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Stefan SM, Stefan K, Namasivayam V. Computer-aided pattern scoring (C@PS): a novel cheminformatic workflow to predict ligands with rare modes-of-action. J Cheminform 2024; 16:108. [PMID: 39313842 PMCID: PMC11421111 DOI: 10.1186/s13321-024-00901-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2024] [Accepted: 09/05/2024] [Indexed: 09/25/2024] Open
Abstract
The identification, establishment, and exploration of potential pharmacological drug targets are major steps of the drug development pipeline. Target validation requires diverse chemical tools that come with a spectrum of functionality, e.g., inhibitors, activators, and other modulators. Particularly tools with rare modes-of-action allow for a proper kinetic and functional characterization of the targets-of-interest (e.g., channels, enzymes, receptors, or transporters). Despite, functional innovation is a prime criterion for patentability and commercial exploitation, which may lead to therapeutic benefit. Unfortunately, data on new, and thus, undruggable or barely druggable targets are scarce and mostly available for mainstream modes-of-action only (e.g., inhibition). Here we present a novel cheminformatic workflow-computer-aided pattern scoring (C@PS)-which was specifically designed to project its prediction capabilities into an uncharted domain of applicability.
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Affiliation(s)
- Sven Marcel Stefan
- Department of Pathology, University of Oslo and Oslo University Hospital, Rikshospitalet, Sognsvannsveien 20, 0372, Oslo, Norway
- Lübeck Institute of Experimental Dermatology, Medical Systems Biology Division, Medicinal Chemistry and Systems Polypharmacology, University of Lübeck and University Medical Center Schleswig-Holstein, Ratzeburger Allee 160, 23538, Lübeck, Germany
- Department of Biopharmacy, Medical University of Lublin, Chodzki 4a, 20-093, Lublin, Poland
| | - Katja Stefan
- Department of Pathology, University of Oslo and Oslo University Hospital, Rikshospitalet, Sognsvannsveien 20, 0372, Oslo, Norway
- Lübeck Institute of Experimental Dermatology, Medical Systems Biology Division, Medicinal Chemistry and Systems Polypharmacology, University of Lübeck and University Medical Center Schleswig-Holstein, Ratzeburger Allee 160, 23538, Lübeck, Germany
| | - Vigneshwaran Namasivayam
- Lübeck Institute of Experimental Dermatology, Medical Systems Biology Division, Medicinal Chemistry and Systems Polypharmacology, University of Lübeck and University Medical Center Schleswig-Holstein, Ratzeburger Allee 160, 23538, Lübeck, Germany.
- Pharmaceutical Institute, Department of Pharmaceutical and Cellbiological Chemistry, University of Bonn, An der Immenburg 4, 53121, Bonn, Germany.
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Haupenthal J, Rafehi M, Kany AM, Lespine A, Stefan K, Hirsch AKH, Stefan SM. Target repurposing unravels avermectins and derivatives as novel antibiotics inhibiting energy-coupling factor transporters (ECFTs). Arch Pharm (Weinheim) 2024; 357:e2400267. [PMID: 38896404 DOI: 10.1002/ardp.202400267] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2024] [Revised: 05/23/2024] [Accepted: 05/26/2024] [Indexed: 06/21/2024]
Abstract
Energy-coupling factor transporters (ECFTs) are membrane-bound ATP-binding cassette (ABC) transporters in prokaryotes that are found in pathogens against which novel antibiotics are urgently needed. To date, just 54 inhibitors of three molecular-structural classes with mostly weak inhibitory activity are known. Target repurposing is a strategy that transfers knowledge gained from a well-studied protein family to under-studied targets of phylogenetic relation. Forty-eight human ABC transporters are known that may harbor structural motifs similar to ECFTs to which particularly multitarget compounds may bind. We assessed 31 multitarget compounds which together target the entire druggable human ABC transporter proteome against ECFTs, of which nine showed inhibitory activity (hit rate 29.0%) and four demonstrated moderate to strong inhibition of an ECFT (IC50 values between 4.28 and 50.2 µM) as well as antibacterial activity against ECFT-expressing Streptococcus pneumoniae. Here, ivermectin was the most potent candidate (MIC95: 22.8 µM), and analysis of five ivermectin derivatives revealed moxidectin as one of the most potent ECFT-targeting antibacterial agents (IC50: 2.23 µM; MIC95: 2.91 µM). Distinct molecular-structural features of avermectins and derivatives as well as the differential biological response of the hit compounds in general provided first indications with respect to the structure-activity relationships and mode of action, respectively.
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Affiliation(s)
- Jörg Haupenthal
- Helmholtz Institute for Pharmaceutical Research Saarland (HIPS)-Helmholtz Centre for Infection Research (HZI), Saarland University, Saarbrücken, Germany
| | - Muhammad Rafehi
- Institute of Clinical Pharmacology, University Medical Center Göttingen, Göttingen, Germany
- Department of Medical Education Augsburg, Augsburg University Medicine, Augsburg, Germany
| | - Andreas M Kany
- Helmholtz Institute for Pharmaceutical Research Saarland (HIPS)-Helmholtz Centre for Infection Research (HZI), Saarland University, Saarbrücken, Germany
| | - Anne Lespine
- INTHERES, Université de Toulouse, INRAE, ENVT, Toulouse, France
| | - Katja Stefan
- Lübeck Institute of Experimental Dermatology, Medicinal Chemistry and Systems Polypharmacology, University of Lübeck and University Medical Center Schleswig-Holstein, Lübeck, Germany
| | - Anna K H Hirsch
- Helmholtz Institute for Pharmaceutical Research Saarland (HIPS)-Helmholtz Centre for Infection Research (HZI), Saarland University, Saarbrücken, Germany
- Department of Pharmacy, Saarland University, Saarbrücken, Germany
| | - Sven Marcel Stefan
- Lübeck Institute of Experimental Dermatology, Medicinal Chemistry and Systems Polypharmacology, University of Lübeck and University Medical Center Schleswig-Holstein, Lübeck, Germany
- Department of Biopharmacy, Medical University of Lublin, Lublin, Poland
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