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González-Avendaño M, López J, Vergara-Jaque A, Cerda O. The power of computational proteomics platforms to decipher protein-protein interactions. Curr Opin Struct Biol 2024; 88:102882. [PMID: 39003917 DOI: 10.1016/j.sbi.2024.102882] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2024] [Revised: 05/31/2024] [Accepted: 06/19/2024] [Indexed: 07/16/2024]
Abstract
Adopting computational tools for analyzing extensive biological datasets has profoundly transformed our understanding and interpretation of biological phenomena. Innovative platforms have emerged, providing automated analysis to unravel essential insights about proteins and the complexities of their interactions. These computational advancements align with traditional studies, which employ experimental techniques to discern and quantify physical and functional protein-protein interactions (PPIs). Among these techniques, tandem mass spectrometry is notably recognized for its precision and sensitivity in identifying PPIs. These approaches might serve as important information enabling the identification of PPIs with potential pharmacological significance. This review aims to convey our experience using computational tools for detecting PPI networks and offer an analysis of platforms that facilitate predictions derived from experimental data.
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Affiliation(s)
- Mariela González-Avendaño
- Center for Bioinformatics, Simulation and Modeling (CBSM), Faculty of Engineering, Universidad de Talca, Talca, Chile; Millennium Nucleus of Ion Channel-Associated Diseases (MiNICAD), Santiago, Chile
| | - Joaquín López
- Millennium Nucleus of Ion Channel-Associated Diseases (MiNICAD), Santiago, Chile; Program of Cellular and Molecular Biology, Institute of Biomedical Sciences (ICBM), Faculty of Medicine, Universidad de Chile, Santiago, Chile
| | - Ariela Vergara-Jaque
- Center for Bioinformatics, Simulation and Modeling (CBSM), Faculty of Engineering, Universidad de Talca, Talca, Chile; Millennium Nucleus of Ion Channel-Associated Diseases (MiNICAD), Santiago, Chile.
| | - Oscar Cerda
- Millennium Nucleus of Ion Channel-Associated Diseases (MiNICAD), Santiago, Chile; Program of Cellular and Molecular Biology, Institute of Biomedical Sciences (ICBM), Faculty of Medicine, Universidad de Chile, Santiago, Chile.
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2
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Liang J, Menon A, Tomco T, Bhattarai N, Smith IN, Khrestian M, Formica SV, Eng C, Buck M, Bekris LM. A Computational Approach in the Systematic Search of the Interaction Partners of Alternatively Spliced TREM2 Isoforms. Int J Mol Sci 2024; 25:9667. [PMID: 39273614 PMCID: PMC11395018 DOI: 10.3390/ijms25179667] [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: 08/05/2024] [Revised: 08/30/2024] [Accepted: 09/02/2024] [Indexed: 09/15/2024] Open
Abstract
Alzheimer's disease is the most common form of dementia, characterized by the pathological accumulation of amyloid-beta (Aβ) plaques and tau neurofibrillary tangles. Triggering receptor expressed on myeloid cells 2 (TREM2) is increasingly recognized as playing a central role in Aβ clearance and microglia activation in AD. The TREM2 gene transcriptional product is alternatively spliced to produce three different protein isoforms. The canonical TREM2 isoform binds to DAP12 to activate downstream pathways. However, little is known about the function or interaction partners of the alternative TREM2 isoforms. The present study utilized a computational approach in a systematic search for new interaction partners of the TREM2 isoforms by integrating several state-of-the-art structural bioinformatics tools from initial large-scale screening to one-on-one corroborative modeling and eventual all-atom visualization. CD9, a cell surface glycoprotein involved in cell-cell adhesion and migration, was identified as a new interaction partner for two TREM2 isoforms, and CALM, a calcium-binding protein involved in calcium signaling, was identified as an interaction partner for a third TREM2 isoform, highlighting the potential role of cell adhesion and calcium regulation in AD.
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Affiliation(s)
- Junyi Liang
- Genomic Medicine Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Aditya Menon
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH 44106, USA
| | - Taylor Tomco
- Genomic Medicine Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Nisha Bhattarai
- Department of Physiology and Biophysics, Case Western Reserve University, Cleveland, OH 44106, USA
| | - Iris Nira Smith
- Genomic Medicine Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Maria Khrestian
- Genomic Medicine Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Shane V Formica
- Genomic Medicine Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Charis Eng
- Genomic Medicine Institute, Cleveland Clinic, Cleveland, OH 44195, USA
- Cleveland Clinic Lerner College of Medicine, Cleveland, OH 44195, USA
- Department of Neurosciences, Lerner Research Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Matthias Buck
- Department of Physiology and Biophysics, Case Western Reserve University, Cleveland, OH 44106, USA
| | - Lynn M Bekris
- Genomic Medicine Institute, Cleveland Clinic, Cleveland, OH 44195, USA
- Cleveland Clinic Lerner College of Medicine, Cleveland, OH 44195, USA
- Department of Neurosciences, Lerner Research Institute, Cleveland Clinic, Cleveland, OH 44195, USA
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Philipp M, Moth C, Ristic N, Tiemann J, Seufert F, Panfilova A, Meiler J, Hildebrand P, Stein A, Wiegreffe D, Staritzbichler R. MutationExplorer: a webserver for mutation of proteins and 3D visualization of energetic impacts. Nucleic Acids Res 2024; 52:W132-W139. [PMID: 38647044 PMCID: PMC11223880 DOI: 10.1093/nar/gkae301] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2024] [Revised: 03/22/2024] [Accepted: 04/09/2024] [Indexed: 04/25/2024] Open
Abstract
The possible effects of mutations on stability and function of a protein can only be understood in the context of protein 3D structure. The MutationExplorer webserver maps sequence changes onto protein structures and allows users to study variation by inputting sequence changes. As the user enters variants, the 3D model evolves, and estimated changes in energy are highlighted. In addition to a basic per-residue input format, MutationExplorer can also upload an entire replacement sequence. Previously the purview of desktop applications, such an upload can back-mutate PDB structures to wildtype sequence in a single step. Another supported variation source is human single nucelotide polymorphisms (SNPs), genomic coordinates input in VCF format. Structures are flexibly colorable, not only by energetic differences, but also by hydrophobicity, sequence conservation, or other biochemical profiling. Coloring by interface score reveals mutation impacts on binding surfaces. MutationExplorer strives for efficiency in user experience. For example, we have prepared 45 000 PDB depositions for instant retrieval and initial display. All modeling steps are performed by Rosetta. Visualizations leverage MDsrv/Mol*. MutationExplorer is available at: http://proteinformatics.org/mutation_explorer/.
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Affiliation(s)
- Michelle Philipp
- Image and Signal Processing Group, Department of Computer Science, Leipzig University, Augustusplatz 10, 04109 Leipzig, Germany
| | - Christopher W Moth
- Vanderbilt University, Center for Structural Biology, 465 21st Ave South, Nashville, TN 37232, USA
| | - Nikola Ristic
- Institute for Medical Physics and Biophysics, Leipzig University, Härtelstraße 16-18, 04107 Leipzig, Germany
| | - Johanna K S Tiemann
- Linderstrøm-Lang Centre for Protein Science, Department of Biology, University of Copenhagen, Ole Maaløes Vej 5, DK-2200 Copenhagen N., Denmark
- Novozymes A/S, 2800 Kgs. Lyngby, Denmark
| | - Florian Seufert
- Institute for Medical Physics and Biophysics, Leipzig University, Härtelstraße 16-18, 04107 Leipzig, Germany
| | - Aleksandra Panfilova
- Linderstrøm-Lang Centre for Protein Science, Department of Biology, University of Copenhagen, Ole Maaløes Vej 5, DK-2200 Copenhagen N., Denmark
| | - Jens Meiler
- Vanderbilt University, Center for Structural Biology, 465 21st Ave South, Nashville, TN 37232, USA
- Leipzig University Medical School, Institute for Drug Discovery, Brüderstraße 34, 04103 Leipzig, Germany
| | - Peter W Hildebrand
- Institute for Medical Physics and Biophysics, Leipzig University, Härtelstraße 16-18, 04107 Leipzig, Germany
- Center for Scalable Data Analytics and Artificial Intelligence (ScaDS.AI) Dresden/Leipzig, Leipzig University, Germany
- Berlin Institute of Health, 10178 Berlin, Germany
| | - Amelie Stein
- Linderstrøm-Lang Centre for Protein Science, Department of Biology, University of Copenhagen, Ole Maaløes Vej 5, DK-2200 Copenhagen N., Denmark
| | - Daniel Wiegreffe
- Image and Signal Processing Group, Department of Computer Science, Leipzig University, Augustusplatz 10, 04109 Leipzig, Germany
| | - René Staritzbichler
- Institute for Medical Physics and Biophysics, Leipzig University, Härtelstraße 16-18, 04107 Leipzig, Germany
- University Institute for Laboratory Medicine, Microbiology and Clinical Pathobiochemistry, University Hospital of Bielefeld University, Germany
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Ghorbani N, Shiri M, Alian M, Yaghubi R, Shafaghi M, Hojjat H, Pahlavan S, Davoodi J. A Non-Apoptotic Pattern of Caspase-9/Caspase-3 Activation During Differentiation of Human Embryonic Stem Cells into Cardiomyocytes. Adv Biol (Weinh) 2024; 8:e2400026. [PMID: 38640919 DOI: 10.1002/adbi.202400026] [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: 01/15/2024] [Revised: 03/22/2024] [Indexed: 04/21/2024]
Abstract
In vitro studies have demonstrated that the differentiation of embryonic stem cells (ESCs) into cardiomyocytes requires activation of caspases through the mitochondrial pathway. These studies have relied on synthetic substrates for activity measurements, which can be misleading due to potential none-specific hydrolysis of these substrates by proteases other than caspases. Hence, caspase-9 and caspase-3 activation are investigated during the differentiation of human ESCs (hESCs) by directly assessing caspase-9 and -3 cleavage. Western blot reveals the presence of the cleaved caspase-9 prior to and during the differentiation of human ESCs (hESCs) into cardiomyocytes at early stages, which diminishes as the differentiation progresses, without cleavage and activation of endogenous procaspase-3. Activation of exogenous procaspase-3 by endogenous caspase-9 and subsequent cleavage of chromogenic caspase-3 substrate i.e. DEVD-pNA during the course of differentiation confirmes that endogenous caspase-9 has the potency to recognize and activate procaspase-3, but for reasons that are unknown to us fails to do so. These observations suggest the existence of distinct mechanisms of caspase regulation in differentiation as compared to apoptosis. Bioinformatics analysis suggests the presence of caspase-9 regulators, which may influence proteolytic function under specific conditions.
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Affiliation(s)
- Negar Ghorbani
- Institute of Biochemistry and Biophysics, University of Tehran, Tehran, 1417614335, Iran
| | - Mahshad Shiri
- Department of Stem Cells and Developmental Biology, Cell Science Research Center, Royan Institute for Stem Cell Biology and Technology, ACECR, Tehran, 1665659911, Iran
| | - Maedeh Alian
- Institute of Biochemistry and Biophysics, University of Tehran, Tehran, 1417614335, Iran
| | - Roham Yaghubi
- Department of Biotechnology, College of Science, University of Tehran, Tehran, 1417614411, Iran
| | - Mojtaba Shafaghi
- Department of Stem Cells and Developmental Biology, Cell Science Research Center, Royan Institute for Stem Cell Biology and Technology, ACECR, Tehran, 1665659911, Iran
| | - Hamidreza Hojjat
- Institute of Biochemistry and Biophysics, University of Tehran, Tehran, 1417614335, Iran
| | - Sara Pahlavan
- Department of Stem Cells and Developmental Biology, Cell Science Research Center, Royan Institute for Stem Cell Biology and Technology, ACECR, Tehran, 1665659911, Iran
| | - Jamshid Davoodi
- Institute of Biochemistry and Biophysics, University of Tehran, Tehran, 1417614335, Iran
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Philipp M, Moth CW, Ristic N, Tiemann JK, Seufert F, Panfilova A, Meiler J, Hildebrand PW, Stein A, Wiegreffe D, Staritzbichler R. MUTATIONEXPLORER- A WEBSERVER FOR MUTATION OF PROTEINS AND 3D VISUALIZATION OF ENERGETIC IMPACTS. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.03.23.533926. [PMID: 38464310 PMCID: PMC10925206 DOI: 10.1101/2023.03.23.533926] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/12/2024]
Abstract
The possible effects of mutations on stability and function of a protein can only be understood in the context of protein 3D structure. The MutationExplorer webserver maps sequence changes onto protein structures and allows users to study variation by inputting sequence changes. As the user enters variants, the 3D model evolves, and estimated changes in energy are highlighted. In addition to a basic per-residue input format, MutationExplorer can also upload an entire replacement sequence. Previously the purview of desktop applications, such an upload can back-mutate PDB structures to wildtype sequence in a single step. Another supported variation source is human single nucelotide polymorphisms (SNPs), genomic coordinates input in VCF format.
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Affiliation(s)
- Michelle Philipp
- Leipzig University, Image and Signal Processing Group, Leipzig, Germany
| | - Christopher W. Moth
- Vanderbilt University, Center for Structural Biology, Nashville, Tennessee, USA
| | - Nikola Ristic
- Leipzig University, Institute for Medical Physics and Biophysics, Leipzig, Germany
| | - Johanna K.S. Tiemann
- University of Copenhagen, Linderstrøm-Lang Centre for Protein Science, Copenhagen N., Denmark, and Novozymes A/S, Lyngby, Denmark
| | - Florian Seufert
- Leipzig University, Institute for Medical Physics and Biophysics, Leipzig, Germany
| | - Aleksandra Panfilova
- University of Copenhagen, Linderstrøm-Lang Centre for Protein Science, Copenhagen N., Denmark
| | - Jens Meiler
- Vanderbilt University, Center for Structural Biology, Nashville, Tennessee, USA, and Leipzig University Medical School, Institute for Drug Discovery, Leipzig, Germany
| | - Peter W. Hildebrand
- Leipzig University, Institute for Medical Physics and Biophysics, Leipzig, Germany, and Charité Universitätsmedizin Berlin, Institute of Medical Physics and Biophysics, Berlin, Germany, and Berlin Institute of Health, Berlin, Germany
| | - Amelie Stein
- University of Copenhagen, Linderstrøm-Lang Centre for Protein Science, Copenhagen N., Denmark
| | - Daniel Wiegreffe
- Leipzig University, Image and Signal Processing Group, Leipzig, Germany
| | - René Staritzbichler
- Leipzig University, Institute for Medical Physics and Biophysics, Leipzig, Germany
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Banerjee S, Smith IM, Hengen AC, Stroka KM. Methods for studying mammalian aquaporin biology. Biol Methods Protoc 2023; 8:bpad031. [PMID: 38046463 PMCID: PMC10689382 DOI: 10.1093/biomethods/bpad031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Revised: 10/29/2023] [Accepted: 11/09/2023] [Indexed: 12/05/2023] Open
Abstract
Aquaporins (AQPs), transmembrane water-conducting channels, have earned a great deal of scrutiny for their critical physiological roles in healthy and disease cell states, especially in the biomedical field. Numerous methods have been implemented to elucidate the involvement of AQP-mediated water transport and downstream signaling activation in eliciting whole cell, tissue, and organ functional responses. To modulate these responses, other methods have been employed to investigate AQP druggability. This review discusses standard in vitro, in vivo, and in silico methods for studying AQPs, especially for biomedical and mammalian cell biology applications. We also propose some new techniques and approaches for future AQP research to address current gaps in methodology.
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Affiliation(s)
- Shohini Banerjee
- Fischell Department of Bioengineering, University of Maryland, MD 20742, United States
| | - Ian M Smith
- Fischell Department of Bioengineering, University of Maryland, MD 20742, United States
| | - Autumn C Hengen
- Fischell Department of Bioengineering, University of Maryland, MD 20742, United States
| | - Kimberly M Stroka
- Fischell Department of Bioengineering, University of Maryland, MD 20742, United States
- Marlene and Stewart Greenebaum Comprehensive Cancer Center, University of Maryland, Baltimore MD 21201, United States
- Biophysics Program, University of Maryland, MD 20742, United States
- Center for Stem Cell Biology and Regenerative Medicine, University of Maryland, Baltimore MD 21201, United States
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