation data involving application of bio/chemoinformatics tools. This will be beneficial in atomistic computer simulations of other biosystems as well as materials, nanostructures and synthetic molecules.

The findings of this research will be disseminated through publications in leading international journals and presentations at international conferences. Research staff in this project may move on to careers in the industry where they could bring in the new multidisciplinary knowledge. The protocols to carry out research will be made widely available to academic and industrial scientists via various popular science and general online resources.

Allosteric modulators of GPCRs have emerged as a novel and highly desirable class of compounds. The direct outcome of the project will be an innovative, world leading, computational methodology for the search of allosteric sites that will facilitate allosteric drug discovery. There is a clear opportunity for the future exploitation of the results by engaging pharm and biotech companies. Therefore, in the long term our work will have a potential to improve the health and productivity of UK citizens and give a positive impact on the competitiveness of the UK pharmaceutical industry.
This project is strongly aligned with the BBSRC responsive mode priorities: Healthy ageing across the life course' 'Data driven biology' 'Systems approaches to the biosciences' and 'Technology development for the biosciences'. This research will therefore contribute towards achieving BBSRC's pathways to impact.

Pupils from primary and secondary schools, undergraduate students will benefit from our research development through public lectures within Science week in local schools, Researcher's night at Ulster Museum, Northern Ireland Science Festival in Belfast. We regularly host several high school students, who were introduced to on-going research in our labs sponsored by the Nuffield Research Foundation. General public and policy makers will learn about our research on Open Days at QUB and UoS, popular social networking sites (LinkedIn, Twitter and Facebook).
 
Description The project is still active. We have developed a probe-confined dynamic mapping protocol to detect allosteric sites in GPCRs. This protocol combined enhanced sampling molecular dynamics (MD) simulations with a fragment-based approach to map allosteric sites at various locations. The key feature of our protocol is the application of a cylinder-shaped wall potential to allow the movement of probes, i.e., fragment/cosolvent molecules within a defined area of the receptor. This approach has helped to overcome the membrane distortion due to cosolvent diffusion into the membrane and to keep a suitable sampling of probe molecules in the receptor while using small concentrations. Exploration of this protocol for several membrane-facing allosteric sites in retrospective and prospective manners will be presented. To facilitate the characterization of these sites we conducted quantum chemical calculations and standard MD simulations in three lipid compositions estimating the strength of intermolecular interactions and the physicochemical aspects of ligand binding at membrane-facing allosteric sites.

We tested our protocols on the PAR2 receptor. The recent crystal structure of PAR2 provides the first-time opportunity for the structure-based discovery of allosteric small molecule modulators. In our study, we used a combination of virtual screening and molecular dynamics simulations against the PAR2 structure to identify potential PAR2 allosteric modulators. Experimental validation of ligand-receptor interactions using a series of bioassays is underway. This study will foster the search for allosteric modulators for therapeutic purposes and contribute towards the understanding of allosteric mechanisms of PAR2 activation.
Exploitation Route The results of computational work are currently tested by our experimental lab and our collaborators. Site-directed mutagenesis and virtual screening are conducted for a number of GPCRs.
Sectors Pharmaceuticals and Medical Biotechnology

 
Description The research findings have been used as preliminary data and design of a new PhD project for the Collaboration in Training and Innovation for Growing, Evolving and Networked Societies (CITI-GENS) COFUND Doctoral Training Programme at Queen's University Belfast (QUB). The research finding has also been used for initiation research collaboration with a biotech company - Ermium Therapeutics.
First Year Of Impact 2021
Sector Pharmaceuticals and Medical Biotechnology
Impact Types Societal,Economic

 
Description ERNEST - European Research Network on Signal Transduction (CA18133) / Member of ERNEST Management Committee and the organizer of the first ERNEST Conference 
Organisation European Cooperation in Science and Technology (COST)
Department COST Action
Country Belgium 
Sector Public 
PI Contribution We were honoured to host the inaugural meeting of the European Research Network on Signal Transduction (ERNEST) funded by COST (Cooperation in Science and Technology) Action at Queen's University Belfast on October 28-30, 2019. PI was a main organizer of the GPCR meeting in Belfast. 150 delegates from 31 countries have attended the meeting, which made our conference a truly international event. This meeting was entitled "GPCR Pharmacology: Activation, Signalling and Drug Design" and focused on recent advances in knowledge and technology in the field. PI has designed the scientific program of the conference and has taken care of sponsor and venue arrangements. PDRA has gave a oral presentation on this BBSRC research project.
Collaborator Contribution ERNEST COST Network has provided funding to organize the event.
Impact Scientific outcomes of the meeting included recent advancements in cryo-electron microscopy, which is currently revolutionizing the field; how artificial intelligence and big data could drive pharmacology; the development of a multi-dimensional map of GPCR signal transduction and an overview of the IUPHAR / BPS Guide to PHARMACOLOGY database. The meeting had great networking opportunities and cultural experiences. On the first evening, a Welcome Reception with Deputy Lord Mayor Councillor Peter McReynolds, took place at the Belfast City Hall. The welcoming lectures were given by Michael Livingstone, a local historian, and Dr Aidan Seeley from the British Pharmacological Society. On the second evening, the Conference Dinner with traditional Irish dancing and music took place at the Great Hall. The conference has got additional sponsors: Belfast City Hall, Visit Belfast, British Pharmacological Society, ACS Pharmacology and Translational Science, Boehringer Ingelheim, Sosei Heptares, Nanotemper Technologies and Crelux, WuXi AppTec Company. As a result of this meeting, PI is a contributor to the ERNEST signalling map group.
Start Year 2019
 
Title Computational tool to predict allosteric sites in membrane proteins 
Description The jupyter notebook scripts to set up the mapping of allosteric sites in GPCRs used in the paper: Probe Confined Dynamic Mapping for GPCR Allosteric Site Prediction Ciancetta A., Gill A.K., Ding T., Karlov D.S., Chalhoub G., McCormick P.J. and Tikhonova I.G. ACS Central Science, 2021 in press https://doi.org/10.1021/acscentsci.1c00802 The automatic procedure of probe confined dynamic mapping is provided as jupyter notebooks (MIDAS_EC.ipynb, MIDAS_IC.ipynb, and MIDAS_LI.ipynb) available. The required input files are (i) pdb of a receptor (preoriented with OPM), membrane, and one copy of cosolvent/fragment structures and (ii) an input file containing the following information: a receptor, an orthosteric ligand (if applicable), cosolvent and membrane file names (1); an orthosteric ligand (if applicable), cosolvent, and lipid residue names (2); cosolvent/fragment molecular weight and desired water/probe m/m % (in the closed box) (3); and height of the water buffer region between the protein and the water/probe mixture box (4). 
Type Of Technology New/Improved Technique/Technology 
Year Produced 2021 
Open Source License? Yes  
Impact The product has received press coverage and new research collaborations. https://www.qub.ac.uk/News/Allnews/Newcomputermodellingcouldboostdrugdiscovery.html 
URL https://github.com/irinat12/Probe-Confined-Dynamic-Mapping-Protocols-GPCRs_membrane_proteins
 
Description 7th Annual CCPBioSim conference by Almudena Pino-Angeles 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Postgraduate students
Results and Impact 7th Annual CCPBioSim conference. Bristol, UK.
Oral presentation: Allosteric modulation in the GPCR-membrane interface.
Presentation of results in the front of computational chemists and biologists. Good suggestions to the project around the analysis of allosteric pockets and more insight into new opportunities in GPCR drug discovery.
Year(s) Of Engagement Activity 2019
 
Description From earlier SAR studies and recent crystal structures to rationalize peptide binding in GPCRs 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Postgraduate students
Results and Impact New collaborations have been established.
Year(s) Of Engagement Activity 2019
 
Description GPCR Pharmacology: activation, signalling and drug design. First ERNEST meeting (COST Action 18133). Almudena Pino-Angeles 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact Oral presentation: Structural features of extra-helical transmembrane allosteric sites in GPCRs in different lipidic environments. International discussion around the topic provided new ideas.
Year(s) Of Engagement Activity 2019
 
Description Participation in Postdoctoral Society Annual Symposium 2019 at Queen's University Belfast, 22nd March 2019, Almudena Pino-Angeles 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Postgraduate students
Results and Impact Presentation of computational prediction of allosteric sites to various experimentalists at the QUB. Presentation raised interest in the subject. New potential collaborations.
Year(s) Of Engagement Activity 2019
 
Description Poster at British Biophysical Society Biennial Meeting June 29-July 1, 2022 by PDRA, Kanhaya Lal 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Postgraduate students
Results and Impact Presentation of results and discussion of future collaboration.
Year(s) Of Engagement Activity 2022
 
Description QUB Postdoc Showcase by Almudena Pino-Angeles 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Postgraduate students
Results and Impact Poster: Using computational methods to study protein structures and drug discovery. Awareness of new ways of targeting GPCRs and discussions with non-field related scientists have boosted new ideas to the project.
Year(s) Of Engagement Activity 2019
 
Description Queen's Computational Biology Club Symposium. Almudena Pino-Angeles 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Postgraduate students
Results and Impact Poster: Tracing the allosteric binding pathways to the cell membrane-GPCR interface. Discussions with bioinformaticians and appreciation of the application of AI in GPCR research.
Year(s) Of Engagement Activity 2019
 
Description Talk at ACS National Meeting at Indianapolis 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact New collaborations.
Year(s) Of Engagement Activity 2023
 
Description Talk at GPCRs - Targeted Drug Discovery Summit 2022 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact I will give a talk at the GPCRs - Targeted Drug Discovery Summit 2022 as an invited speaker.
Year(s) Of Engagement Activity 2022
URL https://gpcrs-drugdiscovery.com/