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1.
EMBO J ; 43(20): 4451-4471, 2024 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-39232129

RESUMO

Multimeric membrane proteins are produced in the endoplasmic reticulum and transported to their target membranes which, for ion channels, is typically the plasma membrane. Despite the availability of many fully assembled channel structures, our understanding of assembly intermediates, multimer assembly mechanisms, and potential functions of non-standard assemblies is limited. We demonstrate that the pentameric ligand-gated serotonin 5-HT3A receptor (5-HT3AR) can assemble to tetrameric forms and report the structures of the tetramers in plasma membranes of cell-derived microvesicles and in membrane memetics using cryo-electron microscopy and tomography. The tetrameric structures have near-symmetric transmembrane domains, and asymmetric extracellular domains, and can bind serotonin molecules. Computer simulations, based on our cryo-EM structures, were used to decipher the assembly pathway of pentameric 5-HT3R and suggest a potential functional role for the tetrameric receptors.


Assuntos
Microscopia Crioeletrônica , Multimerização Proteica , Receptores 5-HT3 de Serotonina , Receptores 5-HT3 de Serotonina/metabolismo , Receptores 5-HT3 de Serotonina/química , Receptores 5-HT3 de Serotonina/genética , Humanos , Membrana Celular/metabolismo , Serotonina/metabolismo , Serotonina/química , Animais , Células HEK293 , Modelos Moleculares
2.
Pharmacol Rev ; 73(1): 310-520, 2021 01.
Artigo em Inglês | MEDLINE | ID: mdl-33370241

RESUMO

5-HT receptors expressed throughout the human body are targets for established therapeutics and various drugs in development. Their diversity of structure and function reflects the important role 5-HT receptors play in physiologic and pathophysiological processes. The present review offers a framework for the official receptor nomenclature and a detailed understanding of each of the 14 5-HT receptor subtypes, their roles in the systems of the body, and, where appropriate, the (potential) utility of therapeutics targeting these receptors. SIGNIFICANCE STATEMENT: This review provides a comprehensive account of the classification and function of 5-hydroxytryptamine receptors, including how they are targeted for therapeutic benefit.


Assuntos
Farmacologia Clínica , Serotonina , Humanos , Ligantes , Receptores de Serotonina
3.
Trends Biochem Sci ; 44(4): 312-330, 2019 04.
Artigo em Inglês | MEDLINE | ID: mdl-30612897

RESUMO

Many central biological events rely on protein-ligand interactions. The identification and characterization of protein-binding sites for ligands are crucial for the understanding of functions of both endogenous ligands and synthetic drug molecules. G protein-coupled receptors (GPCRs) typically detect extracellular signal molecules on the cell surface and transfer these chemical signals across the membrane, inducing downstream cellular responses via G proteins or ß-arrestin. GPCRs mediate many central physiological processes, making them important targets for modern drug discovery. Here, we focus on the most recent breakthroughs in finding new binding sites and binding modes of GPCRs and their potentials for the development of new medicines.


Assuntos
Descoberta de Drogas , Receptores Acoplados a Proteínas G/antagonistas & inibidores , Sítios de Ligação/efeitos dos fármacos , Humanos , Ligantes , Preparações Farmacêuticas , Receptores Acoplados a Proteínas G/metabolismo
4.
Chem Rev ; 118(18): 8598-8654, 2018 09 26.
Artigo em Inglês | MEDLINE | ID: mdl-30153012

RESUMO

The plasma membrane is of central importance for defining the closed volume of cells in contradistinction to the extracellular environment. The plasma membrane not only serves as a boundary, but it also mediates the exchange of physical and chemical information between the cell and its environment in order to maintain intra- and intercellular functions. Artificial lipid- and cell-derived membrane vesicles have been used as closed-volume containers, representing the simplest cell model systems to study transmembrane processes and intracellular biochemistry. Classical examples are studies of membrane translocation processes in plasma membrane vesicles and proteoliposomes mediated by transport proteins and ion channels. Liposomes and native membrane vesicles are widely used as model membranes for investigating the binding and bilayer insertion of proteins, the structure and function of membrane proteins, the intramembrane composition and distribution of lipids and proteins, and the intermembrane interactions during exo- and endocytosis. In addition, natural cell-released microvesicles have gained importance for early detection of diseases and for their use as nanoreactors and minimal protocells. Yet, in most studies, ensembles of vesicles have been employed. More recently, new micro- and nanotechnological tools as well as novel developments in both optical and electron microscopy have allowed the isolation and investigation of individual (sub)micrometer-sized vesicles. Such single-vesicle experiments have revealed large heterogeneities in the structure and function of membrane components of single vesicles, which were hidden in ensemble studies. These results have opened enormous possibilities for bioanalysis and biotechnological applications involving unprecedented miniaturization at the nanometer and attoliter range. This review will cover important developments toward single-vesicle analysis and the central discoveries made in this exciting field of research.


Assuntos
Bioensaio/métodos , Membrana Celular/química , Exossomos/química , Lipossomos/química , Proteolipídeos/química , Animais , Células Artificiais/metabolismo , Biomarcadores/química , Biomarcadores/metabolismo , Membrana Celular/metabolismo , Membrana Celular/fisiologia , Portadores de Fármacos/química , Portadores de Fármacos/metabolismo , Exossomos/metabolismo , Exossomos/fisiologia , Humanos , Lipossomos/metabolismo , Fusão de Membrana/fisiologia , Microdomínios da Membrana/fisiologia , Proteolipídeos/metabolismo , Proteolipídeos/fisiologia , Transdução de Sinais/fisiologia , Biologia Sintética/métodos
5.
Nature ; 512(7514): 276-81, 2014 Aug 21.
Artigo em Inglês | MEDLINE | ID: mdl-25119048

RESUMO

Neurotransmitter-gated ion channels of the Cys-loop receptor family mediate fast neurotransmission throughout the nervous system. The molecular processes of neurotransmitter binding, subsequent opening of the ion channel and ion permeation remain poorly understood. Here we present the X-ray structure of a mammalian Cys-loop receptor, the mouse serotonin 5-HT3 receptor, at 3.5 Å resolution. The structure of the proteolysed receptor, made up of two fragments and comprising part of the intracellular domain, was determined in complex with stabilizing nanobodies. The extracellular domain reveals the detailed anatomy of the neurotransmitter binding site capped by a nanobody. The membrane domain delimits an aqueous pore with a 4.6 Å constriction. In the intracellular domain, a bundle of five intracellular helices creates a closed vestibule where lateral portals are obstructed by loops. This 5-HT3 receptor structure, revealing part of the intracellular domain, expands the structural basis for understanding the operating mechanism of mammalian Cys-loop receptors.


Assuntos
Receptores 5-HT3 de Serotonina/química , Sequência de Aminoácidos , Animais , Sítios de Ligação , Cristalografia por Raios X , Camundongos , Modelos Moleculares , Dados de Sequência Molecular , Neurotransmissores/metabolismo , Estrutura Quaternária de Proteína , Estrutura Terciária de Proteína , Subunidades Proteicas/química , Subunidades Proteicas/metabolismo , Receptores 5-HT3 de Serotonina/metabolismo
6.
PLoS Biol ; 13(4): e1002097, 2015 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-25837586

RESUMO

The small Rho-family GTPase Cdc42 is critical for cell polarization and polarizes spontaneously in absence of upstream spatial cues. Spontaneous polarization is thought to require dynamic Cdc42 recycling through Guanine nucleotide Dissociation Inhibitor (GDI)-mediated membrane extraction and vesicle trafficking. Here, we describe a functional fluorescent Cdc42 allele in fission yeast, which demonstrates Cdc42 dynamics and polarization independent of these pathways. Furthermore, an engineered Cdc42 allele targeted to the membrane independently of these recycling pathways by an amphipathic helix is viable and polarizes spontaneously to multiple sites in fission and budding yeasts. We show that Cdc42 is highly mobile at the membrane and accumulates at sites of activity, where it displays slower mobility. By contrast, a near-immobile transmembrane domain-containing Cdc42 allele supports viability and polarized activity, but does not accumulate at sites of activity. We propose that Cdc42 activation, enhanced by positive feedback, leads to its local accumulation by capture of fast-diffusing inactive molecules.


Assuntos
Actinas/metabolismo , Polaridade Celular , Inibidores de Dissociação do Nucleotídeo Guanina/metabolismo , Schizosaccharomyces/metabolismo , Proteína cdc42 de Ligação ao GTP/metabolismo , Alelos , Corantes Fluorescentes , Transporte Proteico , Schizosaccharomyces/citologia , Proteína cdc42 de Ligação ao GTP/genética
7.
J Biol Chem ; 290(46): 27723-35, 2015 Nov 13.
Artigo em Inglês | MEDLINE | ID: mdl-26363070

RESUMO

Lateral diffusion enables efficient interactions between membrane proteins, leading to signal transmission across the plasma membrane. An open question is how the spatiotemporal distribution of cell surface receptors influences the transmembrane signaling network. Here we addressed this issue by studying the mobility of a prototypical G protein-coupled receptor, the neurokinin-1 receptor, during its different phases of cellular signaling. Attaching a single quantum dot to individual neurokinin-1 receptors enabled us to follow with high spatial and temporal resolution over long time regimes the fate of individual receptors at the plasma membrane. Single receptor trajectories revealed a very heterogeneous mobility distribution pattern with diffusion constants ranging from 0.0005 to 0.1 µm(2)/s comprising receptors freely diffusing and others confined in 100-600-nm-sized membrane domains as well as immobile receptors. A two-dimensional representation of mobility and confinement resolved two major, broadly distributed receptor populations, one showing high mobility and low lateral restriction and the other showing low mobility and high restriction. We found that about 40% of the receptors in the basal state are already confined in membrane domains and are associated with clathrin. After stimulation with an agonist, an additional 30% of receptors became further confined. Using inhibitors of clathrin-mediated endocytosis, we found that the fraction of confined receptors at the basal state depends on the quantity of membrane-associated clathrin and is correlated to a significant decrease of the canonical pathway activity of the receptors. This shows that the high plasticity of receptor mobility is of central importance for receptor homeostasis and fine regulation of receptor activity.


Assuntos
Membrana Celular/metabolismo , Receptores da Neurocinina-1/metabolismo , Colesterol/deficiência , Clatrina/metabolismo , Citoesqueleto/metabolismo , Endocitose , Células HEK293 , Humanos , Imagem Molecular/métodos , Receptores da Neurocinina-1/agonistas , Transdução de Sinais , Quinases Associadas a rho/metabolismo
8.
Angew Chem Int Ed Engl ; 55(30): 8661-5, 2016 07 18.
Artigo em Inglês | MEDLINE | ID: mdl-27244650

RESUMO

G-protein-coupled receptors (GPCRs) are involved in a wide range of physiological processes, and they have attracted considerable attention as important targets for developing new medicines. A central and largely unresolved question in drug discovery, which is especially relevant to GPCRs, concerns ligand selectivity: Why do certain molecules act as activators (agonists) whereas others, with nearly identical structures, act as blockers (antagonists) of GPCRs? To address this question, we employed all-atom, long-timescale molecular dynamics simulations to investigate how two diastereomers (epimers) of dihydrofuroaporphine bind to the serotonin 5-HT1A receptor and exert opposite effects. By using molecular interaction fingerprints, we discovered that the agonist could mobilize nearby amino acid residues to act as molecular switches for the formation of a continuous water channel. In contrast, the antagonist epimer remained firmly stabilized in the binding pocket.


Assuntos
Receptor 5-HT1A de Serotonina/metabolismo , Aporfinas/química , Aporfinas/metabolismo , Sítios de Ligação , Ligantes , Simulação de Dinâmica Molecular , Ligação Proteica , Estrutura Terciária de Proteína , Receptor 5-HT1A de Serotonina/química , Agonistas do Receptor 5-HT1 de Serotonina/química , Agonistas do Receptor 5-HT1 de Serotonina/metabolismo , Antagonistas do Receptor 5-HT1 de Serotonina/química , Antagonistas do Receptor 5-HT1 de Serotonina/metabolismo , Estereoisomerismo , Água/química , Água/metabolismo
9.
Angew Chem Int Ed Engl ; 55(35): 10331-5, 2016 08 22.
Artigo em Inglês | MEDLINE | ID: mdl-27460867

RESUMO

Human purinergic G protein-coupled receptor P2Y1 (P2Y1 R) is activated by adenosine 5'-diphosphate (ADP) to induce platelet activation and thereby serves as an important antithrombotic drug target. Crystal structures of P2Y1 R revealed that one ligand (MRS2500) binds to the extracellular vestibule of this GPCR, whereas another (BPTU) occupies the surface between transmembrane (TM) helices TM2 and TM3. We introduced a total of 20 µs all-atom long-timescale molecular dynamic (MD) simulations to inquire why two molecules in completely different locations both serve as antagonists while ADP activates the receptor. Our results indicate that BPTU acts as an antagonist by stabilizing extracellular helix bundles leading to an increase of the lipid order, whereas MRS2500 blocks signaling by occupying the ligand binding site. Both antagonists stabilize an ionic lock within the receptor. However, binding of ADP breaks this ionic lock, forming a continuous water channel that leads to P2Y1 R activation.


Assuntos
Receptores Purinérgicos P2Y1/metabolismo , Humanos , Simulação de Dinâmica Molecular , Estrutura Molecular , Receptores Purinérgicos P2Y1/química
10.
Small ; 11(22): 2607-13, 2015 Jun 10.
Artigo em Inglês | MEDLINE | ID: mdl-25641862

RESUMO

A micrometer-sized affinity bead (red) is (i) taken up into a cell by phagocytosis, (ii) photochemically released from phagosomes, (iii) optically trapped by the cell, and (iv) isolated by cell lysis for subsequent analysis of captured intracellular analyte (green).


Assuntos
Separação Celular/métodos , Citometria de Fluxo/métodos , Imunoensaio/métodos , Microfluídica/métodos , Pinças Ópticas , Células HEK293 , Humanos
11.
Anal Bioanal Chem ; 407(18): 5425-32, 2015 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-25925862

RESUMO

We report on a generic method to detect and identify the molecular profile of exosomes either derived from cultured cell lines or isolated from biofluids. Exosomes are nanovesicles shed by cells into their microenvironment and carry the molecular identity of their mother cells. These vesicles are actively involved in intercellular communication under physiological conditions and ultimately in the spread of various diseases such as cancer. As they are accessible in most biofluids (e.g., blood, urine, or saliva), these biological entities are promising tools for cancer diagnostics, offering a non-invasive and remote access to the molecular state of the disease. The composition of exosomes derived from cancer cells depends on the sort and state of the tumor, requiring a screening of multiple antigens to fully characterize the disease. Here, we exploited the capacity of surface plasmon resonance biosensing to detect simultaneously multiple exosomal and cancer biomarkers on exosomes derived from breast cancer cells. We developed an immunosensor surface which provides efficient and specific capture of exosomes, together with their identification through their distinct molecular profiles. The successful analysis of blood samples demonstrated the suitability of our bioanalytical procedure for clinical use.


Assuntos
Neoplasias da Mama/patologia , Mama/patologia , Exossomos/patologia , Ressonância de Plasmônio de Superfície/métodos , Biomarcadores Tumorais/análise , Biomarcadores Tumorais/sangue , Neoplasias da Mama/sangue , Linhagem Celular Tumoral , Feminino , Humanos
12.
Angew Chem Int Ed Engl ; 54(2): 556-9, 2015 Jan 07.
Artigo em Inglês | MEDLINE | ID: mdl-25403323

RESUMO

The question how G-protein-coupled receptors transduce an extracellular signal by a sequence of transmembrane conformational transitions into an intracellular response remains to be solved at molecular detail. Herein, we use molecular dynamics simulations to reveal distinct conformational transitions of the adenosine A2A receptor, and we found that the conserved W246(6.48) residue in transmembrane helix TM6 performs a key rotamer toggle switch. Agonist binding induces the sidechain of W246(6.48) to fluctuate between two distinct conformations enabling the diffusion of water molecules from the bulk into the center of the receptor. After passing the W246(6.48) gate, the internal water molecules induce another conserved residue, Y288(7.53), to switch to a distinct rotamer conformation establishing a continuous transmembrane water pathway. Further, structural changes of TM6 and TM7 induce local structural changes of the adjacent lipid bilayer.


Assuntos
Receptor A2A de Adenosina/química , Água/química , Simulação de Dinâmica Molecular
13.
Angew Chem Int Ed Engl ; 54(26): 7560-3, 2015 Jun 22.
Artigo em Inglês | MEDLINE | ID: mdl-25968837

RESUMO

G-protein-coupled receptors (GPCRs) are important targets for treating severe diseases. However why certain molecules act as activators whereas others, with similar structures, block GPCR activation, is poorly understood since the same molecule can activate one receptor subtype while blocking another closely related receptor. To shed light on these central questions, we used all-atom, long-time-scale molecular dynamics simulations on the κ-opioid and µ-opioid receptors (κOR and µOR). We found that water molecules penetrating into the receptor interior mediate the activating versus blocking effects of a particular ligand-receptor interaction. Both the size and the flexibility of the bound ligand regulated water influx into the receptor. The solvent-accessible inner surface area was found to be a parameter that can help predict the function of the bound ligand.


Assuntos
Receptores Opioides kappa/metabolismo , Receptores Opioides mu/metabolismo , Ligantes , Ligação Proteica , Conformação Proteica , Transdução de Sinais
14.
J Biol Chem ; 288(8): 5756-69, 2013 Feb 22.
Artigo em Inglês | MEDLINE | ID: mdl-23275379

RESUMO

Pentameric ligand-gated ion channels (LGICs) play an important role in fast synaptic signal transduction. Binding of agonists to the ß-sheet-structured extracellular domain opens an ion channel in the transmembrane α-helical region of the LGIC. How the structurally distinct and distant domains are functionally coupled for such central transmembrane signaling processes remains an open question. To obtain detailed information about the stability of and the coupling between these different functional domains, we analyzed the thermal unfolding of a homopentameric LGIC, the 5-hydroxytryptamine receptor (ligand binding, secondary structure, accessibility of Trp and Cys residues, and aggregation), in plasma membranes as well as during detergent extraction, purification, and reconstitution into artificial lipid bilayers. We found a large loss in thermostability correlating with the loss of the lipid bilayer during membrane solubilization and purification. Thermal unfolding of the 5-hydroxytryptamine receptor occurred in consecutive steps at distinct protein locations. A loss of ligand binding was detected first, followed by formation of different transient low oligomeric states of receptor pentamers, followed by partial unfolding of helical parts of the protein, which finally lead to the formation receptor aggregates. Structural destabilization of the receptor in detergents could be partially reversed by reconstituting the receptor into lipid bilayers. Our results are important because they quantify the stability of LGICs during detergent extraction and purification and can be used to create stabilized receptor proteins for structural and functional studies.


Assuntos
Canais Iônicos de Abertura Ativada por Ligante/metabolismo , Receptores 5-HT2 de Serotonina/metabolismo , Animais , Células CHO , Membrana Celular/metabolismo , Cricetinae , DNA Complementar/metabolismo , Detergentes/química , Detergentes/farmacologia , Temperatura Alta , Ligantes , Bicamadas Lipídicas/química , Camundongos , Microscopia Eletrônica de Transmissão/métodos , Microscopia de Fluorescência/métodos , Modelos Biológicos , Desnaturação Proteica , Estrutura Terciária de Proteína , Espectrometria de Fluorescência/métodos , Temperatura
15.
Biochim Biophys Acta ; 1828(11): 2544-52, 2013 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-23747684

RESUMO

Receptors of the Cys-loop family are central to neurotransmission and primary therapeutic targets. In order to decipher their gating and modulation mechanisms, structural data is essential. However, structural studies require large amounts of pure, functional receptors. Here, we present the expression and purification of the mouse serotonin 5-HT3 receptor to high purity and homogeneity levels. Inducible expression in human embryonic kidney 293 cells in suspension cultures with orbital shaking resulted in yields of 6-8mg receptor per liter of culture. Affinity purification using a strep tag provided pure protein in active form. Further deglycosylation and removal of the purification tag led to a pentameric receptor after size-exclusion chromatography, at the milligram scale. This material is suitable for crystallography, as demonstrated by X-ray diffraction of receptor crystals at low resolution.


Assuntos
Receptores 5-HT3 de Serotonina/isolamento & purificação , Animais , Cromatografia de Afinidade , Cromatografia em Gel , Cristalização , Eletroforese em Gel de Poliacrilamida , Glicosilação , Camundongos , Receptores 5-HT3 de Serotonina/metabolismo , Proteínas Recombinantes/isolamento & purificação , Proteínas Recombinantes/metabolismo
16.
Anal Chem ; 86(15): 7229-33, 2014 Aug 05.
Artigo em Inglês | MEDLINE | ID: mdl-25001505

RESUMO

Cells secrete extracellular vesicles (EVs) into their microenvironment that act as mediators of intercellular communication under physiological conditions and in this context also actively participate in spreading various diseases. Large efforts are currently made to produce reliable EV samples and to develop, improve, and standardize techniques allowing their biophysical characterization. Here, we used ultrafiltration and size-exclusion chromatography for the isolation and a model-free fluorescence fluctuation analysis for the investigation of the physical and biological properties of EVs secreted by mammalian cells. Our purification strategy produced enriched samples of morphologically intact EVs free of extravesicular proteins and allowed labeling of marker molecules on the vesicle surface for single-vesicle analysis with single-molecule sensitivity. This novel approach provides information on the distribution profile of both EV size and relative expression level of a specific exosomal marker, deciphering the overall heterogeneity of EV preparations.


Assuntos
Espectrometria de Fluorescência/métodos , Células HEK293 , Humanos
17.
Anal Chem ; 86(4): 2033-41, 2014 Feb 18.
Artigo em Inglês | MEDLINE | ID: mdl-24446793

RESUMO

Imaging samples on a surface by mass spectrometry (MS) requires the combination of MS detection with a scanning mode that enables localized desorption and ionization and/or detection of sample analytes with good spatial resolution. We have developed a new mass spectrometry imaging (MSI) method based on electrostatic spray ionization. It works under ambient conditions and can be applied to a wide range of molecules providing quantitative MS analysis even in the presence of salts in excess. 2D MS images of protein and peptide spots, inkjet-printed black dye patterns, and cells were obtained. The presented novel ambient ionization mass spectrometry imaging method can find many applications in analytical and bioanalytical chemistry.


Assuntos
Espectrometria de Massas por Ionização por Electrospray/métodos , Linhagem Celular Tumoral , Humanos , Impressão/métodos , Espectrometria de Massas por Ionização e Dessorção a Laser Assistida por Matriz/métodos , Eletricidade Estática
18.
Angew Chem Int Ed Engl ; 53(6): 1704-8, 2014 Feb 03.
Artigo em Inglês | MEDLINE | ID: mdl-24458566

RESUMO

Drug discovery is a multifaceted endeavor encompassing as its core element the generation of structure-activity relationship (SAR) data by repeated chemical synthesis and biological testing of tailored molecules. Herein, we report on the development of a flow-based biochemical assay and its seamless integration into a fully automated system comprising flow chemical synthesis, purification and in-line quantification of compound concentration. This novel synthesis-screening platform enables to obtain SAR data on b-secretase (BACE1) inhibitors at an unprecedented cycle time of only 1 h instead of several days. Full integration and automation of industrial processes have always led to productivity gains and cost reductions, and this work demonstrates how applying these concepts to SAR generation may lead to a more efficient drug discovery process.


Assuntos
Secretases da Proteína Precursora do Amiloide/antagonistas & inibidores , Ácido Aspártico Endopeptidases/antagonistas & inibidores , Inibidores de Proteases/química , Secretases da Proteína Precursora do Amiloide/metabolismo , Ácido Aspártico Endopeptidases/metabolismo , Automação , Avaliação Pré-Clínica de Medicamentos , Humanos , Técnicas Analíticas Microfluídicas/instrumentação , Técnicas Analíticas Microfluídicas/métodos , Inibidores de Proteases/metabolismo , Ligação Proteica , Bibliotecas de Moléculas Pequenas/química , Bibliotecas de Moléculas Pequenas/metabolismo , Relação Estrutura-Atividade
19.
J Chem Theory Comput ; 20(11): 4499-4513, 2024 Jun 11.
Artigo em Inglês | MEDLINE | ID: mdl-38394691

RESUMO

Time-lagged independent component analysis (tICA) and the Markov state model (MSM) have been extensively employed for extracting conformational dynamics and kinetic community networks from unbiased trajectory ensembles. However, these techniques may not be the optimal choice for elucidating transition mechanisms within low-dimensional representations, especially for intricate biosystems. Unraveling the association mechanism in such complex systems always necessitates permutations of several essential independent components or collective variables, a process that is inherently obscure and may require empirical knowledge for selection. To address these challenges, we have implemented an integrated unsupervised dimension reduction model: uniform manifold approximation and projection (UMAP) with hierarchy density-based spatial clustering of applications with noise (HDBSCAN). This approach effectively generates low-dimensional configurational embeddings. The hierarchical application of this architecture, in conjunction with MSM, reveals global kinetic connectivity while identifying local conformational states. Consequently, our methodology establishes a multiscale mechanistic elucidation framework. Leveraging the benefits of the uniform sample distribution and a denoising approach, our model demonstrates robustness in preserving global and local data structures compared to traditional dimension reduction methods in the field of MD analysis area. The interpretability of hyperparameter selection and compatibility with downstream tasks are cross-validated across various simulation data sets, utilizing both computational evaluation metrics and experimental kinetic observables. Furthermore, the predicted Mcl1-BH3 association kinetics (0.76 s-1) is in close agreement with surface plasmon resonance experiments (0.12 s-1), affirming the plausibility of the identified pathway composed of representative conformations. We anticipate that the devised workflow will serve as a foundational framework for studying recognition patterns in complex biological systems. Its contributions extend to the exploration of protein functional dynamics and rational drug design, offering a potent avenue for advancing research in these domains.


Assuntos
Aprendizado de Máquina , Simulação de Dinâmica Molecular , Termodinâmica , Cinética , Proteína de Sequência 1 de Leucemia de Células Mieloides/química , Proteína de Sequência 1 de Leucemia de Células Mieloides/metabolismo , Cadeias de Markov , Humanos
20.
Nat Biotechnol ; 42(2): 229-242, 2024 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-38361054

RESUMO

The application of computational biology in drug development for membrane protein targets has experienced a boost from recent developments in deep learning-driven structure prediction, increased speed and resolution of structure elucidation, machine learning structure-based design and the evaluation of big data. Recent protein structure predictions based on machine learning tools have delivered surprisingly reliable results for water-soluble and membrane proteins but have limitations for development of drugs that target membrane proteins. Structural transitions of membrane proteins have a central role during transmembrane signaling and are often influenced by therapeutic compounds. Resolving the structural and functional basis of dynamic transmembrane signaling networks, especially within the native membrane or cellular environment, remains a central challenge for drug development. Tackling this challenge will require an interplay between experimental and computational tools, such as super-resolution optical microscopy for quantification of the molecular interactions of cellular signaling networks and their modulation by potential drugs, cryo-electron microscopy for determination of the structural transitions of proteins in native cell membranes and entire cells, and computational tools for data analysis and prediction of the structure and function of cellular signaling networks, as well as generation of promising drug candidates.


Assuntos
Aprendizado de Máquina , Proteínas de Membrana , Microscopia Crioeletrônica/métodos , Proteínas de Membrana/química , Biologia Computacional , Desenvolvimento de Medicamentos
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