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Guo Q, Yang YX, Li DX, Ji XJ, Wu N, Wang YT, Ye C, Shi TQ. Advances in multi-enzyme co-localization strategies for the construction of microbial cell factory. Biotechnol Adv 2024; 77:108453. [PMID: 39278372 DOI: 10.1016/j.biotechadv.2024.108453] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2024] [Revised: 09/05/2024] [Accepted: 09/10/2024] [Indexed: 09/18/2024]
Abstract
Biomanufacturing, driven by technologies such as synthetic biology, offers significant potential to advance the bioeconomy and promote sustainable development. It is anticipated to transform traditional manufacturing and become a key industry in future strategies. Cell factories are the core of biomanufacturing. The advancement of synthetic biology and growing market demand have led to the production of a greater variety of natural products and increasingly complex metabolic pathways. However, this progress also presents challenges, notably the conflict between natural product production and chassis cell growth. This conflict results in low productivity and yield, adverse side effects, metabolic imbalances, and growth retardation. Enzyme co-localization strategies have emerged as a promising solution. This article reviews recent progress and applications of these strategies in constructing cell factories for efficient natural product production. It comprehensively describes the applications of enzyme-based compartmentalization, metabolic pathway-based compartmentalization, and synthetic organelle-based compartmentalization in improving product titers. The article also explores future research directions and the prospects of combining multiple strategies with advanced technologies.
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Affiliation(s)
- Qi Guo
- School of Food Science and Pharmaceutical Engineering, Nanjing Normal University, 2 Xuelin Road, Qixia District, Nanjing 210023, People's Republic of China
| | - Yu-Xin Yang
- School of Food Science and Pharmaceutical Engineering, Nanjing Normal University, 2 Xuelin Road, Qixia District, Nanjing 210023, People's Republic of China
| | - Dong-Xun Li
- School of Food Science and Pharmaceutical Engineering, Nanjing Normal University, 2 Xuelin Road, Qixia District, Nanjing 210023, People's Republic of China
| | - Xiao-Jun Ji
- College of Biotechnology and Pharmaceutical Engineering, Nanjing Tech University, No. 30 South Puzhu Road, Nanjing 211816, People's Republic of China
| | - Na Wu
- College of Marine and Bioengineering, Yancheng Institute of Technology, Yancheng, China
| | - Yue-Tong Wang
- School of Food Science and Pharmaceutical Engineering, Nanjing Normal University, 2 Xuelin Road, Qixia District, Nanjing 210023, People's Republic of China.
| | - Chao Ye
- School of Food Science and Pharmaceutical Engineering, Nanjing Normal University, 2 Xuelin Road, Qixia District, Nanjing 210023, People's Republic of China.
| | - Tian-Qiong Shi
- School of Food Science and Pharmaceutical Engineering, Nanjing Normal University, 2 Xuelin Road, Qixia District, Nanjing 210023, People's Republic of China.
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2
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Sarkar S, Dhibar S, Jana B. Modulation of the conformational landscape of the PDZ3 domain by perturbation on a distal non-canonical α3 helix: decoding the microscopic mechanism of allostery in the PDZ3 domain. Phys Chem Chem Phys 2024; 26:21249-21259. [PMID: 39076021 DOI: 10.1039/d4cp01806k] [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: 07/31/2024]
Abstract
While allosteric signal transduction is crucial for protein signaling and regulation, the dynamic process of allosteric communication remains poorly understood. The third PDZ domain (PDZ stands for the common structural domain shared by the postsynaptic density protein (PSD95), Drosophila disc large tumor suppressor (DlgA), and zonula occludens-1 protein (ZO-1)) serves as a classic example of a single-domain allosteric protein, demonstrating a long-range coupling between the C-terminal α helix (known as the α3 helix) and ligand binding. A molecular level understanding of how the α3 helix modulates the ligand binding affinity of the PDZ3 domain is still lacking. In this study, extensive molecular dynamics simulations corroborated with principal component analysis (PCA), ligand binding free energy calculations, energetic frustration analysis and Markov state model analysis are employed to uncover such molecular details. We demonstrate the definite presence of a binding competent closed-like state in the conformational landscape of wild-type PDZ3. The population modulations of this closed state and other binding incompetent states in the landscape due to α3-truncation/mutation of PDZ3 are explored. A correlation between the closed state population and calculated binding free energy is established, which supports the conformation selection mechanism. Covariance analysis identified the presence of correlated motion between two distant loops (β1-β2 and β2-β3) in the wild-type PDZ3 system, which weakened due to truncation/mutation in the distant α3 helix. It has also been observed that whenever the α3 helix was perturbed, the β2-β3 loop got further away from the binding groove and it is found to be correlated with the binding free energy values. Energetic frustration analysis of the PDZ3 domain also showed that the β2-β3 loop is highly frustrated. Finally, MSM analysis revealed a relevant timescale (closed to open state transition), which is similar to the observed experimental signal transduction timescale for the system. These observations led to the conclusion that the distantly located α3 helix plays a pivotal role in regulating the conformational landscape of the PDZ3 domain, determining the ligand binding affinity and resulting in allosteric behavior of the domain.
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Affiliation(s)
- Subhajit Sarkar
- School of Chemical Sciences, Indian Association for the Cultivation of Science, Kolkata-700032, India.
| | - Saikat Dhibar
- School of Chemical Sciences, Indian Association for the Cultivation of Science, Kolkata-700032, India.
| | - Biman Jana
- School of Chemical Sciences, Indian Association for the Cultivation of Science, Kolkata-700032, India.
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3
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Yu XJ, Xie H, Li Y, Liu M, Hou R, Predeus AV, Perez Sepulveda BM, Hinton JCD, Holden DW, Thurston TLM. Modulation of Salmonella virulence by a novel SPI-2 injectisome effector that interacts with the dystrophin-associated protein complex. mBio 2024; 15:e0112824. [PMID: 38904384 PMCID: PMC11253597 DOI: 10.1128/mbio.01128-24] [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: 04/16/2024] [Accepted: 05/16/2024] [Indexed: 06/22/2024] Open
Abstract
The injectisome encoded by Salmonella pathogenicity island 2 (SPI-2) had been thought to translocate 28 effectors. Here, we used a proteomic approach to characterize the secretome of a clinical strain of invasive non-typhoidal Salmonella enterica serovar Enteritidis that had been mutated to cause hyper-secretion of the SPI-2 injectisome effectors. Along with many known effectors, we discovered the novel SseM protein. sseM is widely distributed among the five subspecies of Salmonella enterica, is found in many clinically relevant serovars, and is co-transcribed with pipB2, a SPI-2 effector gene. The translocation of SseM required a functional SPI-2 injectisome. Following expression in human cells, SseM interacted with five components of the dystrophin-associated protein complex (DAPC), namely, β-2-syntrophin, utrophin/dystrophin, α-catulin, α-dystrobrevin, and β-dystrobrevin. The interaction between SseM and β-2-syntrophin and α-dystrobrevin was verified in Salmonella Typhimurium-infected cells and relied on the postsynaptic density-95/discs large/zonula occludens-1 (PDZ) domain of β-2-syntrophin and a sequence corresponding to a PDZ-binding motif (PBM) in SseM. A ΔsseM mutant strain had a small competitive advantage over the wild-type strain in the S. Typhimurium/mouse model of systemic disease. This phenotype was complemented by a plasmid expressing wild-type SseM from S. Typhimurium or S. Enteritidis and was dependent on the PBM of SseM. Therefore, a PBM within a Salmonella effector mediates interactions with the DAPC and modulates the systemic growth of bacteria in mice. Furthermore, the ΔsseM mutant strain displayed enhanced replication in bone marrow-derived macrophages, demonstrating that SseM restrains intracellular bacterial growth to modulate Salmonella virulence. IMPORTANCE In Salmonella enterica, the injectisome machinery encoded by Salmonella pathogenicity island 2 (SPI-2) is conserved among the five subspecies and delivers proteins (effectors) into host cells, which are required for Salmonella virulence. The identification and functional characterization of SPI-2 injectisome effectors advance our understanding of the interplay between Salmonella and its host(s). Using an optimized method for preparing secreted proteins and a clinical isolate of the invasive non-typhoidal Salmonella enterica serovar Enteritidis strain D24359, we identified 22 known SPI-2 injectisome effectors and one new effector-SseM. SseM modulates bacterial growth during murine infection and has a sequence corresponding to a postsynaptic density-95/discs large/zonula occludens-1 (PDZ)-binding motif that is essential for interaction with the PDZ-containing host protein β-2-syntrophin and other components of the dystrophin-associated protein complex (DAPC). To our knowledge, SseM is unique among Salmonella effectors in containing a functional PDZ-binding motif and is the first bacterial protein to target the DAPC.
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Affiliation(s)
- Xiu-Jun Yu
- Department of Infectious Disease, Centre for Bacterial Resistance Biology, Imperial College London, London, United Kingdom
| | - Haixia Xie
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan, Hubei, China
| | - Yan Li
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
| | - Mei Liu
- Department of Infectious Disease, Centre for Bacterial Resistance Biology, Imperial College London, London, United Kingdom
| | - Ruhong Hou
- Department of Infectious Disease, Centre for Bacterial Resistance Biology, Imperial College London, London, United Kingdom
| | - Alexander V. Predeus
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
| | - Blanca M. Perez Sepulveda
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
| | - Jay C. D. Hinton
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
| | - David W. Holden
- Department of Infectious Disease, Centre for Bacterial Resistance Biology, Imperial College London, London, United Kingdom
| | - Teresa L. M. Thurston
- Department of Infectious Disease, Centre for Bacterial Resistance Biology, Imperial College London, London, United Kingdom
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4
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Alves D, Neves A, Vecchi L, Souza T, Vaz E, Mota S, Nicolau-Junior N, Goulart L, Araújo T. Rho GTPase activating protein 21-mediated regulation of prostate cancer associated 3 gene in prostate cancer cell. Braz J Med Biol Res 2024; 57:e13190. [PMID: 38896642 PMCID: PMC11186590 DOI: 10.1590/1414-431x2024e13190] [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: 08/07/2023] [Accepted: 04/16/2024] [Indexed: 06/21/2024] Open
Abstract
The overexpression of the prostate cancer antigen 3 (PCA3) gene is well-defined as a marker for prostate cancer (PCa) diagnosis. Although widely used in clinical research, PCA3 molecular mechanisms remain unknown. Herein we used phage display technology to identify putative molecules that bind to the promoter region of PCA3 gene and regulate its expression. The most frequent peptide PCA3p1 (80%) was similar to the Rho GTPase activating protein 21 (ARHGAP21) and its binding affinity was confirmed using Phage Bead ELISA. We showed that ARHGAP21 silencing in LNCaP prostate cancer cells decreased PCA3 and androgen receptor (AR) transcriptional levels and increased prune homolog 2 (PRUNE2) coding gene expression, indicating effective involvement of ARHGAP21 in androgen-dependent tumor pathway. Chromatin immunoprecipitation assay confirmed the interaction between PCA3 promoter region and ARHGAP21. This is the first study that described the role of ARHGAP21 in regulating the PCA3 gene under the androgenic pathway, standing out as a new mechanism of gene regulatory control during prostatic oncogenesis.
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Affiliation(s)
- D.A. Alves
- Laboratório de Genética e Biotecnologia, Instituto de Biotecnologia, Universidade Federal de Uberlândia, Patos de Minas, MG, Brasil
- Laboratório de Nanobiotechnologia Prof. Dr. Luiz Ricardo Goulart Filho, Instituto de Biotechnologia, Universidade Federal de Uberlândia, Uberlândia, MG, Brasil
| | - A.F. Neves
- Laboratório de Biologia Molecular, Universidade Federal de Catalão, Catalão, GO, Brasil
| | - L. Vecchi
- Laboratório de Nanobiotechnologia Prof. Dr. Luiz Ricardo Goulart Filho, Instituto de Biotechnologia, Universidade Federal de Uberlândia, Uberlândia, MG, Brasil
| | - T.A. Souza
- Laboratório de Nanobiotechnologia Prof. Dr. Luiz Ricardo Goulart Filho, Instituto de Biotechnologia, Universidade Federal de Uberlândia, Uberlândia, MG, Brasil
| | - E.R. Vaz
- Laboratório de Nanobiotechnologia Prof. Dr. Luiz Ricardo Goulart Filho, Instituto de Biotechnologia, Universidade Federal de Uberlândia, Uberlândia, MG, Brasil
| | - S.T.S. Mota
- Laboratório de Genética e Biotecnologia, Instituto de Biotecnologia, Universidade Federal de Uberlândia, Patos de Minas, MG, Brasil
- Laboratório de Nanobiotechnologia Prof. Dr. Luiz Ricardo Goulart Filho, Instituto de Biotechnologia, Universidade Federal de Uberlândia, Uberlândia, MG, Brasil
| | - N. Nicolau-Junior
- Laboratório de Modelagem Molecular, Instituto de Biotecnologia, Universidade Federal de Uberlândia, Uberlândia, MG, Brasil
| | - L.R. Goulart
- Laboratório de Nanobiotechnologia Prof. Dr. Luiz Ricardo Goulart Filho, Instituto de Biotechnologia, Universidade Federal de Uberlândia, Uberlândia, MG, Brasil
| | - T.G. Araújo
- Laboratório de Genética e Biotecnologia, Instituto de Biotecnologia, Universidade Federal de Uberlândia, Patos de Minas, MG, Brasil
- Laboratório de Nanobiotechnologia Prof. Dr. Luiz Ricardo Goulart Filho, Instituto de Biotechnologia, Universidade Federal de Uberlândia, Uberlândia, MG, Brasil
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5
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Hassani Nia F, Woike D, Bento I, Niebling S, Tibbe D, Schulz K, Hirnet D, Skiba M, Hönck HH, Veith K, Günther C, Scholz T, Bierhals T, Driemeyer J, Bend R, Failla AV, Lohr C, Alai MG, Kreienkamp HJ. Structural deficits in key domains of Shank2 lead to alterations in postsynaptic nanoclusters and to a neurodevelopmental disorder in humans. Mol Psychiatry 2024; 29:1683-1697. [PMID: 36450866 PMCID: PMC11371640 DOI: 10.1038/s41380-022-01882-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/01/2022] [Revised: 11/02/2022] [Accepted: 11/10/2022] [Indexed: 12/05/2022]
Abstract
Postsynaptic scaffold proteins such as Shank, PSD-95, Homer and SAPAP/GKAP family members establish the postsynaptic density of glutamatergic synapses through a dense network of molecular interactions. Mutations in SHANK genes are associated with neurodevelopmental disorders including autism and intellectual disability. However, no SHANK missense mutations have been described which interfere with the key functions of Shank proteins believed to be central for synapse formation, such as GKAP binding via the PDZ domain, or Zn2+-dependent multimerization of the SAM domain. We identify two individuals with a neurodevelopmental disorder carrying de novo missense mutations in SHANK2. The p.G643R variant distorts the binding pocket for GKAP in the Shank2 PDZ domain and prevents interaction with Thr(-2) in the canonical PDZ ligand motif of GKAP. The p.L1800W variant severely delays the kinetics of Zn2+-dependent polymerization of the Shank2-SAM domain. Structural analysis shows that Trp1800 dislodges one histidine crucial for Zn2+ binding. The resulting conformational changes block the stacking of helical polymers of SAM domains into sheets through side-by-side contacts, which is a hallmark of Shank proteins, thereby disrupting the highly cooperative assembly process induced by Zn2+. Both variants reduce the postsynaptic targeting of Shank2 in primary cultured neurons and alter glutamatergic synaptic transmission. Super-resolution microscopy shows that both mutants interfere with the formation of postsynaptic nanoclusters. Our data indicate that both the PDZ- and the SAM-mediated interactions of Shank2 contribute to the compaction of postsynaptic protein complexes into nanoclusters, and that deficiencies in this process interfere with normal brain development in humans.
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Affiliation(s)
- Fatemeh Hassani Nia
- Institute for Human Genetics, University Medical Center Hamburg Eppendorf, Hamburg, Germany
| | - Daniel Woike
- Institute for Human Genetics, University Medical Center Hamburg Eppendorf, Hamburg, Germany
| | | | - Stephan Niebling
- EMBL Hamburg, c/o DESY, Hamburg, Germany
- Centre for Structural Systems Biology, Hamburg, Germany
| | - Debora Tibbe
- Institute for Human Genetics, University Medical Center Hamburg Eppendorf, Hamburg, Germany
| | - Kristina Schulz
- Institute of Cell and Systems Biology of Animals, University of Hamburg, Hamburg, Germany
- III. Department of Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Daniela Hirnet
- Institute of Cell and Systems Biology of Animals, University of Hamburg, Hamburg, Germany
| | - Matilda Skiba
- Institute of Cell and Systems Biology of Animals, University of Hamburg, Hamburg, Germany
| | - Hans-Hinrich Hönck
- Institute for Human Genetics, University Medical Center Hamburg Eppendorf, Hamburg, Germany
| | | | | | - Tasja Scholz
- Institute for Human Genetics, University Medical Center Hamburg Eppendorf, Hamburg, Germany
| | - Tatjana Bierhals
- Institute for Human Genetics, University Medical Center Hamburg Eppendorf, Hamburg, Germany
| | - Joenna Driemeyer
- Department of Pediatrics, University Medical Center Eppendorf, Hamburg, Germany
| | - Renee Bend
- Prevention Genetics, Marshfield, WI, USA
| | - Antonio Virgilio Failla
- UKE microscopic imaging facility (umif), University Medical Center Eppendorf, Hamburg, Germany
| | - Christian Lohr
- Institute of Cell and Systems Biology of Animals, University of Hamburg, Hamburg, Germany
| | - Maria Garcia Alai
- EMBL Hamburg, c/o DESY, Hamburg, Germany
- Centre for Structural Systems Biology, Hamburg, Germany
| | - Hans-Jürgen Kreienkamp
- Institute for Human Genetics, University Medical Center Hamburg Eppendorf, Hamburg, Germany.
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6
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Bondarenko V, Chen Q, Tillman TS, Xu Y, Tang P. Unconventional PDZ Recognition Revealed in α7 nAChR-PICK1 Complexes. ACS Chem Neurosci 2024; 15:2070-2079. [PMID: 38691676 PMCID: PMC11099923 DOI: 10.1021/acschemneuro.4c00138] [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: 03/05/2024] [Revised: 04/16/2024] [Accepted: 04/19/2024] [Indexed: 05/03/2024] Open
Abstract
PDZ domains are modular domains that conventionally bind to C terminal or internal motifs of target proteins to control cellular functions through the regulation of protein complex assemblies. Almost all reported structures of PDZ-target protein complexes rely on fragments or peptides as target proteins. No intact target protein complexed with PDZ was structurally characterized. In this study, we used NMR spectroscopy and other biochemistry and biophysics tools to uncover insights into structural coupling between the PDZ domain of protein interacting with C-kinase 1 (PICK1) and α7 nicotinic acetylcholine receptors (α7 nAChR). Notably, the intracellular domains of both α7 nAChR and PICK1 PDZ exhibit a high degree of plasticity in their coupling. Specifically, the MA helix of α7 nAChR interacts with residues lining the canonical binding site of the PICK1 PDZ, while flexible loops also engage in protein-protein interactions. Both hydrophobic and electrostatic interactions mediate the coupling. Overall, the resulting structure of the α7 nAChR-PICK1 complex reveals an unconventional PDZ binding mode, significantly expanding the repertoire of functionally important PDZ interactions.
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Affiliation(s)
- Vasyl Bondarenko
- Depatment
of Anesthesiology and Perioperative Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania 15260, United States
| | - Qiang Chen
- Depatment
of Anesthesiology and Perioperative Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania 15260, United States
| | - Tommy S. Tillman
- Depatment
of Anesthesiology and Perioperative Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania 15260, United States
| | - Yan Xu
- Depatment
of Anesthesiology and Perioperative Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania 15260, United States
- Department
of Structural Biology, University of Pittsburgh, Pittsburgh, Pennsylvania 15260, United States
- Department
of Pharmacology and Chemical Biology, University
of Pittsburgh, Pittsburgh, Pennsylvania 15260, United States
- Department
of Physics and Astronomy, University of
Pittsburgh, Pittsburgh, Pennsylvania 15260, United States
| | - Pei Tang
- Depatment
of Anesthesiology and Perioperative Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania 15260, United States
- Department
of Pharmacology and Chemical Biology, University
of Pittsburgh, Pittsburgh, Pennsylvania 15260, United States
- Department
of Computational and Systems Biology, University
of Pittsburgh, Pittsburgh, Pennsylvania 15260, United States
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7
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Gao L, Ardiel E, Nurrish S, Kaplan JM. Voltage-induced calcium release in Caenorhabditis elegans body muscles. Proc Natl Acad Sci U S A 2024; 121:e2317753121. [PMID: 38687794 PMCID: PMC11087772 DOI: 10.1073/pnas.2317753121] [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: 10/12/2023] [Accepted: 04/03/2024] [Indexed: 05/02/2024] Open
Abstract
Type 1 voltage-activated calcium channels (CaV1) in the plasma membrane trigger calcium release from the sarcoplasmic reticulum (SR) by two mechanisms. In voltage-induced calcium release (VICR), CaV1 voltage sensing domains are directly coupled to ryanodine receptors (RYRs), an SR calcium channel. In calcium-induced calcium release (CICR), calcium ions flowing through activated CaV1 channels bind and activate RYR channels. VICR is thought to occur exclusively in vertebrate skeletal muscle while CICR occurs in all other muscles (including all invertebrate muscles). Here, we use calcium-activated SLO-2 potassium channels to analyze CaV1-SR coupling in Caenorhabditis elegans body muscles. SLO-2 channels were activated by both VICR and external calcium. VICR-mediated SLO-2 activation requires two SR calcium channels (RYRs and IP3 Receptors), JPH-1/Junctophilin, a PDZ (PSD95, Dlg1, ZO-1 domain) binding domain (PBD) at EGL-19/CaV1's carboxy-terminus, and SHN-1/Shank (a scaffolding protein that binds EGL-19's PBD). Thus, VICR occurs in invertebrate muscles.
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Affiliation(s)
- Luna Gao
- Department of Molecular Biology, Massachusetts General Hospital, Boston, MA02114
- Department of Neurobiology, Harvard Medical School, Boston, MA02115
| | - Evan Ardiel
- Department of Molecular Biology, Massachusetts General Hospital, Boston, MA02114
- Department of Neurobiology, Harvard Medical School, Boston, MA02115
| | - Stephen Nurrish
- Department of Molecular Biology, Massachusetts General Hospital, Boston, MA02114
- Department of Neurobiology, Harvard Medical School, Boston, MA02115
| | - Joshua M. Kaplan
- Department of Molecular Biology, Massachusetts General Hospital, Boston, MA02114
- Department of Neurobiology, Harvard Medical School, Boston, MA02115
- Program in Neuroscience, Harvard Medical School, Boston, MA02115
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8
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Zarin T, Lehner B. A complete map of specificity encoding for a partially fuzzy protein interaction. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.04.25.591103. [PMID: 38712134 PMCID: PMC11071492 DOI: 10.1101/2024.04.25.591103] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2024]
Abstract
Thousands of human proteins function by binding short linear motifs embedded in intrinsically disordered regions. How affinity and specificity are encoded in these binding domains and the motifs themselves is not well understood. The evolvability of binding specificity - how rapidly and extensively it can change upon mutation - is also largely unexplored, as is the contribution of 'fuzzy' dynamic residues to affinity and specificity in protein-protein interactions. Here we report the first complete map of specificity encoding for a globular protein domain. Quantifying >200,000 energetic interactions between a PDZ domain and its ligand identifies 20 major energetically coupled pairs of sites that control specificity. These are organized into six modules, with most mutations in each module reprogramming specificity for a single position in the ligand. Nine of the major energetic couplings controlling specificity are between structural contacts and 11 have an allosteric mechanism of action. The dynamic tail of the ligand is more robust to mutation than the structured residues but contributes additively to binding affinity and communicates with structured residues to enable changes in specificity. Our results quantify the binding specificities of >1,800 globular proteins to reveal how specificity is encoded and provide a direct comparison of the encoding of affinity and specificity in structured and dynamic molecular recognition.
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Affiliation(s)
- Taraneh Zarin
- Centre for Genomic Regulation (CRG), Barcelona Institute for Science and Technology (BIST), Barcelona, Spain
| | - Ben Lehner
- Centre for Genomic Regulation (CRG), Barcelona Institute for Science and Technology (BIST), Barcelona, Spain
- Wellcome Sanger Institute, Cambridge, UK
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
- Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Spain
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9
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Klyshko E, Kim JSH, McGough L, Valeeva V, Lee E, Ranganathan R, Rauscher S. Functional protein dynamics in a crystal. Nat Commun 2024; 15:3244. [PMID: 38622111 PMCID: PMC11018856 DOI: 10.1038/s41467-024-47473-4] [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: 07/17/2023] [Accepted: 04/02/2024] [Indexed: 04/17/2024] Open
Abstract
Proteins are molecular machines and to understand how they work, we need to understand how they move. New pump-probe time-resolved X-ray diffraction methods open up ways to initiate and observe protein motions with atomistic detail in crystals on biologically relevant timescales. However, practical limitations of these experiments demands parallel development of effective molecular dynamics approaches to accelerate progress and extract meaning. Here, we establish robust and accurate methods for simulating dynamics in protein crystals, a nontrivial process requiring careful attention to equilibration, environmental composition, and choice of force fields. With more than seven milliseconds of sampling of a single chain, we identify critical factors controlling agreement between simulation and experiments and show that simulated motions recapitulate ligand-induced conformational changes. This work enables a virtuous cycle between simulation and experiments for visualizing and understanding the basic functional motions of proteins.
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Affiliation(s)
- Eugene Klyshko
- Department of Physics, University of Toronto, Toronto, ON, Canada
- Department of Chemical and Physical Sciences, University of Toronto Mississauga, Mississauga, ON, Canada
| | - Justin Sung-Ho Kim
- Department of Physics, University of Toronto, Toronto, ON, Canada
- Department of Chemical and Physical Sciences, University of Toronto Mississauga, Mississauga, ON, Canada
| | - Lauren McGough
- Department of Ecology and Evolution, University of Chicago, Chicago, IL, USA
| | - Victoria Valeeva
- Department of Chemical and Physical Sciences, University of Toronto Mississauga, Mississauga, ON, Canada
| | - Ethan Lee
- Department of Chemical and Physical Sciences, University of Toronto Mississauga, Mississauga, ON, Canada
- Department of Chemistry, University of Toronto, Toronto, ON, Canada
| | - Rama Ranganathan
- Center for Physics of Evolving Systems and Department of Biochemistry and Molecular Biology, University of Chicago, Chicago, IL, USA
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, USA
| | - Sarah Rauscher
- Department of Physics, University of Toronto, Toronto, ON, Canada.
- Department of Chemical and Physical Sciences, University of Toronto Mississauga, Mississauga, ON, Canada.
- Department of Chemistry, University of Toronto, Toronto, ON, Canada.
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10
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Klyshko E, Sung-Ho Kim J, McGough L, Valeeva V, Lee E, Ranganathan R, Rauscher S. Functional Protein Dynamics in a Crystal. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.07.06.548023. [PMID: 37461732 PMCID: PMC10350071 DOI: 10.1101/2023.07.06.548023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 07/27/2023]
Abstract
Proteins are molecular machines and to understand how they work, we need to understand how they move. New pump-probe time-resolved X-ray diffraction methods open up ways to initiate and observe protein motions with atomistic detail in crystals on biologically relevant timescales. However, practical limitations of these experiments demands parallel development of effective molecular dynamics approaches to accelerate progress and extract meaning. Here, we establish robust and accurate methods for simulating dynamics in protein crystals, a nontrivial process requiring careful attention to equilibration, environmental composition, and choice of force fields. With more than seven milliseconds of sampling of a single chain, we identify critical factors controlling agreement between simulation and experiments and show that simulated motions recapitulate ligand-induced conformational changes. This work enables a virtuous cycle between simulation and experiments for visualizing and understanding the basic functional motions of proteins.
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Affiliation(s)
- Eugene Klyshko
- Department of Physics, University of Toronto, Toronto, ON, Canada
- Department of Chemical and Physical Sciences, University of Toronto Mississauga, Mississauga, ON, Canada
| | - Justin Sung-Ho Kim
- Department of Physics, University of Toronto, Toronto, ON, Canada
- Department of Chemical and Physical Sciences, University of Toronto Mississauga, Mississauga, ON, Canada
| | - Lauren McGough
- Department of Ecology and Evolution, University of Chicago, Chicago, IL, USA
| | - Victoria Valeeva
- Department of Chemical and Physical Sciences, University of Toronto Mississauga, Mississauga, ON, Canada
| | - Ethan Lee
- Department of Chemical and Physical Sciences, University of Toronto Mississauga, Mississauga, ON, Canada
- Department of Chemistry, University of Toronto, Toronto, ON, Canada
| | - Rama Ranganathan
- Center for Physics of Evolving Systems and Department of Biochemistry and Molecular Biology, University of Chicago, Chicago, IL, USA
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, USA
| | - Sarah Rauscher
- Department of Physics, University of Toronto, Toronto, ON, Canada
- Department of Chemical and Physical Sciences, University of Toronto Mississauga, Mississauga, ON, Canada
- Department of Chemistry, University of Toronto, Toronto, ON, Canada
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11
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Matoo S, Graves MJ, Choi MS, Idris RAES, Acharya P, Thapa G, Nguyen T, Atallah SY, Tipirneni AK, Stevenson PJ, Crawley SW. The microvillar protocadherin CDHR5 associates with EBP50 to promote brush border assembly. Mol Biol Cell 2024; 35:ar36. [PMID: 38170579 PMCID: PMC10916864 DOI: 10.1091/mbc.e23-02-0065] [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: 02/23/2023] [Revised: 10/27/2023] [Accepted: 12/22/2023] [Indexed: 01/05/2024] Open
Abstract
Transporting epithelial cells of the gut and kidney interact with their luminal environment through a densely packed collection of apical microvilli known as a brush border (BB). Proper brush border assembly depends on the intermicrovillar adhesion complex (IMAC), a protocadherin-based adhesion complex found at the distal tips of microvilli that mediates adhesion between neighboring protrusions to promote their organized packing. Loss of the IMAC adhesion molecule Cadherin-related family member 5 (CDHR5) results in significant brush border defects, though the functional properties of this protocadherin have not been thoroughly explored. Here, we show that the cytoplasmic tail of CDHR5 contributes to its correct apical targeting and functional properties in an isoform-specific manner. Library screening identified the Ezrin-associated scaffolds EBP50 and E3KARP as cytoplasmic binding partners for CDHR5. Consistent with this, loss of EBP50 disrupted proper brush border assembly with cells exhibiting markedly reduced apical IMAC levels. Together, our results shed light on the apical targeting determinants of CDHR5 and further define the interactome of the IMAC involved in brush border assembly.
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Affiliation(s)
- Samaneh Matoo
- Department of Biological Sciences, University of Toledo, Toledo, Ohio 43606
| | - Maura J. Graves
- Department of Biological Sciences, University of Toledo, Toledo, Ohio 43606
| | - Myoung Soo Choi
- Department of Biological Sciences, University of Toledo, Toledo, Ohio 43606
| | | | - Prashun Acharya
- Department of Biological Sciences, University of Toledo, Toledo, Ohio 43606
| | - Garima Thapa
- Department of Biological Sciences, University of Toledo, Toledo, Ohio 43606
| | - Tram Nguyen
- Department of Biological Sciences, University of Toledo, Toledo, Ohio 43606
| | - Sarah Y. Atallah
- Department of Biological Sciences, University of Toledo, Toledo, Ohio 43606
| | - Ashna K. Tipirneni
- Department of Biological Sciences, University of Toledo, Toledo, Ohio 43606
| | | | - Scott W. Crawley
- Department of Biological Sciences, University of Toledo, Toledo, Ohio 43606
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12
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Guerin N, Childs H, Zhou P, Donald BR. DexDesign: A new OSPREY-based algorithm for designing de novo D-peptide inhibitors. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.02.12.579944. [PMID: 38405797 PMCID: PMC10888900 DOI: 10.1101/2024.02.12.579944] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/27/2024]
Abstract
With over 270 unique occurrences in the human genome, peptide-recognizing PDZ domains play a central role in modulating polarization, signaling, and trafficking pathways. Mutations in PDZ domains lead to diseases such as cancer and cystic fibrosis, making PDZ domains attractive targets for therapeutic intervention. D-peptide inhibitors offer unique advantages as therapeutics, including increased metabolic stability and low immunogenicity. Here, we introduce DexDesign, a novel OSPREY-based algorithm for computationally designing de novo D-peptide inhibitors. DexDesign leverages three novel techniques that are broadly applicable to computational protein design: the Minimum Flexible Set, K*-based Mutational Scan, and Inverse Alanine Scan, which enable exponential reductions in the size of the peptide sequence search space. We apply these techniques and DexDesign to generate novel D-peptide inhibitors of two biomedically important PDZ domain targets: CAL and MAST2. We introduce a new framework for analyzing de novo peptides-evaluation along a replication/restitution axis-and apply it to the DexDesign-generated D-peptides. Notably, the peptides we generated are predicted to bind their targets tighter than their targets' endogenous ligands, validating the peptides' potential as lead therapeutic candidates. We provide an implementation of DexDesign in the free and open source computational protein design software OSPREY.
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13
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Guerin N, Childs H, Zhou P, Donald BR. DexDesign: an OSPREY-based algorithm for designing de novo D-peptide inhibitors. Protein Eng Des Sel 2024; 37:gzae007. [PMID: 38757573 PMCID: PMC11099876 DOI: 10.1093/protein/gzae007] [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: 09/03/2023] [Revised: 04/17/2024] [Indexed: 05/18/2024] Open
Abstract
With over 270 unique occurrences in the human genome, peptide-recognizing PDZ domains play a central role in modulating polarization, signaling, and trafficking pathways. Mutations in PDZ domains lead to diseases such as cancer and cystic fibrosis, making PDZ domains attractive targets for therapeutic intervention. D-peptide inhibitors offer unique advantages as therapeutics, including increased metabolic stability and low immunogenicity. Here, we introduce DexDesign, a novel OSPREY-based algorithm for computationally designing de novo D-peptide inhibitors. DexDesign leverages three novel techniques that are broadly applicable to computational protein design: the Minimum Flexible Set, K*-based Mutational Scan, and Inverse Alanine Scan. We apply these techniques and DexDesign to generate novel D-peptide inhibitors of two biomedically important PDZ domain targets: CAL and MAST2. We introduce a framework for analyzing de novo peptides-evaluation along a replication/restitution axis-and apply it to the DexDesign-generated D-peptides. Notably, the peptides we generated are predicted to bind their targets tighter than their targets' endogenous ligands, validating the peptides' potential as lead inhibitors. We also provide an implementation of DexDesign in the free and open source computational protein design software OSPREY.
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Affiliation(s)
- Nathan Guerin
- Department of Computer Science, Duke University, 308 Research Drive, Durham, NC 27708, United States
| | - Henry Childs
- Department of Chemistry, Duke University, 124 Science Drive, Durham, NC 27708, United States
| | - Pei Zhou
- Department of Biochemistry, Duke University School of Medicine, 307 Research Drive, Durham, NC 22710, United States
| | - Bruce R Donald
- Department of Computer Science, Duke University, 308 Research Drive, Durham, NC 27708, United States
- Department of Chemistry, Duke University, 124 Science Drive, Durham, NC 27708, United States
- Department of Biochemistry, Duke University School of Medicine, 307 Research Drive, Durham, NC 22710, United States
- Department of Mathematics, Duke University, 120 Science Drive, Durham, NC 27708, United States
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14
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Naik MT, Naik N, Hu T, Wang SH, Marshall J. Structure-based design of peptidomimetic inhibitors of PSD-95 with improved affinity for the PDZ3 domain. FEBS Lett 2024; 598:233-241. [PMID: 37904289 PMCID: PMC10842001 DOI: 10.1002/1873-3468.14767] [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: 08/09/2023] [Revised: 09/28/2023] [Accepted: 10/12/2023] [Indexed: 11/01/2023]
Abstract
Aberrant brain-derived neurotrophic factor (BDNF) signaling has been proposed to contribute to the pathophysiology of depression and other neurological disorders such as Angelman syndrome. We have previously shown that targeting the tropomyosin receptor kinase B/postsynaptic density protein-95 (PSD-95) nexus in the BDNF signaling pathway by peptidomimetic inhibitors is a promising approach for therapeutic intervention. Here, we used structure-based knowledge to develop a new Syn3 peptidomimetic compound series that fuses peptides derived from the PSD-95-binding protein SynGAP to our prototype compound CN2097. The new compounds target the PSD-95 PDZ3 domain and adjoining αC helix to achieve bivalent binding that results in up to 7-fold stronger affinity compared to CN2097. These compounds were designed to improve CN2097 specificity for the PSD-95 PDZ3 domain, and structure-activity relationship studies were performed to improve their resistance to proteolysis.
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Affiliation(s)
- Mandar T. Naik
- Department of Molecular Biology, Cell Biology and Biochemistry, Brown University, Providence, Rhode Island, 02912, United States of America
- Department of Molecular Pharmacology, Physiology and Biotechnology, Brown University, Providence, Rhode Island, 02912, United States of America
| | - Nandita Naik
- Department of Molecular Biology, Cell Biology and Biochemistry, Brown University, Providence, Rhode Island, 02912, United States of America
- Department of Molecular Pharmacology, Physiology and Biotechnology, Brown University, Providence, Rhode Island, 02912, United States of America
| | - Tony Hu
- Department of Molecular Pharmacology, Physiology and Biotechnology, Brown University, Providence, Rhode Island, 02912, United States of America
| | - Szu-Huan Wang
- Department of Molecular Biology, Cell Biology and Biochemistry, Brown University, Providence, Rhode Island, 02912, United States of America
- Department of Molecular Pharmacology, Physiology and Biotechnology, Brown University, Providence, Rhode Island, 02912, United States of America
| | - John Marshall
- Department of Molecular Biology, Cell Biology and Biochemistry, Brown University, Providence, Rhode Island, 02912, United States of America
- Department of Molecular Pharmacology, Physiology and Biotechnology, Brown University, Providence, Rhode Island, 02912, United States of America
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15
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Casanova-Sepúlveda G, Sexton JA, Turk BE, Boggon TJ. Autoregulation of the LIM kinases by their PDZ domain. Nat Commun 2023; 14:8441. [PMID: 38114480 PMCID: PMC10730565 DOI: 10.1038/s41467-023-44148-4] [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: 03/15/2023] [Accepted: 12/01/2023] [Indexed: 12/21/2023] Open
Abstract
LIM domain kinases (LIMK) are important regulators of actin cytoskeletal remodeling. These protein kinases phosphorylate the actin depolymerizing factor cofilin to suppress filament severing, and are key nodes between Rho GTPase cascades and actin. The two mammalian LIMKs, LIMK1 and LIMK2, contain consecutive LIM domains and a PDZ domain upstream of the C-terminal kinase domain. The roles of the N-terminal regions are not fully understood, and the function of the PDZ domain remains elusive. Here, we determine the 2.0 Å crystal structure of the PDZ domain of LIMK2 and reveal features not previously observed in PDZ domains including a core-facing arginine residue located at the second position of the 'x-Φ-G-Φ' motif, and that the expected peptide binding cleft is shallow and poorly conserved. We find a distal extended surface to be highly conserved, and when LIMK1 was ectopically expressed in yeast we find targeted mutagenesis of this surface decreases growth, implying increased LIMK activity. PDZ domain LIMK1 mutants expressed in yeast are hyperphosphorylated and show elevated activity in vitro. This surface in both LIMK1 and LIMK2 is critical for autoregulation independent of activation loop phosphorylation. Overall, our study demonstrates the functional importance of the PDZ domain to autoregulation of LIMKs.
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Affiliation(s)
| | - Joel A Sexton
- Department of Pharmacology, Yale University, New Haven, CT, 06520, USA
| | - Benjamin E Turk
- Department of Pharmacology, Yale University, New Haven, CT, 06520, USA
| | - Titus J Boggon
- Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT, 06520, USA.
- Department of Pharmacology, Yale University, New Haven, CT, 06520, USA.
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16
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Korbula K, Hammerschmid I, Lesigang J, Dong G. Sec8 specifically interacts with the PDZ2 domain of synapse associated protein 102 (SAP102). Front Cell Dev Biol 2023; 11:1254611. [PMID: 37849738 PMCID: PMC10577314 DOI: 10.3389/fcell.2023.1254611] [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: 07/07/2023] [Accepted: 09/21/2023] [Indexed: 10/19/2023] Open
Abstract
The exocyst is an evolutionarily conserved protein complex tethering secretory vesicles before their docking and fusion with the plasma membrane. The complex also plays important roles in cell migration, synaptogenesis, and neurite outgrowth. One of its subunits, Sec8, was reported to interact with two major synaptic scaffolding proteins SAP102 and PSD-95 that share high sequence homology and contain three PDZ domains at their N-terminal region. The interaction is via the binding of the C-terminal ITTV motif in Sec8 to the PDZ domains of the two synaptic proteins. However, it remains elusive to which PDZ domain(s) Sec8 binds and how their interaction occurs. Here we reported a 2.5 Å resolution crystal structure of the C-terminal half of rat Sec8 containing the ITTV motif. The structure shows that Sec8 contains an enormously long helix at its C-terminus, which bears a unique long "spacer" of 14 residues to bridge the ITTV motif to the compact core of Sec8. We found that Sec8 preferentially binds PDZ2 over PDZ1 and PDZ3 of SAP102. Deletion of the spacer completely abolished the binding of Sec8 to SAP102. Overall, our structural studies, biochemical data and modeling analyses altogether provide an explanation for how Sec8 interacts with SAP102.
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Affiliation(s)
- Katharina Korbula
- Max Perutz Labs, Vienna Biocenter Campus (VBC), Vienna, Austria
- Medical University of Vienna, Center for Medical Biochemistry, Vienna, Austria
| | | | - Johannes Lesigang
- Max Perutz Labs, Vienna Biocenter Campus (VBC), Vienna, Austria
- Medical University of Vienna, Center for Medical Biochemistry, Vienna, Austria
| | - Gang Dong
- Max Perutz Labs, Vienna Biocenter Campus (VBC), Vienna, Austria
- Medical University of Vienna, Center for Medical Biochemistry, Vienna, Austria
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17
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Zhu LJ, Li F, Zhu DY. nNOS and Neurological, Neuropsychiatric Disorders: A 20-Year Story. Neurosci Bull 2023; 39:1439-1453. [PMID: 37074530 PMCID: PMC10113738 DOI: 10.1007/s12264-023-01060-7] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2023] [Accepted: 03/05/2023] [Indexed: 04/20/2023] Open
Abstract
In the central nervous system, nitric oxide (NO), a free gas with multitudinous bioactivities, is mainly produced from the oxidation of L-arginine by neuronal nitric oxide synthase (nNOS). In the past 20 years, the studies in our group and other laboratories have suggested a significant involvement of nNOS in a variety of neurological and neuropsychiatric disorders. In particular, the interactions between the PDZ domain of nNOS and its adaptor proteins, including post-synaptic density 95, the carboxy-terminal PDZ ligand of nNOS, and the serotonin transporter, significantly influence the subcellular localization and functions of nNOS in the brain. The nNOS-mediated protein-protein interactions provide new attractive targets and guide the discovery of therapeutic drugs for neurological and neuropsychiatric disorders. Here, we summarize the work on the roles of nNOS and its association with multiple adaptor proteins on neurological and neuropsychiatric disorders.
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Affiliation(s)
- Li-Juan Zhu
- Key Laboratory of Developmental Genes and Human Diseases, Ministry of Education, Department of Histology and Embryology, School of Medicine, Southeast University, Nanjing, 210009, China
| | - Fei Li
- Department of Medicinal Chemistry, School of Pharmacy, Nanjing Medical University, Nanjing, 211166, China
| | - Dong-Ya Zhu
- Department of Pharmacology, School of Pharmacy, Nanjing Medical University, Nanjing, 211166, China.
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18
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Castro-Cruz M, Lembo F, Borg JP, Travé G, Vincentelli R, Zimmermann P. The Human PDZome 2.0: Characterization of a New Resource to Test for PDZ Interactions by Yeast Two-Hybrid. MEMBRANES 2023; 13:737. [PMID: 37623798 PMCID: PMC10456741 DOI: 10.3390/membranes13080737] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/04/2023] [Revised: 07/28/2023] [Accepted: 08/10/2023] [Indexed: 08/26/2023]
Abstract
PSD95-disc large-zonula occludens (PDZ) domains are globular modules of 80-90 amino acids that co-evolved with multicellularity. They commonly bind to carboxy-terminal sequences of a plethora of membrane-associated proteins and influence their trafficking and signaling. We previously built a PDZ resource (PDZome) allowing us to unveil human PDZ interactions by Yeast two-hybrid. Yet, this resource is incomplete according to the current knowledge on the human PDZ proteome. Here we built the PDZome 2.0 library for Yeast two-hybrid, based on a PDZ library manually curated from online resources. The PDZome2.0 contains 305 individual clones (266 PDZ domains in isolation and 39 tandems), for which all boundaries were designed based on available PDZ structures. Using as bait the E6 oncoprotein from HPV16, a known promiscuous PDZ interactor, we show that PDZome 2.0 outperforms the previous resource.
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Affiliation(s)
- Monica Castro-Cruz
- Department of Human Genetics, KU Leuven, 3000 Leuven, Belgium;
- Équipe Labellisée Ligue 2018, Centre de Recherche en Cancérologie de Marseille (CRCM), Aix-Marseille Université, 13009 Marseille, France;
| | - Frédérique Lembo
- Équipe Labellisée Ligue 2018, Centre de Recherche en Cancérologie de Marseille (CRCM), Aix-Marseille Université, 13009 Marseille, France;
| | - Jean-Paul Borg
- Marseille Proteomics Platform, CRCM, Institute Paoli-Calmettes, Aix-Marseille Université, Inserm, CNRS, 13009 Marseille, France;
| | - Gilles Travé
- Équipe Labellisée Ligue 2015, Department of Integrated Structural Biology, Institut de Génétique et de Biologie Moléculaire et Cellulaire (IGBMC), INSERM U1258/CNRS UMR 7104/Université de Strasbourg, 67404 Illkirch, France;
| | - Renaud Vincentelli
- Architecture et Fonction des Macromolécules Biologiques (AFMB), Unité Mixte de Recherche (UMR) 7257, Centre National de la Recherche Scientifique (CNRS), Aix-Marseille Université, 13009 Marseille, France;
| | - Pascale Zimmermann
- Department of Human Genetics, KU Leuven, 3000 Leuven, Belgium;
- Équipe Labellisée Ligue 2018, Centre de Recherche en Cancérologie de Marseille (CRCM), Aix-Marseille Université, 13009 Marseille, France;
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19
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Naik MT, Naik N, Hu T, Wang SH, Marshall J. Structure-based development of new cyclic compounds targeting PSD-95 PDZ3 domain. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.08.10.552828. [PMID: 37609345 PMCID: PMC10441386 DOI: 10.1101/2023.08.10.552828] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/24/2023]
Abstract
Aberrant BDNF signaling has been proposed to contribute to the pathophysiology of depression and other neurological disorders such as Angelman syndrome. We have previously shown that targeting the TrkB / PSD-95 nexus by peptidomimetic inhibitors is a promising approach for therapeutic intervention. Here we used structure-based knowledge to develop a new peptidomimetic compound series that fuses SynGAP-derived peptides to our prototype compound CN2097. These compounds target the PSD-95 PDZ3 domain and adjoining αC helix to achieve bivalent binding that results in up to 7-fold stronger affinity compared to CN2097. These compounds were designed to improve CN2097 specificity for the PDZ3 domain and limited SAR studies have been performed to improve their resistance to proteolysis.
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Affiliation(s)
- Mandar T. Naik
- Department of Molecular Biology, Cell Biology and Biochemistry
- Department of Molecular Pharmacology, Physiology and Biotechnology, Brown University, Providence, Rhode Island, 02912, United States of America
| | - Nandita Naik
- Department of Molecular Biology, Cell Biology and Biochemistry
- Department of Molecular Pharmacology, Physiology and Biotechnology, Brown University, Providence, Rhode Island, 02912, United States of America
| | - Tony Hu
- Department of Molecular Pharmacology, Physiology and Biotechnology, Brown University, Providence, Rhode Island, 02912, United States of America
| | - Szu-Huan Wang
- Department of Molecular Biology, Cell Biology and Biochemistry
- Department of Molecular Pharmacology, Physiology and Biotechnology, Brown University, Providence, Rhode Island, 02912, United States of America
| | - John Marshall
- Department of Molecular Biology, Cell Biology and Biochemistry
- Department of Molecular Pharmacology, Physiology and Biotechnology, Brown University, Providence, Rhode Island, 02912, United States of America
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20
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Thüring EM, Hartmann C, Maddumage JC, Javorsky A, Michels BE, Gerke V, Banks L, Humbert PO, Kvansakul M, Ebnet K. Membrane recruitment of the polarity protein Scribble by the cell adhesion receptor TMIGD1. Commun Biol 2023; 6:702. [PMID: 37430142 DOI: 10.1038/s42003-023-05088-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Accepted: 06/29/2023] [Indexed: 07/12/2023] Open
Abstract
Scribble (Scrib) is a multidomain polarity protein and member of the leucine-rich repeat and PDZ domain (LAP) protein family. A loss of Scrib expression is associated with disturbed apical-basal polarity and tumor formation. The tumor-suppressive activity of Scrib correlates with its membrane localization. Despite the identification of numerous Scrib-interacting proteins, the mechanisms regulating its membrane recruitment are not fully understood. Here, we identify the cell adhesion receptor TMIGD1 as a membrane anchor of Scrib. TMIGD1 directly interacts with Scrib through a PDZ domain-mediated interaction and recruits Scrib to the lateral membrane domain in epithelial cells. We characterize the association of TMIGD1 with each Scrib PDZ domain and describe the crystal structure of the TMIGD1 C-terminal peptide complexed with PDZ domain 1 of Scrib. Our findings describe a mechanism of Scrib membrane localization and contribute to the understanding of the tumor-suppressive activity of Scrib.
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Affiliation(s)
- Eva-Maria Thüring
- Institute-associated Research Group "Cell adhesion and cell polarity", Institute of Medical Biochemistry, ZMBE, University of Münster, Münster, Germany
| | - Christian Hartmann
- Institute-associated Research Group "Cell adhesion and cell polarity", Institute of Medical Biochemistry, ZMBE, University of Münster, Münster, Germany
| | - Janesha C Maddumage
- Department of Biochemistry & Chemistry, La Trobe Institute for Molecular Science, La Trobe University, Melbourne, VIC, Australia
| | - Airah Javorsky
- Department of Biochemistry & Chemistry, La Trobe Institute for Molecular Science, La Trobe University, Melbourne, VIC, Australia
| | - Birgitta E Michels
- Institute-associated Research Group "Cell adhesion and cell polarity", Institute of Medical Biochemistry, ZMBE, University of Münster, Münster, Germany
| | - Volker Gerke
- Institute of Medical Biochemistry, ZMBE, University of Münster, Münster, Germany
| | - Lawrence Banks
- International Centre for Genetic Engineering and Biotechnology, Trieste, Italy
| | - Patrick O Humbert
- Department of Biochemistry & Chemistry, La Trobe Institute for Molecular Science, La Trobe University, Melbourne, VIC, Australia
| | - Marc Kvansakul
- Department of Biochemistry & Chemistry, La Trobe Institute for Molecular Science, La Trobe University, Melbourne, VIC, Australia.
| | - Klaus Ebnet
- Institute-associated Research Group "Cell adhesion and cell polarity", Institute of Medical Biochemistry, ZMBE, University of Münster, Münster, Germany.
- Cells-in-Motion Interfaculty Center, University of Münster, Münster, Germany.
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21
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Tahti EF, Blount JM, Jackson SN, Gao M, Gill NP, Smith SN, Pederson NJ, Rumph SN, Struyvenberg SA, Mackley IGP, Madden DR, Amacher JF. Additive energetic contributions of multiple peptide positions determine the relative promiscuity of viral and human sequences for PDZ domain targets. Protein Sci 2023; 32:e4611. [PMID: 36851847 PMCID: PMC10022582 DOI: 10.1002/pro.4611] [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: 12/31/2022] [Revised: 02/13/2023] [Accepted: 02/23/2023] [Indexed: 03/01/2023]
Abstract
Protein-protein interactions that involve recognition of short peptides are critical in cellular processes. Protein-peptide interaction surface areas are relatively small and shallow, and there are often overlapping specificities in families of peptide-binding domains. Therefore, dissecting selectivity determinants can be challenging. PDZ domains are a family of peptide-binding domains located in several intracellular signaling and trafficking pathways. These domains are also directly targeted by pathogens, and a hallmark of many oncogenic viral proteins is a PDZ-binding motif. However, amidst sequences that target PDZ domains, there is a wide spectrum in relative promiscuity. For example, the viral HPV16 E6 oncoprotein recognizes over double the number of PDZ domain-containing proteins as the cystic fibrosis transmembrane conductance regulator (CFTR) in the cell, despite similar PDZ targeting-sequences and identical motif residues. Here, we determine binding affinities for PDZ domains known to bind either HPV16 E6 alone or both CFTR and HPV16 E6, using peptides matching WT and hybrid sequences. We also use energy minimization to model PDZ-peptide complexes and use sequence analyses to investigate this difference. We find that while the majority of single mutations had marginal effects on overall affinity, the additive effect on the free energy of binding accurately describes the selectivity observed. Taken together, our results describe how complex and differing PDZ interactomes can be programmed in the cell.
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Affiliation(s)
- Elise F. Tahti
- Department of ChemistryWestern Washington UniversityBellinghamWashingtonUSA
| | - Jadon M. Blount
- Department of ChemistryWestern Washington UniversityBellinghamWashingtonUSA
| | - Sophie N. Jackson
- Department of ChemistryWestern Washington UniversityBellinghamWashingtonUSA
| | - Melody Gao
- Department of ChemistryWestern Washington UniversityBellinghamWashingtonUSA
| | - Nicholas P. Gill
- Department of BiochemistryGeisel School of Medicine at DartmouthHanoverNew HampshireUSA
| | - Sarah N. Smith
- Department of ChemistryWestern Washington UniversityBellinghamWashingtonUSA
| | - Nick J. Pederson
- Department of ChemistryWestern Washington UniversityBellinghamWashingtonUSA
| | | | | | - Iain G. P. Mackley
- Department of ChemistryWestern Washington UniversityBellinghamWashingtonUSA
| | - Dean R. Madden
- Department of BiochemistryGeisel School of Medicine at DartmouthHanoverNew HampshireUSA
| | - Jeanine F. Amacher
- Department of ChemistryWestern Washington UniversityBellinghamWashingtonUSA
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22
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Pintor-Romero VG, Hurtado-Ortega E, Nicolás-Morales ML, Gutiérrez-Torres M, Vences-Velázquez A, Ortuño-Pineda C, Espinoza-Rojo M, Navarro-Tito N, Cortés-Sarabia K. Biological Role and Aberrant Overexpression of Syntenin-1 in Cancer: Potential Role as a Biomarker and Therapeutic Target. Biomedicines 2023; 11:biomedicines11041034. [PMID: 37189651 DOI: 10.3390/biomedicines11041034] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2023] [Revised: 03/17/2023] [Accepted: 03/23/2023] [Indexed: 03/30/2023] Open
Abstract
Syntenin-1 is a 298 amino acid protein codified by the melanoma differentiation-associated gene-9 (MDA-9). Structurally, it is composed of four domains: N-terminal, PDZ1, PDZ2, and C-terminal. The PDZ domains of syntenin-1 are involved in the stability and interaction with other molecules such as proteins, glycoproteins, and lipids. Domains are also associated with several biological functions such as the activation of signaling pathways related to cell-to-cell adhesion, signaling translation, and the traffic of intracellular lipids, among others. The overexpression of syntenin-1 has been reported in glioblastoma, colorectal, melanoma, lung, prostate, and breast cancer, which promotes tumorigenesis by regulating cell migration, invasion, proliferation, angiogenesis, apoptosis, and immune response evasion, and metastasis. The overexpression of syntenin-1 in samples has been associated with worst prognostic and recurrence, whereas the use of inhibitors such as shRNA, siRNA, and PDZli showed a diminution of the tumor size and reduction in metastasis and invasion. Syntenin-1 has been suggested as a potential biomarker and therapeutic target in cancer for developing more effective diagnostic/prognostic tests or passive/active immunotherapies.
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23
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Baliova M, Jahodova I, Jursky F. A Significant Difference in Core PDZ Interactivity of SARS-CoV, SARS-CoV2 and MERS-CoV Protein E Peptide PDZ Motifs In Vitro. Protein J 2023:10.1007/s10930-023-10103-x. [PMID: 36932261 PMCID: PMC10023026 DOI: 10.1007/s10930-023-10103-x] [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] [Accepted: 03/01/2023] [Indexed: 03/19/2023]
Abstract
Small structural E protein of coronaviruses uses its C-terminal PDZ motif to compromise the cellular PDZ interactome. In this work we compared core PDZ interactivity of small (seven amino acids) peptide PDZ motifs, originating from the envelope proteins of recently transmitted coronaviruses SARS-CoV, SARS-CoV2, and MERS-CoV. As the interaction targets we used 23 domains of the largest PDZ proteins MUPP1/MPDZ and PATJ/INAD. Results revealed exceptional affinity and interaction promiscuity of MERS-CoV PDZ motif in vitro, suggesting an increased probability of potential PDZ targets in vivo. We hypothesize that together with its known ability to enter the cells from both apical and basolateral sites, this might further contribute to its elevated disruption of cellular PDZ pathways and higher virulence.
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Affiliation(s)
- Martina Baliova
- Laboratory of Neurobiology, Institute of Molecular Biology, Slovak Academy of Sciences, Dubravska Cesta 21, 845 51 Bratislava, Slovakia
| | - Iveta Jahodova
- Laboratory of Neurobiology, Institute of Molecular Biology, Slovak Academy of Sciences, Dubravska Cesta 21, 845 51 Bratislava, Slovakia
| | - Frantisek Jursky
- Laboratory of Neurobiology, Institute of Molecular Biology, Slovak Academy of Sciences, Dubravska Cesta 21, 845 51 Bratislava, Slovakia
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24
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Gianni S, Jemth P. Allostery Frustrates the Experimentalist. J Mol Biol 2023; 435:167934. [PMID: 36586463 DOI: 10.1016/j.jmb.2022.167934] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2022] [Revised: 12/20/2022] [Accepted: 12/22/2022] [Indexed: 12/29/2022]
Abstract
Proteins interact with other proteins, with nucleic acids, lipids, carbohydrates and various small molecules in the living cell. These interactions have been quantified and structurally characterized in numerous studies such that we today have a comprehensive picture of protein structure and function. However, proteins are dynamic and even folded proteins are likely more heterogeneous than they appear in most descriptions. One property of proteins that relies on dynamics and heterogeneity is allostery, the ability of a protein to change structure and function upon ligand binding to an allosteric site. Over the last decades the concept of allostery was broadened to embrace all types of long-range interactions across a protein including purely entropic changes without a conformational change in single protein domains. But with this re-definition came a problem: How do we measure allostery? In this opinion, we discuss some caveats arising from the quantitative description of single-domain allostery from an experimental perspective and how the limitations cannot be separated from the definition of allostery per se. Furthermore, we attempt to tie together allostery with the concept of frustration in an effort to investigate the links between these two complex, and yet general, properties of proteins. We arrive at the conclusion that the sensitivity to perturbation of allosteric networks in single protein domains is too large for the networks to be of significant biological relevance.
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Affiliation(s)
- Stefano Gianni
- Istituto Pasteur-Fondazione Cenci Bolognetti and Istituto di Biologia e Patologia Molecolari del CNR, Dipartimento di Scienze Biochimiche "A. Rossi Fanelli," Sapienza Università di Roma, 00185 Rome, Italy.
| | - Per Jemth
- Department of Medical Biochemistry and Microbiology, Uppsala University, BMC Box 582, SE-75123 Uppsala, Sweden.
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25
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Xie J, Zhang W, Zhu X, Deng M, Lai L. Coevolution-based prediction of key allosteric residues for protein function regulation. eLife 2023; 12:81850. [PMID: 36799896 PMCID: PMC9981151 DOI: 10.7554/elife.81850] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2022] [Accepted: 02/16/2023] [Indexed: 02/18/2023] Open
Abstract
Allostery is fundamental to many biological processes. Due to the distant regulation nature, how allosteric mutations, modifications, and effector binding impact protein function is difficult to forecast. In protein engineering, remote mutations cannot be rationally designed without large-scale experimental screening. Allosteric drugs have raised much attention due to their high specificity and possibility of overcoming existing drug-resistant mutations. However, optimization of allosteric compounds remains challenging. Here, we developed a novel computational method KeyAlloSite to predict allosteric site and to identify key allosteric residues (allo-residues) based on the evolutionary coupling model. We found that protein allosteric sites are strongly coupled to orthosteric site compared to non-functional sites. We further inferred key allo-residues by pairwise comparing the difference of evolutionary coupling scores of each residue in the allosteric pocket with the functional site. Our predicted key allo-residues are in accordance with previous experimental studies for typical allosteric proteins like BCR-ABL1, Tar, and PDZ3, as well as key cancer mutations. We also showed that KeyAlloSite can be used to predict key allosteric residues distant from the catalytic site that are important for enzyme catalysis. Our study demonstrates that weak coevolutionary couplings contain important information of protein allosteric regulation function. KeyAlloSite can be applied in studying the evolution of protein allosteric regulation, designing and optimizing allosteric drugs, and performing functional protein design and enzyme engineering.
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Affiliation(s)
- Juan Xie
- Center for Quantitative Biology, Academy for Advanced Interdisciplinary Studies, Peking UniversityBeijingChina
| | - Weilin Zhang
- BNLMS, Peking-Tsinghua Center for Life Sciences at the College of Chemistry and Molecular Engineering, Peking UniversityBeijingChina
| | - Xiaolei Zhu
- School of Sciences, Anhui Agricultural UniversityHefeiChina
| | - Minghua Deng
- Center for Quantitative Biology, Academy for Advanced Interdisciplinary Studies, Peking UniversityBeijingChina
- School of Mathematical Sciences, Peking UniversityBeijingChina
- Center for Statistical Science, Peking UniversityBeijingChina
| | - Luhua Lai
- Center for Quantitative Biology, Academy for Advanced Interdisciplinary Studies, Peking UniversityBeijingChina
- BNLMS, Peking-Tsinghua Center for Life Sciences at the College of Chemistry and Molecular Engineering, Peking UniversityBeijingChina
- Research Unit of Drug Design Method, Chinese Academy of Medical Sciences (2021RU014)BeijingChina
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26
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Bhatta T, Khanal P, Khanal SP, Adhikari NP. Thermodynamics and Transport Properties of Valine and Cysteine Peptides in Water. J Mol Liq 2023. [DOI: 10.1016/j.molliq.2023.121472] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/18/2023]
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27
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Cowan B, Beveridge DL, Thayer KM. Allosteric Signaling in PDZ Energetic Networks: Embedding Error Analysis. J Phys Chem B 2023; 127:623-633. [PMID: 36626697 PMCID: PMC9884075 DOI: 10.1021/acs.jpcb.2c06546] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2022] [Revised: 12/23/2022] [Indexed: 01/12/2023]
Abstract
Allosteric signaling in proteins has been known for some half a century, yet how the signal traverses the protein remains an active area of research. Recently, the importance of electrostatics to achieve long-range signaling has become increasingly appreciated. Our laboratory has been working on developing network approaches to capture such interactions. In this study, we turn our attention to the well-studied allosteric model protein, PDZ. We study the allosteric dynamics on a per-residue basis in key constructs involving the PDZ domain, its allosteric effector, and its peptide ligand. We utilize molecular dynamics trajectories to create the networks for the constructs to explore the allosteric effect by plotting the heat kernel results onto axes defined by principal components. We introduce a new metric to quantitate the volume sampled by a residue in the latent space. We relate our findings to PDZ and the greater field of allostery.
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Affiliation(s)
- Benjamin
S. Cowan
- Department
of Computer Science, Wesleyan University, Middletown, Connecticut06457, United States
- College
of Integrative Sciences, Wesleyan University, Middletown, Connecticut06457, United States
| | - David L. Beveridge
- Molecular
Biophysics Program, Wesleyan University, Middletown, Connecticut06457, United States
- Department
of Chemistry, Wesleyan University, Middletown, Connecticut06457, United States
| | - Kelly M. Thayer
- Department
of Computer Science, Wesleyan University, Middletown, Connecticut06457, United States
- Molecular
Biophysics Program, Wesleyan University, Middletown, Connecticut06457, United States
- Department
of Chemistry, Wesleyan University, Middletown, Connecticut06457, United States
- College
of Integrative Sciences, Wesleyan University, Middletown, Connecticut06457, United States
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28
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Tahti EF, Blount JM, Jackson SN, Gao M, Gill NP, Smith SN, Pederson NJ, Rumph SN, Struyvenberg SA, Mackley IGP, Madden DR, Amacher JF. Additive energetic contributions of multiple peptide positions determine the relative promiscuity of viral and human sequences for PDZ domain targets. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2022.12.31.522388. [PMID: 36711692 PMCID: PMC9881875 DOI: 10.1101/2022.12.31.522388] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/18/2023]
Abstract
Protein-protein interactions that include recognition of short sequences of amino acids, or peptides, are critical in cellular processes. Protein-peptide interaction surface areas are relatively small and shallow, and there are often overlapping specificities in families of peptide-binding domains. Therefore, dissecting selectivity determinants can be challenging. PDZ domains are an example of a peptide-binding domain located in several intracellular signaling and trafficking pathways, which form interactions critical for the regulation of receptor endocytic trafficking, tight junction formation, organization of supramolecular complexes in neurons, and other biological systems. These domains are also directly targeted by pathogens, and a hallmark of many oncogenic viral proteins is a PDZ-binding motif. However, amidst sequences that target PDZ domains, there is a wide spectrum in relative promiscuity. For example, the viral HPV16 E6 oncoprotein recognizes over double the number of PDZ domain-containing proteins as the cystic fibrosis transmembrane conductance regulator (CFTR) in the cell, despite similar PDZ targeting-sequences and identical motif residues. Here, we determine binding affinities for PDZ domains known to bind either HPV16 E6 alone or both CFTR and HPV16 E6, using peptides matching WT and hybrid sequences. We also use energy minimization to model PDZ-peptide complexes and use sequence analyses to investigate this difference. We find that while the majority of single mutations had a marginal effect on overall affinity, the additive effect on the free energy of binding accurately describes the selectivity observed. Taken together, our results describe how complex and differing PDZ interactomes can be programmed in the cell.
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Affiliation(s)
- Elise F. Tahti
- Department of Chemistry, Western Washington University, Bellingham, WA, USA
| | - Jadon M. Blount
- Department of Chemistry, Western Washington University, Bellingham, WA, USA
| | - Sophie N. Jackson
- Department of Chemistry, Western Washington University, Bellingham, WA, USA
| | - Melody Gao
- Department of Chemistry, Western Washington University, Bellingham, WA, USA
| | - Nicholas P. Gill
- Department of Biochemistry, Geisel School of Medicine at Dartmouth, Hanover, NH, USA
| | - Sarah N. Smith
- Department of Chemistry, Western Washington University, Bellingham, WA, USA
| | - Nick J. Pederson
- Department of Chemistry, Western Washington University, Bellingham, WA, USA
| | - Simone N. Rumph
- Department of Biochemistry, Bowdoin College, Brunswick, ME, USA
| | | | - Iain G. P. Mackley
- Department of Chemistry, Western Washington University, Bellingham, WA, USA
| | - Dean R. Madden
- Department of Biochemistry, Geisel School of Medicine at Dartmouth, Hanover, NH, USA
| | - Jeanine F. Amacher
- Department of Chemistry, Western Washington University, Bellingham, WA, USA
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29
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Paul DS, Karthe P. Improved docking of peptides and small molecules in iMOLSDOCK. J Mol Model 2023; 29:12. [DOI: 10.1007/s00894-022-05413-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2022] [Accepted: 12/07/2022] [Indexed: 12/24/2022]
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30
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Stevens AO, Kazan IC, Ozkan B, He Y. Investigating the allosteric response of the PICK1 PDZ domain to different ligands with all-atom simulations. Protein Sci 2022; 31:e4474. [PMID: 36251217 PMCID: PMC9667829 DOI: 10.1002/pro.4474] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2022] [Revised: 09/27/2022] [Accepted: 10/11/2022] [Indexed: 12/13/2022]
Abstract
The PDZ family is comprised of small modular domains that play critical roles in the allosteric modulation of many cellular signaling processes by binding to the C-terminal tail of different proteins. As dominant modular proteins that interact with a diverse set of peptides, it is of particular interest to explore how different binding partners induce different allosteric effects on the same PDZ domain. Because the PICK1 PDZ domain can bind different types of ligands, it is an ideal test case to answer this question and explore the network of interactions that give rise to dynamic allostery. Here, we use all-atom molecular dynamics simulations to explore dynamic allostery in the PICK1 PDZ domain by modeling two PICK1 PDZ systems: PICK1 PDZ-DAT and PICK1 PDZ-GluR2. Our results suggest that ligand binding to the PICK1 PDZ domain induces dynamic allostery at the αA helix that is similar to what has been observed in other PDZ domains. We found that the PICK1 PDZ-ligand distance is directly correlated with both dynamic changes of the αA helix and the distance between the αA helix and βB strand. Furthermore, our work identifies a hydrophobic core between DAT/GluR2 and I35 as a key interaction in inducing such dynamic allostery. Finally, the unique interaction patterns between different binding partners and the PICK1 PDZ domain can induce unique dynamic changes to the PICK1 PDZ domain. We suspect that unique allosteric coupling patterns with different ligands may play a critical role in how PICK1 performs its biological functions in various signaling networks.
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Affiliation(s)
- Amy O. Stevens
- Department of Chemistry and Chemical BiologyThe University of New MexicoAlbuquerqueNew MexicoUSA
| | - I. Can Kazan
- Department of Physics, Center for Biological PhysicsArizona State UniversityTempeArizonaUSA
| | - Banu Ozkan
- Department of Physics, Center for Biological PhysicsArizona State UniversityTempeArizonaUSA
| | - Yi He
- Department of Chemistry and Chemical BiologyThe University of New MexicoAlbuquerqueNew MexicoUSA
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31
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Gautier C, Gianni S. A short structural extension dictates the early stages of folding of a PDZ domain. BIOCHIMICA ET BIOPHYSICA ACTA. PROTEINS AND PROTEOMICS 2022; 1870:140852. [PMID: 36055518 DOI: 10.1016/j.bbapap.2022.140852] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/12/2022] [Revised: 08/16/2022] [Accepted: 08/24/2022] [Indexed: 06/15/2023]
Abstract
PDZ domains are highly abundant protein-protein interaction modules in human. One of the most extensively characterized PDZ domain, the third PDZ domain from PSD-95 (PDZ3), contains an α-helical C-terminal extension that has a key role in the function of the domain. Here we compared the folding of PDZ3 with a truncated variant (PDZ3Δα3), lacking the additional helix, by means of the so-called Φ-value analysis, an experimental technique that allows inferring the structure of folding transition states. Experiments reveal subtle but detectable differences in the folding of PDZ3Δα3 versus PDZ3, as probed by structural characterization of the folding transition states. These differences appear more remarkable in the early stages of folding, with a detectable shift of the folding nucleus. The presented results allow demonstrating that the native state exerts a weak bias at the early stages of folding, which appear to be characterized by alternative pathways.
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Affiliation(s)
- Candice Gautier
- Istituto Pasteur - Fondazione Cenci Bolognetti, Dipartimento di Scienze Biochimiche "A. Rossi Fanelli" and Istituto di Biologia e Patologia Molecolari del CNR, Sapienza Università di Roma, 00185 Rome, Italy
| | - Stefano Gianni
- Istituto Pasteur - Fondazione Cenci Bolognetti, Dipartimento di Scienze Biochimiche "A. Rossi Fanelli" and Istituto di Biologia e Patologia Molecolari del CNR, Sapienza Università di Roma, 00185 Rome, Italy.
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32
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Rovers E, Liu L, Schapira M. ProxyBind: a Compendium of Binding Sites for Proximity-Induced Pharmacology. Comput Struct Biotechnol J 2022; 20:6163-6171. [PMID: 36420167 PMCID: PMC9674861 DOI: 10.1016/j.csbj.2022.11.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Revised: 11/04/2022] [Accepted: 11/04/2022] [Indexed: 11/09/2022] Open
Abstract
Proximity-induced pharmacology (ProxPharm) is a novel paradigm in drug discovery where a small molecule brings two proteins in close proximity to elicit a signal, generally from one protein onto another. The potential of ProxPharm compounds as a new therapeutic modality is firmly established by proteolysis targeting chimeras (PROTACs) that bring an E3 ubiquitin ligase in proximity to a target protein to induce ubiquitination and subsequent degradation of the target. The concept can be expanded to induce other post-translational modifications via the recruitment of different types of protein-modifying enzymes. To survey the human proteome for opportunities in proximity pharmacology, we systematically mapped non-catalytic drug binding pockets on the structure of protein-modifying enzymes available from the Protein Databank. In addition to binding sites exploited by previously reported ProxPharm compounds, we identified putative ligandable non-catalytic pockets in 236 kinases, 45 phosphatases, 37 deubiquitinases, 14 methyltransferases, 11 acetyltransferases, 13 glycosyltransferases, 4 deacetylases, 7 demethylases and 2 glycosidases, including cavities occupied by chemical matter that may serve as starting points for future ProxPharm compounds. This systematic survey confirms that proximity pharmacology is a versatile modality with largely unexplored and promising potential and reveals novel opportunities to pharmacologically rewire molecular circuitries. All data is available from the ProxyBind database at https://polymorph.sgc.utoronto.ca/proxybind/index.php.
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33
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Pacini L, Lesieur C. GCAT: A network model of mutational influences between amino acid positions in PSD95pdz3. Front Mol Biosci 2022; 9:1035248. [PMID: 36387271 PMCID: PMC9659846 DOI: 10.3389/fmolb.2022.1035248] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2022] [Accepted: 10/13/2022] [Indexed: 12/05/2022] Open
Abstract
Proteins exist for more than 3 billion years: proof of a sustainable design. They have mechanisms coping with internal perturbations (e.g., amino acid mutations), which tie genetic backgrounds to diseases or drug therapy failure. One difficulty to grasp these mechanisms is the asymmetry of amino acid mutational impact: a mutation at position i in the sequence, which impact a position j does not imply that the mutation at position j impacts the position i. Thus, to distinguish the influence of the mutation of i on j from the influence of the mutation of j on i, position mutational influences must be represented with directions. Using the X ray structure of the third PDZ domain of PDS-95 (Protein Data Bank 1BE9) and in silico mutations, we build a directed network called GCAT that models position mutational influences. In the GCAT, a position is a node with edges that leave the node (out-edges) for the influences of the mutation of the position on other positions and edges that enter the position (in-edges) for the influences of the mutation of other positions on the position. 1BE9 positions split into four influence categories called G, C, A and T going from positions influencing on average less other positions and influenced on average by less other positions (category C) to positions influencing on average more others positions and influenced on average by more other positions (category T). The four categories depict position neighborhoods in the protein structure with different tolerance to mutations.
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Affiliation(s)
- Lorenza Pacini
- University Lyon, CNRS, INSA Lyon, Ecole Centrale de Lyon, UMR5005, Université Claude Bernard Lyon 1, Villeurbanne, France
- Institut Rhônalpin des Systèmes Complexes, IXXI-ENS-Lyon, Lyon, France
| | - Claire Lesieur
- University Lyon, CNRS, INSA Lyon, Ecole Centrale de Lyon, UMR5005, Université Claude Bernard Lyon 1, Villeurbanne, France
- Institut Rhônalpin des Systèmes Complexes, IXXI-ENS-Lyon, Lyon, France
- *Correspondence: Claire Lesieur,
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34
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Ali AAAI, Gulzar A, Wolf S, Stock G. Nonequilibrium Modeling of the Elementary Step in PDZ3 Allosteric Communication. J Phys Chem Lett 2022; 13:9862-9868. [PMID: 36251493 DOI: 10.1021/acs.jpclett.2c02821] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
While allostery is of paramount importance for protein signaling and regulation, the underlying dynamical process of allosteric communication is not well understood. The PDZ3 domain represents a prime example of an allosteric single-domain protein, as it features a well-established long-range coupling between the C-terminal α3-helix and ligand binding. In an intriguing experiment, Hamm and co-workers employed photoswitching of the α3-helix to initiate a conformational change of PDZ3 that propagates from the C-terminus to the bound ligand within 200 ns. Performing extensive nonequilibrium molecular dynamics simulations, the modeling of the experiment reproduces the measured time scales and reveals a detailed picture of the allosteric communication in PDZ3. In particular, a correlation analysis identifies a network of contacts connecting the α3-helix and the core of the protein, which move in a concerted manner. Representing a one-step process and involving direct α3-ligand contacts, this cooperative transition is considered as the elementary step in the propagation of conformational change.
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Affiliation(s)
- Ahmed A A I Ali
- Biomolecular Dynamics, Institute of Physics, University of Freiburg, 79104Freiburg, Germany
| | - Adnan Gulzar
- Biomolecular Dynamics, Institute of Physics, University of Freiburg, 79104Freiburg, Germany
| | - Steffen Wolf
- Biomolecular Dynamics, Institute of Physics, University of Freiburg, 79104Freiburg, Germany
| | - Gerhard Stock
- Biomolecular Dynamics, Institute of Physics, University of Freiburg, 79104Freiburg, Germany
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35
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Ashkinadze D, Kadavath H, Pokharna A, Chi CN, Friedmann M, Strotz D, Kumari P, Minges M, Cadalbert R, Königl S, Güntert P, Vögeli B, Riek R. Atomic resolution protein allostery from the multi-state structure of a PDZ domain. Nat Commun 2022; 13:6232. [PMID: 36266302 PMCID: PMC9584909 DOI: 10.1038/s41467-022-33687-x] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2021] [Accepted: 09/28/2022] [Indexed: 12/25/2022] Open
Abstract
Recent methodological advances in solution NMR allow the determination of multi-state protein structures and provide insights into structurally and dynamically correlated protein sites at atomic resolution. This is demonstrated in the present work for the well-studied PDZ2 domain of protein human tyrosine phosphatase 1E for which protein allostery had been predicted. Two-state protein structures were calculated for both the free form and in complex with the RA-GEF2 peptide using the exact nuclear Overhauser effect (eNOE) method. In the apo protein, an allosteric conformational selection step comprising almost 60% of the domain was detected with an "open" ligand welcoming state and a "closed" state that obstructs the binding site by changing the distance between the β-sheet 2, α-helix 2, and sidechains of residues Lys38 and Lys72. The observed induced fit-type apo-holo structural rearrangements are in line with the previously published evolution-based analysis covering ~25% of the domain with only a partial overlap with the protein allostery of the open form. These presented structural studies highlight the presence of a dedicated highly optimized and complex dynamic interplay of the PDZ2 domain owed by the structure-dynamics landscape.
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Affiliation(s)
- Dzmitry Ashkinadze
- grid.5801.c0000 0001 2156 2780Laboratory of Physical Chemistry, ETH Zürich, Vladimir-Prelog-Weg 2, CH-8093 Zürich, Switzerland
| | - Harindranath Kadavath
- grid.5801.c0000 0001 2156 2780Laboratory of Physical Chemistry, ETH Zürich, Vladimir-Prelog-Weg 2, CH-8093 Zürich, Switzerland
| | - Aditya Pokharna
- grid.5801.c0000 0001 2156 2780Laboratory of Physical Chemistry, ETH Zürich, Vladimir-Prelog-Weg 2, CH-8093 Zürich, Switzerland
| | - Celestine N. Chi
- grid.8993.b0000 0004 1936 9457Department of Medical Biochemistry and Microbiology, Uppsala University, Husargatan 3, 75121 Uppsala, Sweden
| | - Michael Friedmann
- grid.5801.c0000 0001 2156 2780Laboratory of Physical Chemistry, ETH Zürich, Vladimir-Prelog-Weg 2, CH-8093 Zürich, Switzerland
| | - Dean Strotz
- grid.5801.c0000 0001 2156 2780Laboratory of Physical Chemistry, ETH Zürich, Vladimir-Prelog-Weg 2, CH-8093 Zürich, Switzerland
| | - Pratibha Kumari
- grid.5801.c0000 0001 2156 2780Laboratory of Physical Chemistry, ETH Zürich, Vladimir-Prelog-Weg 2, CH-8093 Zürich, Switzerland
| | - Martina Minges
- grid.5801.c0000 0001 2156 2780Laboratory of Physical Chemistry, ETH Zürich, Vladimir-Prelog-Weg 2, CH-8093 Zürich, Switzerland
| | - Riccardo Cadalbert
- grid.5801.c0000 0001 2156 2780Laboratory of Physical Chemistry, ETH Zürich, Vladimir-Prelog-Weg 2, CH-8093 Zürich, Switzerland
| | - Stefan Königl
- grid.5801.c0000 0001 2156 2780Laboratory of Physical Chemistry, ETH Zürich, Vladimir-Prelog-Weg 2, CH-8093 Zürich, Switzerland
| | - Peter Güntert
- grid.5801.c0000 0001 2156 2780Laboratory of Physical Chemistry, ETH Zürich, Vladimir-Prelog-Weg 2, CH-8093 Zürich, Switzerland ,grid.7839.50000 0004 1936 9721Institute of Biophysical Chemistry, Center for Biomolecular Magnetic Resonance, Goethe University Frankfurt am Main, Frankfurt am Main, Germany ,grid.265074.20000 0001 1090 2030Department of Chemistry, Tokyo Metropolitan University, Hachioji, Tokyo 1920397 Japan
| | - Beat Vögeli
- grid.266190.a0000000096214564Biochemistry and Molecular Genetics Department, University of Colorado School of Medicine, Colorado, CO USA
| | - Roland Riek
- grid.5801.c0000 0001 2156 2780Laboratory of Physical Chemistry, ETH Zürich, Vladimir-Prelog-Weg 2, CH-8093 Zürich, Switzerland
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36
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Hartmann C, Thüring EM, Greune L, Michels BE, Pajonczyk D, Leußink S, Brinkmann F, Glaesner-Ebnet M, Wardelmann E, Zobel T, Schmidt MA, Janssen KP, Gerke V, Ebnet K. Intestinal brush border formation requires a TMIGD1-based intermicrovillar adhesion complex. Sci Signal 2022; 15:eabm2449. [PMID: 36099341 DOI: 10.1126/scisignal.abm2449] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
Abstract
Intestinal epithelial cells absorb nutrients through the brush border, composed of dense arrays of highly ordered microvilli at their apical membranes. A protocadherin-based intermicrovillar adhesion complex localized at microvilli tips mediates microvilli packing and organization. Here, we identified a second adhesion complex localized at the proximal base region of microvilli. This complex contained the immunoglobulin superfamily member TMIGD1, which directly interacted with the microvillar scaffolding proteins EBP50 and E3KARP. Complex formation with EBP50 required the activation of EBP50 by the actin-binding protein ezrin and was enhanced by the dephosphorylation of Ser162 in the PDZ2 domain of EBP50 by the phosphatase PP1α. Binding of the EBP50-ezrin complex to TMIGD1 enhanced the dynamic turnover of EBP50 at microvilli. Enterocyte-specific inactivation of Tmigd1 in mice resulted in microvillar blebbing, loss of intermicrovillar adhesion, and perturbed brush border formation. Thus, we identified a second adhesion complex in microvilli and propose a mechanism that promotes microvillar formation and dynamics.
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Affiliation(s)
- Christian Hartmann
- Institute-associated Research Group "Cell adhesion and cell polarity", ZMBE, University of Münster, D-48149 Münster, Germany.,Institute of Medical Biochemistry, ZMBE, University of Münster, D-48149 Münster, Germany
| | - Eva-Maria Thüring
- Institute-associated Research Group "Cell adhesion and cell polarity", ZMBE, University of Münster, D-48149 Münster, Germany.,Institute of Medical Biochemistry, ZMBE, University of Münster, D-48149 Münster, Germany
| | - Lilo Greune
- Institute of Infectiology, ZMBE, University of Münster, D-48149 Münster, Germany
| | - Birgitta E Michels
- Institute-associated Research Group "Cell adhesion and cell polarity", ZMBE, University of Münster, D-48149 Münster, Germany.,Institute of Medical Biochemistry, ZMBE, University of Münster, D-48149 Münster, Germany
| | - Denise Pajonczyk
- Institute-associated Research Group "Cell adhesion and cell polarity", ZMBE, University of Münster, D-48149 Münster, Germany.,Institute of Medical Biochemistry, ZMBE, University of Münster, D-48149 Münster, Germany
| | - Sophia Leußink
- Institute-associated Research Group "Cell adhesion and cell polarity", ZMBE, University of Münster, D-48149 Münster, Germany.,Institute of Medical Biochemistry, ZMBE, University of Münster, D-48149 Münster, Germany
| | - Frauke Brinkmann
- Institute-associated Research Group "Cell adhesion and cell polarity", ZMBE, University of Münster, D-48149 Münster, Germany.,Institute of Medical Biochemistry, ZMBE, University of Münster, D-48149 Münster, Germany
| | - Mark Glaesner-Ebnet
- Institute-associated Research Group "Cell adhesion and cell polarity", ZMBE, University of Münster, D-48149 Münster, Germany.,Institute of Medical Biochemistry, ZMBE, University of Münster, D-48149 Münster, Germany
| | - Eva Wardelmann
- Gerhard-Domagk-Institute of Pathology, University Hospital Münster, D-48149 Münster, Germany
| | - Thomas Zobel
- Imaging Network Microscopy, University of Münster, D-48149 Münster, Germany
| | - M Alexander Schmidt
- Institute of Infectiology, ZMBE, University of Münster, D-48149 Münster, Germany
| | | | - Volker Gerke
- Institute of Medical Biochemistry, ZMBE, University of Münster, D-48149 Münster, Germany.,Cells-in-Motion Interfaculty Center (CiMIC), University of Münster, D-48419 Münster, Germany
| | - Klaus Ebnet
- Institute-associated Research Group "Cell adhesion and cell polarity", ZMBE, University of Münster, D-48149 Münster, Germany.,Institute of Medical Biochemistry, ZMBE, University of Münster, D-48149 Münster, Germany.,Cells-in-Motion Interfaculty Center (CiMIC), University of Münster, D-48419 Münster, Germany.,Interdisciplinary Center for Clinical Research (IZKF), University of Münster, D-48149 Münster, Germany
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37
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Stevens AO, Luo S, He Y. Three Binding Conformations of BIO124 in the Pocket of the PICK1 PDZ Domain. Cells 2022; 11:cells11152451. [PMID: 35954295 PMCID: PMC9368557 DOI: 10.3390/cells11152451] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2022] [Revised: 07/29/2022] [Accepted: 08/04/2022] [Indexed: 11/30/2022] Open
Abstract
The PDZ family has drawn attention as possible drug targets because of the domains’ wide ranges of function and highly conserved binding pockets. The PICK1 PDZ domain has been proposed as a possible drug target because the interactions between the PICK1 PDZ domain and the GluA2 subunit of the AMPA receptor have been shown to progress neurodegenerative diseases. BIO124 has been identified as a sub µM inhibitor of the PICK1–GluA2 interaction. Here, we use all-atom molecular dynamics simulations to reveal the atomic-level interaction pattern between the PICK1 PDZ domain and BIO124. Our simulations reveal three unique binding conformations of BIO124 in the PICK1 PDZ binding pocket, referred to here as state 0, state 1, and state 2. Each conformation is defined by a unique hydrogen bonding network and a unique pattern of hydrophobic interactions between BIO124 and the PICK1 PDZ domain. Interestingly, each conformation of BIO124 results in different dynamic changes to the PICK1 PDZ domain. Unlike states 1 and 2, state 0 induces dynamic coupling between BIO124 and the αA helix. Notably, this dynamic coupling with the αA helix is similar to what has been observed in other PDZ–ligand complexes. Our analysis indicates that the interactions formed between BIO124 and I35 may be the key to inducing dynamic coupling with the αA helix. Lastly, we suspect that the conformational shifts observed in our simulations may affect the stability and thus the overall effectiveness of BIO124. We propose that a physically larger inhibitor may be necessary to ensure sufficient interactions that permit stable binding between a drug and the PICK1 PDZ domain.
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Affiliation(s)
- Amy O. Stevens
- Department of Chemistry and Chemical Biology, University of New Mexico, Albuquerque, NM 87131, USA
| | - Samuel Luo
- Albuquerque Academy, Albuquerque, NM 87131, USA
| | - Yi He
- Department of Chemistry and Chemical Biology, University of New Mexico, Albuquerque, NM 87131, USA
- Translational Informatics Division, Department of Internal Medicine, University of New Mexico, Albuquerque, NM 87131, USA
- Correspondence:
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38
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Künzel N, Helms V. How Peptides Bind to PSD-95/Discs-Large/ZO-1 Domains. J Chem Theory Comput 2022; 18:3845-3859. [PMID: 35608157 DOI: 10.1021/acs.jctc.1c01140] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
PSD-95/discs-large/ZO-1 (PDZ) domains form a large family of adaptor proteins that bind to the C-terminal tails of their binding partner proteins. Via extensive molecular dynamics simulations and alchemical free energy calculations, we characterized the binding modi of phosphorylated and unphosphorylated EQVSAV peptides and of a EQVEAV phosphate mimic to the hPTP1E PDZ2 and MAGI1 PDZ1 domains. The simulations reproduced the well-known binding characteristics such as tight coordination of the peptidic carboxyl tail and pronounced hydrogen bonding between the peptide backbone and the backbone atoms of a β-sheet in PDZ. Overall, coordination by hPTP1E PDZ2 appeared tighter than by MAGI1 PDZ1. Simulations of wild-type PDZ and arginine mutants suggest that contacts with Arg79/85 in hPTP1E/MAGI1 are more important for the EQVEAV peptide than for EQVSAV. Alchemical free energy calculations and PaCS-MD simulations could well reproduce the difference in binding free energy between unphosphorylated EQVSAV and EQVEAV peptides and the absolute binding free energy of EQVSAV. However, likely due to small force field inaccuracies, the simulations erroneously favored binding of the phosphorylated peptide instead of its unphosphorylated counterpart, which is in contrast to the experiment.
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Affiliation(s)
- Nicolas Künzel
- Center for Bioinformatics, Saarland University, P.O. Box 15 11 50, D-66041 Saarbrücken, Germany
| | - Volkhard Helms
- Center for Bioinformatics, Saarland University, P.O. Box 15 11 50, D-66041 Saarbrücken, Germany
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39
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Löffler JG, Deniz E, Feid C, Franz VG, Bredenbeck J. Versatile Vibrational Energy Sensors for Proteins. Angew Chem Int Ed Engl 2022; 61:e202200648. [PMID: 35226765 PMCID: PMC9401566 DOI: 10.1002/anie.202200648] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2022] [Indexed: 11/10/2022]
Abstract
Vibrational energy transfer (VET) is emerging as key mechanism for protein functions, possibly playing an important role for energy dissipation, allosteric regulation, and enzyme catalysis. A deep understanding of VET is required to elucidate its role in such processes. Ultrafast VIS-pump/IR-probe spectroscopy can detect pathways of VET in proteins. However, the requirement of having a VET donor and a VET sensor installed simultaneously limits the possible target proteins and sites; to increase their number we compare six IR labels regarding their utility as VET sensors. We compare these labels in terms of their FTIR, and VET signature in VET donor-sensor dipeptides in different solvents. Furthermore, we incorporated four of these labels in PDZ3 to assess their capabilities in more complex systems. Our results show that different IR labels can be used interchangeably, allowing for free choice of the right label depending on the system under investigation and the methods available.
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Affiliation(s)
- Jan G. Löffler
- Institute of BiophysicsGoethe University FrankfurtMax-von-Laue-Straße 160438Frankfurt (Main)Germany
| | - Erhan Deniz
- Institute of BiophysicsGoethe University FrankfurtMax-von-Laue-Straße 160438Frankfurt (Main)Germany
| | - Carolin Feid
- Institute of BiophysicsGoethe University FrankfurtMax-von-Laue-Straße 160438Frankfurt (Main)Germany
| | - Valentin G. Franz
- Institute of BiophysicsGoethe University FrankfurtMax-von-Laue-Straße 160438Frankfurt (Main)Germany
| | - Jens Bredenbeck
- Institute of BiophysicsGoethe University FrankfurtMax-von-Laue-Straße 160438Frankfurt (Main)Germany
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40
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Domino effect in allosteric signaling of peptide binding. J Mol Biol 2022; 434:167661. [DOI: 10.1016/j.jmb.2022.167661] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2022] [Revised: 05/24/2022] [Accepted: 05/24/2022] [Indexed: 11/22/2022]
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41
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Human Serine Racemase Weakly Binds the Third PDZ Domain of PSD-95. Int J Mol Sci 2022; 23:ijms23094959. [PMID: 35563349 PMCID: PMC9105370 DOI: 10.3390/ijms23094959] [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: 03/15/2022] [Revised: 04/13/2022] [Accepted: 04/27/2022] [Indexed: 11/16/2022] Open
Abstract
Human serine racemase (hSR) is a pyridoxal-5'-phosphate (PLP)-dependent dimer that catalyzes the formation of D-serine from L-serine, as well as the dehydration of both L- and D-serine to pyruvate and ammonia. As D-serine is a co-agonist of N-methyl-D-aspartate receptors (NMDARs), hSR is a key enzyme in glutamatergic neurotransmission. hSR activity is finely regulated by Mg2+, ATP, post-translational modifications, and the interaction with protein partners. In particular, the C-terminus of murine SR binds the third PDZ domain (PDZ3) of postsynaptic density protein 95 (PSD-95), a member of the membrane-associated guanylate kinase (MAGUK) family involved in the trafficking and localization of glutamate receptors. The structural details of the interaction and the stability of the complex have not been elucidated yet. We evaluated the binding of recombinant human PSD-95 PDZ3 to hSR by glutaraldehyde cross-linking, pull-down assays, isothermal titration calorimetry, nuclear magnetic resonance, and enzymatic assays. Overall, a weak interaction was observed, confirming the binding for the human orthologs but supporting the hypothesis that a third protein partner (i.e., stargazin) is required for the regulation of hSR activity by PSD-95 and to stabilize their interaction.
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42
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Nam MK, Moon JM, Kim GY, Kim SM, Rhim H. The novel human HtrA2 ortholog in zebrafish: New molecular insight and challenges into the imbalance of homeostasis. Gene 2022; 819:146263. [PMID: 35121025 DOI: 10.1016/j.gene.2022.146263] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2021] [Revised: 01/17/2022] [Accepted: 01/27/2022] [Indexed: 11/28/2022]
Abstract
High temperature requirement A2 (HtrA2) contributes to regulating mitochondrial quality control and maintaining the balance between the death and survival of cells and living organisms. However, the molecular mechanism of HtrA2 in physiological and pathophysiological processes remains unclear. HtrA2 exhibits multifaceted characteristics according to the expression levels and acts opposite functions depending on its subcellular localization. Thus, innovative technologies and systems that can be freely manipulated at the quantitative, biochemical, molecular and cellular levels are needed to address not only the challenges faced by HtrA2 research but also the general obstacles to protein research. Here, we are the first to identify zebrafish HtrA2 (zHtrA2) as the true ortholog of human HtrA2 (hHtrA2), by in silico sequence analysis of genomic DNA and molecular biological techniques, which is highly conserved structurally and functionally as a serine protease and cell death regulator. The zHtrA2 protein is primarily localized in the mitochondria, where alanine-exposed mature zHtrA2 ((A)-zHtrA2) is generated by removing 111 residues at the N-terminus of pro-zHtrA2. The (A)-zHtrA2 released from the mitochondria into the cytosol induces the caspase cascade by binding to and inhibiting hXIAP, a cognate partner of hHtrA2. Notably, zHtrA2 has well conserved properties of serine protease that specifically cleaves hParkin, a cognate substrate of hHtrA2. Interestingly, cytosolic (M)-zHtrA2, which does not bind hXIAP, induces atypical cell death in a serine protease-dependent manner, as occurs in hHtrA2. Thus, the zebrafish-zHtrA2 system can be used to clarify the crucial role of HtrA2 in maintaining the survival of living organisms and provide an opportunity to develop novel therapeutics for HtrA2-associated diseases, such as neurodegenerative diseases and cancer, which are caused by dysregulation of HtrA2.
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Affiliation(s)
- Min-Kyung Nam
- Department of Medical Life Sciences, College of Medicine, The Catholic University of Korea, Seocho-gu, Seoul 06591, Republic of Korea.
| | - Jeong-Mi Moon
- Department of Medical Life Sciences, College of Medicine, The Catholic University of Korea, Seocho-gu, Seoul 06591, Republic of Korea
| | - Goo-Young Kim
- Department of Medical Life Sciences, College of Medicine, The Catholic University of Korea, Seocho-gu, Seoul 06591, Republic of Korea
| | - Sung Min Kim
- Department of Biomedicine & Health Sciences, The Catholic University of Korea, Seocho-gu, Seoul 06591, Republic of Korea
| | - Hyangshuk Rhim
- Department of Medical Life Sciences, College of Medicine, The Catholic University of Korea, Seocho-gu, Seoul 06591, Republic of Korea; Department of Biomedicine & Health Sciences, The Catholic University of Korea, Seocho-gu, Seoul 06591, Republic of Korea.
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43
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Löffler JG, Deniz E, Feid C, Franz VG, Bredenbeck J. Versatile Vibrational Energy Sensors for Proteins. Angew Chem Int Ed Engl 2022. [DOI: 10.1002/ange.202200648] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Jan G. Löffler
- Institute of Biophysics Goethe University Frankfurt Max-von-Laue-Straße 1 60438 Frankfurt (Main) Germany
| | - Erhan Deniz
- Institute of Biophysics Goethe University Frankfurt Max-von-Laue-Straße 1 60438 Frankfurt (Main) Germany
| | - Carolin Feid
- Institute of Biophysics Goethe University Frankfurt Max-von-Laue-Straße 1 60438 Frankfurt (Main) Germany
| | - Valentin G. Franz
- Institute of Biophysics Goethe University Frankfurt Max-von-Laue-Straße 1 60438 Frankfurt (Main) Germany
| | - Jens Bredenbeck
- Institute of Biophysics Goethe University Frankfurt Max-von-Laue-Straße 1 60438 Frankfurt (Main) Germany
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44
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Raj N, Click TH, Yang H, Chu JW. Structure-mechanics statistical learning uncovers mechanical relay in proteins. Chem Sci 2022; 13:3688-3696. [PMID: 35432911 PMCID: PMC8966636 DOI: 10.1039/d1sc06184d] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2021] [Accepted: 01/10/2022] [Indexed: 12/31/2022] Open
Abstract
A protein's adaptive response to its substrates is one of the key questions driving molecular physics and physical chemistry. This work employs the recently developed structure-mechanics statistical learning method to establish a mechanical perspective. Specifically, by mapping all-atom molecular dynamics simulations onto the spring parameters of a backbone-side-chain elastic network model, the chemical moiety specific force constants (or mechanical rigidity) are used to assemble the rigidity graph, which is the matrix of inter-residue coupling strength. Using the S1A protease and the PDZ3 signaling domain as examples, chains of spatially contiguous residues are found to exhibit prominent changes in their mechanical rigidity upon substrate binding or dissociation. Such a mechanical-relay picture thus provides a mechanistic underpinning for conformational changes, long-range communication, and inter-domain allostery in both proteins, where the responsive mechanical hotspots are mostly residues having important biological functions or significant mutation sensitivity. Protein residues exhibit specific routes of mechanical relay as the adaptive responses to substrate binding or dissociation. On such physically contiguous connections, residues experience prominent changes in their coupling strengths.![]()
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Affiliation(s)
- Nixon Raj
- Institute of Bioinformatics and Systems Biology, National Yang Ming Chiao Tung University Hsinchu 30010 Taiwan Republic of China
| | - Timothy H Click
- Institute of Bioinformatics and Systems Biology, National Yang Ming Chiao Tung University Hsinchu 30010 Taiwan Republic of China
| | - Haw Yang
- Department of Chemistry, Princeton University Princeton NJ 08544 USA
| | - Jhih-Wei Chu
- Institute of Bioinformatics and Systems Biology, Department of Biological Science and Technology, Institute of Molecular Medicine and Bioengineering, Center for Intelligent Drug Systems and Smart Bio-devices (IDS2B), National Yang Ming Chiao Tung University Hsinchu 30010 Taiwan Republic of China
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45
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Koch NG, Baumann T, Budisa N. Efficient Unnatural Protein Production by Pyrrolysyl-tRNA Synthetase With Genetically Fused Solubility Tags. Front Bioeng Biotechnol 2022; 9:807438. [PMID: 35284428 PMCID: PMC8905625 DOI: 10.3389/fbioe.2021.807438] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2021] [Accepted: 11/17/2021] [Indexed: 11/27/2022] Open
Abstract
Introducing non-canonical amino acids (ncAAs) by engineered orthogonal pairs of aminoacyl-tRNA synthetases and tRNAs has proven to be a highly useful tool for the expansion of the genetic code. Pyrrolysyl-tRNA synthetase (PylRS) from methanogenic archaeal and bacterial species is particularly attractive due to its natural orthogonal reactivity in bacterial and eukaryotic cells. However, the scope of such a reprogrammed translation is often limited, due to low yields of chemically modified target protein. This can be the result of substrate specificity engineering, which decreases the aminoacyl-tRNA synthetase stability and reduces the abundance of active enzyme. We show that the solubility and folding of these engineered enzymes can become a bottleneck for the production of ncAA-containing proteins in vivo. Solubility tags derived from various species provide a strategy to remedy this issue. We find the N-terminal fusion of the small metal binding protein from Nitrosomonas europaea to the PylRS sequence to improve enzyme solubility and to boost orthogonal translation efficiency. Our strategy enhances the production of site-specifically labelled proteins with a variety of engineered PylRS variants by 200–540%, and further allows triple labeling. Even the wild-type enzyme gains up to 245% efficiency for established ncAA substrates.
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Affiliation(s)
- Nikolaj G Koch
- Biokatalyse, Institut für Chemie, Technische Universität Berlin, Berlin, Germany.,Bioanalytik, Institut für Biotechnologie, Technische Universität Berlin, Berlin, Germany
| | - Tobias Baumann
- Biokatalyse, Institut für Chemie, Technische Universität Berlin, Berlin, Germany
| | - Nediljko Budisa
- Biokatalyse, Institut für Chemie, Technische Universität Berlin, Berlin, Germany.,Chemical Synthetic Biology, Department of Chemistry, University of Manitoba, Winnipeg, MB, Canada
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46
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Cousido-Siah A, Carneiro L, Kostmann C, Ecsedi P, Nyitray L, Trave G, Gogl G. A scalable strategy to solve structures of PDZ domains and their complexes. ACTA CRYSTALLOGRAPHICA SECTION D STRUCTURAL BIOLOGY 2022; 78:509-516. [DOI: 10.1107/s2059798322001784] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/18/2022] [Accepted: 02/16/2022] [Indexed: 11/10/2022]
Abstract
The human PDZome represents one of the largest globular domain families in the human proteome, with 266 instances. These globular domains typically interact with C-terminal peptide motifs found in thousands of human proteins. Despite previous efforts, not all PDZ domains have experimentally solved structures and most of their complexes remain to be solved. Here, a simple and cost-effective strategy is proposed for the crystallization of PDZ domains and their complexes. A human annexin A2 fusion tag was used as a crystallization chaperone and the structures of nine PDZ domains were solved, including five domains that had not yet been solved. Finally, these novel experimental structures were compared with AlphaFold predictions and it is speculated how predictions and experimental methods could cooperate in order to investigate the structural landscapes of entire domain families and interactomes.
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47
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Stevens AO, He Y. Allosterism in the PDZ Family. Int J Mol Sci 2022; 23:1454. [PMID: 35163402 PMCID: PMC8836106 DOI: 10.3390/ijms23031454] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2021] [Revised: 01/14/2022] [Accepted: 01/25/2022] [Indexed: 02/05/2023] Open
Abstract
Dynamic allosterism allows the propagation of signal throughout a protein. The PDZ (PSD-95/Dlg1/ZO-1) family has been named as a classic example of dynamic allostery in small modular domains. While the PDZ family consists of more than 200 domains, previous efforts have primarily focused on a few well-studied PDZ domains, including PTP-BL PDZ2, PSD-95 PDZ3, and Par6 PDZ. Taken together, experimental and computational studies have identified regions of these domains that are dynamically coupled to ligand binding. These regions include the αA helix, the αB lower-loop, and the αC helix. In this review, we summarize the specific residues on the αA helix, the αB lower-loop, and the αC helix of PTP-BL PDZ2, PSD-95 PDZ3, and Par6 PDZ that have been identified as participants in dynamic allostery by either experimental or computational approaches. This review can serve as an index for researchers to look back on the previously identified allostery in the PDZ family. Interestingly, our summary of previous work reveals clear consistencies between the domains. While the PDZ family has a low sequence identity, we show that some of the most consistently identified allosteric residues within PTP-BL PDZ2 and PSD-95 PDZ3 domains are evolutionarily conserved. These residues include A46/A347, V61/V362, and L66/L367 on PTP-BL PDZ2 and PSD-95 PDZ3, respectively. Finally, we expose a need for future work to explore dynamic allostery within (1) PDZ domains with multiple binding partners and (2) multidomain constructs containing a PDZ domain.
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Affiliation(s)
| | - Yi He
- Department of Chemistry and Chemical Biology, The University of New Mexico, Albuquerque, NM 87131, USA;
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48
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Felline A, Seeber M, Fanelli F. PSNtools for standalone and web-based structure network analyses of conformational ensembles. Comput Struct Biotechnol J 2022; 20:640-649. [PMID: 35140884 PMCID: PMC8801349 DOI: 10.1016/j.csbj.2021.12.044] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2021] [Revised: 12/22/2021] [Accepted: 12/30/2021] [Indexed: 12/03/2022] Open
Abstract
Structure graphs, in which interacting amino acids/nucleotides correspond to linked nodes, represent cutting-edge tools to investigate macromolecular function. The graph-based approach defined as Protein Structure Network (PSN) was initially implemented in the Wordom software and subsequently in the webPSN server. PSNs are computed either on a molecular dynamics (MD) trajectory (PSN-MD) or on a single structure. In the latter case, information on atomic fluctuations is inferred from the Elastic Network Model-Normal Mode Analysis (ENM-NMA) (PSN-ENM). While Wordom performs both PSN-ENM and PSN-MD analyses but without output post-processing, the webPSN server performs only single-structure PSN-EMN but assisting the user in input setup and output analysis. Here we release for the first time the standalone software PSNtools, which allows calculation and post-processing of PSN analyses carried out either on single structures or on conformational ensembles. Relevant unique and novel features of PSNtools are either comparisons of two networks or computations of consensus networks on sets of homologous/analogous macromolecular structures or conformational ensembles. Network comparisons and consensus serve to infer differences in functionally different states of the same system or network-based signatures in groups of bio-macromolecules sharing either the same functionality or the same fold. In addition to the new software, here we release also an updated version of the webPSN server, which allows performing an interactive graphical analysis of PSN-MD, following the upload of the PSNtools output. PSNtools, the auxiliary binary version of Wordom software, and the WebPSN server are freely available at http://webpsn.hpc.unimo.it/wpsn3.php.
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49
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Bozovic O, Jankovic B, Hamm P. Using azobenzene photocontrol to set proteins in motion. Nat Rev Chem 2021; 6:112-124. [PMID: 37117294 DOI: 10.1038/s41570-021-00338-6] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/14/2021] [Indexed: 02/06/2023]
Abstract
Controlling the activity of proteins with azobenzene photoswitches is a potent tool for manipulating their biological function. With the help of light, it is possible to change binding affinities, control allostery or manipulate complex biological processes, for example. Additionally, owing to their intrinsically fast photoisomerization, azobenzene photoswitches can serve as triggers that initiate out-of-equilibrium processes. Such switching of the activity initiates a cascade of conformational events that can be accessed with time-resolved methods. In this Review, we show how the potency of azobenzene photoswitching can be combined with transient spectroscopic techniques to disclose the order of events and experimentally observe biomolecular interactions in real time. This strategy will further our understanding of how a protein can accommodate, adapt and readjust its structure to answer an incoming signal, revealing more of the dynamical character of proteins.
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Vistrup-Parry M, Chen X, Johansen TL, Bach S, Buch-Larsen SC, Bartling CRO, Ma C, Clemmensen LS, Nielsen ML, Zhang M, Strømgaard K. Site-specific phosphorylation of PSD-95 dynamically regulates the postsynaptic density as observed by phase separation. iScience 2021; 24:103268. [PMID: 34761188 PMCID: PMC8567388 DOI: 10.1016/j.isci.2021.103268] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2020] [Revised: 01/11/2021] [Accepted: 10/12/2021] [Indexed: 01/06/2023] Open
Abstract
Postsynaptic density protein 95 is a key scaffolding protein in the postsynaptic density of excitatory glutamatergic neurons, organizing signaling complexes primarily via its three PSD-95/Discs-large/Zona occludens domains. PSD-95 is regulated by phosphorylation, but technical challenges have limited studies of the molecular details. Here, we genetically introduced site-specific phosphorylations in single, tandem, and full-length PSD-95 and generated a total of 11 phosphorylated protein variants. We examined how these phosphorylations affected binding to known interaction partners and the impact on phase separation of PSD-95 complexes and identified two new phosphorylation sites with opposing effects. Phosphorylation of Ser78 inhibited phase separation with the glutamate receptor subunit GluN2B and the auxiliary protein stargazin, whereas phosphorylation of Ser116 induced phase separation with stargazin only. Thus, by genetically introducing phosphoserine site-specifically and exploring the impact on phase separation, we have provided new insights into the regulation of PSD-95 by phosphorylation and the dynamics of the PSD.
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Affiliation(s)
- Maria Vistrup-Parry
- Center for Biopharmaceuticals, Department of Drug Design and Pharmacology, University of Copenhagen, Jagtvej 162, 2100 Copenhagen, Denmark
| | - Xudong Chen
- Division of Life Science, State Key Laboratory of Molecular Neuroscience, Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong, China
| | - Thea L Johansen
- Center for Biopharmaceuticals, Department of Drug Design and Pharmacology, University of Copenhagen, Jagtvej 162, 2100 Copenhagen, Denmark
| | - Sofie Bach
- Center for Biopharmaceuticals, Department of Drug Design and Pharmacology, University of Copenhagen, Jagtvej 162, 2100 Copenhagen, Denmark
| | - Sara C Buch-Larsen
- Proteomics Program, Novo Nordisk Foundation Center for Protein Research, University of Copenhagen, Blegdamsvej 3B, 2200 Copenhagen, Denmark
| | - Christian R O Bartling
- Center for Biopharmaceuticals, Department of Drug Design and Pharmacology, University of Copenhagen, Jagtvej 162, 2100 Copenhagen, Denmark
| | - Chenxue Ma
- Division of Life Science, State Key Laboratory of Molecular Neuroscience, Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong, China
| | - Louise S Clemmensen
- Center for Biopharmaceuticals, Department of Drug Design and Pharmacology, University of Copenhagen, Jagtvej 162, 2100 Copenhagen, Denmark
| | - Michael L Nielsen
- Proteomics Program, Novo Nordisk Foundation Center for Protein Research, University of Copenhagen, Blegdamsvej 3B, 2200 Copenhagen, Denmark
| | - Mingjie Zhang
- Division of Life Science, State Key Laboratory of Molecular Neuroscience, Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong, China.,Shenzhen Bay Laboratory, Gaoke Innovation Center, Guangqiao Road, Guangming District, Shenzhen, China
| | - Kristian Strømgaard
- Center for Biopharmaceuticals, Department of Drug Design and Pharmacology, University of Copenhagen, Jagtvej 162, 2100 Copenhagen, Denmark
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