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Lucaroni L, Oehler S, Georgiev T, Müller M, Bocci M, De Luca R, Favalli N, Neri D, Cazzamalli S, Prati L. DNA-encoded chemical libraries enable the discovery of potent PSMA-ligands with substantially reduced affinity towards the GCPIII anti-target. Chem Sci 2024; 15:6789-6799. [PMID: 38725500 PMCID: PMC11077555 DOI: 10.1039/d3sc06668a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2023] [Accepted: 03/17/2024] [Indexed: 05/12/2024] Open
Abstract
Prostate-specific membrane antigen (PSMA) is a tumor-associated protein that has been successfully targeted with small organic ligands and monoclonal antibodies. Pluvicto™ is a PSMA-targeted radioligand therapeutic (RLT) recently approved by the FDA for the treatment of metastatic castration-resistant prostate cancer (2022 FDA marketing authorization). Although a large Phase III clinical trial (VISION trial) demonstrated clinical benefits in patients treated with Pluvicto™, the therapeutic window of the drug is narrowed by its undesired accumulation in healthy organs. Glutamate carboxypeptidase III (GCPIII), an enzyme sharing 70% identity with PSMA, may be responsible for the off-target accumulation of PSMA-RLTs in salivary glands and kidneys. In this work, we designed and synthesized affinity and selectivity maturation DNA-encoded chemical libraries (ASM-DELs) comprising 18'284'658 compounds that were screened in parallel against PSMA and GCPIII with the aim to identify potent and selective PSMA ligands for tumor-targeting applications. Compound A70-B104 was isolated as the most potent and selective ligand (KD of 900 pM for PSMA, KD of 40 nM for GCPIII). 177Lu-A70-B104-DOTA, a radiolabeled derivative of compound A70-B104, presented selective accumulation in PSMA-positive cancer lesions (i.e., 7.4% ID g-1, 2 hour time point) after systemic administration in tumor-bearing mice. The results of autoradiography experiments showed that 177Lu-A70-B104-DOTA selectively binds to PSMA-positive cancer tissues, while negligible binding on human salivary glands was observed.
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Affiliation(s)
- Laura Lucaroni
- Philochem AG, R&D Department CH-8112 Otelfingen Switzerland +41 43 544 88 19
| | - Sebastian Oehler
- Philochem AG, R&D Department CH-8112 Otelfingen Switzerland +41 43 544 88 19
| | - Tony Georgiev
- Philochem AG, R&D Department CH-8112 Otelfingen Switzerland +41 43 544 88 19
| | - Marco Müller
- Philochem AG, R&D Department CH-8112 Otelfingen Switzerland +41 43 544 88 19
| | - Matilde Bocci
- Philochem AG, R&D Department CH-8112 Otelfingen Switzerland +41 43 544 88 19
| | - Roberto De Luca
- Philochem AG, R&D Department CH-8112 Otelfingen Switzerland +41 43 544 88 19
| | - Nicholas Favalli
- Philochem AG, R&D Department CH-8112 Otelfingen Switzerland +41 43 544 88 19
| | - Dario Neri
- Philochem AG, R&D Department CH-8112 Otelfingen Switzerland +41 43 544 88 19
- Swiss Federal Institute of Technology, Department of Chemistry and Applied Biosciences CH-8093 Zurich Switzerland
- Philogen S.p.A. 53100 Siena Italy +39 0577 178 16 59
| | - Samuele Cazzamalli
- Philochem AG, R&D Department CH-8112 Otelfingen Switzerland +41 43 544 88 19
| | - Luca Prati
- Philogen S.p.A. 53100 Siena Italy +39 0577 178 16 59
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Peterson AA, Liu DR. Small-molecule discovery through DNA-encoded libraries. Nat Rev Drug Discov 2023; 22:699-722. [PMID: 37328653 PMCID: PMC10924799 DOI: 10.1038/s41573-023-00713-6] [Citation(s) in RCA: 37] [Impact Index Per Article: 37.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/04/2023] [Indexed: 06/18/2023]
Abstract
The development of bioactive small molecules as probes or drug candidates requires discovery platforms that enable access to chemical diversity and can quickly reveal new ligands for a target of interest. Within the past 15 years, DNA-encoded library (DEL) technology has matured into a widely used platform for small-molecule discovery, yielding a wide variety of bioactive ligands for many therapeutically relevant targets. DELs offer many advantages compared with traditional screening methods, including efficiency of screening, easily multiplexed targets and library selections, minimized resources needed to evaluate an entire DEL and large library sizes. This Review provides accounts of recently described small molecules discovered from DELs, including their initial identification, optimization and validation of biological properties including suitability for clinical applications.
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Affiliation(s)
- Alexander A Peterson
- Merkin Institute of Transformative Technologies in Healthcare, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Chemistry and Chemical Biology, Harvard University, Cambridge, MA, USA
- Howard Hughes Medical Institute, Harvard University, Cambridge, MA, USA
| | - David R Liu
- Merkin Institute of Transformative Technologies in Healthcare, Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Department of Chemistry and Chemical Biology, Harvard University, Cambridge, MA, USA.
- Howard Hughes Medical Institute, Harvard University, Cambridge, MA, USA.
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Torng W, Biancofiore I, Oehler S, Xu J, Xu J, Watson I, Masina B, Prati L, Favalli N, Bassi G, Neri D, Cazzamalli S, Feng JA. Deep Learning Approach for the Discovery of Tumor-Targeting Small Organic Ligands from DNA-Encoded Chemical Libraries. ACS OMEGA 2023; 8:25090-25100. [PMID: 37483198 PMCID: PMC10357458 DOI: 10.1021/acsomega.3c01775] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/16/2023] [Accepted: 06/21/2023] [Indexed: 07/25/2023]
Abstract
DNA-Encoded Chemical Libraries (DELs) have emerged as efficient and cost-effective ligand discovery tools, which enable the generation of protein-ligand interaction data of unprecedented size. In this article, we present an approach that combines DEL screening and instance-level deep learning modeling to identify tumor-targeting ligands against carbonic anhydrase IX (CAIX), a clinically validated marker of hypoxia and clear cell renal cell carcinoma. We present a new ligand identification and hit-to-lead strategy driven by machine learning models trained on DELs, which expand the scope of DEL-derived chemical motifs. CAIX-screening datasets obtained from three different DELs were used to train machine learning models for generating novel hits, dissimilar to elements present in the original DELs. Out of the 152 novel potential hits that were identified with our approach and screened in an in vitro enzymatic inhibition assay, 70% displayed submicromolar activities (IC50 < 1 μM). To generate lead compounds that are functionalized with anticancer payloads, analogues of top hits were prioritized for synthesis based on the predicted CAIX affinity and synthetic feasibility. Three lead candidates showed accumulation on the surface of CAIX-expressing tumor cells in cellular binding assays. The best compound displayed an in vitro KD of 5.7 nM and selectively targeted tumors in mice bearing human renal cell carcinoma lesions. Our results demonstrate the synergy between DEL and machine learning for the identification of novel hits and for the successful translation of lead candidates for in vivo targeting applications.
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Affiliation(s)
- Wen Torng
- Google
Research, 1600 Amphitheatre
Parkway, Mountain View, California 94043, United States
| | | | - Sebastian Oehler
- R&D
Department, Philochem AG, Otelfingen, Zürich 8112, Switzerland
| | - Jin Xu
- Google
Research, 1600 Amphitheatre
Parkway, Mountain View, California 94043, United States
| | - Jessica Xu
- Google
Research, 1600 Amphitheatre
Parkway, Mountain View, California 94043, United States
| | - Ian Watson
- Google
Research, 1600 Amphitheatre
Parkway, Mountain View, California 94043, United States
| | - Brenno Masina
- R&D
Department, Philochem AG, Otelfingen, Zürich 8112, Switzerland
| | - Luca Prati
- R&D
Department, Philochem AG, Otelfingen, Zürich 8112, Switzerland
| | - Nicholas Favalli
- R&D
Department, Philochem AG, Otelfingen, Zürich 8112, Switzerland
| | - Gabriele Bassi
- R&D
Department, Philochem AG, Otelfingen, Zürich 8112, Switzerland
| | - Dario Neri
- R&D
Department, Philochem AG, Otelfingen, Zürich 8112, Switzerland
- Philogen
S.p.A., Siena 53100, Italy
- Department
of Chemistry and Applied Biosciences, Swiss
Federal Institute of Technology (ETH Zürich), Zürich 8092, Switzerland
| | | | - Jianwen A. Feng
- Google
Research, 1600 Amphitheatre
Parkway, Mountain View, California 94043, United States
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Jassas RS, Naeem N, Sadiq A, Mehmood R, Alenazi NA, Al-Rooqi MM, Mughal EU, Alsantali RI, Ahmed SA. Current status of N-, O-, S-heterocycles as potential alkaline phosphatase inhibitors: a medicinal chemistry overview. RSC Adv 2023; 13:16413-16452. [PMID: 37274413 PMCID: PMC10233329 DOI: 10.1039/d3ra01888a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2023] [Accepted: 05/24/2023] [Indexed: 06/06/2023] Open
Abstract
Heterocycles are a class of compounds that have been found to be potent inhibitors of alkaline phosphatase (AP), an enzyme that plays a critical role in various physiological processes such as bone metabolism, cell growth and differentiation, and has been linked to several diseases such as cancer and osteoporosis. AP is a widely distributed enzyme, and its inhibition has been considered as a therapeutic strategy for the treatment of these diseases. Heterocyclic compounds have been found to inhibit AP by binding to the active site of the enzyme, thereby inhibiting its activity. Heterocyclic compounds such as imidazoles, pyrazoles, and pyridines have been found to be potent AP inhibitors and have been studied as potential therapeutics for the treatment of cancer, osteoporosis, and other diseases. However, the development of more potent and selective inhibitors that can be used as therapeutics for the treatment of various diseases is an ongoing area of research. Additionally, the study of the mechanism of action of heterocyclic AP inhibitors is an ongoing area of research, which could lead to the identification of new targets and new therapeutic strategies. The enzyme known as AP has various physiological functions and is present in multiple tissues and organs throughout the body. This article presents an overview of the different types of AP isoforms, their distribution, and physiological roles. It also discusses the structure and mechanism of AP, including the hydrolysis of phosphate groups. Furthermore, the importance of AP as a clinical marker for liver disease, bone disorders, and cancer is emphasized, as well as its use in the diagnosis of rare inherited disorders such as hypophosphatasia. The potential therapeutic applications of AP inhibitors for different diseases are also explored. The objective of this literature review is to examine the function of alkaline phosphatase in various physiological conditions and diseases, as well as analyze the structure-activity relationships of recently reported inhibitors. The present review summarizes the structure-activity relationship (SAR) of various heterocyclic compounds as AP inhibitors. The SAR studies of these compounds have revealed that the presence of a heterocyclic ring, particularly a pyridine, pyrimidine, or pyrazole ring, in the molecule is essential for inhibitory activity. Additionally, the substitution pattern and stereochemistry of the heterocyclic ring also play a crucial role in determining the potency of the inhibitor.
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Affiliation(s)
- Rabab S Jassas
- Department of Chemistry, Jamoum University College, Umm Al-Qura University Makkah 21955 Saudi Arabia
| | - Nafeesa Naeem
- Department of Chemistry, University of Gujrat Gujrat 50700 Pakistan
| | - Amina Sadiq
- Department of Chemistry, Govt. College Women University Sialkot 51300 Pakistan
| | - Rabia Mehmood
- Department of Chemistry, Govt. College Women University Sialkot 51300 Pakistan
| | - Noof A Alenazi
- Department of Chemistry, College of Science and Humanities in Al-Kharj, Prince Sattam Bin Abdulaziz University Al-kharj 11942 Saudi Arabia
| | - Munirah M Al-Rooqi
- Department of Chemistry, Faculty of Applied Sciences, Umm Al-Qura University 21955 Makkah Saudi Arabia
| | | | - Reem I Alsantali
- Department of Pharmaceutical Chemistry, College of Pharmacy, Taif University P.O. Box 11099 Taif 21944 Saudi Arabia
| | - Saleh A Ahmed
- Department of Chemistry, Faculty of Applied Sciences, Umm Al-Qura University 21955 Makkah Saudi Arabia
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Wen X, Wu X, Jin R, Lu X. Privileged heterocycles for DNA-encoded library design and hit-to-lead optimization. Eur J Med Chem 2023; 248:115079. [PMID: 36669370 DOI: 10.1016/j.ejmech.2022.115079] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2022] [Revised: 12/22/2022] [Accepted: 12/29/2022] [Indexed: 01/15/2023]
Abstract
It is well known that heterocyclic compounds play a key role in improving drug activity, target selectivity, physicochemical properties as well as reducing toxicity. In this review, we summarized the representative heterocyclic structures involved in hit compounds which were obtained from DNA-encoded library from 2013 to 2021. In some examples, the state of the art in heterocycle-based DEL synthesis and hit-to-lead optimization are highlighted. We hope that more and more novel heterocycle-based DEL toolboxes and in-depth pharmaceutical research on these lead compounds can be developed to accelerate the discovery of new drugs.
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Affiliation(s)
- Xin Wen
- State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, 501 Haike Road, Zhang Jiang Hi-Tech Park, Pudong, Shanghai, 201203, China.
| | - Xinyuan Wu
- State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, 501 Haike Road, Zhang Jiang Hi-Tech Park, Pudong, Shanghai, 201203, China; University of Chinese Academy of Sciences, No. 19A Yuquan Road, Beijing, 100049, China.
| | - Rui Jin
- State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, 501 Haike Road, Zhang Jiang Hi-Tech Park, Pudong, Shanghai, 201203, China.
| | - Xiaojie Lu
- State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, 501 Haike Road, Zhang Jiang Hi-Tech Park, Pudong, Shanghai, 201203, China; University of Chinese Academy of Sciences, No. 19A Yuquan Road, Beijing, 100049, China.
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6
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Yekehfallah V, Pahlavanneshan S, Sayadmanesh A, Momtahan Z, Ma B, Basiri M. Generation and Functional Characterization of PLAP CAR-T Cells against Cervical Cancer Cells. Biomolecules 2022; 12:biom12091296. [PMID: 36139135 PMCID: PMC9496028 DOI: 10.3390/biom12091296] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2022] [Revised: 09/05/2022] [Accepted: 09/11/2022] [Indexed: 11/16/2022] Open
Abstract
Chimeric antigen receptor (CAR) T-cell therapy is one of the cancer treatment modalities that has recently shown promising results in treating hematopoietic malignancies. However, one of the obstacles that need to be addressed in solid tumors is the on-target and off-tumor cytotoxicity due to the lack of specific tumor antigens with low expression in healthy cells. Placental alkaline phosphatase (PLAP) is a shared placenta- and tumor-associated antigen (TAA) that is expressed in ovarian, cervical, colorectal, and prostate cancers and is negligible in normal cells. In this study, we constructed second-generation CAR T cells with a fully human scFv against PLAP antigen andthen evaluated the characteristics of PLAP CAR T cells in terms of tonic signaling and differentiation in comparison with ΔPLAP CAR T cells and CD19 CAR T cells. In addition, by co-culturing PLAP CAR T cells with HeLa and CaSki cells, we analyzed the tumor-killing functions and the secretion of anti-tumor molecules. Results showed that PLAP CAR T cells not only proliferated during co-culture with cancer cells but also eliminated them in vitro. We also observed increased secretion of IL-2, granzyme A, and IFN-γ by PLAP CAR T cells upon exposure to the target cells. In conclusion, PLAP CAR T cells are potential candidates for further investigation in cervical cancer and, potentially, other solid tumors.
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Affiliation(s)
- Vahid Yekehfallah
- School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai 200030, China
- Department of Stem Cells and Developmental Biology, Cell Science Research Center, Royan Institute for Stem Cell Biology and Technology, ACECR, Tehran 1665666311, Iran
| | - Saghar Pahlavanneshan
- Medical Nanotechnology and Tissue Engineering Research Center, Shahid Beheshti University of Medical Sciences, Tehran 1968917313, Iran
| | - Ali Sayadmanesh
- Department of Stem Cells and Developmental Biology, Cell Science Research Center, Royan Institute for Stem Cell Biology and Technology, ACECR, Tehran 1665666311, Iran
- Department of Applied Cell Sciences, Faculty of Advanced Medical Sciences, Tabriz University of Medical Sciences, Tabriz 5166653431, Iran
| | - Zahra Momtahan
- Department of Medical Laboratory Sciences, Faculty of Allied Medical Sciences, Tehran Medical Sciences, Islamic Azad University, Tehran 1916893813, Iran
| | - Bin Ma
- School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai 200030, China
- Clinical Stem Cell Research Center, Renji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200127, China
- Correspondence: (B.M.); (M.B.); Tel.: +86-21-62933631 (B.M.); +98-21-40223417 (M.B.)
| | - Mohsen Basiri
- Department of Stem Cells and Developmental Biology, Cell Science Research Center, Royan Institute for Stem Cell Biology and Technology, ACECR, Tehran 1665666311, Iran
- Correspondence: (B.M.); (M.B.); Tel.: +86-21-62933631 (B.M.); +98-21-40223417 (M.B.)
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7
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Dakhel S, Galbiati A, Migliorini F, Comacchio C, Oehler S, Prati L, Scheuermann J, Cazzamalli S, Neri D, Bassi G, Favalli N. Isolation of a Natural Killer Group 2D Small-Molecule Ligand from DNA-Encoded Chemical Libraries. ChemMedChem 2022; 17:e202200350. [PMID: 35929380 DOI: 10.1002/cmdc.202200350] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Revised: 08/04/2022] [Indexed: 11/11/2022]
Abstract
Natural Killer Group 2D (NKG2D) is a homo-dimeric transmembrane protein which is typically expressed on the surface of natural killer (NK) cells, natural killer T (NKT) cells, gamma delta T (γδT) cells, activated CD8 positive T-cells and activated macrophages. Bispecific molecules, capable of bridging NKG2D with a target protein expressed on the surface of tumor cells, may be used to redirect the cytotoxic activity of NK-cells towards antigen-positive malignanT-cells. In this work, we report the discovery of a novel NKG2D small molecule binder [K D = (410±60) nM], isolated from a DNA-Encoded Chemical Library (DEL). The discovery of small organic NKG2D ligands may facilitate the generation of fully synthetic bispecific adaptors, which may serve as an alternative to bispecific antibody products and which may benefit from better tumor targeting properties.
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Affiliation(s)
| | | | | | | | | | - Luca Prati
- Philogen SpA, R&D (Philochem), SWITZERLAND
| | - Jörg Scheuermann
- ETH Zürich: Eidgenossische Technische Hochschule Zurich, chemistry and applied biosciences, SWITZERLAND
| | | | | | | | - Nicholas Favalli
- Philogen SpA, R&D (Philochem), Libernstrasse 3, 8112, Otelfingen, SWITZERLAND
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