Suzanne
Ackloo
*a,
Albert A.
Antolin
b,
Jose Manuel
Bartolome
c,
Hartmut
Beck
d,
Alex
Bullock
e,
Ulrich A. K.
Betz
f,
Jark
Böttcher
g,
Peter J.
Brown
h,
Menorca
Chaturvedi
i,
Alisa
Crisp
j,
Danette
Daniels
k,
Jan
Dreher
d,
Kristina
Edfeldt
l,
Aled M.
Edwards
a,
Ursula
Egner
m,
Jon
Elkins
e,
Christian
Fischer
n,
Tine
Glendorf
o,
Steven
Goldberg
p,
Ingo V.
Hartung
q,
Alexander
Hillisch
d,
Evert
Homan
r,
Stefan
Knapp
st,
Markus
Köster
i,
Oliver
Krämer
i,
Josep
Llaveria
c,
Uta
Lessel
u,
Sven
Lindemann
f,
Lars
Linderoth
o,
Hisanori
Matsui
v,
Maurice
Michel
r,
Florian
Montel
w,
Anke
Mueller-Fahrnow
m,
Susanne
Müller
st,
Dafydd R.
Owen
x,
Kumar Singh
Saikatendu
y,
Vijayaratnam
Santhakumar
a,
Wendy
Sanderson
z,
Cora
Scholten
aa,
Matthieu
Schapira
aab,
Sujata
Sharma
p,
Brock
Shireman
p,
Michael
Sundström
l,
Matthew H.
Todd
ac,
Claudia
Tredup
st,
Jennifer
Venable
p,
Timothy M.
Willson
ad and
Cheryl H.
Arrowsmith
*aae
aStructural Genomics Consortium, University of Toronto, Toronto, Ontario M5G 1L7, Canada. E-mail: suzanne.ackloo@utoronto.ca; aled.edwards@utoronto.ca; Cheryl.Arrowsmith@uhnresearch.ca
bProCURE, Catalan Institute of Oncology, Oncobell, Bellvitge Institute for Biomedical Research (IDIBELL), L'Hospitalet del Llobregat, Barcelona, Catalonia, Spain. E-mail: aantolin@idibell.cat
cA Division of Janssen-Cilag S.A., Janssen Research and Development, Toledo, Spain. E-mail: jbartolo@its.jnj.com; JLlaveri@ITS.JNJ.com
dResearch and Development, Bayer AG, Pharmaceuticals, 42103 Wuppertal, Germany. E-mail: hartmut.beck@bayer.com; jan.dreher@bayer.com; alexander.hillisch@bayer.com
eCenter for Medicines Discovery, Old Road Campus, University of Oxford, Roosevelt Drive, Headington, Oxford, OX3 7DQ, UK. E-mail: alex.bullock@cmd.ox.ac.uk; jon.elkins@cmd.ox.ac.uk
fMerck KGaA, Darmstadt, Germany. E-mail: ulrich.betz@merckgroup.com; Sven.Lindemann@merckgroup.com
gBoehringer Ingelheim RCV GmbH & Co KG, Vienna, Austria. E-mail: jark.boettcher@boehringer-ingelheim.com
hStructural Genomics Consortium, University of North Carolina at Chapel Hill, USA. E-mail: peter.brown@unc.edu
iBoehringer Ingelheim International, Binger Str. 173, D-55216 Ingelheim, Germany. E-mail: menorca.chaturvedi@boehringer-ingelheim.com; markus.koester@boehringer-ingelheim.com; oliver.kraemer@boehringer-ingelheim.com
jDivision of Cancer Therapeutics, The Institute of Cancer Research, London, SM2 5NG, UK. E-mail: Alisa.crisp@icr.ac.uk
kFoghorn Therapeutics, 500 Technology Square, Suite 700, Cambridge, MA 02139, USA. E-mail: DDaniels@foghorntx.com
lStructural Genomics Consortium, Department of Medicine, Karolinska University Hospital and Karolinska Institutet, Stockholm, Sweden. E-mail: kristina.edfeldt@ki.se; michael.sundstrom@ki.se
mNuvisan Innovation Campus Berlin GmbH, Müllerstraße 178, 13353, Berlin, Germany. E-mail: egner.target2035@web.de; anke.mueller-fahrnow@nuvisan.com
nDiscovery Chemistry, Merck & Co., Inc., Boston, Massachusetts 02115, USA. E-mail: christian_fischer@merck.com
oResearch & Early Development, Novo Nordisk A/S, Måløv, Denmark. E-mail: tgle@novonordisk.com; lrli@novonordisk.com
pJanssen Research and Development LLC, San Diego, California, USA. E-mail: SGoldbe1@its.jnj.com; ssharm505@ITS.JNJ.com; BShirema@its.jnj.com; JVenable@its.jnj.com
qMedicinal Chemistry, Global R&D, Merck Healthcare KGaA, Frankfurter Straße 250, 64293, Darmstadt, Germany. E-mail: ingo.hartung@merckgroup.com
rScience for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Stockholm, Sweden. E-mail: evert.homan@ki.se; maurice.grube@scilifelab.se
sInstitute of Pharmaceutical Chemistry, Goethe University Frankfurt, Frankfurt 60438, Germany. E-mail: knapp@pharmchem.uni-frankfurt.de; tredup@pharmchem.uni-frankfurt.de
tStructural Genomics Consortium, BMLS, Goethe University Frankfurt, Frankfurt 60438, Germany. E-mail: susanne.mueller-knapp@bmls.de
uBoehringer Ingelheim Pharma GmbH & Co. KG, Birkendorfer Str. 65, D-88397 Biberach an der Riss, Germany. E-mail: uta.lessel@boehringer-ingelheim.com
vNeuroscience Drug Discovery Unit, Research, Takeda Pharmaceutical Company Limited, Fujisawa, Kanagawa, Japan. E-mail: hisanori.matsui@takeda.com
wBoehringer Ingelheim Pharma GmbH & Co. KG, Birkendorfer Str. 65, D-88397 Biberach an der Riss, Germany. E-mail: florian.montel@boehringer-ingelheim.com
xDiscovery Network Group, Pfizer Medicine Design, Cambridge, MA 02139, USA. E-mail: Dafydd.Owen@pfizer.com
yGlobal Research Externalization, Takeda California, Inc., 9625 Towne Center Drive, San Diego, CA 92121, USA. E-mail: kumar.saikatendu@takeda.com
zJanssen Research & Development, Janssen Pharmaceutica N. V, Beerse, Belgium. E-mail: WSANDERS@its.jnj.com
aaResearch and Development, Bayer AG, Pharmaceuticals, 13353 Berlin, Germany. E-mail: cora.scholten@bayer.com
abDepartment of Pharmacology & Toxicology, University of Toronto, Toronto, Ontario M5S 1A8, Canada
acSchool of Pharmacy, University College London, London, WC1N 1AX, UK. E-mail: mattoddchem@gmail.com
adStructural Genomics Consortium, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA. E-mail: tim.willson@unc.edu
aePrincess Margaret Cancer Centre, Toronto, Ontario M5G 1L7, Canada
First published on 16th March 2023
Target 2035, an international federation of biomedical scientists from the public and private sectors, is leveraging ‘open’ principles to develop a pharmacological tool for every human protein. These tools are important reagents for scientists studying human health and disease and will facilitate the development of new medicines. It is therefore not surprising that pharmaceutical companies are joining Target 2035, contributing both knowledge and reagents to study novel proteins. Here, we present a brief progress update on Target 2035 and highlight some of industry's contributions.
![]() | ||
Fig. 1 Current analysis of the global scope of chemical probes. The percentage of the proteome that is predicted to be ligandable has been derived from canSAR;24 it calculates the ligandability of all proteins using 3D structures from either the PDB and/or AlphaFold Protein Structure Database. The liganded proteome has been calculated assuming that a protein is liganded if it has a small molecule in public chemical databases24 with a binding or inhibition activity more potent than 10 micromolar. The human targets that can be currently studied with a chemogenomics library or a chemical probe have been calculated from public databases24 using the potency, selectivity and cell activity thresholds displayed. This analysis does not include data from patents unless they have been curated in ChEMBL25 or BindingDB.26 |
The goals of Target 2035 can only be accomplished by expanding hit-finding approaches beyond traditional methods. This is especially true for un/understudied proteins that have no link to disease. Traditional hit-finding methods tend to be prohibitively resource-intensive and limited to large private sector entities. During the past year Target 2035 launched two PPPs, Critical Assessment of Computational Hit-finding Experiments (CACHE),17 and Open Chemistry Networks (OCN).18 CACHE was conceived by a working group of experts from the public and private sector, including leaders of D3R, a previous similar initiative.19 Because CACHE is a prospective hit-finding exercise, where predicted compounds are procured and tested using biophysical and biochemical methods, the metric of success is hit rate, diversity, and drug likeness rather than binding pose or docking score. As such, CACHE is complementary to previous and current excellent computational chemistry benchmarking efforts such as D3R or SAMPL.19,20
In CACHE,17 computational chemists have three unique opportunities per year to benchmark their algorithms and processes. In every challenge, each participant predicts up to 100 ligands for new, expert-curated targets. The predicted compounds are purchased, evaluated experimentally in target-specific assays, and binding data returned to participants. For methods that successfully predicted binders, a second (and final) round of predictions is performed making use of the experimental results from the first round, if possible. Three benchmarking challenges (https://cache-challenge.org/) are currently underway for LRRK2 WD40 repeat domain (WDR),21 SARS-CoV-2 NSP13 RNA-binding domain, and SARS-CoV-2 NSP3 ADP-ribose binding site each with 25 participants.22
OCN is an international, open, and inclusive chemistry network that exists to bring together chemists and biochemists in the community with a common aim of developing probes to understudied targets.23 It has the potential to involve global chemistry contributors, helping to develop small molecule binders for proteins for which there may be no local expertise. Since all data are open and clearly licenced as CC-BY, contributors can use these data in their own applications for follow-on funding. The current targets include RBBP4, HIPK4, PLCZ1, NSP13, and ABHD2 each having unique needs.18 However, all projects are contingent on synthetic chemist trainees, and target champions from the drug discovery industry. The data generated may be used to facilitate funding opportunities for downstream research.
Pharmaceutical companies have collaborated effectively within PPPs, especially in the pre-competitive space8,27,28 and will continue to contribute towards Target 2035 by donating29 and co-developing chemical probes,4,30–34 and other pharmacological tools which can be used by the global research community without restrictions. In addition, industry (outside the umbrella of Target 2035) hosts open innovation programs wherein the global academic research community can access first-in-class compounds, by proposing exciting hypothesis-driven science. Noteworthy examples are the AACR-Bayer Innovation and Discovery Grants,35 Boehringer Ingelheim's OpnMe,7,36,37 Merck KGaA's Open Innovation Portal,38 Co-Create Knowledge for Pharma Innovation with Takeda Funding,39 and Novo Nordisk's Compound Sharing platform.40 In the following section, representatives from the private sector independently added granularity to their company's contributions to open science.
Based on the recognition that “in open science everybody wins”, Bayer is increasingly interested to join efforts with academia to evaluate innovative targets. The idea is to combine the best of both worlds, by bringing together industrial lead optimization expertise with specific academic bioassay knowledge, for the benefit of all parties. Bayer's first co-developed chemical probe was the SMYD2 inhibitor BAY-598 for cancer.43 The latest example is the USP21 inhibitor BAY-80544 which is the first potent and selective probe for USP21. It will help researchers gain new insights into the intriguing disease biology of immune-oncology.
Apart from providing chemical probes, Bayer is also engaged in a variety of IMI projects contributing to open science via developing IT tools, databases, and technology platforms. Bayer shares the opinion that the ambitious goal of the Target 2035 initiative, to deliver a chemical probe for every potential target protein, can only be achieved by enhanced use of computational tools. To support this effort, Bayer co-initiated together with the SGC the CACHE17 initiative, to predict small molecules as potential target protein binders and to benchmark and ultimately improve various computational hit-finding methods.
All these manifold tools provided through open science will strongly contribute to deepen the understanding of disease-related biological processes and thus pave the way for the future development of new medicines for patients. Everybody wins.
Our https://opnMe.com portal is built on three initiatives:
• Molecules to order (M2O): well-characterized pre-clinical molecules delivered free-of-charge and no strings attached. Scientists who order compounds through M2O control all foreground IP rights arising from their research. As of the end of June 2022, there were 74 probe molecules available through M2O. Molecules are actively being added to the web portal at a rate of approximately one per month, with the ultimate goal of providing open access to all high-quality tool compounds.
• Molecules for collaboration (M4C): first-in-class tool compounds provided under collaboration agreements. The main aim of the M4C program is to engage outside researchers to discover new therapeutic concepts for biological targets that have no publicly reported tool compounds. Four projects initiated through M4C have returned compounds to Boehringer Ingelheim's discovery research portfolio. Although we do not reveal the compound structure or current disease areas being pursued internally, each M4C call for proposals provides researchers with both in vitro and in vivo data profiles of the compounds, thereby allowing researchers to immediately identify whether these compounds are appropriate tools for their research projects.
• opn2EXPERTS: precisely formulated questions from Boehringer Ingelheim scientists to trigger innovative science. At the time of publication of this article 20 calls have been opened to the scientific community and 457 proposals from 53 countries have been received. Despite the pandemic this program was successfully launched in 2020 and receive excellent feedbacks from the scientific community. More than 30 collaborations between academic partners or biotechnology companies and Boehringer Ingelheim have emerged from these calls.
As a member of the SGC and co-lead of the EUbOPEN project, Boehringer Ingelheim has so far contributed four co-developed – BRD9/7: BI-9564,45 NSD3: BI-9321,46 BPTF: BI-7190,47 SLC9A1: BI-962748 – and fifteen donated chemical probes.49,50
To support open science projects in earlier stages and to enable anyone interested to contribute to drug design, DrugIt51 – a public domain drug design game – has been created in collaboration with Vanderbilt University. Finally, Boehringer Ingelheim is a full member of the CACHE initiative, which provides unbiased, high-quality experimental data on computational hit-finding predictions with the aim to define state-of-the-art in silico methods for drug design. Through these open science initiatives, we believe that together we can accelerate research initiatives in areas of high unmet medical need.
Foghorn additionally is actively developing heterobifunctional targeted protein degraders to therapeutic targets within the BAF complex or those which regulate chromatin and transcription. The Target 2035 initiative greatly enables the targeted protein degradation field by providing qualified chemical probes which can be used as starting points for development of heterobifunctional degraders. Foghorn seeks to support these efforts by contributing, in the coming years, additional probes which can specifically be applied to targeted protein degradation.
Therefore, we are following several approaches to contribute to the Target 2035 mission. We are actively pursuing programs to identify such high-quality chemical probes together with the SGC teams in Frankfurt and Toronto. For example, we recently jointly identified MSC2711186,64 a SRPK1/2/3 inhibitor, which will now allow researchers to explore these understudied members of the kinome. In addition, we are encouraging our internal research teams to publish high-quality chemical probes from internal programs for those targets where we believe that target biology understanding is still limited. Towards this end we recently published MSC-4381,65 a highly selective inhibitor of monocarboxylate transporter 4 (MCT4) with excellent properties for cellular as well as in vivo studies.66 This probe will allow academic labs to delineate contributions of MCT4 to lactate transport for example in the context of metabolic adaptions of tumor cells. Even more recently we disclosed MSC-4106, a valuable in vivo usable inhibitor of the Yap/TEAD interaction.67 This interaction plays a crucial role in the developmental Hippo pathway which is deregulated in certain human tumors. Until now, no well characterized probe to study the role of TEAD transcription factors was available in the public domain. We believe that while some target families are already well served with high-quality chemical probes (e.g. certain epigenetic protein families), there are also protein families which urgently need an orchestrated effort to provide such tools. Examples include DNA/RNA helicases, metallonucleases and E3 ligases.
The Merck open innovation portal offers a series of touchpoints to the scientific community to interact with Merck and to engage in one of the many open innovation offers such as e.g. a training program for students from all over the world (https://www.emdgroup.com/en/research/open-innovation/innovation-cup.html), an opportunity to apply for Merck Research Grants (https://researchgrants.merckgroup.com), or an opportunity to get Merck compounds for research.
Besides sharing of compounds, Novo Nordisk is also involved in other open innovation initiatives such as innovation challenges and public–private partnerships.70 Ultimately, open innovation will contribute to accelerating novel ideas into future breakthroughs for medical solutions.
More recently the gene family focus has extended into regulation of protein abundance, for example, E3 ligases and deubiquitinases. In a pilot project on E3s, Pfizer collaborated with the SGC to develop a chemical probe PFI-7 and a handle PFI-E3H1 for GID4,77 a subunit of the CTLH complex.78 The chemical and 3D structures, in vitro and cell-based potency, and approved vectors for synthesizing proximity pharmacology reagents were deposited in the public domain in September 2021. A recent publication disclosed another potent GID4 chemical tool which has a similar binding pose to PFI-7.79 Given the success with this pilot, SGC and EUbOPEN partners have set out to identify chemical matter that can extend the pool of E3s capable of inducing protein degradation through chimeric molecules, beyond the well-known cereblon and VHL state-of-the-art. Further discovered and donated probes29,50 from Pfizer will follow throughout the duration of EUbOPEN and beyond.
Often surprising, serendipitous breakthroughs occur due to unbiased (yet non phenotypic) screening with such chemical probes if they are available. One example was recently exemplified where a pan CLK kinase chemical probe, known as T3,92 demonstrated robust effects on splicing regulations and efficacy in multiple oncology contexts.
While most inhibitors were developed internally as part of legacy discovery programs, Takeda has also directly participated in joint academic collaborations in open science which have led to multiple chemical probes; one notable example is the SGC3027 probe for PRMT7.81 Takeda remains committed to advancement of under explored areas of biology and will continue to be an active participant of EUbOPEN and similar open science pre-competitive partnerships.
In the coming years, Target 2035 aims to continue to monitor and benchmark rapidly evolving technologies such as computer-aided drug design (CADD),93,94 DNA-encoded library screening followed by machine learning,95,96 affinity selection-mass spectrometry,97 automated chemical synthesis,98 and emerging applications of these technologies99–103 especially through the guidance of the private and public sectors. PPPs are a key component in developing faster, cost-effective methods to identify hits to novel targets thus accelerating the discovery of pharmacological modulators. While the private sector is predominantly focused on targets with a known disease link, government funding often supports research on a broader range of understudied proteins and protein families. For example, Genome Canada funded a two-year pilot to create drug discovery enabling reagents and know-how for the understudied WDR domain protein family. Likewise, EU funding supported the project EUbOPEN to find tool compounds for 1000 targets including targets of the ubiquitin pathway.
We hope that these accounts encourage all scientists, particularly those in the drug discovery industry, to contribute to open science projects including Target 2035.
Critical Assessment of Computational Hit-finding Experiments | CACHE |
Computer-Assisted Drug Design | CADD |
Enabling and unlocking Biology in the Open | EUbOPEN |
Innovative Health Initiative | IHI |
Innovative Medicines Initiative | IMI |
Open Chemistry Networks | OCN |
Public–private partnership | PPP |
Structural Genomics Consortium | SGC |
Unrestricted Leveraging of Targets for Research Advancement and Drug Discovery | ULTRA-DD |
WD40 repeat | WDR |
This journal is © The Royal Society of Chemistry 2023 |