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1.
Nucleic Acids Res ; 52(11): 6298-6316, 2024 Jun 24.
Artigo em Inglês | MEDLINE | ID: mdl-38682582

RESUMO

Senescent cells can influence the function of tissues in which they reside, and their propensity for disease. A portion of adult human pancreatic beta cells express the senescence marker p16, yet it is unclear whether they are in a senescent state, and how this affects insulin secretion. We analyzed single-cell transcriptome datasets of adult human beta cells, and found that p16-positive cells express senescence gene signatures, as well as elevated levels of beta-cell maturation genes, consistent with enhanced functionality. Senescent human beta-like cells in culture undergo chromatin reorganization that leads to activation of enhancers regulating functional maturation genes and acquisition of glucose-stimulated insulin secretion capacity. Strikingly, Interferon-stimulated genes are elevated in senescent human beta cells, but genes encoding senescence-associated secretory phenotype (SASP) cytokines are not. Senescent beta cells in culture and in human tissue show elevated levels of cytoplasmic DNA, contributing to their increased interferon responsiveness. Human beta-cell senescence thus involves chromatin-driven upregulation of a functional-maturation program, and increased responsiveness of interferon-stimulated genes, changes that could increase both insulin secretion and immune reactivity.


Assuntos
Senescência Celular , Montagem e Desmontagem da Cromatina , Células Secretoras de Insulina , Interferons , Humanos , Células Secretoras de Insulina/metabolismo , Senescência Celular/genética , Interferons/metabolismo , Interferons/genética , Secreção de Insulina , Insulina/metabolismo , Cromatina/metabolismo , Inibidor p16 de Quinase Dependente de Ciclina/metabolismo , Inibidor p16 de Quinase Dependente de Ciclina/genética , Células Cultivadas , Fenótipo Secretor Associado à Senescência/genética , Transcriptoma , Análise de Célula Única
2.
Bioinformatics ; 40(1)2024 01 02.
Artigo em Inglês | MEDLINE | ID: mdl-38258418

RESUMO

MOTIVATION: Scientific advances build on the findings of existing research. The 2001 publication of the human genome has led to the production of huge volumes of literature exploring the context-specific functions and interactions of genes. Technology is needed to perform large-scale text mining of research papers to extract the reported actions of genes in specific experimental contexts and cell states, such as cancer, thereby facilitating the design of new therapeutic strategies. RESULTS: We present a new corpus and Text Mining methodology that can accurately identify and extract the most important details of cancer genomics experiments from biomedical texts. We build a Named Entity Recognition model that accurately extracts relevant experiment details from PubMed abstract text, and a second model that identifies the relationships between them. This system outperforms earlier models and enables the analysis of gene function in diverse and dynamically evolving experimental contexts. AVAILABILITY AND IMPLEMENTATION: Code and data are available here: https://github.com/cambridgeltl/functional-genomics-ie.


Assuntos
Genômica , Neoplasias , Humanos , Neoplasias/genética , Mineração de Dados/métodos , PubMed , Fenótipo
3.
Curr Opin Cell Biol ; 83: 102206, 2023 08.
Artigo em Inglês | MEDLINE | ID: mdl-37451177

RESUMO

Cellular senescence, a persistent form of cell cycle arrest, has been linked to the formation of heterochromatic foci, accompanied by additional concentric epigenetic layers. However, senescence is a highly heterogeneous phenotype, and the formation of these structures is context dependent. Recent developments in the understanding of the high-order chromatin organization have opened new avenues for contextualizing the nuclear and chromatin phenotypes of senescence. Oncogene-induced senescence displays prominent foci and typically exhibits increased chromatin compartmentalization, based on the chromosome conformation assays, as marked by increased transcompaction and segregation of the heterochromatin and euchromatin. However, other types of senescence (e.g., replicative senescence) exhibit comparatively lower levels of compartmentalization. Thus, a more integrative view of the global rearrangement of the chromatin architecture that occurs during senescence is emerging, with potential functional implications for the heterogeneity of the senescence phenotype.


Assuntos
Cromatina , Heterocromatina , Cromatina/metabolismo , Heterocromatina/metabolismo , Núcleo Celular/metabolismo , Senescência Celular/genética
4.
FEBS J ; 290(5): 1156-1160, 2023 03.
Artigo em Inglês | MEDLINE | ID: mdl-36856679

RESUMO

The contribution of cellular senescence to a diverse range of biological processes, including normal physiology, ageing, and pathology were long overlooked but have now taken centre stage. In this Editorial, we will briefly outline the review and original work articles contained in The FEBS Journal's Special Issue on Senescence in Ageing and Disease. It is beginning to be appreciated that senescent cells can exert both beneficial and adverse effects following tissue injury. Additionally, while these cells play critical roles for maintaining a healthy physiology, they also promote ageing and certain pathological conditions (including developmental disorders). Progress has been made in re-defining and identifying senescent cells, especially in slow-proliferating or terminally differentiated tissues, such as the brain and cardiovascular system. Novel approaches and techniques for isolating senescent cells will greatly increase our appreciation for senescent properties in tissues. The inter-organ communication between senescent cells and other residents of the tissue microenvironment, via the senescence-associated secretory phenotype (SASP), is a focus of several reviews in this Special Issue. The importance of the SASP in promoting tumour development and the evolution of SARS CoV-2 variants is also highlighted. In one of the two original articles included in the issue, the impact of dietary macronutrients and the presence of senescent cells in mice is investigated. Lastly, we continue to deepen our understanding on the use of senolytics and senomorphics to specifically target senescent cells or their secreted components, respectively, which is discussed in several of the reviews included here.


Assuntos
COVID-19 , Animais , Camundongos , Senescência Celular , Envelhecimento , Diferenciação Celular , Encéfalo
5.
FEBS J ; 290(5): 1212-1220, 2023 03.
Artigo em Inglês | MEDLINE | ID: mdl-34921507

RESUMO

The tumour suppressor p53, a stress-responsive transcription factor, plays a central role in cellular senescence. The role of p53 in senescence-associated stable proliferative arrest has been extensively studied. However, increasing evidence indicates that p53 also modulates the ability of senescent cells to produce and secrete diverse bioactive factors (collectively called the senescence-associated secretory phenotype, SASP). Senescence has been linked with both physiological and pathological conditions, the latter including ageing, cancer and other age-related disorders, in part through the SASP. Cellular functions are generally dictated by the expression profile of lineage-specific genes. Indeed, expression of SASP factors and their regulators are often biased by cell type. In addition, emerging evidence suggests that p53 contributes to deregulation of more stringent lineage-specific genes during senescence. P53 itself is also tightly regulated at the protein level. In contrast to the rapid and transient activity of p53 upon stress ('acute-p53'), during senescence and other prolonged pathological conditions, p53 activities are sustained and fine-tuned through a combination of different inputs and outputs ('chronic-p53').


Assuntos
Proteína Supressora de Tumor p53 , Senescência Celular/genética , Fenótipo , Proteína Supressora de Tumor p53/genética , Proteína Supressora de Tumor p53/metabolismo
6.
Medicine (Baltimore) ; 101(40): e30733, 2022 Oct 07.
Artigo em Inglês | MEDLINE | ID: mdl-36221388

RESUMO

RATIONALE: Diagnosing multifactorial, multidimensional symptoms unexplained by presumptive diagnosis is often challenging for infectious disease specialists. PATIENT CONCERNS: We report a rare case of a 30-year-old Japanese bisexual man with a history of virally suppressed human immunodeficiency virus and syphilis infections who developed chest pain and an erosive lesion under the lower midline jaw. DIAGNOSIS: Imaging examinations revealed erosive lesions on the sternum and left the ninth rib. Biopsy and polymerase chain reaction testing of sternal tissue specimens were noncontributory. However, due to elevated rapid plasma regain levels, a diagnosis of syphilitic osteomyelitis and gumma of the jaw was made. INTERVENTIONS: The patient was treated with 5 weeks of intravenous ceftriaxone and then with 8 weeks of oral amoxicillin. OUTCOME: After the antibiotic treatment, bone pain disappeared. We conducted a literature review on syphilitic osteomyelitis, and all of the articles included were case reports. Approximately half of the 46 patients with syphilitic osteomyelitis had HIV coinfection, and 10 (22%) patients lacked signs of early syphilis. Given its rarity, clinical data to establish appropriate guidelines for diagnosing and treating syphilitic osteomyelitis are still lacking. Cognitive biases, such as anchoring, cognitive overload bias, and premature closure, may contribute to diagnostic delays. LESSONS: In cases of idiopathic multiple bone lesions, syphilis must always be ruled out, and clinicians should guard against cognitive pitfalls when diagnosing rare diseases.


Assuntos
Infecções por HIV , Osteomielite , Sífilis , Adulto , Amoxicilina/uso terapêutico , Antibacterianos/uso terapêutico , Viés , Ceftriaxona/uso terapêutico , Raciocínio Clínico , Cognição , Infecções por HIV/complicações , Infecções por HIV/tratamento farmacológico , Humanos , Masculino , Osteomielite/complicações , Osteomielite/diagnóstico , Osteomielite/tratamento farmacológico , Sífilis/complicações , Sífilis/diagnóstico , Sífilis/tratamento farmacológico
7.
Cancer Res ; 82(23): 4429-4443, 2022 12 02.
Artigo em Inglês | MEDLINE | ID: mdl-36156071

RESUMO

Autophagy is a conserved catabolic process that maintains cellular homeostasis. Autophagy supports lung tumorigenesis and is a potential therapeutic target in lung cancer. A better understanding of the importance of tumor cell-autonomous versus systemic autophagy in lung cancer could facilitate clinical translation of autophagy inhibition. Here, we exploited inducible expression of Atg5 shRNA to temporally control Atg5 levels and to generate reversible tumor-specific and systemic autophagy loss mouse models of KrasG12D/+;p53-/- (KP) non-small cell lung cancer (NSCLC). Transient suppression of systemic but not tumor Atg5 expression significantly reduced established KP lung tumor growth without damaging normal tissues. In vivo13C isotope tracing and metabolic flux analyses demonstrated that systemic Atg5 knockdown specifically led to reduced glucose and lactate uptake. As a result, carbon flux from glucose and lactate to major metabolic pathways, including the tricarboxylic acid cycle, glycolysis, and serine biosynthesis, was significantly reduced in KP NSCLC following systemic autophagy loss. Furthermore, systemic Atg5 knockdown increased tumor T-cell infiltration, leading to T-cell-mediated tumor killing. Importantly, intermittent transient systemic Atg5 knockdown, which resembles what would occur during autophagy inhibition for cancer therapy, significantly prolonged lifespan of KP lung tumor-bearing mice, resulting in recovery of normal tissues but not tumors. Thus, systemic autophagy supports the growth of established lung tumors by promoting immune evasion and sustaining cancer cell metabolism for energy production and biosynthesis, and the inability of tumors to recover from loss of autophagy provides further proof of concept that inhibition of autophagy is a valid approach to cancer therapy. SIGNIFICANCE: Transient loss of systemic autophagy causes irreversible damage to tumors by suppressing cancer cell metabolism and promoting antitumor immunity, supporting autophagy inhibition as a rational strategy for treating lung cancer. See related commentary by Gan, p. 4322.


Assuntos
Carcinoma Pulmonar de Células não Pequenas , Neoplasias Pulmonares , Camundongos , Animais , Neoplasias Pulmonares/genética , Neoplasias Pulmonares/metabolismo , Carcinoma Pulmonar de Células não Pequenas/genética , Carcinoma Pulmonar de Células não Pequenas/metabolismo , Linhagem Celular Tumoral , Autofagia/fisiologia , Glucose/metabolismo , Lactatos
8.
Mol Oncol ; 16(18): 3259-3275, 2022 09.
Artigo em Inglês | MEDLINE | ID: mdl-35689420

RESUMO

Autophagy is an evolutionarily conserved cellular process in which macromolecules undergo lysosomal degradation. It fulfills essential roles in quality controlling cellular constituents and in energy homeostasis. Basal autophagy is also widely accepted to provide a protective role in aging and aging-related disorders, and its decline with age might precipitate the onset of a variety of diseases. In this review, we discuss the role of basal autophagy in maintaining homeostasis, in part through the maintenance of stem cell populations and the prevention of cellular senescence. We also consider how stress-induced senescence, for example, during oncogene activation and in premalignant disease, might rely on autophagy, and the possibility that the age-associated decline in autophagy might promote tumour development through a variety of mechanisms. Ultimately, evidence suggests that autophagy is required for malignant cancer progression in a number of settings. Thus, autophagy appears to be tumour-suppressive during the early stages of tumorigenesis and tumour-promoting at later stages.


Assuntos
Autofagia , Neoplasias , Envelhecimento/metabolismo , Autofagia/fisiologia , Senescência Celular , Humanos , Lisossomos/metabolismo , Neoplasias/patologia
9.
Genes Dev ; 36(9-10): 533-549, 2022 05 01.
Artigo em Inglês | MEDLINE | ID: mdl-35618311

RESUMO

Senescence is a stress-responsive tumor suppressor mechanism associated with expression of the senescence-associated secretory phenotype (SASP). Through the SASP, senescent cells trigger their own immune-mediated elimination, which if evaded leads to tumorigenesis. Senescent parenchymal cells are separated from circulating immunocytes by the endothelium, which is targeted by microenvironmental signaling. Here we show that SASP induces endothelial cell NF-κB activity and that SASP-induced endothelial expression of the canonical NF-κB component Rela underpins senescence surveillance. Using human liver sinusoidal endothelial cells (LSECs), we show that SASP-induced endothelial NF-κB activity regulates a conserved transcriptional program supporting immunocyte recruitment. Furthermore, oncogenic hepatocyte senescence drives murine LSEC NF-κB activity in vivo. Critically, we show two distinct endothelial pathways in senescence surveillance. First, endothelial-specific loss of Rela prevents development of Stat1-expressing CD4+ T lymphocytes. Second, the SASP up-regulates ICOSLG on LSECs, with the ICOS-ICOSLG axis contributing to senescence cell clearance. Our results show that the endothelium is a nonautonomous SASP target and an organizing center for immune-mediated senescence surveillance.


Assuntos
Senescência Celular , NF-kappa B , Animais , Senescência Celular/genética , Células Endoteliais/metabolismo , Endotélio/metabolismo , Camundongos , NF-kappa B/metabolismo , Fenótipo
10.
J Cell Biol ; 220(8)2021 08 02.
Artigo em Inglês | MEDLINE | ID: mdl-34254986

RESUMO

IL-1α is an upstream component of the senescence-associated secretory phenotype. In this issue, Leon et al. (2021. J. Cell Biol.https://doi.org/10.1083/jcb.202008101) show that DOT1L-mediated H3K79 methylation at the IL1A gene plays a key role in its induction during oncogene-induced senescence.


Assuntos
Senescência Celular , Metilação
11.
Adv Cancer Res ; 150: 113-145, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-33858595

RESUMO

Both senescence and autophagy have been strongly linked to aging and also cancer development. Numerous molecular, cellular, and physiological changes are known to correlate with an increasing age, yet our understanding of what underlies these changes or how they combine to give rise to the various pathologies associated with aging is still unclear. Levels of autophagy activity are known to decrease with advancing age, in a variety of organisms including mammals. Whereas senescent cells are known to accumulate in our bodies with age. Herein we review evidence from some elegant genetic mouse models linking senescence and also autophagy to aging and cancer. It is especially interesting to note the convergence in the pathological phenotypes of these two processes, senescence and autophagy, in these mouse models.


Assuntos
Envelhecimento/patologia , Autofagia/fisiologia , Senescência Celular/fisiologia , Envelhecimento/fisiologia , Animais , Modelos Animais de Doenças , Humanos , Camundongos
12.
Cell Rep ; 34(11): 108860, 2021 03 16.
Artigo em Inglês | MEDLINE | ID: mdl-33730589

RESUMO

Senescent cells trigger their own immune-mediated destruction, termed senescence surveillance. This is dependent on the inflammatory senescence-associated secretory phenotype (SASP), which includes COX2, an enzyme with complex roles in cancer. The role COX2 plays during senescence surveillance is unknown. Here, we show that during RAS-induced senescence (RIS), COX2 is a critical regulator of SASP composition and senescence surveillance in vivo. COX2 regulates the expression of multiple inflammatory SASP components through an autocrine feedback loop involving its downstream product, prostaglandin E2 (PGE2), binding to EP4. During in vivo hepatocyte RIS, Cox2 is critical to tumor suppression, Cxcl1 expression, and immune-mediated senescence surveillance, partially through PGE2. Loss of Cox2 in RIS dysregulates the intrahepatic immune microenvironment, with enrichment of immunosuppressive immature myeloid cells and CD4+ regulatory T lymphocytes. Therefore, COX2 and PGE2 play a critical role in senescence, shaping SASP composition, promoting senescence surveillance and tumor suppression in the earliest stages of tumorigenesis.


Assuntos
Senescência Celular , Ciclo-Oxigenase 2/metabolismo , Dinoprostona/metabolismo , Secretoma , Animais , Inibidores de Ciclo-Oxigenase 2/farmacologia , Feminino , Fibroblastos , Humanos , Camundongos Endogâmicos C57BL , Receptores de Prostaglandina E Subtipo EP4/metabolismo , Fenótipo Secretor Associado à Senescência , Microambiente Tumoral/imunologia , Regulação para Cima
13.
Nat Commun ; 11(1): 6049, 2020 11 27.
Artigo em Inglês | MEDLINE | ID: mdl-33247104

RESUMO

Senescence is a state of stable proliferative arrest, generally accompanied by the senescence-associated secretory phenotype, which modulates tissue homeostasis. Enhancer-promoter interactions, facilitated by chromatin loops, play a key role in gene regulation but their relevance in senescence remains elusive. Here, we use Hi-C to show that oncogenic RAS-induced senescence in human diploid fibroblasts is accompanied by extensive enhancer-promoter rewiring, which is closely connected with dynamic cohesin binding to the genome. We find de novo cohesin peaks often at the 3' end of a subset of active genes. RAS-induced de novo cohesin peaks are transcription-dependent and enriched for senescence-associated genes, exemplified by IL1B, where de novo cohesin binding is involved in new loop formation. Similar IL1B induction with de novo cohesin appearance and new loop formation are observed in terminally differentiated macrophages, but not TNFα-treated cells. These results suggest that RAS-induced senescence represents a cell fate determination-like process characterised by a unique gene expression profile and 3D genome folding signature, mediated in part through cohesin redistribution on chromatin.


Assuntos
Proteínas de Ciclo Celular/metabolismo , Senescência Celular/genética , Cromatina/metabolismo , Proteínas Cromossômicas não Histona/metabolismo , Transcrição Gênica , Fator de Ligação a CCCTC/metabolismo , Diferenciação Celular/genética , Linhagem Celular , Elementos Facilitadores Genéticos/genética , Regulação da Expressão Gênica , Loci Gênicos , Genoma , Humanos , Interleucina-1/genética , Macrófagos/citologia , Regiões Promotoras Genéticas , Ligação Proteica/efeitos dos fármacos , Fator de Necrose Tumoral alfa/farmacologia , Proteínas ras/metabolismo , Coesinas
14.
Mol Cell Oncol ; 7(4): 1754723, 2020.
Artigo em Inglês | MEDLINE | ID: mdl-32944616

RESUMO

Reduced autophagy has been implicated in aging, yet whether its loss can promote aging phenotypes and pathologies in mammals, and how reversible this process is, has never been fully explored. Using inducible short hairpin RNA (shRNA) mouse models, we have recently shown that autophagy inhibition accelerates aging, and that even a temporary block in autophagy can create irreversible damage that increases a cancer risk.

15.
Nat Struct Mol Biol ; 27(8): 696-705, 2020 08.
Artigo em Inglês | MEDLINE | ID: mdl-32572255

RESUMO

How the epigenetic landscape is established in development is still being elucidated. Here, we uncover developmental pluripotency associated 2 and 4 (DPPA2/4) as epigenetic priming factors that establish a permissive epigenetic landscape at a subset of developmentally important bivalent promoters characterized by low expression and poised RNA-polymerase. Differentiation assays reveal that Dppa2/4 double knockout mouse embryonic stem cells fail to exit pluripotency and differentiate efficiently. DPPA2/4 bind both H3K4me3-marked and bivalent gene promoters and associate with COMPASS- and Polycomb-bound chromatin. Comparing knockout and inducible knockdown systems, we find that acute depletion of DPPA2/4 results in rapid loss of H3K4me3 from key bivalent genes, while H3K27me3 is initially more stable but lost following extended culture. Consequently, upon DPPA2/4 depletion, these promoters gain DNA methylation and are unable to be activated upon differentiation. Our findings uncover a novel epigenetic priming mechanism at developmental promoters, poising them for future lineage-specific activation.


Assuntos
Dipeptidil Peptidase 4/genética , Epigênese Genética , Células-Tronco Embrionárias Murinas/citologia , Fatores de Transcrição/genética , Animais , Diferenciação Celular , Linhagem Celular , Cromatina/genética , Cromatina/metabolismo , Metilação de DNA , Dipeptidil Peptidase 4/metabolismo , Regulação da Expressão Gênica no Desenvolvimento , Técnicas de Inativação de Genes , Histonas/genética , Histonas/metabolismo , Camundongos , Células-Tronco Embrionárias Murinas/metabolismo , Fatores de Transcrição/metabolismo
16.
Nat Commun ; 11(1): 307, 2020 01 16.
Artigo em Inglês | MEDLINE | ID: mdl-31949142

RESUMO

Autophagy is an important cellular degradation pathway with a central role in metabolism as well as basic quality control, two processes inextricably linked to ageing. A decrease in autophagy is associated with increasing age, yet it is unknown if this is causal in the ageing process, and whether autophagy restoration can counteract these ageing effects. Here we demonstrate that systemic autophagy inhibition induces the premature acquisition of age-associated phenotypes and pathologies in mammals. Remarkably, autophagy restoration provides a near complete recovery of morbidity and a significant extension of lifespan; however, at the molecular level this rescue appears incomplete. Importantly autophagy-restored mice still succumb earlier due to an increase in spontaneous tumour formation. Thus, our data suggest that chronic autophagy inhibition confers an irreversible increase in cancer risk and uncovers a biphasic role of autophagy in cancer development being both tumour suppressive and oncogenic, sequentially.


Assuntos
Envelhecimento/fisiologia , Autofagia/efeitos dos fármacos , Autofagia/fisiologia , Longevidade/fisiologia , Neoplasias , Envelhecimento/genética , Animais , Autofagia/genética , Proteína 5 Relacionada à Autofagia/genética , Transplante de Medula Óssea , Modelos Animais de Doenças , Feminino , Inflamação , Longevidade/genética , Masculino , Camundongos , Camundongos Endogâmicos C57BL , Camundongos Knockout , Músculos , Fenótipo , Proteína Sequestossoma-1/metabolismo , Pele/patologia
17.
Nat Struct Mol Biol ; 26(3): 151-152, 2019 03.
Artigo em Inglês | MEDLINE | ID: mdl-30705353
18.
Genes Dev ; 33(3-4): 127-143, 2019 02 01.
Artigo em Inglês | MEDLINE | ID: mdl-30709901

RESUMO

Originally thought of as a stress response end point, the view of cellular senescence has since evolved into one encompassing a wide range of physiological and pathological functions, including both protumorignic and antitumorigenic features. It has also become evident that senescence is a highly dynamic and heterogenous process. Efforts to reconcile the beneficial and detrimental features of senescence suggest that physiological functions require the transient presence of senescent cells in the tissue microenvironment. Here, we propose the concept of a physiological "senescence life cycle," which has pathological consequences if not executed in its entirety.


Assuntos
Ciclo Celular/fisiologia , Senescência Celular/fisiologia , Neoplasias/fisiopatologia , Microambiente Celular/fisiologia , Epigenômica , Humanos , Lesões Pré-Cancerosas/fisiopatologia , Encurtamento do Telômero
19.
BMB Rep ; 52(1): 3-4, 2019 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-30526766

RESUMO

Cellular senescence is defined as a state of stable cell cycle exit in response to various stimuli, which include both cytotoxic stress and physiological cues. In addition to the core non-proliferative aspect, senescence is associated with diverse functionalities, which contribute to the role of senescence in a wide range of pathological and physiological processes. Such functionality is often mediated by the capability of senescent cells to communicate with their surroundings. Emerging evidence suggests that senescence is not a single entity, but a dynamic and heterogeneous collective phenotype. Understanding the diverse nature of senescence should provide insights into the complexity of tissue homeostasis and its disruption, such as in aging and tumorigenesis. [BMB Reports 2019; 52(1): 3-4].


Assuntos
Comunicação Celular/fisiologia , Senescência Celular/fisiologia , Envelhecimento , Epigênese Genética/genética , Epigenômica , Homeostase , Humanos , Junções Intercelulares , Receptores Notch/fisiologia , Transdução de Sinais/fisiologia
20.
Bioinformatics ; 35(9): 1553-1561, 2019 05 01.
Artigo em Inglês | MEDLINE | ID: mdl-30304355

RESUMO

MOTIVATION: The overwhelming size and rapid growth of the biomedical literature make it impossible for scientists to read all studies related to their work, potentially leading to missed connections and wasted time and resources. Literature-based discovery (LBD) aims to alleviate these issues by identifying implicit links between disjoint parts of the literature. While LBD has been studied in depth since its introduction three decades ago, there has been limited work making use of recent advances in biomedical text processing methods in LBD. RESULTS: We present LION LBD, a literature-based discovery system that enables researchers to navigate published information and supports hypothesis generation and testing. The system is built with a particular focus on the molecular biology of cancer using state-of-the-art machine learning and natural language processing methods, including named entity recognition and grounding to domain ontologies covering a wide range of entity types and a novel approach to detecting references to the hallmarks of cancer in text. LION LBD implements a broad selection of co-occurrence based metrics for analyzing the strength of entity associations, and its design allows real-time search to discover indirect associations between entities in a database of tens of millions of publications while preserving the ability of users to explore each mention in its original context in the literature. Evaluations of the system demonstrate its ability to identify undiscovered links and rank relevant concepts highly among potential connections. AVAILABILITY AND IMPLEMENTATION: The LION LBD system is available via a web-based user interface and a programmable API, and all components of the system are made available under open licenses from the project home page http://lbd.lionproject.net. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Assuntos
Neoplasias , Algoritmos , Bases de Dados Factuais , Humanos , Processamento de Linguagem Natural , Publicações
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