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Danov A, Pollin I, Moon E, Ho M, Wilson BA, Papathanos PA, Kaplan T, Levy A. Identification of novel toxins associated with the extracellular contractile injection system using machine learning. Mol Syst Biol 2024; 20:859-879. [PMID: 39069594 PMCID: PMC11297309 DOI: 10.1038/s44320-024-00053-6] [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: 01/24/2024] [Revised: 06/06/2024] [Accepted: 06/27/2024] [Indexed: 07/30/2024] Open
Abstract
Secretion systems play a crucial role in microbe-microbe or host-microbe interactions. Among these systems, the extracellular contractile injection system (eCIS) is a unique bacterial and archaeal extracellular secretion system that injects protein toxins into target organisms. However, the specific proteins that eCISs inject into target cells and their functions remain largely unknown. Here, we developed a machine learning classifier to identify eCIS-associated toxins (EATs). The classifier combines genetic and biochemical features to identify EATs. We also developed a score for the eCIS N-terminal signal peptide to predict EAT loading. Using the classifier we classified 2,194 genes from 950 genomes as putative EATs. We validated four new EATs, EAT14-17, showing toxicity in bacterial and eukaryotic cells, and identified residues of their respective active sites that are critical for toxicity. Finally, we show that EAT14 inhibits mitogenic signaling in human cells. Our study provides insights into the diversity and functions of EATs and demonstrates machine learning capability of identifying novel toxins. The toxins can be employed in various applications dependently or independently of eCIS.
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Affiliation(s)
- Aleks Danov
- Department of Plant Pathology and Microbiology, Institute of Environmental Sciences, The Robert H. Smith Faculty of Agriculture, Food & Environment, The Hebrew University of Jerusalem, Rehovot, 7610001, Israel
| | - Inbal Pollin
- Department of Plant Pathology and Microbiology, Institute of Environmental Sciences, The Robert H. Smith Faculty of Agriculture, Food & Environment, The Hebrew University of Jerusalem, Rehovot, 7610001, Israel
| | - Eric Moon
- Department of Microbiology, University of Illinois Urbana-Champaign, 601 South Goodwin Ave, Urbana, 61801, IL, USA
| | - Mengfei Ho
- Department of Microbiology, University of Illinois Urbana-Champaign, 601 South Goodwin Ave, Urbana, 61801, IL, USA
| | - Brenda A Wilson
- Department of Microbiology, University of Illinois Urbana-Champaign, 601 South Goodwin Ave, Urbana, 61801, IL, USA
| | - Philippos A Papathanos
- Department of Entomology, Institute of Environmental Sciences, The Robert H. Smith Faculty of Agriculture, Food & Environment, The Hebrew University of Jerusalem, Rehovot, 7610001, Israel
| | - Tommy Kaplan
- School of Computer Science and Engineering, The Hebrew University of Jerusalem, Jerusalem, Israel
- Department of Developmental Biology and Cancer Research, Faculty of Medicine, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Asaf Levy
- Department of Plant Pathology and Microbiology, Institute of Environmental Sciences, The Robert H. Smith Faculty of Agriculture, Food & Environment, The Hebrew University of Jerusalem, Rehovot, 7610001, Israel.
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Handy NB, Xu Y, Moon D, Sowizral JJ, Moon E, Ho M, Wilson BA. Hierarchical determinants in cytotoxic necrotizing factor (CNF) toxins driving Rho G-protein deamidation versus transglutamination. mBio 2024; 15:e0122124. [PMID: 38920360 PMCID: PMC11253639 DOI: 10.1128/mbio.01221-24] [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: 04/27/2024] [Accepted: 05/22/2024] [Indexed: 06/27/2024] Open
Abstract
The cytotoxic necrotizing factor (CNF) family of AB-type bacterial protein toxins catalyze two types of modification on their Rho GTPase substrates: deamidation and transglutamination. It has been established that E. coli CNF1 and its close homolog proteins catalyze primarily deamidation and Bordetella dermonecrotic toxin (DNT) catalyzes primarily transglutamination. The rapidly expanding microbial genome sequencing data have revealed that there are at least 13 full-length variants of CNF1 homologs. CNFx from E. coli strain GN02091 is the most distant from all other members of the CNF family with 50%-55% sequence identity at the protein level and 0.45-0.52 nucleotide substitutions per site at the DNA level. CNFx modifies RhoA, Rac1, and Cdc42, and like CNF1, activates downstream SRE-dependent mitogenic signaling pathways in human HEK293T cells, but at a 1,000-fold higher EC50 value. Unlike other previously characterized CNF toxins, CNFx modifies Rho proteins primarily through transglutamination, as evidenced by gel-shift assay and confirmed by MALDI mass spectral analysis, when coexpressed with Rho-protein substrates in E. coli BL21 cells or through direct treatment of HEK293T cells. A comparison of CNF1 and CNFx sequences identified two critical active-site residues corresponding to positions 832 and 862 in CNF1. Reciprocal site-specific mutations at these residues in each toxin revealed hierarchical rules that define the preference for deamidase versus a transglutaminase activity in CNFs. An additional unique Cys residue at the C-terminus of CNFx was also discovered to be critical for retarding cargo delivery.IMPORTANCECytotoxic necrotizing factor (CNF) toxins not only play important virulence roles in pathogenic E. coli and other bacterial pathogens, but CNF-like genes have also been found in an expanding number of genomes from clinical isolates. Harnessing the power of evolutionary relationships among the CNF toxins enabled the deciphering of the hierarchical active-site determinants that define whether they modify their Rho GTPase substrates through deamidation or transglutamination. With our finding that a distant CNF variant (CNFx) unlike other known CNFs predominantly transglutaminates its Rho GTPase substrates, the paradigm of "CNFs deamidate and DNTs transglutaminate" could finally be attributed to two critical amino acid residues within the active site other than the previously identified catalytic Cys-His dyad residues. The significance of our approach and research findings is that they can be applied to deciphering enzyme reaction determinants and substrate specificities for other bacterial proteins in the development of precision therapeutic strategies.
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Affiliation(s)
- Nicholas B. Handy
- Department of Microbiology, School of Molecular and Cellular Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
| | - Yiting Xu
- Department of Microbiology, School of Molecular and Cellular Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
| | - Damee Moon
- Department of Microbiology, School of Molecular and Cellular Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
| | - Jacob J. Sowizral
- Department of Microbiology, School of Molecular and Cellular Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
| | - Eric Moon
- Department of Microbiology, School of Molecular and Cellular Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
| | - Mengfei Ho
- Department of Microbiology, School of Molecular and Cellular Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
| | - Brenda A. Wilson
- Department of Microbiology, School of Molecular and Cellular Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
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Rosenkranz AA, Slastnikova TA. Prospects of Using Protein Engineering for Selective Drug Delivery into a Specific Compartment of Target Cells. Pharmaceutics 2023; 15:pharmaceutics15030987. [PMID: 36986848 PMCID: PMC10055131 DOI: 10.3390/pharmaceutics15030987] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2023] [Revised: 03/13/2023] [Accepted: 03/17/2023] [Indexed: 03/30/2023] Open
Abstract
A large number of proteins are successfully used to treat various diseases. These include natural polypeptide hormones, their synthetic analogues, antibodies, antibody mimetics, enzymes, and other drugs based on them. Many of them are demanded in clinical settings and commercially successful, mainly for cancer treatment. The targets for most of the aforementioned drugs are located at the cell surface. Meanwhile, the vast majority of therapeutic targets, which are usually regulatory macromolecules, are located inside the cell. Traditional low molecular weight drugs freely penetrate all cells, causing side effects in non-target cells. In addition, it is often difficult to elaborate a small molecule that can specifically affect protein interactions. Modern technologies make it possible to obtain proteins capable of interacting with almost any target. However, proteins, like other macromolecules, cannot, as a rule, freely penetrate into the desired cellular compartment. Recent studies allow us to design multifunctional proteins that solve these problems. This review considers the scope of application of such artificial constructs for the targeted delivery of both protein-based and traditional low molecular weight drugs, the obstacles met on the way of their transport to the specified intracellular compartment of the target cells after their systemic bloodstream administration, and the means to overcome those difficulties.
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Affiliation(s)
- Andrey A Rosenkranz
- Laboratory of Molecular Genetics of Intracellular Transport, Institute of Gene Biology of Russian Academy of Sciences, 34/5 Vavilov St., 119334 Moscow, Russia
- Department of Biophysics, Faculty of Biology, Lomonosov Moscow State University, 1-12 Leninskie Gory St., 119234 Moscow, Russia
| | - Tatiana A Slastnikova
- Laboratory of Molecular Genetics of Intracellular Transport, Institute of Gene Biology of Russian Academy of Sciences, 34/5 Vavilov St., 119334 Moscow, Russia
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Wu Y, Mahtal N, Paillares E, Swistak L, Sagadiev S, Acharya M, Demeret C, Werf SVD, Guivel-Benhassine F, Schwartz O, Petracchini S, Mettouchi A, Caramelle L, Couvineau P, Thai R, Barbe P, Keck M, Brodin P, Machelart A, Sencio V, Trottein F, Sachse M, Chicanne G, Payrastre B, Ville F, Kreis V, Popoff MR, Johannes L, Cintrat JC, Barbier J, Gillet D, Lemichez E. C910 chemical compound inhibits the traffiking of several bacterial AB toxins with cross-protection against influenza virus. iScience 2022; 25:104537. [PMID: 35769882 PMCID: PMC9234246 DOI: 10.1016/j.isci.2022.104537] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2021] [Revised: 04/20/2022] [Accepted: 06/01/2022] [Indexed: 11/23/2022] Open
Abstract
The development of anti-infectives against a large range of AB-like toxin-producing bacteria includes the identification of compounds disrupting toxin transport through both the endolysosomal and retrograde pathways. Here, we performed a high-throughput screening of compounds blocking Rac1 proteasomal degradation triggered by the Cytotoxic Necrotizing Factor-1 (CNF1) toxin, which was followed by orthogonal screens against two toxins that hijack the endolysosomal (diphtheria toxin) or retrograde (Shiga-like toxin 1) pathways to intoxicate cells. This led to the identification of the molecule C910 that induces the enlargement of EEA1-positive early endosomes associated with sorting defects of CNF1 and Shiga toxins to their trafficking pathways. C910 protects cells against eight bacterial AB toxins and the CNF1-mediated pathogenic Escherichia coli invasion. Interestingly, C910 reduces influenza A H1N1 and SARS-CoV-2 viral infection in vitro. Moreover, parenteral administration of C910 to mice resulted in its accumulation in lung tissues and a reduction in lethal influenza infection.
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Affiliation(s)
- Yu Wu
- Unité des Toxines Bactériennes, UMR CNRS 6047, Inserm U1306, Institut Pasteur, 25 rue du Dr Roux, 75724 Paris, France
| | - Nassim Mahtal
- Université Paris-Saclay, CEA, INRAE, Département Médicaments et Technologies pour la Santé, SIMoS, 91191 Gif-sur-Yvette, France
- Université Paris-Saclay, CEA, INRAE, Département Médicaments et Technologies pour la Santé, SCBM, 91191 Gif-sur-Yvette, France
| | - Eléa Paillares
- Unité des Toxines Bactériennes, UMR CNRS 6047, Inserm U1306, Institut Pasteur, 25 rue du Dr Roux, 75724 Paris, France
- Université Paris Cité, 75006 Paris, France
| | - Léa Swistak
- Unité des Toxines Bactériennes, UMR CNRS 6047, Inserm U1306, Institut Pasteur, 25 rue du Dr Roux, 75724 Paris, France
- Université Paris Cité, 75006 Paris, France
| | - Sara Sagadiev
- Seattle Children’s Research Institute, Jack R MacDonald Building, 1900 9th Avenue, Seattle, WA 98101, USA
| | - Mridu Acharya
- Seattle Children’s Research Institute, Jack R MacDonald Building, 1900 9th Avenue, Seattle, WA 98101, USA
| | - Caroline Demeret
- Unité Génétique Moléculaire des Virus à ARN, UMR 3569 CNRS, Université de Paris, Département de Virologie, Institut Pasteur, 28 rue du Dr Roux, 75724 Paris, France
| | - Sylvie Van Der Werf
- Unité Génétique Moléculaire des Virus à ARN, UMR 3569 CNRS, Université de Paris, Département de Virologie, Institut Pasteur, 28 rue du Dr Roux, 75724 Paris, France
| | - Florence Guivel-Benhassine
- Unité virus et immunité, Département de Virologie, Institut Pasteur, 28 rue du Dr Roux, 75724 Paris, France
| | - Olivier Schwartz
- Unité virus et immunité, Département de Virologie, Institut Pasteur, 28 rue du Dr Roux, 75724 Paris, France
| | - Serena Petracchini
- Unité des Toxines Bactériennes, UMR CNRS 6047, Inserm U1306, Institut Pasteur, 25 rue du Dr Roux, 75724 Paris, France
- Université Paris Cité, 75006 Paris, France
| | - Amel Mettouchi
- Unité des Toxines Bactériennes, UMR CNRS 6047, Inserm U1306, Institut Pasteur, 25 rue du Dr Roux, 75724 Paris, France
| | - Lucie Caramelle
- Université Paris-Saclay, CEA, INRAE, Département Médicaments et Technologies pour la Santé, SIMoS, 91191 Gif-sur-Yvette, France
| | - Pierre Couvineau
- Université Paris-Saclay, CEA, INRAE, Département Médicaments et Technologies pour la Santé, SIMoS, 91191 Gif-sur-Yvette, France
| | - Robert Thai
- Université Paris-Saclay, CEA, INRAE, Département Médicaments et Technologies pour la Santé, SIMoS, 91191 Gif-sur-Yvette, France
| | - Peggy Barbe
- Université Paris-Saclay, CEA, INRAE, Département Médicaments et Technologies pour la Santé, SIMoS, 91191 Gif-sur-Yvette, France
| | - Mathilde Keck
- Université Paris-Saclay, CEA, INRAE, Département Médicaments et Technologies pour la Santé, SIMoS, 91191 Gif-sur-Yvette, France
| | - Priscille Brodin
- Centre d’Infection et d’Immunité de Lille, Inserm U1019, CNRS UMR 9017, University of Lille, CHU Lille- Institut Pasteur de Lille, 59000 Lille, France
| | - Arnaud Machelart
- Centre d’Infection et d’Immunité de Lille, Inserm U1019, CNRS UMR 9017, University of Lille, CHU Lille- Institut Pasteur de Lille, 59000 Lille, France
| | - Valentin Sencio
- Centre d’Infection et d’Immunité de Lille, Inserm U1019, CNRS UMR 9017, University of Lille, CHU Lille- Institut Pasteur de Lille, 59000 Lille, France
| | - François Trottein
- Centre d’Infection et d’Immunité de Lille, Inserm U1019, CNRS UMR 9017, University of Lille, CHU Lille- Institut Pasteur de Lille, 59000 Lille, France
| | - Martin Sachse
- Unité Technologie et service BioImagerie Ultrastructurale, Institut Pasteur, 28 rue du Dr Roux, 75724 Paris, France
| | - Gaëtan Chicanne
- Inserm, UMR1297 and Université Toulouse III Paul Sabatier, I2MC, 31024 Toulouse, France
| | - Bernard Payrastre
- Inserm, UMR1297 and Université Toulouse III Paul Sabatier, I2MC, 31024 Toulouse, France
| | - Florian Ville
- Université Paris-Saclay, CEA, INRAE, Département Médicaments et Technologies pour la Santé, SIMoS, 91191 Gif-sur-Yvette, France
- Université Paris-Saclay, CEA, INRAE, Département Médicaments et Technologies pour la Santé, SCBM, 91191 Gif-sur-Yvette, France
| | - Victor Kreis
- Université Paris-Saclay, CEA, INRAE, Département Médicaments et Technologies pour la Santé, SIMoS, 91191 Gif-sur-Yvette, France
| | - Michel-Robert Popoff
- Unité des Toxines Bactériennes, UMR CNRS 6047, Inserm U1306, Institut Pasteur, 25 rue du Dr Roux, 75724 Paris, France
| | - Ludger Johannes
- Institut Curie, PSL Research University, Cellular and Chemical Biology unit, Endocytic Trafficking and Intracellular Delivery team, U1143 INSERM, UMR3666 CNRS, 26 rue d'Ulm, 75248 Paris, France
| | - Jean-Christophe Cintrat
- Université Paris-Saclay, CEA, INRAE, Département Médicaments et Technologies pour la Santé, SCBM, 91191 Gif-sur-Yvette, France
| | - Julien Barbier
- Université Paris-Saclay, CEA, INRAE, Département Médicaments et Technologies pour la Santé, SIMoS, 91191 Gif-sur-Yvette, France
| | - Daniel Gillet
- Université Paris-Saclay, CEA, INRAE, Département Médicaments et Technologies pour la Santé, SIMoS, 91191 Gif-sur-Yvette, France
| | - Emmanuel Lemichez
- Unité des Toxines Bactériennes, UMR CNRS 6047, Inserm U1306, Institut Pasteur, 25 rue du Dr Roux, 75724 Paris, France
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