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1.
Arch Biochem Biophys ; 717: 109137, 2022 03 15.
Artículo en Inglés | MEDLINE | ID: mdl-35090868

RESUMEN

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.


Asunto(s)
Alcaptonuria/prevención & control , Autofagia/efectos de los fármacos , Biomarcadores/metabolismo , Homogentisato 1,2-Dioxigenasa/metabolismo , Ácido Homogentísico/metabolismo , Alcaptonuria/metabolismo , Apoptosis/efectos de los fármacos , Cartílago Articular/efectos de los fármacos , Línea Celular , Condrocitos/citología , Ácido Homogentísico/farmacología , Humanos , Ocronosis/metabolismo , Estrés Oxidativo/efectos de los fármacos , Transducción de Señal
2.
J Comput Aided Mol Des ; 35(2): 195-207, 2021 02.
Artículo en Inglés | MEDLINE | ID: mdl-33103220

RESUMEN

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.


Asunto(s)
Antivirales/química , Antivirales/farmacología , Evaluación Preclínica de Medicamentos/métodos , Glicoproteína de la Espiga del Coronavirus/química , Enzima Convertidora de Angiotensina 2/metabolismo , Sitios de Unión , Cefsulodina/química , Cefsulodina/metabolismo , Cefsulodina/farmacología , Simulación por Computador , Simulación del Acoplamiento Molecular , Simulación de Dinámica Molecular , Bibliotecas de Moléculas Pequeñas/química , Bibliotecas de Moléculas Pequeñas/farmacología , Glicoproteína de la Espiga del Coronavirus/metabolismo
3.
EMBO J ; 34(11): 1589-600, 2015 Jun 03.
Artículo en Inglés | MEDLINE | ID: mdl-25925385

RESUMEN

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.


Asunto(s)
Estrés del Retículo Endoplásmico/fisiología , Transducción de Señal/fisiología , eIF-2 Quinasa/química , eIF-2 Quinasa/metabolismo , Animales , Células Cultivadas , Cristalografía por Rayos X , Factor 2 Eucariótico de Iniciación/genética , Factor 2 Eucariótico de Iniciación/metabolismo , Humanos , Ratones , Ratones Noqueados , Fosforilación/fisiología , Multimerización de Proteína/fisiología , Estructura Cuaternaria de Proteína , Estructura Terciaria de Proteína , Respuesta de Proteína Desplegada/fisiología , eIF-2 Quinasa/genética
4.
Nucleic Acids Res ; 45(7): 3777-3784, 2017 04 20.
Artículo en Inglés | MEDLINE | ID: mdl-28053115

RESUMEN

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.


Asunto(s)
Islas de CpG , Citosina/metabolismo , Metilación de ADN , Epigénesis Genética , Regulación de la Expresión Génica de las Plantas , Arabidopsis/genética , Arabidopsis/metabolismo , Proteínas de Arabidopsis/genética , Genes de Plantas , Histona Demetilasas con Dominio de Jumonji/genética
5.
Adv Exp Med Biol ; 896: 351-68, 2016.
Artículo en Inglés | MEDLINE | ID: mdl-27165336

RESUMEN

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.


Asunto(s)
Resonancia Magnética Nuclear Biomolecular , Mapeo de Interacción de Proteínas/métodos , Proteínas Recombinantes/metabolismo , Transducción de Señal , Animales , Sitios de Unión , Humanos , Modelos Moleculares , Complejos Multiproteicos , Unión Proteica , Ingeniería de Proteínas/métodos , Dominios y Motivos de Interacción de Proteínas , Multimerización de Proteína , Estructura Cuaternaria de Proteína , Subunidades de Proteína , Proteínas Recombinantes/química , Proteínas Recombinantes/genética , Dispersión del Ángulo Pequeño , Relación Estructura-Actividad , Difracción de Rayos X
6.
Int J Mol Sci ; 14(3): 6454-66, 2013 Mar 21.
Artículo en Inglés | MEDLINE | ID: mdl-23519110

RESUMEN

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.
Artículo en Inglés | MEDLINE | ID: mdl-36756363

RESUMEN

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.
Artículo en Inglés | MEDLINE | ID: mdl-38686215

RESUMEN

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.
Artículo en Inglés | MEDLINE | ID: mdl-36265539

RESUMEN

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.


Asunto(s)
Células Endoteliales , Glicoproteínas de Membrana , Células Endoteliales/metabolismo , Glicoproteínas de Membrana/metabolismo , Lectinas Tipo C/metabolismo , Dimerización
10.
Oncogene ; 40(22): 3775-3785, 2021 06.
Artículo en Inglés | MEDLINE | ID: mdl-33972681

RESUMEN

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.


Asunto(s)
Antagonistas de Andrógenos/uso terapéutico , Neoplasias de la Próstata Resistentes a la Castración/enzimología , Neoplasias de la Próstata/enzimología , Proteínas Quinasas S6 Ribosómicas 90-kDa/metabolismo , Humanos , Sistema de Señalización de MAP Quinasas , Masculino , Fosforilación , Neoplasias de la Próstata/tratamiento farmacológico , Neoplasias de la Próstata/metabolismo , Neoplasias de la Próstata/patología , Neoplasias de la Próstata Resistentes a la Castración/tratamiento farmacológico , Neoplasias de la Próstata Resistentes a la Castración/metabolismo , Neoplasias de la Próstata Resistentes a la Castración/patología , Receptores Androgénicos/metabolismo , Transducción de Señal
11.
Front Mol Biosci ; 8: 636560, 2021.
Artículo en Inglés | MEDLINE | ID: mdl-33778006

RESUMEN

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.
Artículo en Inglés | MEDLINE | ID: mdl-34261798

RESUMEN

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.


Asunto(s)
Neoplasias Pulmonares , Neoplasias de la Vejiga Urinaria , Animales , Línea Celular Tumoral , Resistencia a Antineoplásicos , Regulación Neoplásica de la Expresión Génica , Humanos , Pulmón/metabolismo , Neoplasias Pulmonares/tratamiento farmacológico , Neoplasias Pulmonares/genética , Ratones , Proteínas Quinasas S6 Ribosómicas 90-kDa/genética , Proteínas Quinasas S6 Ribosómicas 90-kDa/metabolismo , Neoplasias de la Vejiga Urinaria/tratamiento farmacológico , Neoplasias de la Vejiga Urinaria/genética
13.
Protein Expr Purif ; 73(2): 161-6, 2010 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-20471481

RESUMEN

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.


Asunto(s)
Proteínas Bacterianas/metabolismo , Liasas de Carbono-Azufre/metabolismo , Proteínas de Escherichia coli/metabolismo , Proteínas Hierro-Azufre/metabolismo , Proteínas/metabolismo , Compuestos de Sulfonilurea/metabolismo , Proteínas Bacterianas/química , Proteínas Bacterianas/aislamiento & purificación , Liasas de Carbono-Azufre/química , Liasas de Carbono-Azufre/aislamiento & purificación , Cisteína/química , Proteínas de Escherichia coli/química , Proteínas de Escherichia coli/aislamiento & purificación , Proteínas Hierro-Azufre/química , Proteínas Hierro-Azufre/aislamiento & purificación , Unión Proteica , Compuestos de Sulfonilurea/química , Compuestos de Sulfonilurea/aislamiento & purificación
14.
Sci Rep ; 10(1): 15917, 2020 09 28.
Artículo en Inglés | MEDLINE | ID: mdl-32985513

RESUMEN

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.


Asunto(s)
Betacoronavirus/genética , Infecciones por Coronavirus/veterinaria , Pandemias/veterinaria , Peptidil-Dipeptidasa A/metabolismo , Neumonía Viral/veterinaria , Glicoproteína de la Espiga del Coronavirus/genética , Glicoproteína de la Espiga del Coronavirus/metabolismo , Secuencia de Aminoácidos/genética , Enzima Convertidora de Angiotensina 2 , Animales , COVID-19 , Gatos , Biología Computacional/métodos , Infecciones por Coronavirus/patología , Cricetinae , Modelos Animales de Enfermedad , Perros , Hurones , Furina/genética , Furina/metabolismo , Cobayas , Humanos , Macaca fascicularis , Ratones , Simulación del Acoplamiento Molecular , Peptidil-Dipeptidasa A/genética , Neumonía Viral/patología , Conejos , Ratas , SARS-CoV-2 , Serina Endopeptidasas/genética , Serina Endopeptidasas/metabolismo
15.
Sci Rep ; 10(1): 13866, 2020 08 17.
Artículo en Inglés | MEDLINE | ID: mdl-32807895

RESUMEN

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.


Asunto(s)
Betacoronavirus/efectos de los fármacos , Biología Computacional/métodos , Infecciones por Coronavirus/metabolismo , Descubrimiento de Drogas/métodos , Reposicionamiento de Medicamentos/métodos , Neumonía Viral/metabolismo , Aminopiridinas/farmacología , Enzima Convertidora de Angiotensina 2 , Benzodioxoles/farmacología , Betacoronavirus/química , Sitios de Unión , COVID-19 , Infecciones por Coronavirus/virología , Humanos , Simulación del Acoplamiento Molecular , Simulación de Dinámica Molecular , Pandemias , Peptidil-Dipeptidasa A/metabolismo , Neumonía Viral/virología , Unión Proteica/efectos de los fármacos , Conformación Proteica , Dominios Proteicos/efectos de los fármacos , Mapas de Interacción de Proteínas/efectos de los fármacos , SARS-CoV-2 , Simeprevir/farmacología , Glicoproteína de la Espiga del Coronavirus/antagonistas & inhibidores , Glicoproteína de la Espiga del Coronavirus/metabolismo
16.
Orphanet J Rare Dis ; 15(1): 46, 2020 02 12.
Artículo en Inglés | MEDLINE | ID: mdl-32050984

RESUMEN

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.


Asunto(s)
Alcaptonuria , Calidad de Vida , Manejo de Datos , Humanos , Aprendizaje Automático , Enfermedades Raras
17.
Biophys Chem ; 137(2-3): 71-5, 2008 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-18678440

RESUMEN

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).


Asunto(s)
Proteínas Arqueales/química , Óxidos N-Cíclicos/química , Proteínas de Unión al ADN/química , Gadolinio DTPA/química , Resonancia Magnética Nuclear Biomolecular/métodos , Amidas/química , Secuencia de Aminoácidos , Enlace de Hidrógeno , Modelos Moleculares , Isótopos de Nitrógeno/química , Protones , Marcadores de Spin , Propiedades de Superficie
19.
Biochim Biophys Acta ; 1764(5): 856-62, 2006 May.
Artículo en Inglés | MEDLINE | ID: mdl-16627014

RESUMEN

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.


Asunto(s)
Aprotinina/química , Espectroscopía de Resonancia Magnética , Magnetismo , Animales , Aprotinina/metabolismo , Bovinos , Óxidos N-Cíclicos , Espectroscopía de Resonancia por Spin del Electrón , Gadolinio DTPA , Mapeo de Interacción de Proteínas , Marcadores de Spin , Propiedades de Superficie
20.
Front Mol Biosci ; 4: 12, 2017.
Artículo en Inglés | MEDLINE | ID: mdl-28349052

RESUMEN

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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