Sean Ekins

Sean Ekins is a scientific leader with over twenty-three years of broad experience in drug discovery. He was born in Cleethorpes, England, on 2 March 1970 to John Ekins and Elsie May Ekins. He grew up in Grimsby. Ekins attended Edward Street Primary and Middle School followed by Havelock School. Ekins then earned his HND Science Applied Biology from Nottingham Trent University (formerly Polytechnic, 1988–1991), graduating in 1991, with a sandwich year (1989–1990) at the pharmaceutical company Servier in Fulmer, UK where his interest in drug discovery was established. Ekins then earned his MSc in Clinical Pharmacology (1991–1992) at the University of Aberdeen with a dissertation entitled "Speculations on the relative roles of cytochrome P450 and flavin containing monooxygenase in the metabolism of S12363"{{cite journal | last1 = Ekins | first1 = S. |display-authors=etal | year = 1993 | title = The role of cytochrome P4503A in the metabolism of the vinca alkaloid a-aminophosphonate derivative S12363 by human liver microsomes | doi = 10.1111/j.1365-2125.1993.tb04214.x | journal = Br J Clin Pharmacol | volume = 36 | issue = 2| pages = 165P–166P | pmc = 1364582 | pmid=8398587}} he then earned a PhD in clinical pharmacology, at the University of Aberdeen in 1996, funded by Servier, and wrote a thesis entitled "Maintenance and cryopreservation of xenobiotic metabolism in precision-cut liver slices. Evaluation of an alternative in vitro model to isolated hepatocytes". During his PhD he developed an interest in predicting drug-drug interactions computationally as an alternative to using animal models.

From 1996-1998 Ekins continued his research as a Postdoc at Eli Lilly and Company laboratories characterizing the little-known CYP2B6 and applied computational methods to this enzyme. He collected drug-drug interaction Ki data for other P450s and generated pharmacophores. He created test sets to test the models, that were ultimately published.{{cite journal | last1 = Ekins | first1 = J.H. | last2 = Bravi | first2 = S. | last3 = Binkley | first3 = G. | last4 = Gillespie | first4 = S. | last5 = Ring | first5 = J.S. | last6 = Wikel | first6 = B.J. | last7 = Wrighton | first7 = S.A. | year = 1999 | title = Three and four dimensional-quantitative structure activity relationship analyses of CYP3A4 inhibitors | url = http://jpet.aspetjournals.org/content/291/1/424.full.pdf+html?sid=99bffa04-48cb-4cbf-bac6-d94e568b5b31 | journal = J. Pharmacol. Exp. Ther. | volume = 290 | pages = 429–438 }}{{cite journal | last1 = Ekins | first1 = S. | display-authors = etal | year = 1999 | title = Three and four dimensional-quantitative structure activity relationship (3D / 4D-QSAR) analyses of CYP2D6 inhibitors | journal = Pharmacogenetics | volume = 9 | issue = 4| pages = 477–489 | pmid = 10780267 }}{{cite journal | last1 = Ekins | first1 = S. | display-authors = etal | year = 1999 | title = Three dimensional-quantitative structure activity relationship analyses of substrates for CYP2B6 | journal = Pharm Exp Ther | volume = 288 | issue = 1| pages = 21–29 | pmid = 9862748 }}{{cite journal | last1 = Ekins | first1 = G. Wikel J.H. | last2 = Bravi | first2 = S. | last3 = Wrighton | first3 = SA | year = 1999 | title = Three dimensional quantitative structure activity relationship (3D-QSAR) analysis of CYP3A4 substrates | url = http://jpet.aspetjournals.org/content/291/1/424.full.pdf+html?sid=99bffa04-48cb-4cbf-bac6-d94e568b5b31 | journal = J Pharmacol Exp Ther | volume = 291 | pages = 424–433 }}{{cite journal | last1 = Ekins | first1 = S. | last2 = Wrighton | first2 = S.A. | year = 1999 | title = The role of CYP2B6 in human xenobiotic metabolism | journal = Drug Metab Rev | volume = 31 | issue = 3| pages = 719–754 | doi=10.1081/dmr-100101942| pmid = 10461547 }} He published seminal ideas on how such models could be used to profile libraries of compounds for predicted drug-drug interactions.Ekins, S. et al. (2000) Predicting drug-drug interactions in silico using pharmacophores: a paradigm for the next millennium. In Pharmacophore perception, development, and use in drug design (Guner, O.F., ed.), pp. 269-299, IUL{{cite journal | last1 = Ekins | first1 = S. | display-authors = etal | year = 2000 | title = Progress in predicting human ADME parameters in silico | journal = J Pharmacol Toxicol Methods | volume = 44 | issue = 1| pages = 251–272 | doi=10.1016/s1056-8719(00)00109-x| pmid = 11274894 }}

In late 1998 Ekins joined Pfizer and continued his interest in predicting drug-drug interactions and ADME properties. In 1999 he moved to Lilly to build a predictive ADME/Tox group. Between 1999 and late 2001 he generated pharmacophores and statistical models for various proteins including P-glycoprotein,{{cite journal | last1 = Ekins | first1 = S. | display-authors = etal | year = 2002 | title = Application of three dimensional quantitative structure-activity relationships of P-glycoprotein inhibitors and substrates | journal = Mol Pharmacol | volume = 61 | issue = 5| pages = 974–981 | doi=10.1124/mol.61.5.974| pmid = 11961114 | s2cid = 7619918 }}{{cite journal | last1 = Ekins | first1 = S. | display-authors = etal | year = 2002 | title = Three dimensional quantitative structure-activity relationships of inhibitors of P-glycoprotein | journal = Mol Pharmacol | volume = 61 | issue = 5| pages = 964–973 | doi=10.1124/mol.61.5.964| pmid = 11961113 | s2cid = 8018230 }}hERGhttp://jpet.aspetjournals.org/content/301/2/427.full.pdf+html?sid=99bffa04-48cb-4cbf-bac6-d94e568b5b31 Ekins, S. Crumb, W.J. Sarazan, R.D. Wikel, J.H. and Wrigton, S.A. (2002) Three dimensional quantitative structure activity relationship for the inhibition of the hERG (human ether-a-gogo related gene) potassium channel. J Pharmacol Exp Ther 301, 427-434 PXR{{cite journal | last1 = Ekins | first1 = S. | last2 = Erickson | first2 = J.A. | year = 2002 | title = A pharmacophore for human pregnane-X-receptor ligands | journal = Drug Metab Dispos | volume = 30 | issue = 1| pages = 96–99 | doi=10.1124/dmd.30.1.96| pmid = 11744617 | s2cid = 20521103 }} and enzymes.Ekins, S. et al. (2002) Pharmacophore insights into the active sites of the CYP3A enzymes. The Pharmacologist 44 Supplement, 114.{{cite journal | last1 = Ethell | first1 = B.T. | display-authors = etal | year = 2002 | title = Quantitative structure activity relationships for the glucuronidation of simple phenols by expressed human UGT1A6 and UGT1A9 | journal = Drug Metab. Dispos. | volume = 30 | issue = 6| pages = 734–738 | doi=10.1124/dmd.30.6.734| pmid = 12019203 | s2cid = 18689723 }}

In December 2001 he started work for a start-up company, Concurrent Pharmaceuticals (now Vitae Pharmaceuticals){{cite web|url=http://www.biospace.com/news_story.aspx?NewsEntityId=18576520| title=Concurrent Pharmaceuticals Changes Name To Vitae Pharmaceuticals And Secures $34 Million in Financing|date=19 October 2005|website=biospace.com|access-date=23 May 2014}} as the Associate Director, Computational Drug Discovery. He was responsible for developing computational models for ADME/Tox and targets of interest. During this time he developed an interest in the polypharmacology of ADME/Tox proteins. In 2004 he joined GeneGo (now owned by Thomson Reuters) as vice president, Computational Biology and developed the MetaDrug product (patent pending).{{cite journal | last1 = Ekins | first1 = S. | display-authors = etal | year = 2005 | title = Computational Prediction of Human Drug Metabolism | journal = Expert Opin Drug Metab Toxicol | volume = 1 | issue = 2| pages = 303–324 | doi=10.1517/17425255.1.2.303| pmid = 16922645 | s2cid = 32612412 }}Ekins, S. et al. (2005) Systems biology: applications in drug discovery. In Drug discovery handbook (Gad, S., ed.), pp. 123-183, Wiley{{cite journal | last1 = Ekins | first1 = S. | display-authors = etal | year = 2005 | title = A Novel Method for Visualizing Nuclear Hormone Receptor Networks Relevant to Drug Metabolism | journal = Drug Metab Dispos | volume = 33 | issue = 3| pages = 474–481 | doi=10.1124/dmd.104.002717| pmid = 15608136 | s2cid = 25141855 }}{{cite journal | last1 = Ekins | first1 = S. | display-authors = etal | year = 2005 | title = Techniques: Application of Systems Biology to Absorption, Distribution, Metabolism, Excretion, and Toxicity | journal = Trends Pharmacol Sci | volume = 26 | issue = 4| pages = 202–209 | doi=10.1016/j.tips.2005.02.006| pmid = 15808345 }}

In 2005 he earned his D.Sc. in Science from the University of Aberdeen with a thesis entitled "Computational and in vitro models for predicting drug interactions in humans".

From 2006-2016 Ekins consulted for several companies including for Collaborative Drug Discovery.

In 2011 Ekins Co-Founded Phoenix Nest working on treatments for Sanfilippo Syndrome.

In 2015, Ekins founded Collaborations Pharmaceuticals, a privately owned company that performs research and development on innovative therapeutics for multiple rare and infectious diseases. Collaborations Pharmaceuticals partners with academics and companies to identify and translate early preclinical to clinical stage assets.

Ekins has also carried out independent research and collaborative research on topics including pharmacophores for drug transporters, cheminformatics for predicting immunoassay cross reactivity, models for studying nuclear receptor-ligand co-evolution, computational models for PXR agonists and antagonists as well as analyses of large datasets and crowdsourcing data.

In 2010 Sean Ekins was the co-author of seminal papers around data sharing and making pharmaceutical data more open publishing papers:

1. on the long overdue need for making preclinical ADME/Tox data precompetitive{{cite journal | last1 = Ekins | first1 = S | last2 = Williams | first2 = AJ | year = 2010 | title = Precompetitive Preclinical ADME/Tox Data: Set It Free on The Web to Facilitate Computational Model Building to Assist Drug Development | journal = Lab on a Chip | volume = 10 | issue = 1| pages = 13–22 | doi=10.1039/b917760b | pmid=20024044| url = https://figshare.com/articles/journal_contribution/654057 }}

2. how crowdsourcing could be used in the pharmaceutical industryEkins S. and Williams AJ, Reaching out to collaborators: crowdsourcing for pharmaceutical research, Pharm Res, 27: 393-395, 2010.

3. how computational models for pharmacoeconomics could be shared by the scientific communityArnold RJG and Ekins S, Time for cooperation in health economics among the modeling community, PharmacoEconomics, 28(8):609-613, 2010

4. what tools are still needed in cheminformatics and how methods for model sharing will be importantEkins S, Gupta R, Gifford E, Bunin BA, Waller CL, Chemical Space: missing pieces in cheminformatics, Pharm Res, 27: 2035-2039, 2010

5. How pharmaceutical companies could use open source molecular descriptors and algorithms which would facilitate computational model sharing with the academic and neglected disease community{{cite journal | last1 = Gupta | first1 = Rishi R. | last2 = Gifford | first2 = EM | last3 = Liston | first3 = T | last4 = Waller | first4 = CL | last5 = Hohman | first5 = M | last6 = Bunin | first6 = BA | last7 = Ekins | first7 = S | year = 2010 | title = Using open source computational tools for predicting human metabolic stability and additional ADME/Tox properties | journal = Drug Metab Dispos | volume = 38 | issue = 11| pages = 2083–2090 | doi=10.1124/dmd.110.034918| pmid = 20693417 | s2cid = 8095030 }}

This work is important because it was the first prominent advocacy for making a broad array of approaches to make preclinical and postmarketing data and models available as well as the demonstration of the feasibility of such approaches. Ekins served on the advisory group for ChemSpider and provided an array of pharmaceutical data sets to the database to make it available to the community.

While working for Collaborative Drug Discovery, (funded by the Bill and Melinda Gates Foundation) he analyzed data provided to the public domain by the pharmaceutical industry. Specifically this was malaria screening data from GlaxoSmithKline for over 13,000 compounds. As a result of this work an important caution was provided to the scientific community in accepting such data at face value.{{cite journal | last1 = Ekins | first1 = Sean | authorlink2 = Antony John Williams | last2 = John Williams | first2 = Antony | year = 2010 | title = When Pharmaceutical Companies Publish Large Datasets: An Abundance of riches or fool's gold? | journal = Drug Discov Today | volume = 15 | issue = 19–20| pages = 812–815 | pmid = 20732447 | doi=10.1016/j.drudis.2010.08.010}} These data were compared to other malaria and tuberculosis data.Ekins S and Williams AJ, 2010 Meta-analysis of molecular property patterns and filtering of public datasets of antimalarial "hits" and drugs, MedChemComm 1: 325-330,

In addition he provided analyses of very large libraries of tuberculosis data which highlight important physicochemical properties,.{{cite journal | last1 = Ekins | first1 = S | last2 = Bradford | first2 = J | last3 = Dole | first3 = K | last4 = Spektor | first4 = A | last5 = Gregory | first5 = K | last6 = Blondeau | first6 = D | last7 = Hohman | first7 = M | last8 = Bunin | first8 = BA | year = 2010 | title = A Collaborative Database and Computational Models for Tuberculosis Drug Discovery | journal = Mol BioSyst | volume = 6 | issue = 5| pages = 840–851 | pmid = 20567770 | doi=10.1039/b917766c}}{{cite journal | last1 = Ekins | first1 = S | last2 = Kaneko | first2 = T | last3 = Lipinski | first3 = CA | last4 = Bradford | first4 = J | last5 = Dole | first5 = K | last6 = Spektor | first6 = A | last7 = Gregory | first7 = K | last8 = Blondeau | first8 = D | last9 = Ernst | first9 = S | last10 = Yang | first10 = J | last11 = Goncharoff | first11 = N | last12 = Hohman | first12 = M | last13 = Bunin | first13 = BA | year = 2010 | title = Analysis and hit filtering of a very large library of compounds screened against Mycobacterium tuberculosis | journal = Mol Biosyst | volume = 6 | issue = 11| pages = 2316–2324 | pmid = 20835433 | doi=10.1039/c0mb00104j}}

Ekins has highlighted gaps in TB research, specifically in how cheminformatics and other computational tools could be integrated to improve efficiency{{cite journal | last1 = Ekins | first1 = S | last2 = Freundlich | first2 = JS | last3 = Choi | first3 = I | last4 = Sarker | first4 = M | last5 = Talcott | first5 = C | year = 2011 | title = Computational Databases, Pathway and Cheminformatics Tools for Tuberculosis Drug Discovery | journal = Trends in Microbiology | volume = 19 | issue = 2| pages = 65–74 | pmid = 21129975 | doi=10.1016/j.tim.2010.10.005 | pmc=3034835}} and provided examples of how computational methods can be used to assist in screening for compounds active against TB{{Cite journal|last1=Lamichhane|first1=Gyanu|last2=Freundlich|first2=Joel S.|last3=Ekins|first3=Sean|last4=Wickramaratne|first4=Niluka|last5=Nolan|first5=Scott T.|last6=Bishai|first6=William R.|date=2011-02-01|title=Essential metabolites of Mycobacterium tuberculosis and their mimics|journal=mBio|volume=2|issue=1|pages=e00301–00310|doi=10.1128/mBio.00301-10|issn=2150-7511|pmc=3031304|pmid=21285434}}

In February 2011 Ekins began participating in the MM4TB project as part of Collaborative Drug Discovery.{{Cite web |url=http://mm4tb.org/ |title=MM4TB project |access-date=3 March 2011 |archive-date=27 July 2011 |archive-url=https://web.archive.org/web/20110727090654/http://mm4tb.org/ |url-status=dead }} led by Professor Stewart Cole.{{Cite web|url=https://archiveweb.epfl.ch/cole-lab.epfl.ch/index.html|title=UPCOL – Cole Lab – Chair of Microbial Pathogenesis|access-date=5 August 2023}}

Ekins co-developed a Wiki with Antony John Williams called Science Mobile Applications[http://www.scimobileapps.com/index.php?title=Main_Page The SciMobileApps Wiki] launched 21 June 2011.[http://www.chemconnector.com/2011/06/21/announcing-the-scimobileapps-wiki-for-community-based-listing-of-science-apps/ Announcement of the SciMobileApps Wiki] Initially this grew out of a desire to track chemistry Apps{{Cite web|url=http://www.rsc.org/chemistryworld/Issues/2010/May/MobileChemistryChemistryHandsFace.asp|title=Comment|accessdate=5 August 2023}} (for a paper submitted) and then Apps for science in the chemistry classroom.{{cite journal|doi=10.1021/ed200029p | volume=88 | issue=6 | title=Smart Phones, a Powerful Tool in the Chemistry Classroom | journal=Journal of Chemical Education | pages=683–686 | last1 = Williams | first1 = Antony J.| bibcode=2011JChEd..88..683W | year=2011| url=https://figshare.com/articles/journal_contribution/652981 }}

Using their respective blogs, Ekins and Antony Williams alerted the scientific community within days of the release of the NCGC NPC browser.{{Cite web|url=http://tripod.nih.gov/npc/|title = Tripod Development}} that there were significant errors in molecule structures. These observations were later published as an editorial in Drug Discovery Today.{{cite journal | pmid = 21871970 | doi=10.1016/j.drudis.2011.07.007 | volume=16 | issue=17–18 | title=A quality alert and call for improved curation of public chemistry databases | date=September 2011 | pages=747–50 | journal=Drug Discov. Today | last1 = Williams | first1 = AJ | last2 = Ekins | first2 = S}}

In 2015, Sean founded Collaborations Pharmaceuticals to build upon collaborations and projects that came out of applying using machine learning approaches. The projects involved neglected diseases such as Tuberculosis, Chagas disease and rare diseases such as Batten Disease, Pitt Hopkins Syndrome and others. To date they have obtained 8 orphan drug designations across 5 rare or neglected diseases, and have widely published their results in peer reviewed journals.[SE1]  The company has obtained over $7.6M of funding from NIH and DOD grants to date.

Ebola Research

Since 2014 Sean has worked on Ebola drug discovery publishing [https://pubmed.ncbi.nlm.nih.gov/?term=Ekins%20and%20Ebola&sort=date 19 articles]. One of these was the first use of a machine learning model to identify compounds active against Ebola [https://pubmed.ncbi.nlm.nih.gov/26834994/ (here)]. [SE2] This identified three active compounds (tilorone, quinacrine and pyronaridine) in vitro which have been subsequently tested in vivo and found to be active in mouse (Articles [https://pubmed.ncbi.nlm.nih.gov/29133569/ 1],[https://pubmed.ncbi.nlm.nih.gov/31307979/ 2],[https://pubmed.ncbi.nlm.nih.gov/31751347/ 3]) (Most recently [https://pubmed.ncbi.nlm.nih.gov/32682926/ pyronaridine was shown to have some in vivo activity] against Ebola in a Guinea pig. These molecules have also [https://pubmed.ncbi.nlm.nih.gov/32798602/ shown activity against Marburg], and [https://pubmed.ncbi.nlm.nih.gov/32832035/ bind the Ebola glycoprotein].

Chagas Disease Research

In 2015 Sean developed a [https://pubmed.ncbi.nlm.nih.gov/26114876/ machine learning model to predict molecules with activity against T.Cruzi], the parasite which cause Chagas Disease. Pyronaridine was one of several molecules identified with in vitro and in vivo activity.

SARS-CoV-2 Research

In 2020 the three molecules identified with activity against Ebola were tested against SARS-CoV-2 and were of potential interest as tilorone was [https://pubmed.ncbi.nlm.nih.gov/32205350/ shown to inhibit MERS] and is [https://pubmed.ncbi.nlm.nih.gov/32215760/ well known to inhibit other viruses].

Software Products

Collaborations Pharmaceuticals Inc. has developed several software products including Assay Central®, MegaTox®, MegaTrans® and MegaPredict® which leverage data curation and machine learning to curate models relevant for drug discovery and computational ADME/Tox.

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Ekins has edited or co-edited [http://www.wiley.com/WileyCDA/Section/id-WILEY2_SEARCH_RESULT.html?query=sean%20ekins 4 books] for Wiley including: Computer Applications in Pharmaceutical Research and Development (2006), Computational Toxicology: Risk Assessment For Pharmaceutical and Environmental Chemicals(1007), Drug Efficacy, Safety, and Biologics Discovery(2009) and Collaborative Computational Technologies for Biomedical Research (2011) All the books have an underlying connection with computational technologies and their application for pharmaceutical R&D.

His most recent edited book is [https://onlinelibrary.wiley.com/doi/book/10.1002/9781119282594 Computational Toxicology: Risk Assessment for Chemicals] which follows on from the earlier book [https://www.wiley.com/en-us/Computational+Toxicology%3A+Risk+Assessment+for+Pharmaceutical+and+Environmental+Chemicals-p-9780470145890 Computational Toxicology: Risk Assessment for Pharmaceutical and Environmental Chemicals.]

Ekins is inventor on four issued US patents,U.S. Patent no 6564152: Ekins S and Smith BJ, "Pharmacophore models for, methods of screening for, and identification of the cytochrome P-450 inhibitory potency of neurokinin-1 receptor antagonists."[http://patft.uspto.gov/netacgi/nph-Parser?Sect1=PTO2&Sect2=HITOFF&p=1&u=%2Fnetahtml%2FPTO%2Fsearch-bool.html&r=1&f=G&l=50&co1=AND&d=PTXT&s1=ekins&s2=neurokinin-1&OS=ekins+AND+neurokinin-1&RS=ekins+AND+neurokinin-1] and U.S. Patent no 6489094: Ekins S, Kelly KG, Johnson DL, "Method and device for drug-drug interaction testing sample preparation" [http://patft.uspto.gov/netacgi/nph-Parser?Sect1=PTO2&Sect2=HITOFF&p=1&u=%2Fnetahtml%2FPTO%2Fsearch-bool.html&r=22&f=G&l=50&co1=AND&d=PTXT&s1=Ekins&s2=CYP2D6&OS=Ekins+AND+CYP2D6&RS=Ekins+AND+CYP2D6].

==Most cited articles==

Ekins's most cited scientific articles are the following:Sean Ekins, Google Scholar, https://scholar.google.com/citations?user=6NNfXAMAAAAJ&hl=en, 4 January 2025.

1. In silico pharmacology for drug discovery: methods for virtual ligand screening and profiling, British journal of pharmacology, 2007 (959 citations 4.1.2025)
2. In silico pharmacology for drug discovery: applications to targets and beyond, British journal of pharmacology, 2007 (531 citations 4.1.2025)
3. Exploiting machine learning for end-to-end drug discovery and development, Nature materials, 2019 (522 citations 4.1.2025)
4. Progress in predicting human ADME parameters in silico, Journal of pharmacological and toxicological methods, 2000 (384 citations 4.1.2025)

{{Reflist}}

• [http://www.linkedin.com/profile/view?id=559027&trk=tab_pro Sean Ekins LinkedIn Profile]
• [http://www.collaborations.com/CHEMISTRY.HTM Collaborations in Chemistry]
• [http://www.slideshare.net/ekinssean Sean Ekins Presentations]
• [http://www.collabchem.com/ Sean Ekins Blog]
• {{Google Scholar id|6NNfXAMAAAAJ}}

{{Authority control}}

{{DEFAULTSORT:Ekins, Sean}}

Category:English pharmacologists

Category:British toxicologists

Category:1970 births

Category:Living people

Category:Alumni of the University of Aberdeen