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1.
Cell ; 2024 Jun 07.
Article in English | MEDLINE | ID: mdl-38861993

ABSTRACT

Many growth factors and cytokines signal by binding to the extracellular domains of their receptors and driving association and transphosphorylation of the receptor intracellular tyrosine kinase domains, initiating downstream signaling cascades. To enable systematic exploration of how receptor valency and geometry affect signaling outcomes, we designed cyclic homo-oligomers with up to 8 subunits using repeat protein building blocks that can be modularly extended. By incorporating a de novo-designed fibroblast growth factor receptor (FGFR)-binding module into these scaffolds, we generated a series of synthetic signaling ligands that exhibit potent valency- and geometry-dependent Ca2+ release and mitogen-activated protein kinase (MAPK) pathway activation. The high specificity of the designed agonists reveals distinct roles for two FGFR splice variants in driving arterial endothelium and perivascular cell fates during early vascular development. Our designed modular assemblies should be broadly useful for unraveling the complexities of signaling in key developmental transitions and for developing future therapeutic applications.

2.
Nature ; 614(7949): 774-780, 2023 02.
Article in English | MEDLINE | ID: mdl-36813896

ABSTRACT

De novo enzyme design has sought to introduce active sites and substrate-binding pockets that are predicted to catalyse a reaction of interest into geometrically compatible native scaffolds1,2, but has been limited by a lack of suitable protein structures and the complexity of native protein sequence-structure relationships. Here we describe a deep-learning-based 'family-wide hallucination' approach that generates large numbers of idealized protein structures containing diverse pocket shapes and designed sequences that encode them. We use these scaffolds to design artificial luciferases that selectively catalyse the oxidative chemiluminescence of the synthetic luciferin substrates diphenylterazine3 and 2-deoxycoelenterazine. The designed active sites position an arginine guanidinium group adjacent to an anion that develops during the reaction in a binding pocket with high shape complementarity. For both luciferin substrates, we obtain designed luciferases with high selectivity; the most active of these is a small (13.9 kDa) and thermostable (with a melting temperature higher than 95 °C) enzyme that has a catalytic efficiency on diphenylterazine (kcat/Km = 106 M-1 s-1) comparable to that of native luciferases, but a much higher substrate specificity. The creation of highly active and specific biocatalysts from scratch with broad applications in biomedicine is a key milestone for computational enzyme design, and our approach should enable generation of a wide range of luciferases and other enzymes.


Subject(s)
Deep Learning , Luciferases , Biocatalysis , Catalytic Domain , Enzyme Stability , Hot Temperature , Luciferases/chemistry , Luciferases/metabolism , Luciferins/metabolism , Luminescence , Oxidation-Reduction , Substrate Specificity
3.
Nature ; 605(7910): 551-560, 2022 05.
Article in English | MEDLINE | ID: mdl-35332283

ABSTRACT

The design of proteins that bind to a specific site on the surface of a target protein using no information other than the three-dimensional structure of the target remains a challenge1-5. Here we describe a general solution to this problem that starts with a broad exploration of the vast space of possible binding modes to a selected region of a protein surface, and then intensifies the search in the vicinity of the most promising binding modes. We demonstrate the broad applicability of this approach through the de novo design of binding proteins to 12 diverse protein targets with different shapes and surface properties. Biophysical characterization shows that the binders, which are all smaller than 65 amino acids, are hyperstable and, following experimental optimization, bind their targets with nanomolar to picomolar affinities. We succeeded in solving crystal structures of five of the binder-target complexes, and all five closely match the corresponding computational design models. Experimental data on nearly half a million computational designs and hundreds of thousands of point mutants provide detailed feedback on the strengths and limitations of the method and of our current understanding of protein-protein interactions, and should guide improvements of both. Our approach enables the targeted design of binders to sites of interest on a wide variety of proteins for therapeutic and diagnostic applications.


Subject(s)
Carrier Proteins , Proteins , Amino Acids/metabolism , Binding Sites , Carrier Proteins/metabolism , Protein Binding , Proteins/chemistry
4.
Nature ; 591(7850): 482-487, 2021 03.
Article in English | MEDLINE | ID: mdl-33503651

ABSTRACT

Naturally occurring protein switches have been repurposed for the development of biosensors and reporters for cellular and clinical applications1. However, the number of such switches is limited, and reengineering them is challenging. Here we show that a general class of protein-based biosensors can be created by inverting the flow of information through de novo designed protein switches in which the binding of a peptide key triggers biological outputs of interest2. The designed sensors are modular molecular devices with a closed dark state and an open luminescent state; analyte binding drives the switch from the closed to the open state. Because the sensor is based on the thermodynamic coupling of analyte binding to sensor activation, only one target binding domain is required, which simplifies sensor design and allows direct readout in solution. We create biosensors that can sensitively detect the anti-apoptosis protein BCL-2, the IgG1 Fc domain, the HER2 receptor, and Botulinum neurotoxin B, as well as biosensors for cardiac troponin I and an anti-hepatitis B virus antibody with the high sensitivity required to detect these molecules clinically. Given the need for diagnostic tools to track the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)3, we used the approach to design sensors for the SARS-CoV-2 spike protein and antibodies against the membrane and nucleocapsid proteins. The former, which incorporates a de novo designed spike receptor binding domain (RBD) binder4, has a limit of detection of 15 pM and a luminescence signal 50-fold higher than the background level. The modularity and sensitivity of the platform should enable the rapid construction of sensors for a wide range of analytes, and highlights the power of de novo protein design to create multi-state protein systems with new and useful functions.


Subject(s)
Antibodies, Viral/analysis , Biosensing Techniques/methods , Hepatitis B virus/immunology , SARS-CoV-2/chemistry , SARS-CoV-2/immunology , Spike Glycoprotein, Coronavirus/analysis , Troponin I/analysis , Antibodies, Viral/immunology , Biosensing Techniques/standards , Botulinum Toxins/analysis , Coronavirus Nucleocapsid Proteins/immunology , Immunoglobulin G/analysis , Immunoglobulin G/immunology , Limit of Detection , Luminescence , Phosphoproteins/immunology , Proto-Oncogene Proteins c-bcl-2/analysis , Receptor, ErbB-2/analysis , Sensitivity and Specificity , Viral Matrix Proteins/immunology
5.
J Biol Chem ; 300(3): 105699, 2024 Mar.
Article in English | MEDLINE | ID: mdl-38301891

ABSTRACT

DEC205 (CD205) is one of the major endocytic receptors on dendritic cells and has been widely used as a receptor target in immune therapies. It has been shown that DEC205 can recognize dead cells through keratins in a pH-dependent manner. However, the mechanism underlying the interaction between DEC205 and keratins remains unclear. Here we determine the crystal structures of an N-terminal fragment of human DEC205 (CysR∼CTLD3). The structural data show that DEC205 shares similar overall features with the other mannose receptor family members such as the mannose receptor and Endo180, but the individual domains of DEC205 in the crystal structure exhibit distinct structural features that may lead to specific ligand binding properties of the molecule. Among them, CTLD3 of DEC205 adopts a unique fold of CTLD, which may correlate with the binding of keratins. Furthermore, we examine the interaction of DEC205 with keratins by mutagenesis and biochemical assays based on the structural information and identify an XGGGX motif on keratins that can be recognized by DEC205, thereby providing insights into the interaction between DEC205 and keratins. Overall, these findings not only improve the understanding of the diverse ligand specificities of the mannose receptor family members at the molecular level but may also give clues for the interactions of keratins with their binding partners in the corresponding pathways.


Subject(s)
Keratins , Lectins, C-Type , Models, Molecular , Humans , Dendritic Cells/metabolism , Lectins, C-Type/chemistry , Lectins, C-Type/genetics , Lectins, C-Type/metabolism , Ligands , Mannose Receptor/chemistry , Mutagenesis , Protein Binding , Protein Folding , Protein Structure, Tertiary , Protein Interaction Domains and Motifs , Crystallography, X-Ray
6.
J Biol Chem ; 300(3): 105765, 2024 Mar.
Article in English | MEDLINE | ID: mdl-38367667

ABSTRACT

CLEC12A, a member of the C-type lectin receptor family involved in immune homeostasis, recognizes MSU crystals released from dying cells. However, the molecular mechanism underlying the CLEC12A-mediated recognition of MSU crystals remains unclear. Herein, we reported the crystal structure of the human CLEC12A-C-type lectin-like domain (CTLD) and identified a unique "basic patch" site on CLEC12A-CTLD that is necessary for the binding of MSU crystals. Meanwhile, we determined the interaction strength between CLEC12A-CTLD and MSU crystals using single-molecule force spectroscopy. Furthermore, we found that CLEC12A clusters at the cell membrane and seems to serve as an internalizing receptor of MSU crystals. Altogether, these findings provide mechanistic insights for understanding the molecular mechanisms underlying the interplay between CLEC12A and MSU crystals.


Subject(s)
Lectins, C-Type , Receptors, Mitogen , Uric Acid , Humans , Gout/metabolism , Lectins, C-Type/chemistry , Lectins, C-Type/immunology , Receptors, Mitogen/chemistry , Receptors, Mitogen/immunology , Uric Acid/chemistry , Uric Acid/immunology , Protein Domains , Crystallography, X-Ray , Single Molecule Imaging , Cell Line
7.
Semin Cell Dev Biol ; 128: 80-89, 2022 08.
Article in English | MEDLINE | ID: mdl-34654627

ABSTRACT

Keratins are one of the major components of cytoskeletal network and assemble into fibrous structures named intermediate filaments (IFs), which are important for maintaining the mechanical properties of cells and tissues. Over the past decades, evidence has shown that the functions of keratins go beyond providing mechanical support for cells, they interact with multiple cellular components and are widely involved in the pathways of cell proliferation, differentiation, motility and death. However, the structural details of keratins and IFs are largely missing and many questions remain regarding the mechanisms of keratin assembly and recognition. Here we briefly review the current structural models and assembly of keratins as well as the interactions of keratins with the binding partners, which may provide a structural view for understanding the mechanisms of keratins in the biological activities and the related diseases.


Subject(s)
Intermediate Filaments , Keratins , Cytoskeletal Proteins/metabolism , Cytoskeleton/metabolism , Intermediate Filaments/chemistry , Intermediate Filaments/metabolism , Keratins/analysis , Keratins/chemistry , Keratins/genetics
8.
Pharmacol Res ; 204: 107217, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38777110

ABSTRACT

The Janus kinase-signal transducer and activator of transcription (JAK-STAT) pathway functions as a central hub for transmitting signals from more than 50 cytokines, playing a pivotal role in maintaining hematopoiesis, immune balance, and tissue homeostasis. Dysregulation of this pathway has been implicated in various diseases, including immunodeficiency, autoimmune conditions, hematological disorders, and certain cancers. Proteins within this pathway have emerged as effective therapeutic targets for managing these conditions, with various approaches developed to modulate key nodes in the signaling process, spanning from receptor engagement to transcription factor activation. Following the success of JAK inhibitors such as tofacitinib for RA treatment and ruxolitinib for managing primary myelofibrosis, the pharmaceutical industry has obtained approvals for over 10 small molecule drugs targeting the JAK-STAT pathway and many more are at various stages of clinical trials. In this review, we consolidate key strategies employed in drug discovery efforts targeting this pathway, with the aim of contributing to the collective understanding of small molecule interventions in the context of JAK-STAT signaling. We aspire that our endeavors will contribute to advancing the development of innovative and efficacious treatments for a range of diseases linked to this pathway dysregulation.


Subject(s)
Drug Discovery , Janus Kinases , STAT Transcription Factors , Signal Transduction , Humans , Janus Kinases/metabolism , Janus Kinases/antagonists & inhibitors , STAT Transcription Factors/metabolism , STAT Transcription Factors/antagonists & inhibitors , Drug Discovery/methods , Animals , Signal Transduction/drug effects , Janus Kinase Inhibitors/therapeutic use , Janus Kinase Inhibitors/pharmacology , Molecular Targeted Therapy
9.
Anal Chem ; 94(23): 8105-8109, 2022 06 14.
Article in English | MEDLINE | ID: mdl-35652578

ABSTRACT

New platforms for the rapid and sensitive detection of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) variants of concern are urgently needed. Here we report the development of a nanomechanical sensor based on the deflection of a microcantilever capable of detecting the SARS-CoV-2 spike (S) glycoprotein antigen using computationally designed multivalent minibinders immobilized on a microcantilever surface. The sensor exhibits rapid (<5 min) detection of the target antigens down to concentrations of 0.05 ng/mL (362 fM) and is more than an order of magnitude more sensitive than an antibody-based cantilever sensor. Validation of the sensor with clinical samples from 33 patients, including 9 patients infected with the Omicron (BA.1) variant observed detection of antigen from nasopharyngeal swabs with cycle threshold (Ct) values as high as 39, suggesting a limit of detection similar to that of the quantitative reverse transcription polymerase chain reaction (RT-qPCR). Our findings demonstrate the use of minibinders and nanomechanical sensors for the rapid and sensitive detection of SARS-CoV-2 and potentially other disease markers.


Subject(s)
COVID-19 , SARS-CoV-2 , COVID-19/diagnosis , COVID-19 Testing , Clinical Laboratory Techniques , Humans , SARS-CoV-2/genetics , Sensitivity and Specificity
10.
PLoS Pathog ; 15(5): e1007759, 2019 05.
Article in English | MEDLINE | ID: mdl-31116791

ABSTRACT

Hepatitis C virus (HCV) is a member of Hepacivirus and belongs to the family of Flaviviridae. HCV infects millions of people worldwide and may lead to cirrhosis and hepatocellular carcinoma. HCV envelope proteins, E1 and E2, play critical roles in viral cell entry and act as major epitopes for neutralizing antibodies. However, unlike other known flaviviruses, it has been challenging to study HCV envelope proteins E1E2 in the past decades as the in vitro expressed E1E2 heterodimers are usually of poor quality, making the structural and functional characterization difficult. Here we express the ectodomains of HCV E1E2 heterodimer with either an Fc-tag or a de novo designed heterodimeric tag and are able to isolate soluble E1E2 heterodimer suitable for functional and structural studies. Then we characterize the E1E2 heterodimer by electron microscopy and model the structure by the coevolution based modeling strategy with Rosetta, revealing the potential interactions between E1 and E2. Moreover, the E1E2 heterodimer is applied to examine the interactions with the known HCV receptors, neutralizing antibodies as well as the inhibition of HCV infection, confirming the functionality of the E1E2 heterodimer and the binding profiles of E1E2 with the cellular receptors. Therefore, the expressed E1E2 heterodimer would be a valuable target for both viral studies and vaccination against HCV.


Subject(s)
Hepacivirus/physiology , Recombinant Fusion Proteins/chemistry , Recombinant Fusion Proteins/metabolism , Viral Envelope Proteins/chemistry , Viral Envelope Proteins/metabolism , Antibodies, Neutralizing/metabolism , HEK293 Cells , Hepatitis C/genetics , Hepatitis C/metabolism , Hepatitis C/virology , Humans , Protein Conformation , Protein Multimerization , Receptors, Cell Surface/metabolism , Recombinant Fusion Proteins/genetics , Viral Envelope Proteins/genetics , Virus Internalization
11.
J Biol Chem ; 294(49): 18881-18897, 2019 12 06.
Article in English | MEDLINE | ID: mdl-31653705

ABSTRACT

Scavenger receptor class A member 1 (SCARA1 or CD204) is an immune receptor highly expressed on macrophages. It forms homotrimers on the cell surface and plays important roles in regulating immune responses via its involvement in multiple pathways. However, both the structure and the functional roles of SCARA1 are not fully understood. Here, we determined the crystal structure of the C-terminal SRCR domain of SCARA1 at 1.8 Å resolution, revealing its Ca2+-binding site. Results from cell-based assays revealed that SCARA1 can recognize dead cells, rather than live cells, specifically through its SRCR domain and in a Ca2+-dependent manner. Furthermore, by combining MS and biochemical assays, we found that cellular spectrin is the binding target of SCARA1 on dead cells and that the SRCR domain of SCARA1 recognizes the SPEC repeats of spectrin in the presence of Ca2+ We also found that macrophages can internalize dead cells or debris from both erythrocytes and other cells through the interaction between SCARA1 and spectrin, suggesting that SCARA1 could function as a scavenging receptor that recognizes dead cells. These results suggest that spectrin, which is one of the major components of the cytoskeleton, acts as a cellular marker that enables the recognition of dead cells by the immune system.


Subject(s)
Heat-Shock Proteins/metabolism , Scavenger Receptors, Class A/metabolism , Spectrin/metabolism , Animals , Endocytosis/physiology , Enzyme-Linked Immunosorbent Assay , Flow Cytometry , HEK293 Cells , Humans , Jurkat Cells , Mass Spectrometry , Mice , Microscopy, Confocal , NIH 3T3 Cells , Protein Binding , RAW 264.7 Cells
12.
Proc Natl Acad Sci U S A ; 113(47): 13438-13443, 2016 11 22.
Article in English | MEDLINE | ID: mdl-27821726

ABSTRACT

Clearance of dead cells is critical for maintaining homeostasis and prevents autoimmunity and inflammation. When cells undergo apoptosis and necrosis, specific markers are exposed and recognized by the receptors on phagocytes. DEC205 (CD205) is an endocytotic receptor on dendritic cells with antigen presentation function and has been widely used in immune therapies for vaccine generation. It has been shown that human DEC205 recognizes apoptotic and necrotic cells in a pH-dependent fashion. However, the natural ligand(s) of DEC205 remains unknown. Here we find that keratins are the cellular ligands of human DEC205. DEC205 binds to keratins specifically at acidic, but not basic, pH through its N-terminal domains. Keratins form intermediate filaments and are important for maintaining the strength of cells and tissues. Our results suggest that keratins also function as cell markers of apoptotic and necrotic cells and mediate a pH-dependent pathway for the immune recognition of dead cells.


Subject(s)
Antigens, CD/metabolism , Apoptosis , Dendritic Cells/metabolism , Keratins/metabolism , Lectins, C-Type/metabolism , Minor Histocompatibility Antigens/metabolism , Receptors, Cell Surface/metabolism , Animals , Antigens, CD/chemistry , Glycoside Hydrolases/metabolism , HEK293 Cells , Humans , Hydrogen-Ion Concentration , Jurkat Cells , Keratins/chemistry , Lectins, C-Type/chemistry , Ligands , Mice, Inbred C57BL , Minor Histocompatibility Antigens/chemistry , Necrosis , Protein Binding , Receptors, Cell Surface/chemistry
13.
Proc Natl Acad Sci U S A ; 112(23): 7237-42, 2015 Jun 09.
Article in English | MEDLINE | ID: mdl-26039988

ABSTRACT

Dendritic cells play important roles in regulating innate and adaptive immune responses. DEC205 (CD205) is one of the major endocytotic receptors on dendritic cells and has been widely used for vaccine generation against viruses and tumors. However, little is known about its structure and functional mechanism. Here we determine the structure of the human DEC205 ectodomain by cryoelectron microscopy. The structure shows that the 12 extracellular domains form a compact double ring-shaped conformation at acidic pH and become extended at basic pH. Biochemical data indicate that the pH-dependent conformational change of DEC205 is correlated with ligand binding and release. DEC205 only binds to apoptotic and necrotic cells at acidic pH, whereas live cells cannot be recognized by DEC205 at either acidic or basic conditions. These results suggest that DEC205 is an immune receptor that recognizes apoptotic and necrotic cells specifically through a pH-dependent mechanism.


Subject(s)
Antigens, CD/physiology , Dendritic Cells/cytology , Hydrogen-Ion Concentration , Lectins, C-Type/physiology , Receptors, Cell Surface/physiology , Antigens, CD/chemistry , Antigens, CD/ultrastructure , Cryoelectron Microscopy , HEK293 Cells , Humans , Lectins, C-Type/chemistry , Lectins, C-Type/ultrastructure , Minor Histocompatibility Antigens , Mutagenesis , Necrosis , Protein Conformation , Receptors, Cell Surface/chemistry , Receptors, Cell Surface/ultrastructure
14.
Stroke ; 46(11): 3288-301, 2015 Nov.
Article in English | MEDLINE | ID: mdl-26451020

ABSTRACT

BACKGROUND AND PURPOSE: We systematically compared and appraised contemporary guidelines on management of asymptomatic and symptomatic carotid artery stenosis. METHODS: We systematically searched for guideline recommendations on carotid endarterectomy (CEA) or carotid angioplasty/stenting (CAS) published in any language between January 1, 2008, and January 28, 2015. Only the latest guideline per writing group was selected. Each guideline was analyzed independently by 2 to 6 authors to determine clinical scenarios covered, recommendations given, and scientific evidence used. RESULTS: Thirty-four eligible guidelines were identified from 23 different regions/countries in 6 languages. Of 28 guidelines with asymptomatic carotid artery stenosis procedural recommendations, 24 (86%) endorsed CEA (recommended it should or may be provided) for ≈50% to 99% average-surgical-risk asymptomatic carotid artery stenosis, 17 (61%) endorsed CAS, 8 (29%) opposed CAS, and 1 (4%) endorsed medical treatment alone. For asymptomatic carotid artery stenosis patients considered high-CEA-risk because of comorbidities, vascular anatomy, or undefined reasons, CAS was endorsed in 13 guidelines (46%). Thirty-one of 33 guidelines (94%) with symptomatic carotid artery stenosis procedural recommendations endorsed CEA for patients with ≈50% to 99% average-CEA-risk symptomatic carotid artery stenosis, 19 (58%) endorsed CAS and 9 (27%) opposed CAS. For high-CEA-risk symptomatic carotid artery stenosis because of comorbidities, vascular anatomy, or undefined reasons, CAS was endorsed in 27 guidelines (82%). Guideline procedural recommendations were based only on results of trials in which patients were randomized 12 to 34 years ago, rarely reflected medical treatment improvements and often understated potential CAS hazards. Qualifying terminology summarizing recommendations or evidence lacked standardization, impeding guideline interpretation, and comparison. CONCLUSIONS: This systematic review has identified many opportunities to modernize and otherwise improve carotid stenosis management guidelines.


Subject(s)
Angioplasty/methods , Asymptomatic Diseases , Carotid Stenosis/therapy , Endarterectomy, Carotid/methods , Ischemic Attack, Transient/prevention & control , Practice Guidelines as Topic , Stents , Stroke/prevention & control , Carotid Stenosis/complications , Disease Management , Humans , Ischemic Attack, Transient/etiology , Risk Assessment , Stroke/etiology , Treatment Outcome
15.
Int Immunopharmacol ; 133: 112022, 2024 May 30.
Article in English | MEDLINE | ID: mdl-38615382

ABSTRACT

OBJECTIVES: Bivalent COVID-19 mRNA vaccines, which contain two different components, were authorized to provide protection against both the original strain of SARS-CoV-2 and the Omicron variant as a measure to address the COVID-19 pandemic. Concerns regarding the risk of myocarditis/pericarditis associated with bivalent vaccination have been raised due to the observed superior neutralizing antibody responses. This study aimed to investigate the risk of myocarditis/pericarditis following bivalent COVID-19 mRNA vaccination compared to monovalent vaccination. METHODS: The CDC COVID Data Tracker and the Vaccines Adverse Event Reporting System (VAERS) were analyzed between December 13, 2020 to March 8, 2023. Reporting rates were determined by dividing the number of myocarditis/pericarditis cases by the total number of vaccine doses administered. Disproportionality patterns regarding myocarditis/pericarditis were evaluated for various COVID-19 mRNA vaccinations using reporting odds ratios (RORs). RESULTS: The reporting rate for myocarditis/pericarditis following original monovalent COVID-19 mRNA vaccination was 6.91 (95 % confidence interval [95 %CI] 6.71-7.12) per million doses, while the reporting rate for bivalent vaccination was significantly lower (1.24, 95%CI 0.96-1.58). Disproportionality analysis revealed a higher reporting of myocarditis/pericarditis following original vaccination with a ROR of 2.21 (95 %CI 2.00-2.43), while bivalent COVID-19 mRNA vaccination was associated with fewer reports of myocarditis/pericarditis (ROR 0.57, 95 %CI 0.45-0.72). Sub-analyses based on symptoms, sex, age and manufacturer further supported these findings. CONCLUSION: This population-based study provides evidence that bivalent COVID-19 mRNA vaccination is not associated with risk of myocarditis/pericarditis. These findings provide important insights into the safety profile of bivalent COVID-19 mRNA vaccines and support their continued use as updated boosters.


Subject(s)
Adverse Drug Reaction Reporting Systems , COVID-19 Vaccines , COVID-19 , Myocarditis , Pericarditis , Pharmacovigilance , SARS-CoV-2 , mRNA Vaccines , Humans , Myocarditis/epidemiology , Myocarditis/prevention & control , COVID-19 Vaccines/adverse effects , COVID-19 Vaccines/immunology , COVID-19/prevention & control , Pericarditis/epidemiology , Female , Adult , Male , Middle Aged , SARS-CoV-2/immunology , Young Adult , Aged , Adolescent , Vaccination/adverse effects
16.
bioRxiv ; 2024 May 02.
Article in English | MEDLINE | ID: mdl-38746206

ABSTRACT

While there has been progress in the de novo design of small globular miniproteins (50-65 residues) to bind to primarily concave regions of a target protein surface, computational design of minibinders to convex binding sites remains an outstanding challenge due to low level of overall shape complementarity. Here, we describe a general approach to generate computationally designed proteins which bind to convex target sites that employ geometrically matching concave scaffolds. We used this approach to design proteins binding to TGFßRII, CTLA-4 and PD-L1 which following experimental optimization have low nanomolar to picomolar affinities and potent biological activity. Co-crystal structures of the TGFßRII and CTLA-4 binders in complex with the receptors are in close agreement with the design models. Our approach provides a general route to generating very high affinity binders to convex protein target sites.

17.
Science ; 380(6642): 266-273, 2023 04 21.
Article in English | MEDLINE | ID: mdl-37079676

ABSTRACT

As a result of evolutionary selection, the subunits of naturally occurring protein assemblies often fit together with substantial shape complementarity to generate architectures optimal for function in a manner not achievable by current design approaches. We describe a "top-down" reinforcement learning-based design approach that solves this problem using Monte Carlo tree search to sample protein conformers in the context of an overall architecture and specified functional constraints. Cryo-electron microscopy structures of the designed disk-shaped nanopores and ultracompact icosahedra are very close to the computational models. The icosohedra enable very-high-density display of immunogens and signaling molecules, which potentiates vaccine response and angiogenesis induction. Our approach enables the top-down design of complex protein nanomaterials with desired system properties and demonstrates the power of reinforcement learning in protein design.


Subject(s)
Machine Learning , Nanostructures , Protein Engineering , Proteins , Cryoelectron Microscopy , Proteins/chemistry
18.
bioRxiv ; 2023 Mar 15.
Article in English | MEDLINE | ID: mdl-36993355

ABSTRACT

Growth factors and cytokines signal by binding to the extracellular domains of their receptors and drive association and transphosphorylation of the receptor intracellular tyrosine kinase domains, initiating downstream signaling cascades. To enable systematic exploration of how receptor valency and geometry affects signaling outcomes, we designed cyclic homo-oligomers with up to 8 subunits using repeat protein building blocks that can be modularly extended. By incorporating a de novo designed fibroblast growth-factor receptor (FGFR) binding module into these scaffolds, we generated a series of synthetic signaling ligands that exhibit potent valency- and geometry-dependent Ca2+ release and MAPK pathway activation. The high specificity of the designed agonists reveal distinct roles for two FGFR splice variants in driving endothelial and mesenchymal cell fates during early vascular development. The ability to incorporate receptor binding domains and repeat extensions in a modular fashion makes our designed scaffolds broadly useful for probing and manipulating cellular signaling pathways.

19.
bioRxiv ; 2023 Sep 20.
Article in English | MEDLINE | ID: mdl-37781607

ABSTRACT

Endocytosis and lysosomal trafficking of cell surface receptors can be triggered by interaction with endogenous ligands. Therapeutic approaches such as LYTAC1,2 and KineTAC3, have taken advantage of this to target specific proteins for degradation by fusing modified native ligands to target binding proteins. While powerful, these approaches can be limited by possible competition with the endogenous ligand(s), the requirement in some cases for chemical modification that limits genetic encodability and can complicate manufacturing, and more generally, there may not be natural ligands which stimulate endocytosis through a given receptor. Here we describe general protein design approaches for designing endocytosis triggering binding proteins (EndoTags) that overcome these challenges. We present EndoTags for the IGF-2R, ASGPR, Sortillin, and Transferrin receptors, and show that fusing these tags to proteins which bind to soluble or transmembrane protein leads to lysosomal trafficking and target degradation; as these receptors have different tissue distributions, the different EndoTags could enable targeting of degradation to different tissues. The modularity and genetic encodability of EndoTags enables AND gate control for higher specificity targeted degradation, and the localized secretion of degraders from engineered cells. The tunability and modularity of our genetically encodable EndoTags should contribute to deciphering the relationship between receptor engagement and cellular trafficking, and they have considerable therapeutic potential as targeted degradation inducers, signaling activators for endocytosis-dependent pathways, and cellular uptake inducers for targeted antibody drug and RNA conjugates.

20.
Mediators Inflamm ; 2012: 506283, 2012.
Article in English | MEDLINE | ID: mdl-22911112

ABSTRACT

Coronary artery disease (CAD) is an immune-mediated chronic inflammatory disease mainly caused by atherosclerosis. The aims of this study were to investigate the role of interleukin-27 (IL-27) in patients with CAD and the severity of coronary artery lesions, which was evaluated by Gensini score and to investigate the biosynthesis of IL-27 and oxidized low-density lipoprotein (ox-LDL) in vitro using monocyte-derived dendritic cells (DCs). To this aim, plasma levels of IL-27, ox-LDL, and Gensini score were analyzed in patients with CAD (n = 136) and normal subjects (controls, n = 29). IL-27 concentration of the supernatant and the mRNA expression levels of p28 and ebi3, subunits of IL-27, from cultured immature DCs incubated with different concentrations of ox-LDL for 24 h were also analyzed. We found that circulating IL-27 levels were significantly elevated in patients with CAD than in controls (P < 0.01), and positively correlated to ox-LDL and Gensini score. ox-LDL dose-dependently upregulated expression of both IL-27 protein and IL-27 (p28 and EBI3) mRNA in vitro, indicating that ox-LDL can stimulate DCs to produce IL-27. These results demonstrate that IL-27 might regulate the network of immunity and inflammation in the pathogenesis of atherosclerosis.


Subject(s)
Coronary Artery Disease/blood , Coronary Stenosis/blood , Coronary Stenosis/pathology , Dendritic Cells/metabolism , Interleukin-17/blood , Lipoproteins, LDL/blood , Adult , Aged , Aged, 80 and over , Female , Humans , Male , Middle Aged
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