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Mutations in whole organisms are powerful ways of interrogating gene function in a realistic context. We describe a program, the Sanger Institute Mouse Genetics Project, that provides a step toward the aim of knocking out all genes and screening each line for a broad range of traits. We found that hitherto unpublished genes were as likely to reveal phenotypes as known genes, suggesting that novel genes represent a rich resource for investigating the molecular basis of disease. We found many unexpected phenotypes detected only because we screened for them, emphasizing the value of screening all mutants for a wide range of traits. Haploinsufficiency and pleiotropy were both surprisingly common. Forty-two percent of genes were essential for viability, and these were less likely to have a paralog and more likely to contribute to a protein complex than other genes. Phenotypic data and more than 900 mutants are openly available for further analysis. PAPERCLIP:
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Técnicas Genéticas , Ratones Noqueados , Fenotipo , Animales , Enfermedad/genética , Modelos Animales de Enfermedad , Femenino , Genes Esenciales , Estudio de Asociación del Genoma Completo , Masculino , RatonesRESUMEN
Protein kinases are essential for signal transduction and control of most cellular processes, including metabolism, membrane transport, motility, and cell cycle. Despite the critical role of kinases in cells and their strong association with diseases, good coverage of their interactions is available for only a fraction of the 535 human kinases. Here, we present a comprehensive mass-spectrometry-based analysis of a human kinase interaction network covering more than 300 kinases. The interaction dataset is a high-quality resource with more than 5,000 previously unreported interactions. We extensively characterized the obtained network and were able to identify previously described, as well as predict new, kinase functional associations, including those of the less well-studied kinases PIM3 and protein O-mannose kinase (POMK). Importantly, the presented interaction map is a valuable resource for assisting biomedical studies. We uncover dozens of kinase-disease associations spanning from genetic disorders to complex diseases, including cancer.
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Redes Reguladoras de Genes , Enfermedades Genéticas Congénitas/genética , Neoplasias/genética , Proteínas Quinasas/genética , Proteínas Serina-Treonina Quinasas/genética , Proteínas Proto-Oncogénicas/genética , Biología Computacional/métodos , Conjuntos de Datos como Asunto , Regulación de la Expresión Génica , Ontología de Genes , Enfermedades Genéticas Congénitas/enzimología , Enfermedades Genéticas Congénitas/patología , Humanos , Redes y Vías Metabólicas/genética , Anotación de Secuencia Molecular , Distrofias Musculares/enzimología , Distrofias Musculares/genética , Distrofias Musculares/patología , Neoplasias/enzimología , Neoplasias/patología , Enfermedades Neurodegenerativas/enzimología , Enfermedades Neurodegenerativas/genética , Enfermedades Neurodegenerativas/patología , Mapeo de Interacción de Proteínas/métodos , Proteínas Quinasas/química , Proteínas Quinasas/clasificación , Proteínas Quinasas/metabolismo , Proteínas Serina-Treonina Quinasas/química , Proteínas Serina-Treonina Quinasas/metabolismo , Proteínas Proto-Oncogénicas/química , Proteínas Proto-Oncogénicas/metabolismo , Transducción de SeñalRESUMEN
Protein complexes are responsible for the enactment of most cellular functions. For the protein complex to form and function, its subunits often need to be present at defined quantitative ratios. Typically, global changes in protein complex composition are assessed with experimental approaches that tend to be time consuming. Here, we have developed a computational algorithm for the detection of altered protein complexes based on the systematic assessment of subunit ratios from quantitative proteomic measurements. We applied it to measurements from breast cancer cell lines and patient biopsies and were able to identify strong remodeling of HDAC2 epigenetic complexes in more aggressive forms of cancer. The presented algorithm is available as an R package and enables the inference of changes in protein complex states by extracting functionally relevant information from bottom-up proteomic datasets.
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Proteoma , Proteómica , Humanos , Proteoma/metabolismo , Algoritmos , Células MCF-7 , Biología ComputacionalRESUMEN
In molecular biology, it is a general assumption that the ensemble of expressed molecules, their activities and interactions determine biological function, cellular states and phenotypes. Stable protein complexes-or macromolecular machines-are, in turn, the key functional entities mediating and modulating most biological processes. Although identifying protein complexes and their subunit composition can now be done inexpensively and at scale, determining their function remains challenging and labor intensive. This study describes Protein Complex Function predictor (PCfun), the first computational framework for the systematic annotation of protein complex functions using Gene Ontology (GO) terms. PCfun is built upon a word embedding using natural language processing techniques based on 1 million open access PubMed Central articles. Specifically, PCfun leverages two approaches for accurately identifying protein complex function, including: (i) an unsupervised approach that obtains the nearest neighbor (NN) GO term word vectors for a protein complex query vector and (ii) a supervised approach using Random Forest (RF) models trained specifically for recovering the GO terms of protein complex queries described in the CORUM protein complex database. PCfun consolidates both approaches by performing a hypergeometric statistical test to enrich the top NN GO terms within the child terms of the GO terms predicted by the RF models. The documentation and implementation of the PCfun package are available at https://github.com/sharmavaruns/PCfun. We anticipate that PCfun will serve as a useful tool and novel paradigm for the large-scale characterization of protein complex function.
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Biología Computacional , Proteínas , Biología Computacional/métodos , Bases de Datos de Proteínas , Ontología de Genes , Humanos , Procesamiento de Lenguaje NaturalRESUMEN
Gene fusions are common cancer-causing mutations, but the molecular principles by which fusion protein products affect interaction networks and cause disease are not well understood. Here, we perform an integrative analysis of the structural, interactomic, and regulatory properties of thousands of putative fusion proteins. We demonstrate that genes that form fusions (i.e., parent genes) tend to be highly connected hub genes, whose protein products are enriched in structured and disordered interaction-mediating features. Fusion often results in the loss of these parental features and the depletion of regulatory sites such as post-translational modifications. Fusion products disproportionately connect proteins that did not previously interact in the protein interaction network. In this manner, fusion products can escape cellular regulation and constitutively rewire protein interaction networks. We suggest that the deregulation of central, interaction-prone proteins may represent a widespread mechanism by which fusion proteins alter the topology of cellular signaling pathways and promote cancer.
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Fusión Génica , Proteínas de Neoplasias/genética , Proteínas de Neoplasias/metabolismo , Neoplasias/genética , Neoplasias/metabolismo , Mapas de Interacción de Proteínas , Biología Computacional , Bases de Datos de Proteínas , Humanos , Mapeo de Interacción de Proteínas , Procesamiento Proteico-Postraduccional , Transducción de Señal , Factores de Transcripción/genética , Factores de Transcripción/metabolismo , UbiquitinaciónRESUMEN
BACKGROUND: The detection of cutaneous metastases (CMs) from various primary tumours represents a diagnostic challenge. OBJECTIVES: Our aim was to evaluate the general characteristics and dermatoscopic features of CMs from different primary tumours. METHODS: Retrospective, multicentre, descriptive, cross-sectional study of biopsy-proven CMs. RESULTS: We included 583 patients (247 females, median age: 64 years, 25%-75% percentiles: 54-74 years) with 632 CMs, of which 52.2% (n = 330) were local, and 26.7% (n = 169) were distant. The most common primary tumours were melanomas (n = 474) and breast cancer (n = 59). Most non-melanoma CMs were non-pigmented (n = 151, 95.6%). Of 169 distant metastases, 54 (32.0%) appeared on the head and neck region. On dermatoscopy, pigmented melanoma metastases were frequently structureless blue (63.6%, n = 201), while amelanotic metastases were typified by linear serpentine vessels and a white structureless pattern. No significant difference was found between amelanotic melanoma metastases and CMs of other primary tumours. CONCLUSIONS: The head and neck area is a common site for distant CMs. Our study confirms that most pigmented melanoma metastasis are structureless blue on dermatoscopy and may mimic blue nevi. Amelanotic metastases are typified by linear serpentine vessels and a white structureless pattern, regardless of the primary tumour.
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Dermoscopía , Melanoma , Neoplasias Cutáneas , Humanos , Neoplasias Cutáneas/patología , Neoplasias Cutáneas/diagnóstico por imagen , Estudios Transversales , Persona de Mediana Edad , Femenino , Masculino , Estudios Retrospectivos , Anciano , Melanoma/patología , Melanoma/secundario , Melanoma/diagnóstico por imagen , Neoplasias de la Mama/patología , Neoplasias de la Mama/diagnóstico por imagen , Adulto , Neoplasias de Cabeza y Cuello/patología , Neoplasias de Cabeza y Cuello/diagnóstico por imagen , Neoplasias de Cabeza y Cuello/secundarioRESUMEN
Vital biomacromolecules, such as RNA, DNA, polysaccharides and proteins, are synthesized inside cells via the polymerization of small biomolecules to support and multiply life. The study of polymerization reactions in living organisms is an emerging field in which the high diversity and efficiency of chemistry as well as the flexibility and ingeniousness of physiological environment are incisively and vividly embodied. Efforts have been made to design and develop in situ intra/extracellular polymerization reactions. Many important research areas, including cell surface engineering, biocompatible polymerization, cell behavior regulation, living cell imaging, targeted bacteriostasis and precise tumor therapy, have witnessed the elegant demeanour of polymerization reactions in living organisms. In this review, recent advances in polymerization in living organisms are summarized and presented according to different polymerization methods. The inspiration from biomacromolecule synthesis in nature highlights the feasibility and uniqueness of triggering living polymerization for cell-based biological applications. A series of examples of polymerization reactions in living organisms are discussed, along with their designs, mechanisms of action, and corresponding applications. The current challenges and prospects in this lifeful field are also proposed.
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ADN , Proteínas , Polimerizacion , ADN/química , TiramRESUMEN
The purpose of this study was to examine the possible association between cheilitis and allergic reactions, and to use allergy skin tests to identify the allergens that induce allergic reactions in cheilitis patients (type I and type IV). We included 50 patients with recurrent cheilitis (reversible cheilitis) who were dermatologically examined and agreed to undergo allergy skin tests, i.e., patch test and prick test. Additionally, clinical pictures and patient mental stress levels were examined using the Perceived Stress Scale (PSS). Positive prick tests (atopy) were recorded in 84% of patients with cheilitis. The most frequently found allergens were contact allergens (54%) (cobalt chloride, nickel sulfate and thimerosal) and inhalant allergens (46%). The patch test positive subjects who used cosmetic, hygiene, and decorative products were significantly more likely to have swollen and red lips than the patch test negative subjects. Also, low stress levels were recorded less frequently in patients with confirmed allergies than in non-allergic patients. The results indicated a higher incidence of cheilitis in the people prone to allergies (atopics) and confirmed an association between cheilitis and allergies. To our knowledge, this is the first study in patients with cheilitis, which simultaneously analyzed allergies, their clinical features and PSS in the same patients.
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Queilitis , Humanos , Queilitis/etiología , Femenino , Masculino , Adulto , Persona de Mediana Edad , Pruebas Cutáneas , Hipersensibilidad/diagnóstico , Hipersensibilidad/complicaciones , Pruebas del Parche , Adulto Joven , Adolescente , Alérgenos/efectos adversos , Alérgenos/inmunologíaRESUMEN
Nanomedicine encompasses usage of materials smaller than 100 nm for diagnosis, monitoring and treatment of disease. A frequent application of these materials is in reformulation of active drugs, which were previously approved for clinical use. As illustrated with chemotherapeutics, delivery of a drug within a nanocarrier can represent a clear clinical benefit as it can increase its targeted uptake and reduce the off-target toxicity. Matching nanomedicine treatments with patient-specific biomarkers provides an exciting prospect for moving the filed towards precision medicine. In parallel, a strong potential for personalized treatments comes from employing nanomaterials for the delivery of patient-tailored biologically active molecules. Recent research and clinical data have highlighted mRNA and siRNA molecules, as well as short peptides, as powerful new drug classes that can be designed according to patient profiles and effectively delivered within nanoparticles. Particles used for therapeutic delivery are based on biodegradable and safe materials, frequently lipids and polymers, which can be further functionalized into more complex forms. Currently, there is a strong interest in developing specific nanocarrier formulations which can achieve optimal delivery of active molecules to targeted cells while reducing unwanted side-effects. Here, we discuss recent developments and future perspectives in the nanomedicine field and specifically highlight innovative approaches for the personalized patient treatments.
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Background and objectives: Dermoscopy is a useful tool for the early and non-invasive diagnosis of skin malignancies. Besides many progresses, heavily pigmented and amelanotic skin tumors remain still a challenge. We aimed to investigate by dermoscopy if distinctive morphologic characteristics of vessels may help the diagnosis of equivocal nodular lesions. Materials and Methods: A collage of 16 challenging clinical and dermoscopic images of 8 amelanotic and 8 heavily pigmented nodular melanomas and basal cell carcinomas was sent via e-mail to 8 expert dermoscopists. Results: Dermoscopy improved diagnostic accuracy in 40 cases. Vessels were considered the best clue in 71 cases. Focusing on the diameter of vessels improved diagnosis in 5 cases. Conclusions: vascular diameter in addition to morphology and arrangement may be a useful dermoscopic clue for the differential diagnosis of clinically equivocal nodular malignant tumors.
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Carcinoma Basocelular , Melanoma , Neoplasias Cutáneas , Humanos , Neoplasias Cutáneas/diagnóstico por imagen , Neoplasias Cutáneas/patología , Melanoma/diagnóstico por imagen , Melanoma/patología , Carcinoma Basocelular/diagnóstico por imagen , Diagnóstico Diferencial , Melanoma Cutáneo MalignoRESUMEN
BACKGROUND: Most dermatovenereological diseases are not life-threatening but nevertheless are highly prevalent disorders. Psychosocial aspects of skin diseases and physical symptoms strongly influence patient's quality of life (QoL) which results in the development of different coping mechanisms in patient's behaviour. Development of psychiatric comorbidity in patients with skin diseases is well known. On the other hand, little is known about psychological comorbidity associated with dermatovenereological diseases. Aims of this study were to investigate QoL and psychological burden among dermatovenereological patients. SUBJECTS AND METHODS: Two hundred and ninety patients suffering from different dermatological and venereological diseases participated in the study, divided into three study groups: itchy/painful dermatoses, non-itchy/non-painful dermatoses and venereological diseases. Participants completed standardized psychological questionnaires: Dermatology Specific Quality of Life (DSQL), Beck Depression Inventory (BDI) and State and Trait Anxiety Inventory (STAI). Intensity of the disease and localisation of the lesions were also assessed. RESULTS: Physical aspect of QoL was mostly influenced by itchy/painful dermatoses but psychological aspect and everyday activities and choices were mostly affected by patients with non-itchy/non-painful dermatoses and venereological diseases. 4.1% of participants had serious depressive symptoms, 11.5% had high and very high anxiety symptoms as state and 15.6% as trait. However, participants with severe skin conditions were more depressed, while participants with always and sometimes exposed lesions were more anxious. CONCLUSION: It is essential to recognise subgroups of dermatovenereological patients whose treatment approach should be interdisciplinary. Further studies are needed to detect psychosocial needs of patients with venereological diseases.
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Calidad de Vida , Enfermedades de la Piel , Adaptación Psicológica , Ansiedad/epidemiología , Humanos , Enfermedades de la Piel/epidemiología , Encuestas y CuestionariosRESUMEN
Alternative inclusion of exons increases the functional diversity of proteins. Among alternatively spliced exons, tissue-specific exons play a critical role in maintaining tissue identity. This raises the question of how tissue-specific protein-coding exons influence protein function. Here we investigate the structural, functional, interaction, and evolutionary properties of constitutive, tissue-specific, and other alternative exons in human. We find that tissue-specific protein segments often contain disordered regions, are enriched in posttranslational modification sites, and frequently embed conserved binding motifs. Furthermore, genes containing tissue-specific exons tend to occupy central positions in interaction networks and display distinct interaction partners in the respective tissues, and are enriched in signaling, development, and disease genes. Based on these findings, we propose that tissue-specific inclusion of disordered segments that contain binding motifs rewires interaction networks and signaling pathways. In this way, tissue-specific splicing may contribute to functional versatility of proteins and increases the diversity of interaction networks across tissues.
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Mapas de Interacción de Proteínas , Proteínas/genética , Proteínas/metabolismo , Empalme Alternativo , Evolución Molecular , Exones , Humanos , Modelos Biológicos , Especificidad de Órganos , Empalme del ARN , Relación Estructura-ActividadRESUMEN
Cancer genome sequencing has shown that driver genes can often be distinguished not only by the elevated mutation frequency but also by specific nucleotide positions that accumulate changes at a high rate. However, properties associated with a residue's potential to drive tumorigenesis when mutated have not yet been systematically investigated. Here, using a novel methodological approach, we identify and characterize a compendium of 180 hotspot residues within 160 human proteins which occur with a significant frequency and are likely to have functionally relevant impact. We find that such mutations (i) are more prominent in proteins that can exist in the on and off state, (ii) reflect the identity of a tumor of origin, and (iii) often localize within interfaces which mediate interactions with other proteins or ligands. Following, we further examine structural data for human protein complexes and identify a number of additional protein interfaces that accumulate cancer mutations at a high rate. Jointly, these analyses suggest that disruption and dysregulation of protein interactions can be instrumental in switching functions of cancer proteins and activating downstream changes.
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Biología Computacional/métodos , Mutación , Neoplasia Residual/genética , Regulación Neoplásica de la Expresión Génica , Redes Reguladoras de Genes , Humanos , Modelos Genéticos , Mapas de Interacción de ProteínasRESUMEN
Nucleophosmin (NPM1) is a multifunctional phospho-protein with critical roles in ribosome biogenesis, tumor suppression, and nucleolar stress response. Here we show that the N-terminal oligomerization domain of NPM1 (Npm-N) exhibits structural polymorphism by populating conformational states ranging from a highly ordered, folded pentamer to a highly disordered monomer. The monomer-pentamer equilibrium is modulated by posttranslational modification and protein binding. Phosphorylation drives the equilibrium in favor of monomeric forms, and this effect can be reversed by Npm-N binding to its interaction partners. We have identified a short, arginine-rich linear motif in NPM1 binding partners that mediates Npm-N oligomerization. We propose that the diverse functional repertoire associated with NPM1 is controlled through a regulated unfolding mechanism signaled through posttranslational modifications and intermolecular interactions.
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Biopolímeros/química , Proteínas Nucleares/química , Secuencia de Aminoácidos , Biopolímeros/metabolismo , Cromatografía en Gel , Humanos , Modelos Moleculares , Datos de Secuencia Molecular , Electroforesis en Gel de Poliacrilamida Nativa , Resonancia Magnética Nuclear Biomolecular , Proteínas Nucleares/metabolismo , Nucleofosmina , Fosforilación , Unión Proteica , Conformación ProteicaAsunto(s)
Dermoscopía/métodos , Melanosis/patología , Nevo Pigmentado/patología , Neoplasias Cutáneas/patología , Proteínas Supresoras de Tumor/metabolismo , Ubiquitina Tiolesterasa/metabolismo , Diagnóstico Diferencial , Humanos , Melanoma/patología , Nevo Pigmentado/diagnóstico , Neoplasias Cutáneas/diagnósticoRESUMEN
BACKGROUND: Multiple BAP1 negative melanocytic neoplasms are a hallmark of familial cancer susceptibility syndrome caused by BAP1 germline mutation. The syndrome is characterized by increased incidence of renal cell carcinoma, mesothelioma, cholangiocarcinoma, cutaneous and uveal melanoma and some other neoplasms. METHODS: We report histomorphologic characteristics of six cutaneous melanocytic neoplasms with loss of BAP1 expression in two members of a family with BAP1-associated cancer susceptibility syndrome. RESULTS: The neoplasms were dermal melanocytic nevi characterized by a proliferation of large epithelioid (spitzoid) melanocytes, and adipocytic metaplasia. Nuclear pseudoinclusions and multinucleated melanocytes were present in most neoplasms. In two of the cases, a nodular melanoma was found associated with a dermal nevus. None of the melanomas recurred or metastasized after 6 and 3 years of follow up. CONCLUSIONS: We report two new cases of melanoma arising in a BAP1-deficient melanocytic nevus in the setting of familial tumor predisposition syndrome. Adipocytic metaplasia and nuclear pseudoinclusions may be additional morphologic clues to a BAP1-deficient nevus. It remains to be seen whether these features are more common in familial than sporadic lesions.
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Melanocitos/metabolismo , Melanocitos/patología , Melanoma/metabolismo , Melanoma/patología , Síndromes Neoplásicos Hereditarios/metabolismo , Neoplasias Cutáneas/metabolismo , Neoplasias Cutáneas/patología , Proteínas Supresoras de Tumor/metabolismo , Ubiquitina Tiolesterasa/metabolismo , Anciano de 80 o más Años , Biomarcadores de Tumor/metabolismo , Carcinoma de Células Renales/epidemiología , Carcinoma de Células Renales/patología , Colangiocarcinoma/epidemiología , Colangiocarcinoma/patología , Femenino , Predisposición Genética a la Enfermedad , Mutación de Línea Germinal , Humanos , Masculino , Melanoma/epidemiología , Melanoma/genética , Mesotelioma/epidemiología , Mesotelioma/patología , Persona de Mediana Edad , Síndromes Neoplásicos Hereditarios/genética , Síndromes Neoplásicos Hereditarios/patología , Neoplasias Cutáneas/genética , Proteínas Supresoras de Tumor/genética , Ubiquitina Tiolesterasa/genética , Neoplasias de la Úvea/epidemiología , Neoplasias de la Úvea/patología , Melanoma Cutáneo MalignoRESUMEN
Exposure to nanoparticles (NPs) in pregnancy is increasingly linked to adverse effects on embryo-fetal development and health later in life. However, the developmental toxicity mechanisms of NPs are largely unknown, in particular potential effects on the placental secretome, which orchestrates many developmental processes pivotal for pregnancy success. This study demonstrates extensive material- and pregnancy stage-specific deregulation of placental signaling from a single exposure of human placental explants to physiologically relevant concentrations of engineered (silica (SiO2) and titanium dioxide (TiO2) NPs) and environmental NPs (diesel exhaust particles, DEPs). This includes a multitude of secreted inflammatory, vascular, and endocrine placental factors as well as extracellular vesicle (EV)-associated proteins. Moreover, conditioned media (CM) from NP-exposed explants induce pronounced anti-angiogenic and anti-vasculogenic effects, while early neurodevelopmental processes are only marginally affected. These findings underscore the potential of metal oxide NPs and DEPs for widespread interference with the placental secretome and identify vascular morphogenesis as a sensitive outcome for the indirect developmental toxicity of different NPs. Overall, this work has profound implications for the future safety assessment of NPs for industrial, commercial, or medical applications in pregnancy, which should consider placenta-mediated toxicity by holistic secretomics approaches to ensure the development of safe nanotechnologies.
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Nanopartículas , Placenta , Secretoma , Humanos , Embarazo , Femenino , Placenta/metabolismo , Placenta/efectos de los fármacos , Nanopartículas/metabolismo , Secretoma/metabolismo , Titanio , Dióxido de Silicio/metabolismo , Neovascularización Fisiológica/efectos de los fármacos , AngiogénesisRESUMEN
Hexagonal boron nitride (hBN) is an emerging two-dimensional material attracting considerable attention in the industrial sector given its innovative physicochemical properties. Potential risks are associated mainly with occupational exposure where inhalation and skin contact are the most relevant exposure routes for workers. Here we aimed at characterizing the effects induced by composites of thermoplastic polyurethane (TPU) and hBN, using immortalized HaCaT skin keratinocytes and BEAS-2B bronchial epithelial cells. The composite was abraded using a Taber® rotary abraser and abraded TPU and TPU-hBN were also subjected to photo-Fenton-mediated degradation mimicking potential weathering across the product life cycle. Cells were exposed to the materials for 24 h (acute exposure) or twice per week for 4 weeks (chronic exposure) and evaluated with respect to material internalization, cytotoxicity, and proinflammatory cytokine secretion. Additionally, comprehensive mass spectrometry-based proteomics and metabolomics (secretomics) analyses were performed. Overall, despite evidence of cellular uptake of the material, no significant cellular and/or protein expression profiles alterations were observed after acute or chronic exposure of HaCaT or BEAS-2B cells, identifying only few pro-inflammatory proteins. Similar results were obtained for the degraded materials. These results support the determination of hazard profiles associated with cutaneous and pulmonary hBN-reinforced polymer composites exposure.
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Compuestos de Boro , Poliuretanos , Humanos , Poliuretanos/toxicidad , Poliuretanos/química , Compuestos de Boro/química , Compuestos de Boro/toxicidad , Línea Celular , Piel/efectos de los fármacos , Piel/metabolismo , Pulmón/efectos de los fármacos , Pulmón/metabolismo , Queratinocitos/efectos de los fármacos , Queratinocitos/metabolismo , Citocinas/metabolismo , Supervivencia Celular/efectos de los fármacosRESUMEN
Gleason grading is an important prognostic indicator for prostate adenocarcinoma and is crucial for patient treatment decisions. However, intermediate-risk patients diagnosed in the Gleason grade group (GG) 2 and GG3 can harbour either aggressive or non-aggressive disease, resulting in under- or overtreatment of a significant number of patients. Here, we performed proteomic, differential expression, machine learning, and survival analyses for 1,348 matched tumour and benign sample runs from 278 patients. Three proteins (F5, TMEM126B, and EARS2) were identified as candidate biomarkers in patients with biochemical recurrence. Multivariate Cox regression yielded 18 proteins, from which a risk score was constructed to dichotomize prostate cancer patients into low- and high-risk groups. This 18-protein signature is prognostic for the risk of biochemical recurrence and completely independent of the intermediate GG. Our results suggest that markers generated by computational proteomic profiling have the potential for clinical applications including integration into prostate cancer management.