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1.
Arch Biochem Biophys ; 717: 109137, 2022 03 15.
Artigo em Inglês | MEDLINE | ID: mdl-35090868

RESUMO

Alkaptonuria (AKU) is an ultra-rare genetic disease caused by a deficient activity of the enzyme homogentisate 1,2-dioxygenase (HGD) leading to the accumulation of homogentisic acid (HGA) on connective tissues. Even though AKU is a multi-systemic disease, osteoarticular cartilage is the most affected system and the most damaged tissue by the disease. In chondrocytes, HGA causes oxidative stress dysfunctions, which induce a series of not fully characterized cellular responses. In this study, we used a human chondrocytic cell line as an AKU model to evaluate, for the first time, the effect of HGA on autophagy, the main homeostasis system in articular cartilage. Cells responded timely to HGA treatment with an increase in autophagy as a mechanism of protection. In a chronic state, HGA-induced oxidative stress decreased autophagy, and chondrocytes, unable to restore balance, activated the chondroptosis pathway. This decrease in autophagy also correlated with the accumulation of ochronotic pigment, a hallmark of AKU. Our data suggest new perspectives for understanding AKU and a mechanistic model that rationalizes the damaging role of HGA.


Assuntos
Alcaptonúria/prevenção & controle , Autofagia/efeitos dos fármacos , Biomarcadores/metabolismo , Homogentisato 1,2-Dioxigenase/metabolismo , Ácido Homogentísico/metabolismo , Alcaptonúria/metabolismo , Apoptose/efeitos dos fármacos , Cartilagem Articular/efeitos dos fármacos , Linhagem Celular , Condrócitos/citologia , Ácido Homogentísico/farmacologia , Humanos , Ocronose/metabolismo , Estresse Oxidativo/efeitos dos fármacos , Transdução de Sinais
2.
J Comput Aided Mol Des ; 35(2): 195-207, 2021 02.
Artigo em Inglês | MEDLINE | ID: mdl-33103220

RESUMO

The recent outbreak of the respiratory syndrome-related coronavirus (SARS-CoV-2) is stimulating an unprecedented scientific campaign to alleviate the burden of the coronavirus disease (COVID-19). One line of research has focused on targeting SARS-CoV-2 proteins fundamental for its replication by repurposing drugs approved for other diseases. The first interaction between the virus and the host cell is mediated by the spike protein on the virus surface and the human angiotensin-converting enzyme (ACE2). Small molecules able to bind the receptor-binding domain (RBD) of the spike protein and disrupt the binding to ACE2 would offer an important tool for slowing, or even preventing, the infection. Here, we screened 2421 approved small molecules in silico and validated the docking outcomes through extensive molecular dynamics simulations. Out of six drugs characterized as putative RBD binders, the cephalosporin antibiotic cefsulodin was further assessed for its effect on the binding between the RBD and ACE2, suggesting that it is important to consider the dynamic formation of the heterodimer between RBD and ACE2 when judging any potential candidate.


Assuntos
Antivirais/química , Antivirais/farmacologia , Avaliação Pré-Clínica de Medicamentos/métodos , Glicoproteína da Espícula de Coronavírus/química , Enzima de Conversão de Angiotensina 2/metabolismo , Sítios de Ligação , Cefsulodina/química , Cefsulodina/metabolismo , Cefsulodina/farmacologia , Simulação por Computador , Simulação de Acoplamento Molecular , Simulação de Dinâmica Molecular , Bibliotecas de Moléculas Pequenas/química , Bibliotecas de Moléculas Pequenas/farmacologia , Glicoproteína da Espícula de Coronavírus/metabolismo
3.
EMBO J ; 34(11): 1589-600, 2015 Jun 03.
Artigo em Inglês | MEDLINE | ID: mdl-25925385

RESUMO

Stress caused by accumulation of misfolded proteins within the endoplasmic reticulum (ER) elicits a cellular unfolded protein response (UPR) aimed at maintaining protein-folding capacity. PERK, a key upstream component, recognizes ER stress via its luminal sensor/transducer domain, but the molecular events that lead to UPR activation remain unclear. Here, we describe the crystal structures of mammalian PERK luminal domains captured in dimeric state as well as in a novel tetrameric state. Small angle X-ray scattering analysis (SAXS) supports the existence of both crystal structures also in solution. The salient feature of the tetramer interface, a helix swapped between dimers, implies transient association. Moreover, interface mutations that disrupt tetramer formation in vitro reduce phosphorylation of PERK and its target eIF2α in cells. These results suggest that transient conversion from dimeric to tetrameric state may be a key regulatory step in UPR activation.


Assuntos
Estresse do Retículo Endoplasmático/fisiologia , Transdução de Sinais/fisiologia , eIF-2 Quinase/química , eIF-2 Quinase/metabolismo , Animais , Células Cultivadas , Cristalografia por Raios X , Fator de Iniciação 2 em Eucariotos/genética , Fator de Iniciação 2 em Eucariotos/metabolismo , Humanos , Camundongos , Camundongos Knockout , Fosforilação/fisiologia , Multimerização Proteica/fisiologia , Estrutura Quaternária de Proteína , Estrutura Terciária de Proteína , Resposta a Proteínas não Dobradas/fisiologia , eIF-2 Quinase/genética
4.
Nucleic Acids Res ; 45(7): 3777-3784, 2017 04 20.
Artigo em Inglês | MEDLINE | ID: mdl-28053115

RESUMO

Methylation of cytosine is an epigenetic mark involved in the regulation of transcription, usually associated with transcriptional repression. In mammals, methylated cytosines are found predominantly in CpGs but in plants non-CpG methylation (in the CpHpG or CpHpH contexts, where H is A, C or T) is also present and is associated with the transcriptional silencing of transposable elements. In addition, CpG methylation is found in coding regions of active genes. In the absence of the demethylase of lysine 9 of histone 3 (IBM1), a subset of body-methylated genes acquires non-CpG methylation. This was shown to alter their expression and affect plant development. It is not clear why only certain body-methylated genes gain non-CpG methylation in the absence of IBM1 and others do not. Here we describe a link between CpG methylation and the establishment of methylation in the CpHpG context that explains the two classes of body-methylated genes. We provide evidence that external cytosines of CpCpG sites can only be methylated when internal cytosines are methylated. CpCpG sites methylated in both cytosines promote spreading of methylation in the CpHpG context in genes protected by IBM1. In contrast, CpCpG sites remain unmethylated in IBM1-independent genes and do not promote spread of CpHpG methylation.


Assuntos
Ilhas de CpG , Citosina/metabolismo , Metilação de DNA , Epigênese Genética , Regulação da Expressão Gênica de Plantas , Arabidopsis/genética , Arabidopsis/metabolismo , Proteínas de Arabidopsis/genética , Genes de Plantas , Histona Desmetilases com o Domínio Jumonji/genética
5.
Adv Exp Med Biol ; 896: 351-68, 2016.
Artigo em Inglês | MEDLINE | ID: mdl-27165336

RESUMO

The current main challenge of Structural Biology is to undertake the structure determination of increasingly complex systems in the attempt to better understand their biological function. As systems become more challenging, however, there is an increasing demand for the parallel use of more than one independent technique to allow pushing the frontiers of structure determination and, at the same time, obtaining independent structural validation. The combination of different Structural Biology methods has been named hybrid approaches. The aim of this review is to critically discuss the most recent examples and new developments that have allowed structure determination or experimentally-based modelling of various molecular complexes selecting them among those that combine the use of nuclear magnetic resonance and small angle scattering techniques. We provide a selective but focused account of some of the most exciting recent approaches and discuss their possible further developments.


Assuntos
Ressonância Magnética Nuclear Biomolecular , Mapeamento de Interação de Proteínas/métodos , Proteínas Recombinantes/metabolismo , Transdução de Sinais , Animais , Sítios de Ligação , Humanos , Modelos Moleculares , Complexos Multiproteicos , Ligação Proteica , Engenharia de Proteínas/métodos , Domínios e Motivos de Interação entre Proteínas , Multimerização Proteica , Estrutura Quaternária de Proteína , Subunidades Proteicas , Proteínas Recombinantes/química , Proteínas Recombinantes/genética , Espalhamento a Baixo Ângulo , Relação Estrutura-Atividade , Difração de Raios X
6.
Int J Mol Sci ; 14(3): 6454-66, 2013 Mar 21.
Artigo em Inglês | MEDLINE | ID: mdl-23519110

RESUMO

The unfolded protein response (UPR) is a cell-signaling system that detects the accumulation of unfolded protein within the endoplasmic reticulum (ER) and initiates a number of cellular responses to restore ER homeostasis. The presence of unfolded protein is detected by the ER-luminal sensor domains of the three UPR-transducer proteins IRE1, PERK, and ATF6, which then propagate the signal to the cytosol. In this review, we discuss the various mechanisms of action that have been proposed on how the sensor domains detect the presence of unfolded protein to activate downstream UPR signaling.

7.
Front Mol Biosci ; 10: 1113762, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-36756363

RESUMO

The interaction between macromolecular proteins and small molecule ligands is an essential component of cellular function. Such ligands may include enzyme substrates, molecules involved in cellular signalling or pharmaceutical drugs. Together with biophysical techniques used to assess the thermodynamic and kinetic properties of ligand binding to proteins, methodology to determine high-resolution structures that enable atomic level interactions between protein and ligand(s) to be directly visualised is required. Whilst such structural approaches are well established with high throughput X-ray crystallography routinely used in the pharmaceutical sector, they provide only a static view of the complex. Recent advances in X-ray structural biology methods offer several new possibilities that can examine protein-ligand complexes at ambient temperature rather than under cryogenic conditions, enable transient binding sites and interactions to be characterised using time-resolved approaches and combine spectroscopic measurements from the same crystal that the structures themselves are determined. This Perspective reviews several recent developments in these areas and discusses new possibilities for applications of these advanced methodologies to transform our understanding of protein-ligand interactions.

8.
NPJ Antimicrob Resist ; 1(1): 2, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-38686215

RESUMO

Antibiotic resistance is a pressing healthcare challenge and is mediated by various mechanisms, including the active export of drugs via multidrug efflux systems, which prevent drug accumulation within the cell. Here, we studied how Salmonella evolved resistance to two key antibiotics, cefotaxime and azithromycin, when grown planktonically or as a biofilm. Resistance to both drugs emerged in both conditions and was associated with different substitutions within the efflux-associated transporter, AcrB. Azithromycin exposure selected for an R717L substitution, while cefotaxime for Q176K. Additional mutations in ramR or envZ accumulated concurrently with the R717L or Q176K substitutions respectively, resulting in clinical resistance to the selective antibiotics and cross-resistance to other drugs. Structural, genetic, and phenotypic analysis showed the two AcrB substitutions confer their benefits in profoundly different ways. R717L reduces steric barriers associated with transit through the substrate channel 2 of AcrB. Q176K increases binding energy for cefotaxime, improving recognition in the distal binding pocket, resulting in increased efflux efficiency. Finally, we show the R717 substitution is present in isolates recovered around the world.

9.
Int J Biol Macromol ; 224: 453-464, 2023 Jan 01.
Artigo em Inglês | MEDLINE | ID: mdl-36265539

RESUMO

Blocking the signaling activated by the plasma membrane receptor CD93 has recently been demonstrated a useful tool in antiangiogenic treatment and oncotherapy. In the proliferating endothelium, CD93 regulates cell adhesion, migration, and vascular maturation, yet it is unclear how CD93 interacts with the extracellular matrix activating signaling pathways involved in the vascular remodeling. Here for the first time we show that in endothelial cells CD93 is structured as a dimer and that this oligomeric form is physiologically instrumental for the binding of CD93 to its ligand Multimerin-2. Crystallographic X-ray analysis of recombinant CD93 reveals the crucial role played by the C-type lectin-like and sushi-like domains in arranging as an antiparallel dimer to achieve a functional binding state, providing key information for the future design of new drugs able to hamper CD93 function in neovascular pathologies.


Assuntos
Células Endoteliais , Glicoproteínas de Membrana , Células Endoteliais/metabolismo , Glicoproteínas de Membrana/metabolismo , Lectinas Tipo C/metabolismo , Dimerização
10.
Oncogene ; 40(22): 3775-3785, 2021 06.
Artigo em Inglês | MEDLINE | ID: mdl-33972681

RESUMO

Prostate cancer (PCa) is the second most commonly occurring cancer in men, with over a million new cases every year worldwide. Tumor growth and disease progression is mainly dependent on the Androgen Receptor (AR), a ligand dependent transcription factor. Standard PCa therapeutic treatments include androgen-deprivation therapy and AR signaling inhibitors. Despite being successful in controlling the disease in the majority of men, the high frequency of disease progression to aggressive and therapy resistant stages (termed castrate resistant prostate cancer) has led to the search for new therapeutic targets. The p90 ribosomal S6 kinase (RSK1-4) family is a group of highly conserved Ser/Thr kinases that holds promise as a novel target. RSKs are effector kinases that lay downstream of the Ras/Raf/MEK/ERK signaling pathway, and aberrant activation or expression of RSKs has been reported in several malignancies, including PCa. Despite their structural similarities, RSK isoforms have been shown to perform nonredundant functions and target a wide range of substrates involved in regulation of transcription and translation. In this article we review the roles of the RSKs in proliferation and motility, cell cycle control and therapy resistance in PCa, highlighting the possible interplay between RSKs and AR in mediating disease progression. In addition, we summarize the current advances in RSK inhibitor development and discuss their potential clinical benefits.


Assuntos
Antagonistas de Androgênios/uso terapêutico , Neoplasias de Próstata Resistentes à Castração/enzimologia , Neoplasias da Próstata/enzimologia , Proteínas Quinases S6 Ribossômicas 90-kDa/metabolismo , Humanos , Sistema de Sinalização das MAP Quinases , Masculino , Fosforilação , Neoplasias da Próstata/tratamento farmacológico , Neoplasias da Próstata/metabolismo , Neoplasias da Próstata/patologia , Neoplasias de Próstata Resistentes à Castração/tratamento farmacológico , Neoplasias de Próstata Resistentes à Castração/metabolismo , Neoplasias de Próstata Resistentes à Castração/patologia , Receptores Androgênicos/metabolismo , Transdução de Sinais
11.
Front Mol Biosci ; 8: 636560, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-33778006

RESUMO

The p70 ribosomal S6 kinase (S6K) family is a group of highly conserved kinases in eukaryotes that regulates cell growth, cell proliferation, and stress response via modulating protein synthesis and ribosomal biogenesis. S6Ks are downstream effectors of the Target of Rapamycin (TOR) pathway, which connects nutrient and energy signaling to growth and homeostasis, under normal and stress conditions. The plant S6K family includes two isoforms, S6K1 and S6K2, which, despite their high level of sequence similarity, have distinct functions and regulation mechanisms. Significant advances on the characterization of human S6Ks have occurred in the past few years, while studies on plant S6Ks are scarce. In this article, we review expression and activation of the two S6K isoforms in plants and we discuss their roles in mediating responses to stresses and developmental cues.

12.
Sci Transl Med ; 13(602)2021 07 14.
Artigo em Inglês | MEDLINE | ID: mdl-34261798

RESUMO

Lung and bladder cancers are mostly incurable because of the early development of drug resistance and metastatic dissemination. Hence, improved therapies that tackle these two processes are urgently needed to improve clinical outcome. We have identified RSK4 as a promoter of drug resistance and metastasis in lung and bladder cancer cells. Silencing this kinase, through either RNA interference or CRISPR, sensitized tumor cells to chemotherapy and hindered metastasis in vitro and in vivo in a tail vein injection model. Drug screening revealed several floxacin antibiotics as potent RSK4 activation inhibitors, and trovafloxacin reproduced all effects of RSK4 silencing in vitro and in/ex vivo using lung cancer xenograft and genetically engineered mouse models and bladder tumor explants. Through x-ray structure determination and Markov transient and Deuterium exchange analyses, we identified the allosteric binding site and revealed how this compound blocks RSK4 kinase activation through binding to an allosteric site and mimicking a kinase autoinhibitory mechanism involving the RSK4's hydrophobic motif. Last, we show that patients undergoing chemotherapy and adhering to prophylactic levofloxacin in the large placebo-controlled randomized phase 3 SIGNIFICANT trial had significantly increased (P = 0.048) long-term overall survival times. Hence, we suggest that RSK4 inhibition may represent an effective therapeutic strategy for treating lung and bladder cancer.


Assuntos
Neoplasias Pulmonares , Neoplasias da Bexiga Urinária , Animais , Linhagem Celular Tumoral , Resistencia a Medicamentos Antineoplásicos , Regulação Neoplásica da Expressão Gênica , Humanos , Pulmão/metabolismo , Neoplasias Pulmonares/tratamento farmacológico , Neoplasias Pulmonares/genética , Camundongos , Proteínas Quinases S6 Ribossômicas 90-kDa/genética , Proteínas Quinases S6 Ribossômicas 90-kDa/metabolismo , Neoplasias da Bexiga Urinária/tratamento farmacológico , Neoplasias da Bexiga Urinária/genética
13.
Protein Expr Purif ; 73(2): 161-6, 2010 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-20471481

RESUMO

IscS and IscU, the two central protein components of the iron sulfur cluster assembly machinery, form a complex that is still relatively poorly characterized. In an attempt to standardize the purification of these proteins for structural studies we have developed a protocol to produce them individually in high concentration and purity. We show that IscS is a rather robust protein as long as it is produced in a PLP loaded form and that this co-factor is essential for fold stability and enzyme activity. In contrast to previous evidence, we also propose that, in contrast with previous evidence, IscU is a thermodynamically stable protein with a well defined fold but, when produced in isolation, is a 'complex-orphan protein' that is prone to unfolding if not stabilised by a co-factor or a protein partner. Our work will facilitate further structural and functional studies of these proteins and eventually lead to a better understanding of the whole machinery.


Assuntos
Proteínas de Bactérias/metabolismo , Liases de Carbono-Enxofre/metabolismo , Proteínas de Escherichia coli/metabolismo , Proteínas Ferro-Enxofre/metabolismo , Proteínas/metabolismo , Compostos de Sulfonilureia/metabolismo , Proteínas de Bactérias/química , Proteínas de Bactérias/isolamento & purificação , Liases de Carbono-Enxofre/química , Liases de Carbono-Enxofre/isolamento & purificação , Cisteína/química , Proteínas de Escherichia coli/química , Proteínas de Escherichia coli/isolamento & purificação , Proteínas Ferro-Enxofre/química , Proteínas Ferro-Enxofre/isolamento & purificação , Ligação Proteica , Compostos de Sulfonilureia/química , Compostos de Sulfonilureia/isolamento & purificação
14.
Sci Rep ; 10(1): 15917, 2020 09 28.
Artigo em Inglês | MEDLINE | ID: mdl-32985513

RESUMO

SARS-CoV-2 is the novel coronavirus responsible for the outbreak of COVID-19, a disease that has spread to over 100 countries and, as of the 26th July 2020, has infected over 16 million people. Despite the urgent need to find effective therapeutics, research on SARS-CoV-2 has been affected by a lack of suitable animal models. To facilitate the development of medical approaches and novel treatments, we compared the ACE2 receptor, and TMPRSS2 and Furin proteases usage of the SARS-CoV-2 Spike glycoprotein in human and in a panel of animal models, i.e. guinea pig, dog, cat, rat, rabbit, ferret, mouse, hamster and macaque. Here we showed that ACE2, but not TMPRSS2 or Furin, has a higher level of sequence variability in the Spike protein interaction surface, which greatly influences Spike protein binding mode. Using molecular docking simulations we compared the SARS-CoV and SARS-CoV-2 Spike proteins in complex with the ACE2 receptor and showed that the SARS-CoV-2 Spike glycoprotein is compatible to bind the human ACE2 with high specificity. In contrast, TMPRSS2 and Furin are sufficiently similar in the considered hosts not to drive susceptibility differences. Computational analysis of binding modes and protein contacts indicates that macaque, ferrets and hamster are the most suitable models for the study of inhibitory antibodies and small molecules targeting the SARS-CoV-2 Spike protein interaction with ACE2. Since TMPRSS2 and Furin are similar across species, our data also suggest that transgenic animal models expressing human ACE2, such as the hACE2 transgenic mouse, are also likely to be useful models for studies investigating viral entry.


Assuntos
Betacoronavirus/genética , Infecções por Coronavirus/veterinária , Pandemias/veterinária , Peptidil Dipeptidase A/metabolismo , Pneumonia Viral/veterinária , Glicoproteína da Espícula de Coronavírus/genética , Glicoproteína da Espícula de Coronavírus/metabolismo , Sequência de Aminoácidos/genética , Enzima de Conversão de Angiotensina 2 , Animais , COVID-19 , Gatos , Biologia Computacional/métodos , Infecções por Coronavirus/patologia , Cricetinae , Modelos Animais de Doenças , Cães , Furões , Furina/genética , Furina/metabolismo , Cobaias , Humanos , Macaca fascicularis , Camundongos , Simulação de Acoplamento Molecular , Peptidil Dipeptidase A/genética , Pneumonia Viral/patologia , Coelhos , Ratos , SARS-CoV-2 , Serina Endopeptidases/genética , Serina Endopeptidases/metabolismo
15.
Sci Rep ; 10(1): 13866, 2020 08 17.
Artigo em Inglês | MEDLINE | ID: mdl-32807895

RESUMO

The Coronavirus disease 2019 (COVID-19) is an infectious disease caused by the severe acute respiratory syndrome-coronavirus 2 (SARS-CoV-2). The virus has rapidly spread in humans, causing the ongoing Coronavirus pandemic. Recent studies have shown that, similarly to SARS-CoV, SARS-CoV-2 utilises the Spike glycoprotein on the envelope to recognise and bind the human receptor ACE2. This event initiates the fusion of viral and host cell membranes and then the viral entry into the host cell. Despite several ongoing clinical studies, there are currently no approved vaccines or drugs that specifically target SARS-CoV-2. Until an effective vaccine is available, repurposing FDA approved drugs could significantly shorten the time and reduce the cost compared to de novo drug discovery. In this study we attempted to overcome the limitation of in silico virtual screening by applying a robust in silico drug repurposing strategy. We combined and integrated docking simulations, with molecular dynamics (MD), Supervised MD (SuMD) and Steered MD (SMD) simulations to identify a Spike protein - ACE2 interaction inhibitor. Our data showed that Simeprevir and Lumacaftor bind the receptor-binding domain of the Spike protein with high affinity and prevent ACE2 interaction.


Assuntos
Betacoronavirus/efeitos dos fármacos , Biologia Computacional/métodos , Infecções por Coronavirus/metabolismo , Descoberta de Drogas/métodos , Reposicionamento de Medicamentos/métodos , Pneumonia Viral/metabolismo , Aminopiridinas/farmacologia , Enzima de Conversão de Angiotensina 2 , Benzodioxóis/farmacologia , Betacoronavirus/química , Sítios de Ligação , COVID-19 , Infecções por Coronavirus/virologia , Humanos , Simulação de Acoplamento Molecular , Simulação de Dinâmica Molecular , Pandemias , Peptidil Dipeptidase A/metabolismo , Pneumonia Viral/virologia , Ligação Proteica/efeitos dos fármacos , Conformação Proteica , Domínios Proteicos/efeitos dos fármacos , Mapas de Interação de Proteínas/efeitos dos fármacos , SARS-CoV-2 , Simeprevir/farmacologia , Glicoproteína da Espícula de Coronavírus/antagonistas & inibidores , Glicoproteína da Espícula de Coronavírus/metabolismo
16.
Orphanet J Rare Dis ; 15(1): 46, 2020 02 12.
Artigo em Inglês | MEDLINE | ID: mdl-32050984

RESUMO

BACKGROUND: Alkaptonuria (AKU) is an ultra-rare autosomal recessive disease caused by a mutation in the homogentisate 1,2-dioxygenase (HGD) gene. One of the main obstacles in studying AKU, and other ultra-rare diseases, is the lack of a standardized methodology to assess disease severity or response to treatment. Quality of Life scores (QoL) are a reliable way to monitor patients' clinical condition and health status. QoL scores allow to monitor the evolution of diseases and assess the suitability of treatments by taking into account patients' symptoms, general health status and care satisfaction. However, more comprehensive tools to study a complex and multi-systemic disease like AKU are needed. In this study, a Machine Learning (ML) approach was implemented with the aim to perform a prediction of QoL scores based on clinical data deposited in the ApreciseKUre, an AKU- dedicated database. METHOD: Data derived from 129 AKU patients have been firstly examined through a preliminary statistical analysis (Pearson correlation coefficient) to measure the linear correlation between 11 QoL scores. The variable importance in QoL scores prediction of 110 ApreciseKUre biomarkers has been then calculated using XGBoost, with K-nearest neighbours algorithm (k-NN) approach. Due to the limited number of data available, this model has been validated using surrogate data analysis. RESULTS: We identified a direct correlation of 6 (age, Serum Amyloid A, Chitotriosidase, Advanced Oxidation Protein Products, S-thiolated proteins and Body Mass Index) out of 110 biomarkers with the QoL health status, in particular with the KOOS (Knee injury and Osteoarthritis Outcome Score) symptoms (Relative Absolute Error (RAE) 0.25). The error distribution of surrogate-model (RAE 0.38) was unequivocally higher than the true-model one (RAE of 0.25), confirming the consistency of our dataset. Our data showed that inflammation, oxidative stress, amyloidosis and lifestyle of patients correlates with the QoL scores for physical status, while no correlation between the biomarkers and patients' mental health was present (RAE 1.1). CONCLUSIONS: This proof of principle study for rare diseases confirms the importance of database, allowing data management and analysis, which can be used to predict more effective treatments.


Assuntos
Alcaptonúria , Qualidade de Vida , Gerenciamento de Dados , Humanos , Aprendizado de Máquina , Doenças Raras
17.
Biophys Chem ; 137(2-3): 71-5, 2008 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-18678440

RESUMO

Understanding how proteins are approached by surrounding molecules is fundamental to increase our knowledge of life at atomic resolution. Here, the surface accessibility of a multifunctional small protein, the archaeal protein Sso7d from Sulfolobus solfataricus, has been investigated by using TEMPOL and Gd(III)(DTPA-BMA) as paramagnetic probes. The DNA binding domain of Sso7d appears very accessible both to TEMPOL and Gd(III)(DTPA-BMA). Differences in paramagnetic attenuation profiles of (1)H-(15)N HSQC protein backbone amide correlations, observed in the presence of the latter paramagnetic probes, are consistent with the hydrogen bond acceptor capability of the N-oxyl moiety of TEMPOL to surface exposed Sso7d amide groups. By using the gadolinium complex as a paramagnetic probe a better agreement between Sso7d structural features and attenuation profile is achieved. It is interesting to note that the protein P-loop region, in spite of the high surface exposure predicted by the available protein structures, is not approached by TEMPOL and only partially by Gd(III)(DTPA-BMA).


Assuntos
Proteínas Arqueais/química , Óxidos N-Cíclicos/química , Proteínas de Ligação a DNA/química , Gadolínio DTPA/química , Ressonância Magnética Nuclear Biomolecular/métodos , Amidas/química , Sequência de Aminoácidos , Ligação de Hidrogênio , Modelos Moleculares , Isótopos de Nitrogênio/química , Prótons , Marcadores de Spin , Propriedades de Superfície
19.
Biochim Biophys Acta ; 1764(5): 856-62, 2006 May.
Artigo em Inglês | MEDLINE | ID: mdl-16627014

RESUMO

Paramagnetic probes, whose approach to proteins can be monitored by nuclear magnetic resonance (NMR) studies, have been found of primary relevance for investigating protein surfaces accessibility. Here, paramagnetic probes are also suggested for a systematic investigation on protein aggregation. Bovine pancreatic trypsin inhibitor (BPTI) was used as a model system for aggregation by analyzing its interaction with TEMPOL and Gd(III)DTPA-BMA. Some of the measured paramagnetic relaxation rates of BPTI protons exhibited a reverse dependence on protein concentration, which can be attributed to the formation of transient BPTI aggregates.


Assuntos
Aprotinina/química , Espectroscopia de Ressonância Magnética , Magnetismo , Animais , Aprotinina/metabolismo , Bovinos , Óxidos N-Cíclicos , Espectroscopia de Ressonância de Spin Eletrônica , Gadolínio DTPA , Mapeamento de Interação de Proteínas , Marcadores de Spin , Propriedades de Superfície
20.
Front Mol Biosci ; 4: 12, 2017.
Artigo em Inglês | MEDLINE | ID: mdl-28349052

RESUMO

Hybrid methods, which combine and integrate several biochemical and biophysical techniques, have rapidly caught up in the last twenty years to provide a way to obtain a fuller description of proteins and molecular complexes with sizes and complexity otherwise not easily affordable. Here, we review the use of a robust hybrid methodology based on a mixture of NMR, SAXS, site directed mutagenesis and molecular docking which we have developed to determine the structure of weakly interacting molecular complexes. We applied this technique to gain insights into the structure of complexes formed amongst proteins involved in the molecular machine, which produces the essential iron-sulfur cluster prosthetic groups. Our results were validated both by X-ray structures and by other groups who adopted the same approach. We discuss the advantages and the limitations of our methodology and propose new avenues, which could improve it.

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