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1.
Proc Natl Acad Sci U S A ; 118(48)2021 11 30.
Artigo em Inglês | MEDLINE | ID: mdl-34815338

RESUMO

The mapping from protein sequence to function is highly complex, making it challenging to predict how sequence changes will affect a protein's behavior and properties. We present a supervised deep learning framework to learn the sequence-function mapping from deep mutational scanning data and make predictions for new, uncharacterized sequence variants. We test multiple neural network architectures, including a graph convolutional network that incorporates protein structure, to explore how a network's internal representation affects its ability to learn the sequence-function mapping. Our supervised learning approach displays superior performance over physics-based and unsupervised prediction methods. We find that networks that capture nonlinear interactions and share parameters across sequence positions are important for learning the relationship between sequence and function. Further analysis of the trained models reveals the networks' ability to learn biologically meaningful information about protein structure and mechanism. Finally, we demonstrate the models' ability to navigate sequence space and design new proteins beyond the training set. We applied the protein G B1 domain (GB1) models to design a sequence that binds to immunoglobulin G with substantially higher affinity than wild-type GB1.


Assuntos
Sequência de Aminoácidos/genética , Análise de Sequência de Proteína/métodos , Algoritmos , Sequência de Aminoácidos/fisiologia , Fenômenos Bioquímicos , Aprendizado Profundo , Aprendizado de Máquina , Mutação , Redes Neurais de Computação , Proteínas/metabolismo , Relação Estrutura-Atividade
2.
Proc Natl Acad Sci U S A ; 117(11): 5873-5882, 2020 03 17.
Artigo em Inglês | MEDLINE | ID: mdl-32123092

RESUMO

We introduce a model of amino acid sequence evolution that accounts for the statistical behavior of real sequences induced by epistatic interactions. We base the model dynamics on parameters derived from multiple sequence alignments analyzed by using direct coupling analysis methodology. Known statistical properties such as overdispersion, heterotachy, and gamma-distributed rate-across-sites are shown to be emergent properties of this model while being consistent with neutral evolution theory, thereby unifying observations from previously disjointed evolutionary models of sequences. The relationship between site restriction and heterotachy is characterized by tracking the effective alphabet dynamics of sites. We also observe an evolutionary Stokes shift in the fitness of sequences that have undergone evolution under our simulation. By analyzing the structural information of some proteins, we corroborate that the strongest Stokes shifts derive from sites that physically interact in networks near biochemically important regions. Perspectives on the implementation of our model in the context of the molecular clock are discussed.


Assuntos
Sequência de Aminoácidos/fisiologia , Evolução Molecular , Deriva Genética , Proteínas/química , Proteínas/fisiologia , Substituição de Aminoácidos , Proteínas de Bactérias/química , Biologia Computacional/métodos , Simulação por Computador , Modelos Biológicos , Modelos Moleculares , Filogenia , Conformação Proteica , Domínios Proteicos , Alinhamento de Sequência
3.
Exp Cell Res ; 404(2): 112632, 2021 07 15.
Artigo em Inglês | MEDLINE | ID: mdl-33971196

RESUMO

Retinoblastoma protein (pRB) regulates cell cycle by utilizing different regions of its pocket domain for interacting with E2F family of transcription factors and with cellular and viral proteins containing an LxCxE motif. An LxCxE-like motif, LxCxD, is present in FZR1, an adaptor protein of the multi-subunit E3 ligase complex anaphase-promoting complex/cyclosome (APC/C). The APC/CFZR1 complex regulates the timely degradation of multiple cell cycle proteins for mitotic exit and maintains G1 state. We report that FZR1 interacts with pRB via its LxCxD motif. By using point mutations, we found that the cysteine residue in the FZR1 LxCxD motif is critical for direct interaction with pRb. The direct binding of the LxCxD motif of FZR1 to the pRB LxCxE binding pocket is confirmed by using human papillomavirus protein E7 as a competitor, both in vitro and in vivo. While mutation of the cysteine residue significantly disrupts FZR1 interaction with pRB, this motif does not affect FZR1 and core APC/C association. Expression of the FZR1 point mutant results in accumulation of S-phase kinase-associated protein 2 (SKP2) and Polo-like kinase 1 (PLK1), while p27Kip1 and p21Cip1 proteins are downregulated, indicating a G1 cell cycle defect. Consistently, cells containing point mutant FZR1 enter the S phase prematurely. Together our results suggest that the LxCxD motif of FZR1 is a critical determinant for the interaction between FZR1 and pRB and is important for G1 restriction.


Assuntos
Ciclossomo-Complexo Promotor de Anáfase/metabolismo , Proteínas Cdh1/metabolismo , Ciclo Celular/fisiologia , Proteína do Retinoblastoma/metabolismo , Sequência de Aminoácidos/fisiologia , Ciclossomo-Complexo Promotor de Anáfase/genética , Proteínas de Ciclo Celular/genética , Divisão Celular/fisiologia , Humanos , Proteína do Retinoblastoma/genética , Fatores de Transcrição/metabolismo
4.
Am J Physiol Regul Integr Comp Physiol ; 320(5): R697-R703, 2021 05 01.
Artigo em Inglês | MEDLINE | ID: mdl-33565362

RESUMO

Amylin is a 37-amino acid endocrine hormone secreted from the pancreas in response to nutrient intake, acting centrally to promote meal-ending satiation. With many studies linking amylin action to the nervous system, determining the distribution or expression of amylin in the nervous system is critical. However, amylin shares sequence identity and structural homology to the related neuropeptide calcitonin gene-related peptide (CGRP). This creates challenges in identifying selective amylin antibodies that do not cross-react with CGRP, especially in neural tissues, where CGRP is densely packed into secretory vesicles. Here, we characterized eight amylin antibodies to determine their ability to detect amylin and cross-react with rat or human αCGRP, using immunoblots and preabsorption controls in rat pancreas. We observed that amylin antibodies frequently cross-reacted with αCGRP and are therefore not suitable for use in tissues that highly express CGRP. Earlier work using these antibodies should be revisited in light of our findings.


Assuntos
Peptídeo Relacionado com Gene de Calcitonina/metabolismo , Calcitonina/metabolismo , Polipeptídeo Amiloide das Ilhotas Pancreáticas/metabolismo , Sequência de Aminoácidos/fisiologia , Animais , Masculino , Pâncreas/metabolismo , Hormônios Peptídicos/metabolismo
5.
FASEB J ; 34(6): 8082-8101, 2020 06.
Artigo em Inglês | MEDLINE | ID: mdl-32298026

RESUMO

Mammalian immune responses are initiated by "danger" signals--immutable molecular structures known as PAMPs. When detected by fixed, germline encoded receptors, pathogen-associated molecular pattern (PAMPs) subsequently inform the polarization of downstream adaptive responses depending upon identity and localization of the PAMP. Here, we report the existence of a completely novel "PAMP" that is not a molecular structure but an antigenic pattern. This pattern--the incidence of peptide epitopes with stretches of 100% sequence identity bound to both dendritic cell (DC) major histocompatibility (MHC) class I and MHC class II--strongly induces TH 1 immune polarization and activation of the cellular immune response. Inherent in the existence of this PAMP is the concomitant existence of a molecular sensor complex with the ability to scan and compare amino acid sequence identities of bound class I and II peptides. We provide substantial evidence implicating the multienzyme aminoacyl-tRNA synthetase (mARS) complex and its AIMp1 structural component as the key constituents of this complex. The results demonstrate a wholly novel mechanism by which T-helper (TH ) polarization is governed and provide critical information for the design of vaccination strategies intended to provoke cell-mediated immunity.


Assuntos
Antígenos de Histocompatibilidade Classe II/imunologia , Antígenos de Histocompatibilidade Classe I/imunologia , Imunidade Celular/imunologia , Peptídeos/imunologia , Sequência de Aminoácidos/fisiologia , Aminoacil-tRNA Sintetases/imunologia , Animais , Células Dendríticas/imunologia , Camundongos , Camundongos Endogâmicos BALB C , Camundongos Endogâmicos C57BL , Células Th1/imunologia
6.
PLoS Comput Biol ; 16(10): e1008285, 2020 10.
Artigo em Inglês | MEDLINE | ID: mdl-33048928

RESUMO

Most foldable protein sequences adopt only a single native fold. Recent protein design studies have, however, created protein sequences which fold into different structures apon changes of environment, or single point mutation, the best characterized example being the switch between the folds of the GA and GB binding domains of streptococcal protein G. To obtain further insight into the design of sequences which can switch folds, we have used a computational model for the fitness landscape of a single fold, built from the observed sequence variation of protein homologues. We have recently shown that such coevolutionary models can be used to design novel foldable sequences. By appropriately combining two of these models to describe the joint fitness landscape of GA and GB, we are able to describe the propensity of a given sequence for each of the two folds. We have successfully tested the combined model against the known series of designed GA/GB hybrids. Using Monte Carlo simulations on this landscape, we are able to identify pathways of mutations connecting the two folds. In the absence of a requirement for domain stability, the most frequent paths go via sequences in which neither domain is stably folded, reminiscent of the propensity for certain intrinsically disordered proteins to fold into different structures according to context. Even if the folded state is required to be stable, we find that there is nonetheless still a wide range of sequences which are close to the transition region and therefore likely fold switches, consistent with recent estimates that fold switching may be more widespread than had been thought.


Assuntos
Sequência de Aminoácidos/fisiologia , Ligação Proteica/fisiologia , Domínios Proteicos/fisiologia , Dobramento de Proteína , Proteínas de Bactérias/química , Proteínas de Bactérias/metabolismo , Biologia Computacional , Simulação por Computador , Modelos Moleculares
7.
PLoS Comput Biol ; 16(4): e1007722, 2020 04.
Artigo em Inglês | MEDLINE | ID: mdl-32352965

RESUMO

Protein solubility is a key aspect for many biotechnological, biomedical and industrial processes, such as the production of active proteins and antibodies. In addition, understanding the molecular determinants of the solubility of proteins may be crucial to shed light on the molecular mechanisms of diseases caused by aggregation processes such as amyloidosis. Here we present SKADE, a novel Neural Network protein solubility predictor and we show how it can provide novel insight into the protein solubility mechanisms, thanks to its neural attention architecture. First, we show that SKADE positively compares with state of the art tools while using just the protein sequence as input. Then, thanks to the neural attention mechanism, we use SKADE to investigate the patterns learned during training and we analyse its decision process. We use this peculiarity to show that, while the attention profiles do not correlate with obvious sequence aspects such as biophysical properties of the aminoacids, they suggest that N- and C-termini are the most relevant regions for solubility prediction and are predictive for complex emergent properties such as aggregation-prone regions involved in beta-amyloidosis and contact density. Moreover, SKADE is able to identify mutations that increase or decrease the overall solubility of the protein, allowing it to be used to perform large scale in-silico mutagenesis of proteins in order to maximize their solubility.


Assuntos
Biologia Computacional/métodos , Rede Nervosa/fisiologia , Solubilidade , Algoritmos , Sequência de Aminoácidos/fisiologia , Aminoácidos , Animais , Simulação por Computador , Humanos , Modelos Moleculares , Conformação Proteica , Proteínas/química , Proteínas/metabolismo , Software
8.
PLoS Comput Biol ; 16(1): e1007487, 2020 01.
Artigo em Inglês | MEDLINE | ID: mdl-31986130

RESUMO

A variety of studies have suggested that low-complexity domains (LCDs) tend to be intrinsically disordered and are relatively rare within structured proteins in the Protein Data Bank (PDB). Although LCDs are often treated as a single class, we previously found that LCDs enriched in different amino acids can exhibit substantial differences in protein metabolism and function. Therefore, we wondered whether the structural conformations of LCDs are likewise dependent on which specific amino acids are enriched within each LCD. Here, we directly examined relationships between enrichment of individual amino acids and secondary structure tendencies across the entire PDB proteome. Secondary structure tendencies varied as a function of the identity of the amino acid enriched and its degree of enrichment. Furthermore, divergence in secondary structure profiles often occurred for LCDs enriched in physicochemically similar amino acids (e.g. valine vs. leucine), indicating that LCDs composed of related amino acids can have distinct secondary structure tendencies. Comparison of LCD secondary structure tendencies with numerous pre-existing secondary structure propensity scales resulted in relatively poor correlations for certain types of LCDs, indicating that these scales may not capture secondary structure tendencies as sequence complexity decreases. Collectively, these observations provide a highly resolved view of structural tendencies among LCDs parsed by the nature and magnitude of single amino acid enrichment.


Assuntos
Domínios Proteicos/fisiologia , Estrutura Secundária de Proteína/fisiologia , Proteínas/química , Proteoma/química , Proteômica/métodos , Algoritmos , Sequência de Aminoácidos/fisiologia , Aminoácidos/química , Aminoácidos/metabolismo , Bases de Dados de Proteínas
9.
Am J Physiol Regul Integr Comp Physiol ; 318(3): R657-R667, 2020 03 01.
Artigo em Inglês | MEDLINE | ID: mdl-32022587

RESUMO

Hemoglobins (Hbs) of crocodilians are reportedly characterized by unique mechanisms of allosteric regulatory control, but there are conflicting reports regarding the importance of different effectors, such as chloride ions, organic phosphates, and CO2. Progress in understanding the unusual properties of crocodilian Hbs has also been hindered by a dearth of structural information. Here, we present the first comparative analysis of blood properties and Hb structure and function in a phylogenetically diverse set of crocodilian species. We examine mechanisms of allosteric regulation in the Hbs of 13 crocodilian species belonging to the families Crocodylidae and Alligatoridae. We also report new amino acid sequences for the α- and ß-globins of these taxa, which, in combination with structural analyses, provide insights into molecular mechanisms of allosteric regulation. All crocodilian Hbs exhibited a remarkably strong sensitivity to CO2, which would permit effective O2 unloading to tissues in response to an increase in metabolism during intense activity and diving. Although the Hbs of all crocodilians exhibit similar intrinsic O2-affinities, there is considerable variation in sensitivity to Cl- ions and ATP, which appears to be at least partly attributable to variation in the extent of NH2-terminal acetylation. Whereas chloride appears to be a potent allosteric effector of all crocodile Hbs, ATP has a strong, chloride-independent effect on Hb-O2 affinity only in caimans. Modeling suggests that allosteric ATP binding has a somewhat different structural basis in crocodilian and mammalian Hbs.


Assuntos
Trifosfato de Adenosina/metabolismo , Regulação Alostérica/fisiologia , Dióxido de Carbono/metabolismo , Cloretos/metabolismo , Hemoglobinas/metabolismo , Oxigênio/sangue , Sequência de Aminoácidos/fisiologia , Animais , Temperatura
10.
PLoS Comput Biol ; 15(4): e1007010, 2019 04.
Artigo em Inglês | MEDLINE | ID: mdl-31017888

RESUMO

Statistical analysis of alignments of large numbers of protein sequences has revealed "sectors" of collectively coevolving amino acids in several protein families. Here, we show that selection acting on any functional property of a protein, represented by an additive trait, can give rise to such a sector. As an illustration of a selected trait, we consider the elastic energy of an important conformational change within an elastic network model, and we show that selection acting on this energy leads to correlations among residues. For this concrete example and more generally, we demonstrate that the main signature of functional sectors lies in the small-eigenvalue modes of the covariance matrix of the selected sequences. However, secondary signatures of these functional sectors also exist in the extensively-studied large-eigenvalue modes. Our simple, general model leads us to propose a principled method to identify functional sectors, along with the magnitudes of mutational effects, from sequence data. We further demonstrate the robustness of these functional sectors to various forms of selection, and the robustness of our approach to the identification of multiple selected traits.


Assuntos
Sequência de Aminoácidos , Evolução Molecular , Proteínas , Algoritmos , Sequência de Aminoácidos/genética , Sequência de Aminoácidos/fisiologia , Animais , Biologia Computacional , Modelos Moleculares , Proteínas/química , Proteínas/genética , Proteínas/fisiologia , Ratos , Análise de Sequência de Proteína
11.
Yale J Biol Med ; 93(1): 3-17, 2020 03.
Artigo em Inglês | MEDLINE | ID: mdl-32226330

RESUMO

We previously determined the crystal structure of the wild-type keratin 1/10 helix 2B heterodimer at 3.3 Å resolution. We proposed that the resolution of the diffraction data was limited due to the crystal packing effect from keratin 10 (K10) residue Cys401. Cys401K10 formed a disulfide-linkage with Cys401 from another K1/10 heterodimer, creating an "X-shaped" structure and a loose crystal packing arrangement. We hypothesized that mutation of Cys401K10 to alanine would eliminate the disulfide-linkage and improve crystal packing thereby increasing resolution of diffraction and enabling a more accurate side chain electron density map. Indeed, when a K10 Cys401Ala 2B mutant was paired with its native keratin 1 (K1) 2B heterodimer partner its x-ray crystal structure was determined at 2.07 Å resolution; the structure does not contain a disulfide linkage. Superposition of the K1/K10(Cys401Ala) 2B structure onto the wild-type K1/10 2B heterodimer structure had a root-mean-square-deviation of 1.88 Å; the variability in the atomic positions reflects the dynamic motion expected in this filamentous coiled-coil complex. The electrostatic, hydrophobic, and contour features of the molecular surface are similar to the lower resolution wild-type structure. We postulated that elimination of the disulfide linkage in the K1/K10(Cys401Ala) 2B structure could allow for the 2B heterodimers to bind/pack in the A22 tetramer configuration associated with mature keratin intermediate filament assembly. Analysis of the crystal packing revealed a half-staggered anti-parallel tetrameric complex of 2B heterodimers; however, their register is not consistent with models of the A22 mode of tetrameric alignment or prior biochemical cross-linking studies.


Assuntos
Filamentos Intermediários , Queratina-1 , Sequência de Aminoácidos/fisiologia , Proteínas do Citoesqueleto/genética , Proteínas do Citoesqueleto/ultraestrutura , Citoesqueleto/ultraestrutura , Dissulfetos/química , Ligação Genética , Humanos , Filamentos Intermediários/fisiologia , Filamentos Intermediários/ultraestrutura , Queratina-1/genética , Queratina-1/ultraestrutura , Queratinócitos/ultraestrutura , Mutação , Fragmentos de Peptídeos , Conformação Proteica
12.
J Biol Chem ; 293(6): 2115-2124, 2018 02 09.
Artigo em Inglês | MEDLINE | ID: mdl-29259131

RESUMO

Intestinal fructose uptake is mainly mediated by glucose transporter 5 (GLUT5/SLC2A5). Its closest relative, GLUT7, is also expressed in the intestine but does not transport fructose. For rat Glut5, a change of glutamine to glutamic acid at codon 166 (p.Q166E) has been reported to alter the substrate-binding specificity by shifting Glut5-mediated transport from fructose to glucose. Using chimeric proteins of GLUT5 and GLUT7, here we identified amino acid residues of GLUT5 that define its substrate specificity. The proteins were expressed in NIH-3T3 fibroblasts, and their activities were determined by fructose radiotracer flux. We divided the human GLUT5 sequence into 26 fragments and then replaced each fragment with the corresponding region in GLUT7. All fragments that yielded reduced fructose uptake were analyzed further by assessing the role of individual amino acid residues. Various positions in the first extracellular loop, in the fifth, seventh, eighth, ninth, and tenth transmembrane domains (TMDs), and in the regions between the ninth and tenth TMDs and tenth and 11th TMDs were identified as being important for proper fructose uptake. Although the p.Q167E change did not render the human protein into a glucose transporter, molecular dynamics simulations revealed a drastic change in the dynamics and a movement of the intracellular loop connecting the sixth and seventh TMDs, which covers the exit of the ligand. Finally, we generated a GLUT7-GLUT5 chimera consisting of the N-terminal part of GLUT7 and the C-terminal part of GLUT5. Although this chimera was inactive, we demonstrate fructose transport after introduction of four amino acids derived from GLUT5.


Assuntos
Aminoácidos/fisiologia , Frutose/metabolismo , Proteínas Facilitadoras de Transporte de Glucose/metabolismo , Transportador de Glucose Tipo 5/metabolismo , Sequência de Aminoácidos/genética , Sequência de Aminoácidos/fisiologia , Animais , Proteínas Facilitadoras de Transporte de Glucose/química , Transportador de Glucose Tipo 5/química , Humanos , Camundongos , Células NIH 3T3 , Fragmentos de Peptídeos/genética , Fragmentos de Peptídeos/fisiologia , Ratos , Proteínas Recombinantes de Fusão/metabolismo , Especificidade por Substrato
13.
PLoS Pathog ; 13(9): e1006581, 2017 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-28892519

RESUMO

The dUTPase (Dut) enzymes, encoded by almost all free-living organisms and some viruses, prevent the misincorporation of uracil into DNA. We previously proposed that trimeric Duts are regulatory proteins involved in different cellular processes; including the phage-mediated transfer of the Staphylococcus aureus pathogenicity island SaPIbov1. Recently, it has been shown that the structurally unrelated dimeric Dut encoded by phage ϕNM1 is similarly able to mobilize SaPIbov1, suggesting dimeric Duts could also be regulatory proteins. How this is accomplished remains unsolved. Here, using in vivo, biochemical and structural approaches, we provide insights into the signaling mechanism used by the dimeric Duts to induce the SaPIbov1 cycle. As reported for the trimeric Duts, dimeric Duts contain an extremely variable region, here named domain VI, which is involved in the regulatory capacity of these enzymes. Remarkably, our results also show that the dimeric Dut signaling mechanism is modulated by dUTP, as with the trimeric Duts. Overall, our results demonstrate that although unrelated both in sequence and structure, dimeric and trimeric Duts control SaPI transfer by analogous mechanisms, representing a fascinating example of convergent evolution. This conserved mode of action highlights the biological significance of Duts as regulatory molecules.


Assuntos
Multimerização Proteica , Pirofosfatases/metabolismo , Staphylococcus aureus/enzimologia , Sequência de Aminoácidos/fisiologia , Bacteriófagos/efeitos dos fármacos , Bacteriófagos/genética , Sítios de Ligação/fisiologia , Nucleotídeos de Desoxiuracil/metabolismo , Ilhas Genômicas , Proteínas Repressoras/metabolismo , Transdução de Sinais/efeitos dos fármacos
14.
Traffic ; 17(8): 822-38, 2016 08.
Artigo em Inglês | MEDLINE | ID: mdl-26842936

RESUMO

Unconventional myosins are a superfamily of actin-based molecular motors playing diverse roles including cellular trafficking, mechanical supports, force sensing and transmission, etc. The variable neck and tail domains of unconventional myosins function to bind to specific cargoes including proteins and lipid vesicles and thus are largely responsible for the diverse cellular functions of myosins in vivo. In addition, the tail regions, together with their cognate cargoes, can regulate activities of the motor heads. This review outlines the advances made in recent years on cargo recognition and cargo binding-induced regulation of the activity of several unconventional myosins including myosin-I, V, VI and X in cellular trafficking. We approach this topic by describing a series of high-resolution structures of the neck and tail domains of these unconventional myosins either alone or in complex with their specific cargoes, and by discussing potential implications of these structural studies on cellular trafficking of these myosin motors.


Assuntos
Actinas/metabolismo , Movimento Celular/fisiologia , Modelos Moleculares , Miosinas/metabolismo , Transporte Proteico/fisiologia , Sequência de Aminoácidos/fisiologia , Animais , Humanos
15.
Biochem Cell Biol ; 96(6): 818-824, 2018 12.
Artigo em Inglês | MEDLINE | ID: mdl-30058361

RESUMO

The natural rubber latex extracted from the bark of Hevea brasiliensis plays various important roles in modern society. Post-translational modifications (PTMs) of the latex proteins are important for the stability and functionality of the proteins. In this study, latex proteins were acquired from the C-serum, lutoids, and rubber particle layers of latex without using prior enrichment steps; they were fragmented using collision-induced dissociation (CID), higher-energy collisional dissociation (HCD), and electron-transfer dissociation (ETD) activation methods. PEAKS 7 were used to search for unspecified PTMs, followed by analysis through PTM prediction tools to crosscheck both results. There were 73 peptides in 47 proteins from H. brasiliensis protein sequences derived from UniProtKB were identified and predicted to be post-translationally modified. The peptides with PTMs identified include phosphorylation, lysine acetylation, N-terminal acetylation, hydroxylation, and ubiquitination. Most of the PTMs discovered have yet to be reported in UniProt, which would provide great assistance in the research of the functional properties of H. brasiliensis latex proteins, as well as being useful biomarkers. The data are available via the MassIVE repository with identifier MSV000082419.


Assuntos
Hevea/metabolismo , Látex/metabolismo , Proteínas de Plantas/metabolismo , Sequência de Aminoácidos/fisiologia , Hevea/química , Látex/química , Peptídeos/metabolismo , Fosforilação , Proteínas de Plantas/genética , Processamento de Proteína Pós-Traducional/fisiologia , Proteômica/métodos
16.
PLoS Comput Biol ; 13(7): e1005648, 2017 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-28750009

RESUMO

It has recently been demonstrated that the nucleobase-density profiles of mRNA coding sequences are related in a complementary manner to the nucleobase-affinity profiles of their cognate protein sequences. Based on this, it has been proposed that cognate mRNA/protein pairs may bind in a co-aligned manner, especially if unstructured. Here, we study the dependence of mRNA/protein sequence complementarity on the properties of the nucleobase/amino-acid affinity scales used. Specifically, we sample the space of randomly generated scales by employing a Monte Carlo strategy with a fitness function that depends directly on the level of complementarity. For model organisms representing all three domains of life, we show that even short searches reproducibly converge upon highly optimized scales, implying that the topology of the underlying fitness landscape is decidedly funnel-like. Furthermore, the optimized scales, generated without any consideration of the physicochemical attributes of nucleobases or amino acids, resemble closely the nucleobase/amino-acid binding affinity scales obtained from experimental structures of RNA-protein complexes. This provides support for the claim that mRNA/protein sequence complementarity may indeed be related to binding between the two. Finally, we characterize suboptimal scales and show that intermediate-to-high complementarity can be reached by substantially diverse scales, but with select amino acids contributing disproportionally. Our results expose the dependence of cognate mRNA/protein sequence complementarity on the properties of the underlying nucleobase/amino-acid affinity scales and provide quantitative constraints that any physical scales need to satisfy for the complementarity to hold.


Assuntos
Sequência de Aminoácidos/fisiologia , Sequência de Bases/fisiologia , Proteínas/química , Proteínas/metabolismo , RNA Mensageiro/química , RNA Mensageiro/metabolismo , Sequência de Aminoácidos/genética , Sequência de Bases/genética , Biologia Computacional , Escherichia coli/genética , Methanocaldococcus/genética , Modelos Genéticos , Método de Monte Carlo , Proteínas/genética , RNA Mensageiro/genética , Saccharomyces cerevisiae/genética , Software
17.
Biochim Biophys Acta ; 1857(5): 485-492, 2016 May.
Artigo em Inglês | MEDLINE | ID: mdl-26498191

RESUMO

The accumulated results of thirty years of rational and computational de novo protein design have taught us important lessons about the stability, information content, and evolution of natural proteins. First, de novo protein design has complicated the assertion that biological function is equivalent to biological structure - demonstrating the capacity to abstract active sites from natural contexts and paste them into non-native topologies without loss of function. The structure-function relationship has thus been revealed to be either a generality or strictly true only in a local sense. Second, the simplification to "maquette" topologies carried out by rational protein design also has demonstrated that even sophisticated functions such as conformational switching, cooperative ligand binding, and light-activated electron transfer can be achieved with low-information design approaches. This is because for simple topologies the functional footprint in sequence space is enormous and easily exceeds the number of structures which could have possibly existed in the history of life on Earth. Finally, the pervasiveness of extraordinary stability in designed proteins challenges accepted models for the "marginal stability" of natural proteins, suggesting that there must be a selection pressure against highly stable proteins. This can be explained using recent theories which relate non-equilibrium thermodynamics and self-replication. This article is part of a Special Issue entitled Biodesign for Bioenergetics--The design and engineering of electronc transfer cofactors, proteins and protein networks, edited by Ronald L. Koder and J.L. Ross Anderson.


Assuntos
Sequência de Aminoácidos/fisiologia , Biologia Computacional , Engenharia de Proteínas/métodos , Termodinâmica , Animais , Biologia Computacional/economia , Biologia Computacional/métodos , Biologia Computacional/normas , Evolução Molecular Direcionada , Humanos , Modelos Moleculares , Conformação Proteica , Engenharia de Proteínas/economia , Engenharia de Proteínas/tendências , Dobramento de Proteína , Proteínas/química
18.
Acta Neuropathol ; 133(5): 767-783, 2017 05.
Artigo em Inglês | MEDLINE | ID: mdl-28341999

RESUMO

Several reports have described the presence of antibodies against Alzheimer's disease-associated hyperphosphorylated forms of tau in serum of healthy individuals. To characterize the specificities that can be found, we interrogated peripheral IgG+ memory B cells from asymptomatic blood donors for reactivity to a panel of phosphorylated tau peptides using a single-cell screening assay. Antibody sequences were recovered, cloned, and expressed as full-length IgGs. In total, 52 somatically mutated tau-binding antibodies were identified, corresponding to 35 unique clonal families. Forty-one of these antibodies recognize epitopes in the proline-rich and C-terminal domains, and binding of 26 of these antibodies is strictly phosphorylation dependent. Thirteen antibodies showed inhibitory activity in a P301S lysate seeded in vitro tau aggregation assay. Two such antibodies, CBTAU-7.1 and CBTAU-22.1, which bind to the proline-rich and C-terminal regions of tau, respectively, were characterized in more detail. CBTAU-7.1 recognizes an epitope that is similar to that of murine anti-PHF antibody AT8, but has different phospho requirements. Both CBTAU-7.1 and CBTAU-22.1 detect pathological tau deposits in post-mortem brain tissue. CBTAU-7.1 reveals a similar IHC distribution pattern as AT8, immunostaining (pre)tangles, threads, and neuritic plaques. CBTAU-22.1 shows selective detection of neurofibrillary changes by IHC. Taken together, these results suggest the presence of an ongoing antigen-driven immune response against tau in healthy individuals. The wide range of specificities to tau suggests that the human immune repertoire may contain antibodies that can serve as biomarkers or be exploited for therapy.


Assuntos
Doença de Alzheimer/imunologia , Epitopos/imunologia , Memória Imunológica/imunologia , Emaranhados Neurofibrilares/imunologia , Proteínas tau/metabolismo , Adolescente , Adulto , Idoso , Sequência de Aminoácidos/fisiologia , Anticorpos Monoclonais/imunologia , Sítios de Ligação , Epitopos/metabolismo , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Emaranhados Neurofibrilares/patologia , Fosforilação , Adulto Jovem
19.
Biochim Biophys Acta ; 1852(8): 1561-73, 2015 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-25912737

RESUMO

A pathological hallmark of Alzheimer disease (AD) is the accumulation of misfolded hyperphosphorylated microtubule-associated protein Tau within neurons, forming neurofibrillary tangles and leading to synaptic dysfunction and neuronal death. Here we study sequence-dependent abnormal aggregation of human fragment Tau244-372 in an inducible cell model. As evidenced by confocal laser scanning microscopy, Western blot, and immunogold electron microscopy, fibril-forming motifs are essential and sufficient for abnormal aggregation of Tau244-372 in SH-SY5Y neuroblastoma cells induced by Congo red: when its two fibril-forming segments PHF6 and PHF6* are deleted, Tau244-372 does lose its ability to form fibrils in SH-SY5Y cells, and the replacement of PHF6 and PHF6* with an unrelated amyloidogenic sequence IFQINS from human lysozyme does rescue the fibril-forming ability of Tau244-372 in SH-SY5Y cells. By contrast, insertion of a non-fibril forming peptide GGGGGG does not drive the disabled Tau244-372 to misfold in SH-SY5Y cells. Furthermore, as revealed by quantum dots based probes combined with annexin V staining, annexin V-FITC apoptosis detection assay, and immunofluorescence, fibril-forming motifs are essential and sufficient for early apoptosis of living SH-SY5Y cells induced by abnormal aggregation of Tau244-372. Our results suggest that fibril-forming motifs could be the determinants of Tau protein tending to misfold in living cells, thereby inducing neuronal apoptosis and causing the initiation and development of AD.


Assuntos
Agregação Patológica de Proteínas , Domínios e Motivos de Interação entre Proteínas , Proteínas tau/química , Proteínas tau/genética , Proteínas tau/metabolismo , Doença de Alzheimer/genética , Doença de Alzheimer/metabolismo , Sequência de Aminoácidos/fisiologia , Linhagem Celular Tumoral , Células HEK293 , Humanos , Modelos Biológicos , Mutagênese Insercional/fisiologia , Emaranhados Neurofibrilares/genética , Emaranhados Neurofibrilares/metabolismo , Neurônios/metabolismo , Neurônios/patologia , Fragmentos de Peptídeos/química , Fragmentos de Peptídeos/genética , Fragmentos de Peptídeos/metabolismo , Agregação Patológica de Proteínas/genética , Agregação Patológica de Proteínas/metabolismo , Dobramento de Proteína , Domínios e Motivos de Interação entre Proteínas/genética , Deleção de Sequência/fisiologia , Transfecção , Regulação para Cima/genética
20.
J Neurochem ; 137(6): 939-54, 2016 06.
Artigo em Inglês | MEDLINE | ID: mdl-26953146

RESUMO

Despite extensive structure-function analyses, the molecular mechanisms of normal and pathological tau action remain poorly understood. How does the C-terminal microtubule-binding region regulate microtubule dynamics and bundling? In what biophysical form does tau transfer trans-synaptically from one neuron to another, promoting neurodegeneration and dementia? Previous biochemical/biophysical work led to the hypothesis that tau can dimerize via electrostatic interactions between two N-terminal 'projection domains' aligned in an anti-parallel fashion, generating a multivalent complex capable of interacting with multiple tubulin subunits. We sought to test this dimerization model directly. Native gel analyses of full-length tau and deletion constructs demonstrate that the N-terminal region leads to multiple bands, consistent with oligomerization. Ferguson analyses of native gels indicate that an N-terminal fragment (tau(45-230) ) assembles into heptamers/octamers. Ferguson analyses of denaturing gels demonstrates that tau(45-230) can dimerize even in sodium dodecyl sulfate. Atomic force microscopy reveals multiple levels of oligomerization by both full-length tau and tau(45-230) . Finally, ion mobility-mass spectrometric analyses of tau(106-144) , a small peptide containing the core of the hypothesized dimerization region, also demonstrate oligomerization. Thus, multiple independent strategies demonstrate that the N-terminal region of tau can mediate higher order oligomerization, which may have important implications for both normal and pathological tau action. The microtubule-associated protein tau is essential for neuronal development and maintenance, but is also central to Alzheimer's and related dementias. Unfortunately, the molecular mechanisms underlying normal and pathological tau action remain poorly understood. Here, we demonstrate that tau can homo-oligomerize, providing novel mechanistic models for normal tau action (promoting microtubule growth and bundling, suppressing microtubule shortening) and pathological tau action (poisoning of oligomeric complexes).


Assuntos
Microtúbulos/metabolismo , Proteínas tau/química , Proteínas tau/metabolismo , Sequência de Aminoácidos/fisiologia , Animais , Dimerização , Humanos , Espectrometria de Massas , Microscopia de Força Atômica , Modelos Biológicos , Peptídeos/química , Ligação Proteica , Proteínas tau/genética
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