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Wang T, Sun N, Ma Y, Zhang S. Recent Advances in the Development of Sigma Receptor (Radio)Ligands and Their Application in Tumors. ACS Pharmacol Transl Sci 2025; 8:951-977. [PMID: 40242588 PMCID: PMC11997895 DOI: 10.1021/acsptsci.4c00711] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2024] [Revised: 02/19/2025] [Accepted: 02/26/2025] [Indexed: 04/18/2025]
Abstract
Cancer ranks among the top triumvirate leading causes of human deaths worldwide. The pathological mechanisms are notably intricate, demonstrating proliferative and metastatic capabilities, which complicate therapeutic interventions. The sigma-1 receptor (σ1R) plays a crucial role in tumor survival and migration, while the sigma-2 receptor (σ2R) is intimately associated with tumor proliferation. This review encapsulated the investigation concerning σ1R and σ2R in neoplasms and rigorously summarized the ligands and radio-ligands development and their tumor applications, such as antitumor cell proliferation and PET/SPECT imaging in tumors. A comprehensive classification discussion was undertaken regarding the chemical structures and emphasized the possibility of dual/multitargeted ligands. Ultimately, we discussed the effects of chiral structures and the pharmacological characteristics of ligands on affinity and pharmacokinetic features in vivo, particularly concerning radiopharmaceuticals. This review functions as a beneficial resource, fostering ligand deployment and stimulating the generation of innovative ideas for developing innovative radiopharmaceuticals.
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Affiliation(s)
- Tao Wang
- Department
of Nuclear Medicine, Xinqiao Hospital, Army
Medical University, Chongqing 400037, China
- School
of Medical Imaging, North Sichuan Medical
College, NanChong 637100, China
- Department
of Nuclear Medicine, Affiliated Hospital
of North Sichuan Medical College, North Sichuan Medical College, NanChong 637000, China
| | - Na Sun
- Department
of Nuclear Medicine, Xinqiao Hospital, Army
Medical University, Chongqing 400037, China
| | - Yanxi Ma
- Department
of Nuclear Medicine, Xinqiao Hospital, Army
Medical University, Chongqing 400037, China
| | - Song Zhang
- Department
of Nuclear Medicine, Xinqiao Hospital, Army
Medical University, Chongqing 400037, China
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Lomuscio MC, Corriero N, Nanna V, Piccinno A, Saviano M, Lanzilotti R, Abate C, Alberga D, Mangiatordi GF. SIGMAP: an explainable artificial intelligence tool for SIGMA-1 receptor affinity prediction. RSC Med Chem 2025; 16:835-848. [PMID: 39618965 PMCID: PMC11605305 DOI: 10.1039/d4md00722k] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2024] [Accepted: 11/03/2024] [Indexed: 02/21/2025] Open
Abstract
Developing sigma-1 receptor (S1R) modulators is considered a valuable therapeutic strategy to counteract neurodegeneration, cancer progression, and viral infections, including COVID-19. In this context, in silico tools capable of accurately predicting S1R affinity are highly desirable. Herein, we present a panel of 25 classifiers trained on a curated dataset of high-quality bioactivity data of small molecules, experimentally tested as potential S1R modulators. All data were extracted from ChEMBL v33, and the models were built using five different fingerprints and machine-learning algorithms. Remarkably, most of the developed classifiers demonstrated good predictive performance. The best-performing model, which achieved an AUC of 0.90, was developed using the support vector machine algorithm with Morgan fingerprints. To provide additional, user-friendly information for medicinal chemists in the rational design of S1R modulators, two independent explainable artificial intelligence (XAI) approaches were employed, namely Shapley Additive exPlanations (SHAP) and Contrastive Explanation. The top-performing model is accessible through a user-friendly web platform, SIGMAP (https://www.ba.ic.cnr.it/softwareic/sigmap/), specifically developed for this purpose. With its intuitive interface, robust predictive power, and implemented XAI approaches, SIGMAP serves as a valuable tool for the rational design of new and more effective S1R modulators.
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Affiliation(s)
- Maria Cristina Lomuscio
- Dipartimento di Medicina di Precisione e Rigenerativa e Area Jonica (DiMePRe-J), Università degli Studi di Bari Aldo Moro Piazza Giulio Cesare, 11, Policlinico 70124 Bari Italy
| | - Nicola Corriero
- CNR - Institute of Crystallography Via Amendola 122/o 70126 Bari Italy
| | - Vittoria Nanna
- CNR - Institute of Crystallography Via Amendola 122/o 70126 Bari Italy
| | - Antonio Piccinno
- Department of Computer Science, University of Bari "Aldo Moro" Via E. Orabona, 4 I-70125 Bari Italy
| | - Michele Saviano
- CNR - Institute of Crystallography Via Vivaldi 43 81100 Caserta Italy
| | - Rosa Lanzilotti
- Department of Computer Science, University of Bari "Aldo Moro" Via E. Orabona, 4 I-70125 Bari Italy
| | - Carmen Abate
- CNR - Institute of Crystallography Via Amendola 122/o 70126 Bari Italy
- Department of Pharmacy - Pharmaceutical Sciences, University of Bari "Aldo Moro" Via E. Orabona, 4 I-70125 Bari Italy
| | - Domenico Alberga
- CNR - Institute of Crystallography Via Amendola 122/o 70126 Bari Italy
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Warren HT, Chow WL, Chytil M, Rasmussen K, Olson DE. Identification of Psychoplastogenic Tropanes Lacking Muscarinic Activity. J Med Chem 2024; 67:12410-12427. [PMID: 38979862 DOI: 10.1021/acs.jmedchem.4c01204] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/10/2024]
Abstract
Tropane-containing small molecules like scopolamine are a promising class of psychoplastogens. However, their potent antagonism of all muscarinic receptor subtypes presents the potential for undesirable anticholinergic side effects. In an effort to decouple their neuroplasticity-promoting effects from their muscarinic activity, we performed phenotypic structure-activity relationship studies across a variety of structurally distinct subclasses of tropanes. We discovered several novel tropanes capable of significantly increasing cortical neuronal growth while exhibiting drastically reduced activity at all muscarinic receptor subtypes compared to scopolamine.
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Affiliation(s)
- Hunter T Warren
- Department of Chemistry, University of California, Davis, One Shields Avenue, Davis, California 95616, United States
- Institute for Psychedelics and Neurotherapeutics, University of California, Davis, Davis, California 95616, United States
| | - Winston L Chow
- Department of Chemistry, University of California, Davis, One Shields Avenue, Davis, California 95616, United States
- Institute for Psychedelics and Neurotherapeutics, University of California, Davis, Davis, California 95616, United States
| | - Milan Chytil
- Delix Therapeutics, Inc., Bedford, Massachusetts 01730, United States
| | - Kurt Rasmussen
- Delix Therapeutics, Inc., Bedford, Massachusetts 01730, United States
| | - David E Olson
- Department of Chemistry, University of California, Davis, One Shields Avenue, Davis, California 95616, United States
- Institute for Psychedelics and Neurotherapeutics, University of California, Davis, Davis, California 95616, United States
- Delix Therapeutics, Inc., Bedford, Massachusetts 01730, United States
- Department of Biochemistry & Molecular Medicine, School of Medicine, University of California, Davis, 2700 Stockton Blvd, Suite 2102, Sacramento, California 95817, United States
- Center for Neuroscience, University of California, Davis, 1544 Newton Ct, Davis, California 95618, United States
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Raffa RB, Pergolizzi JV. Bispecific Sigma1R-Antagonist/MOR-Agonist Compounds for Pain. Cureus 2024; 16:e59837. [PMID: 38846228 PMCID: PMC11154084 DOI: 10.7759/cureus.59837] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2024] [Accepted: 05/07/2024] [Indexed: 06/09/2024] Open
Abstract
Recent research has significantly advanced an understanding of sigma receptors, which consist of two distinct subtypes designated as S1R and S2R (s1R and s2R gene products, respectively). Both subtypes have recently been cloned and their crystal structures have been published. As a result, highly selective S1R and S2R agonist and antagonist ligands are now available. Unlike the confusion generated from prior use of non-selective 'sigma' compounds, these tool compounds have begun to add clarity about the function of sigma receptors in health and disease. The discovery of compounds with high-affinity (nM range) S1R/S2R or S2R/S1R subtype selectivity (>100-fold), and selectivity over off-target sites (>1,000-fold) has brought the study of sigma receptor pharmacology into the modern era. Computer modeling has contributed to a better understanding of the binding processes, structural requirements for chemical synthesis, and potential therapeutic uses. Several lines of evidence converge on pain as a therapeutic target for S1R-antagonists (as single mechanism or as part of a multi-mechanistic approach). We highlight here some compounds reported over the past few years that have promise for use as analgesics, specifically some mono-mechanistic S1R-antagonists, and some that are 'bispecific', i.e., have more than one mechanism of action, for example, complementary action of the mu-opioid receptor (MOR). We concentrate on some compounds that are further along in development, in particular, some of the bispecific S1R-antagonist/MOR-agonist compounds.
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Winge T, Schepmann D, Schmidt J, Daniliuc C, Würthwein EU, Wünsch B. Diastereoselective synthesis and structure-affinity relationships of σ1 receptor ligands with spirocyclic scaffold. Org Biomol Chem 2023; 21:7730-7752. [PMID: 37691601 DOI: 10.1039/d3ob01169k] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/12/2023]
Abstract
Spirocyclic scaffolds play an increasing role in drug discovery as they define a rigid three-dimensional space to increase specific interactions with protein binding sites. Herein, a spirocyclic center was introduced into the lead compound 1 to rigidify its flexible benzylaminoethyl side chain. The key step of the synthesis was the reaction of different α,β-unsaturated amides 6 and 13-16 with methyl acrylate in the presence of TBDMSOTf. DFT calculations explain the mechanism of this transformation as concerted Diels-Alder reaction (functionals B3LYP and TPSS) or double (aza)-Michael addition (functionals PBE and wB97X-D). After separation of the diastereomeric spirocyclic products 8 and 17-20, LiAlH4 reduction provided the spirocyclic hydroxymethyl piperidines 21a,b-25a,b showing low nanomolar σ1 affinity (Ki < 100 nM). trans-Configured ligands (a-series) showed higher or equal σ1 affinity and higher selectivity over σ2 receptors and GluN2B-NMDA receptors than their cis-configured analogs (b-series). The additional hydroxymethyl moiety brings the log D7.4 value in a promising range. The high σ1 affinity (Ki = 3.6 nM) and the low lipophilicity result in the highest lipophilic ligand efficiency for the dispiro compound 23a (LLE = 6.0). The spirocyclic compounds reported herein and in particular the dispiro compound 23a demonstrate that ligands containing a large number of sp3 C-atoms possess favorable pharmacological (σ1 receptor affinity, receptor selectivity) and physicochemical properties (log D7.4 value) resulting in promising LLE.
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Affiliation(s)
- Tobias Winge
- Universität Münster, Institut für Pharmazeutische und Medizinische Chemie, Corrensstraße 48, D-48149 Münster, Germany.
| | - Dirk Schepmann
- Universität Münster, Institut für Pharmazeutische und Medizinische Chemie, Corrensstraße 48, D-48149 Münster, Germany.
| | - Judith Schmidt
- Universität Münster, Institut für Pharmazeutische und Medizinische Chemie, Corrensstraße 48, D-48149 Münster, Germany.
| | - Constantin Daniliuc
- Universität Münster, Organisch-Chemisches Institut and Center for Multiscale Theory and Computation (CMTC), Corrensstraße 40, D-48149 Münster, Germany
| | - Ernst-Ulrich Würthwein
- Universität Münster, Organisch-Chemisches Institut and Center for Multiscale Theory and Computation (CMTC), Corrensstraße 40, D-48149 Münster, Germany
| | - Bernhard Wünsch
- Universität Münster, Institut für Pharmazeutische und Medizinische Chemie, Corrensstraße 48, D-48149 Münster, Germany.
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Ritter N, Disse P, Wünsch B, Seebohm G, Strutz-Seebohm N. Pharmacological Potential of 3-Benzazepines in NMDAR-Linked Pathophysiological Processes. Biomedicines 2023; 11:1367. [PMID: 37239037 PMCID: PMC10216354 DOI: 10.3390/biomedicines11051367] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2023] [Revised: 04/22/2023] [Accepted: 04/26/2023] [Indexed: 05/28/2023] Open
Abstract
The number of N-Methyl-D-aspartate receptor (NMDAR) linked neurodegenerative diseases such as Alzheimer's disease and dementia is constantly increasing. This is partly due to demographic change and presents new challenges to societies. To date, there are no effective treatment options. Current medications are nonselective and can lead to unwanted side effects in patients. A promising therapeutic approach is the targeted inhibition of NMDARs in the brain. NMDARs containing different subunits and splice variants display different physiological properties and play a crucial role in learning and memory, as well as in inflammatory or injury processes. They become overactivated during the course of the disease, leading to nerve cell death. Until now, there has been a lack of understanding of the general functions of the receptor and the mechanism of inhibition, which need to be understood in order to develop inhibitors. Ideal compounds should be highly targeted and even splice-variant-selective. However, a potent and splice-variant-selective NMDAR-targeting drug has yet to be developed. Recently developed 3-benzazepines are promising inhibitors for further drug development. The NMDAR splice variants GluN1-1b-4b carry a 21-amino-acid-long, flexible exon 5. Exon 5 lowers the NMDAR's sensitivity to allosteric modulators by probably acting as an NMDAR modulator itself. The role of exon 5 in NMDAR modulation is still poorly understood. In this review, we summarize the structure and pharmacological relevance of tetrahydro-3-benzazepines.
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Affiliation(s)
- Nadine Ritter
- Institute for Genetics of Heart Diseases (IfGH), Department of Cardiovascular Medicine, University Hospital Münster, D-48149 Münster, Germany; (P.D.); (G.S.); (N.S.-S.)
- Chembion, University of Münster, D-48149 Münster, Germany;
| | - Paul Disse
- Institute for Genetics of Heart Diseases (IfGH), Department of Cardiovascular Medicine, University Hospital Münster, D-48149 Münster, Germany; (P.D.); (G.S.); (N.S.-S.)
- Chembion, University of Münster, D-48149 Münster, Germany;
| | - Bernhard Wünsch
- Chembion, University of Münster, D-48149 Münster, Germany;
- Institute of Pharmaceutical and Medicinal Chemistry, University of Münster, Corrensstr. 48, D-48149 Münster, Germany
| | - Guiscard Seebohm
- Institute for Genetics of Heart Diseases (IfGH), Department of Cardiovascular Medicine, University Hospital Münster, D-48149 Münster, Germany; (P.D.); (G.S.); (N.S.-S.)
- Chembion, University of Münster, D-48149 Münster, Germany;
| | - Nathalie Strutz-Seebohm
- Institute for Genetics of Heart Diseases (IfGH), Department of Cardiovascular Medicine, University Hospital Münster, D-48149 Münster, Germany; (P.D.); (G.S.); (N.S.-S.)
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Bechthold E, Schreiber JA, Ritter N, Schepmann D, Daniliuc C, Seebohm G, Wünsch B. Synthesis and biological evaluation of conformationally restricted GluN2B ligands derived from eliprodil. Eur J Med Chem 2022; 237:114359. [DOI: 10.1016/j.ejmech.2022.114359] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2022] [Revised: 04/02/2022] [Accepted: 04/03/2022] [Indexed: 11/25/2022]
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