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Liang Q, Peng N, Xie Y, Kumar N, Gao W, Miao Y. MolPhase, an advanced prediction algorithm for protein phase separation. EMBO J 2024; 43:1898-1918. [PMID: 38565952 PMCID: PMC11065880 DOI: 10.1038/s44318-024-00090-9] [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: 09/20/2023] [Revised: 02/27/2024] [Accepted: 03/14/2024] [Indexed: 04/04/2024] Open
Abstract
We introduce MolPhase, an advanced algorithm for predicting protein phase separation (PS) behavior that improves accuracy and reliability by utilizing diverse physicochemical features and extensive experimental datasets. MolPhase applies a user-friendly interface to compare distinct biophysical features side-by-side along protein sequences. By additional comparison with structural predictions, MolPhase enables efficient predictions of new phase-separating proteins and guides hypothesis generation and experimental design. Key contributing factors underlying MolPhase include electrostatic pi-interactions, disorder, and prion-like domains. As an example, MolPhase finds that phytobacterial type III effectors (T3Es) are highly prone to homotypic PS, which was experimentally validated in vitro biochemically and in vivo in plants, mimicking their injection and accumulation in the host during microbial infection. The physicochemical characteristics of T3Es dictate their patterns of association for multivalent interactions, influencing the material properties of phase-separating droplets based on the surrounding microenvironment in vivo or in vitro. Robust integration of MolPhase's effective prediction and experimental validation exhibit the potential to evaluate and explore how biomolecule PS functions in biological systems.
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Affiliation(s)
- Qiyu Liang
- School of Physical and Mathematical Sciences, Nanyang Technological University, 637371, Singapore, Singapore
- School of Biological Sciences, Nanyang Technological University, 637551, Singapore, Singapore
| | - Nana Peng
- School of Biological Sciences, Nanyang Technological University, 637551, Singapore, Singapore
| | - Yi Xie
- School of Biological Sciences, Nanyang Technological University, 637551, Singapore, Singapore
| | - Nivedita Kumar
- School of Biological Sciences, Nanyang Technological University, 637551, Singapore, Singapore
| | - Weibo Gao
- School of Physical and Mathematical Sciences, Nanyang Technological University, 637371, Singapore, Singapore
| | - Yansong Miao
- School of Biological Sciences, Nanyang Technological University, 637551, Singapore, Singapore.
- Institute for Digital Molecular Analytics and Science, Nanyang Technological University, 636921, Singapore, Singapore.
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Nowakowska AW, Wojciechowski JW, Szulc N, Kotulska M. The role of tandem repeats in bacterial functional amyloids. J Struct Biol 2023; 215:108002. [PMID: 37482232 DOI: 10.1016/j.jsb.2023.108002] [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: 03/24/2023] [Revised: 07/05/2023] [Accepted: 07/20/2023] [Indexed: 07/25/2023]
Abstract
Repetitivity and modularity of proteins are two related notions incorporated into multiple evolutionary concepts. We discuss whether they may also be essential for functional amyloids. Amyloids are proteins that create very regular and usually highly insoluble fibrils, which are often associated with neurodegeneration. However, recent discoveries showed that amyloid structure of a protein could also be beneficial and desired, e.g., to promote cell adhesion. Functional amyloids are proteins which differ in their characteristics from pathological amyloids, so that the fibril formation could be more under control of an organism. We propose that repeats in the sequence could regulate the aggregation propensity of these proteins. The inclusion of multiple symmetric interactions, due to the presence of the repeats, could be supporting and strengthening the desirable structural properties of functional amyloids. Our results show that tandem repeats in bacterial functional amyloids have a distinct characteristic. The pattern of repeats supports the appropriate level of fibril formation and better controllability of fibril stability. The repeats tend to be more imperfect, which attenuates excessive aggregation propensity. Their desired structure and function are also reinforced by their amino acid profile. Although in the study we focused on bacterial functional amyloids, due to their importance in biofilm formation, we propose that similar mechanisms could be employed in other functional amyloids which are designed by evolution to aggregate in a desirable manner, but not necessarily in pathological amyloids.
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Affiliation(s)
- Alicja W Nowakowska
- Wrocław University of Science and Technology, Department of Biomedical Engineering, Poland.
| | - Jakub W Wojciechowski
- Wrocław University of Science and Technology, Department of Biomedical Engineering, Poland
| | - Natalia Szulc
- Wrocław University of Science and Technology, Department of Biomedical Engineering, Poland; Wrocław University of Environmental and Life Sciences, Department of Physics and Biophysics, Poland; LPCT, CNRS, Universite de Lorraine, F-54000 Nancy, France
| | - Malgorzata Kotulska
- Wrocław University of Science and Technology, Department of Biomedical Engineering, Poland.
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Blodgett KN, Fischer JL, Lee J, Choi SH, Zwier TS. Conformation-Specific Spectroscopy of Asparagine-Containing Peptides: Influence of Single and Adjacent Asn Residues on Inherent Conformational Preferences. J Phys Chem A 2018; 122:8762-8775. [PMID: 30343572 DOI: 10.1021/acs.jpca.8b08418] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Affiliation(s)
- Karl N. Blodgett
- Department of Chemistry, Purdue University, West Lafayette, Indiana 47907-2084, United States
| | - Joshua L. Fischer
- Department of Chemistry, Purdue University, West Lafayette, Indiana 47907-2084, United States
| | - Jaeyeon Lee
- Department of Chemistry, Yonsei University, Seoul 03722, Korea
| | - Soo Hyuk Choi
- Department of Chemistry, Yonsei University, Seoul 03722, Korea
| | - Timothy S. Zwier
- Department of Chemistry, Purdue University, West Lafayette, Indiana 47907-2084, United States
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Abstract
The cellular prion protein, PrPC, is a small, cell surface glycoprotein with a function that is currently somewhat ill defined. It is also the key molecule involved in the family of neurodegenerative disorders called transmissible spongiform encephalopathies, which are also known as prion diseases. The misfolding of PrPC to a conformationally altered isoform, designated PrPTSE, is the main molecular process involved in pathogenesis and appears to precede many other pathologic and clinical manifestations of disease, including neuronal loss, astrogliosis, and cognitive loss. PrPTSE is also believed to be the major component of the infectious "prion," the agent responsible for disease transmission, and preparations of this protein can cause prion disease when inoculated into a naïve host. Thus, understanding the biochemical and biophysical properties of both PrPC and PrPTSE, and ultimately the mechanisms of their interconversion, is critical if we are to understand prion disease biology. Although entire books could be devoted to research pertaining to the protein, herein we briefly review the state of knowledge of prion biochemistry, including consideration of prion protein structure, function, misfolding, and dysfunction.
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Affiliation(s)
- Andrew C Gill
- School of Chemistry, Joseph Banks Laboratories, University of Lincoln, Lincoln, United Kingdom; Division of Neurobiology, The Roslin Institute and Royal (Dick) School of Veterinary Sciences, University of Edinburgh, Edinburgh, United Kingdom.
| | - Andrew R Castle
- Division of Neurobiology, The Roslin Institute and Royal (Dick) School of Veterinary Sciences, University of Edinburgh, Edinburgh, United Kingdom
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Grizel AV, Rubel AA, Chernoff YO. Strain conformation controls the specificity of cross-species prion transmission in the yeast model. Prion 2017; 10:269-82. [PMID: 27565563 DOI: 10.1080/19336896.2016.1204060] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
Transmissible self-assembled fibrous cross-β polymer infectious proteins (prions) cause neurodegenerative diseases in mammals and control non-Mendelian heritable traits in yeast. Cross-species prion transmission is frequently impaired, due to sequence differences in prion-forming proteins. Recent studies of prion species barrier on the model of closely related yeast species show that colocalization of divergent proteins is not sufficient for the cross-species prion transmission, and that an identity of specific amino acid sequences and a type of prion conformational variant (strain) play a major role in the control of transmission specificity. In contrast, chemical compounds primarily influence transmission specificity via favoring certain strain conformations, while the species origin of the host cell has only a relatively minor input. Strain alterations may occur during cross-species prion conversion in some combinations. The model is discussed which suggests that different recipient proteins can acquire different spectra of prion strain conformations, which could be either compatible or incompatible with a particular donor strain.
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Affiliation(s)
- Anastasia V Grizel
- a Laboratory of Amyloid Biology, St. Petersburg State University , St. Petersburg , Russia.,b Institute of Translational Biomedicine, St. Petersburg State University , St. Petersburg , Russia.,c Department of Genetics and Biotechnology , St. Petersburg State University , St. Petersburg , Russia
| | - Aleksandr A Rubel
- a Laboratory of Amyloid Biology, St. Petersburg State University , St. Petersburg , Russia.,b Institute of Translational Biomedicine, St. Petersburg State University , St. Petersburg , Russia.,c Department of Genetics and Biotechnology , St. Petersburg State University , St. Petersburg , Russia
| | - Yury O Chernoff
- a Laboratory of Amyloid Biology, St. Petersburg State University , St. Petersburg , Russia.,b Institute of Translational Biomedicine, St. Petersburg State University , St. Petersburg , Russia.,d School of Biological Sciences, Georgia Institute of Technology , Atlanta , GA , USA
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Effects of Mutations on the Aggregation Propensity of the Human Prion-Like Protein hnRNPA2B1. Mol Cell Biol 2017; 37:MCB.00652-16. [PMID: 28137911 DOI: 10.1128/mcb.00652-16] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2016] [Accepted: 01/19/2017] [Indexed: 12/31/2022] Open
Abstract
Hundreds of human proteins contain prion-like domains, which are a subset of low-complexity domains with high amino acid compositional similarity to yeast prion domains. A recently characterized mutation in the prion-like domain of the human heterogeneous nuclear ribonucleoprotein hnRNPA2B1 increases the aggregation propensity of the protein and causes multisystem proteinopathy. The mutant protein forms cytoplasmic inclusions when expressed in Drosophila, the mutation accelerates aggregation in vitro, and the mutant prion-like domain can substitute for a portion of a yeast prion domain in supporting prion activity. To examine the relationship between amino acid sequence and aggregation propensity, we made a diverse set of point mutations in the hnRNPA2B1 prion-like domain. We found that the effects on prion formation in Saccharomyces cerevisiae and aggregation in vitro could be predicted entirely based on amino acid composition. However, composition was an imperfect predictor of inclusion formation in Drosophila; while most mutations showed similar behaviors in yeast, in vitro, and in Drosophila, a few showed anomalous behavior. Collectively, these results demonstrate the significant progress that has been made in predicting the effects of mutations on intrinsic aggregation propensity while also highlighting the challenges of predicting the effects of mutations in more complex organisms.
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