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1.
BMC Med Inform Decis Mak ; 19(Suppl 5): 234, 2019 12 05.
Artigo em Inglês | MEDLINE | ID: mdl-31801523

RESUMO

BACKGROUND: To robustly identify synergistic combinations of drugs, high-throughput screenings are desirable. It will be of great help to automatically identify the relations in the published papers with machine learning based tools. To support the chemical disease semantic relation extraction especially for chronic diseases, a chronic disease specific corpus for combination therapy discovery in Chinese (RCorp) is manually annotated. METHODS: In this study, we extracted abstracts from a Chinese medical literature server and followed the annotation framework of the BioCreative CDR corpus, with the guidelines modified to make the combination therapy related relations available. An annotation tool was incorporated to the standard annotation process. RESULTS: The resulting RCorp consists of 339 Chinese biomedical articles with 2367 annotated chemicals, 2113 diseases, 237 symptoms, 164 chemical-induce-disease relations, 163 chemical-induce-symptom relations, and 805 chemical-treat-disease relations. Each annotation includes both the mention text spans and normalized concept identifiers. The corpus gets an inter-annotator agreement score of 0.883 for chemical entities, 0.791 for disease entities which are measured by F score. And the F score for chemical-treat-disease relations gets 0.788 after unifying the entity mentions. CONCLUSIONS: We extracted and manually annotated a chronic disease specific corpus for combination therapy discovery in Chinese. The result analysis of the corpus proves its quality for the combination therapy related knowledge discovery task. Our annotated corpus would be a useful resource for the modelling of entity recognition and relation extraction tools. In the future, an evaluation based on the corpus will be held.


Assuntos
Doença Crônica/terapia , Mineração de Dados/métodos , Semântica , Terapia Combinada , Humanos , Idioma
2.
Blood ; 124(15): 2421-30, 2014 Oct 09.
Artigo em Inglês | MEDLINE | ID: mdl-25075127

RESUMO

Murine paired immunoglobulin-like receptors B (PIRB), as the ortholog of human leukocyte immunoglobulin-like receptor B2 (LILRB2), is involved in a variety of biological functions. Here, we found that PIRB and LILRB2 were expressed in mouse and human platelets, respectively. PIRB intracellular domain deletion (PIRB-TM) mice had thrombocythemia and significantly higher proportions of megakaryocytes in bone marrow. Agonist-induced aggregation and spreading on immobilized fibrinogen were facilitated in PIRB-TM platelets. The rate of clot retraction in platelet-rich plasma containing PIRB-TM platelets was also increased. Characterization of signaling confirmed that PIRB associated with phosphatases Shp1/2 in platelets. The phosphorylation of Shp1/2 was significantly downregulated in PIRB-TM platelets stimulated with collagen-related peptide (CRP) or on spreading. The results further revealed that the phosphorylation levels of the linker for activation of T cells, SH2 domain-containing leukocyte protein of 76kDa, and phospholipase C were enhanced in PIRB-TM platelets stimulated with CRP. The phosphorylation levels of FAK Y397 and integrin ß3 Y759 were also enhanced in PIRB-TM platelet spread on fibrinogen. The PIRB/LILRB2 ligand angiopoietin-like-protein 2 (ANGPTL2) was expressed and stored in platelet α-granules. ANGPTL2 inhibited agonist-induced platelet aggregation and spreading on fibrinogen. The data presented here reveal that PIRB and its ligand ANGPTL2 possess an antithrombotic function by suppressing collagen receptor glycoprotein VI and integrin αIIbß3-mediated signaling.


Assuntos
Glicoproteínas de Membrana/metabolismo , Ativação Plaquetária , Receptores Imunológicos/metabolismo , Proteína 2 Semelhante a Angiopoietina , Proteínas Semelhantes a Angiopoietina , Angiopoietinas/metabolismo , Animais , Plaquetas/metabolismo , Proteínas de Transporte/farmacologia , Humanos , Ligantes , Camundongos Endogâmicos C57BL , Camundongos Transgênicos , Mutação , Peptídeos/farmacologia , Fosforilação/efeitos dos fármacos , Fosfotirosina/metabolismo , Ativação Plaquetária/efeitos dos fármacos , Agregação Plaquetária/efeitos dos fármacos , Complexo Glicoproteico GPIIb-IIIa de Plaquetas/metabolismo , Glicoproteínas da Membrana de Plaquetas/metabolismo , Estrutura Terciária de Proteína , Receptores Imunológicos/química , Deleção de Sequência , Transdução de Sinais/efeitos dos fármacos , Trombocitose/genética
3.
Proc Natl Acad Sci U S A ; 110(16): 6459-64, 2013 Apr 16.
Artigo em Inglês | MEDLINE | ID: mdl-23553835

RESUMO

Retinoic acid inducible gene I (RIG-I) senses viral RNAs and triggers innate antiviral responses through induction of type I IFNs and inflammatory cytokines. However, whether RIG-I interacts with host cellular RNA remains undetermined. Here we report that Rig-I interacts with multiple cellular mRNAs, especially Nf-κb1. Rig-I is required for NF-κB activity via regulating Nf-κb1 expression at posttranscriptional levels. It interacts with the multiple binding sites within 3'-UTR of Nf-κb1 mRNA. Further analyses reveal that three distinct tandem motifs enriched in the 3'-UTR fragments can be recognized by Rig-I. The 3'-UTR binding with Rig-I plays a critical role in normal translation of Nf-κb1 by recruiting the ribosomal proteins [ribosomal protein L13 (Rpl13) and Rpl8] and rRNAs (18S and 28S). Down-regulation of Rig-I or Rpl13 significantly reduces Nf-κb1 and 3'-UTR-mediated luciferase expression levels. These findings indicate that Rig-I functions as a positive regulator for NF-κB signaling and is involved in multiple biological processes in addition to host antivirus immunity.


Assuntos
RNA Helicases DEAD-box/metabolismo , Regulação da Expressão Gênica/fisiologia , NF-kappa B/metabolismo , RNA Mensageiro/metabolismo , Regiões 3' não Traduzidas/genética , Animais , Northern Blotting , Western Blotting , Proteína DEAD-box 58 , RNA Helicases DEAD-box/genética , Imunofluorescência , Imunoprecipitação , Luciferases , Camundongos , Camundongos Knockout , Análise em Microsséries , Simulação de Dinâmica Molecular , NF-kappa B/genética , Interferência de RNA , RNA Mensageiro/genética , Reação em Cadeia da Polimerase Via Transcriptase Reversa , Proteínas Ribossômicas/metabolismo
4.
Arterioscler Thromb Vasc Biol ; 32(8): e81-9, 2012 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-22628428

RESUMO

OBJECTIVE: The aim of the study was to evaluate the role of purinergic receptor P2Y, G protein-coupled 12 (P2Y12), an ADP receptor, in the development of atherosclerotic lesions. METHODS AND RESULTS: Apolipoprotein E-null mice were crossed with P2y12(-/-) mice to generate double knockout mice. The double knockout mice and the control apolipoprotein E-null mice were fed a high-fat diet for 20 weeks. Assessment of the atherosclerotic lesions in the control and double knockout mice demonstrated that P2Y12 deficiency caused a diminished lesion area, an increased fibrous content at the plaque site, and decreased monocyte/macrophage infiltration of the lesions. Polymerase chain reaction studies revealed that white blood cells do not express significant levels of P2Y12. Bone marrow transplantation experiments confirmed that P2Y12 expressed on platelets is a key factor responsible for atherosclerosis, but do not exclude a role of smooth muscle cell P2Y12. Supernatant fluid from activated P2y12(+/+) but not P2y12(-/-) platelets was capable of causing monocyte migration. In vitro studies showed that platelet P2Y12 deficiency suppressed platelet factor 4 secretion and P-selectin expression. Further work demonstrated that platelet P2Y12, through inhibition of the cAMP/protein kinase A pathway, critically regulates the release of platelet factor 4, and thereby affects monocyte recruitment and infiltration. CONCLUSIONS: These results demonstrate that P2Y12 modulates atherogenesis, at least in part by augmenting inflammatory cell recruitment via regulation of platelet α-granule release.


Assuntos
Aterosclerose/etiologia , Receptores Purinérgicos P2Y12/fisiologia , Animais , Apolipoproteínas E/deficiência , Apolipoproteínas E/metabolismo , Aterosclerose/tratamento farmacológico , Plaquetas/química , Transplante de Medula Óssea , Proteínas Quinases Dependentes de AMP Cíclico/antagonistas & inibidores , Citocinas/sangue , Grânulos Citoplasmáticos/metabolismo , Feminino , Leucócitos/fisiologia , Macrófagos/fisiologia , Masculino , Camundongos , Camundongos Endogâmicos C57BL , Camundongos Knockout , Ativação Plaquetária , Receptores Purinérgicos P2Y12/análise , Transdução de Sinais , Túnica Íntima/patologia
5.
Biochem J ; 435(2): 489-98, 2011 Apr 15.
Artigo em Inglês | MEDLINE | ID: mdl-21291420

RESUMO

Protein SUMOylation (SUMO is small ubiquitin-related modifier) is a dynamic process that is strictly regulated under physiological and pathological conditions. However, little is known about how various intra- or extra-cellular stimuli regulate expression levels of components in the SUMO system. SUMO isoforms SUMO2 and SUMO3 can rapidly convert to be conjugated in response to a variety of cellular stresses. Owing to the limitations of sequence homology, SUMO2 and SUMO3 cannot be differentiated between and are thus referred to as SUMO2/3. Whether these two isoforms are regulated in distinct manners has never been addressed. In the present paper we report that the expression of SUMO3, but not SUMO2, can be down-regulated at the transcription level by cellular oxidative stress. In the present study, we checked SUMO2 and SUMO3 mRNA levels in cells exposed to various doses of H2O2 and in cells bearing different levels of ROS (reactive oxygen species). We found an inverse relationship between SUMO3 transcription and ROS levels. We characterized a promoter region specific for the mouse Sumo3 gene that is bound by the redox-sensitive transcription factor Sp1 (specificity protein 1) and demonstrated oxidation of Sp1, as well as suppression of Sp1-DNA binding upon oxidative stress. This revealed for the first time that the expression of SUMO2 and SUMO3 is regulated differently by ROS. These findings may enhance our understanding about the regulation of SUMOylation and also shed light on the functions of Sp1.


Assuntos
Estresse Oxidativo/fisiologia , Proteínas Modificadoras Pequenas Relacionadas à Ubiquitina/genética , Fator de Transcrição Sp1/fisiologia , Ubiquitinas/genética , Animais , Sequência de Bases , Sítios de Ligação/efeitos dos fármacos , Sítios de Ligação/genética , Linhagem Celular Tumoral , Regulação da Expressão Gênica/efeitos dos fármacos , Células Hep G2 , Humanos , Camundongos , Modelos Biológicos , Dados de Sequência Molecular , Células NIH 3T3 , Estresse Oxidativo/efeitos dos fármacos , Estresse Oxidativo/genética , Regiões Promotoras Genéticas/efeitos dos fármacos , Regiões Promotoras Genéticas/genética , Espécies Reativas de Oxigênio/farmacologia , Proteínas Modificadoras Pequenas Relacionadas à Ubiquitina/metabolismo , Fator de Transcrição Sp1/metabolismo , Transcrição Gênica/efeitos dos fármacos , Ubiquitinas/metabolismo
6.
Cell Biochem Biophys ; 80(2): 331-340, 2022 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-35094205

RESUMO

Itraconazole, an effective broad-spectrum antifungal drug, has been well established for its anticancer activity in cancers including melanoma. However, details concerning its underlying mechanism in melanoma are unclear. This work investigated the function of itraconazole-induced 5'-monophosphate (AMP)-activated protein kinase alpha (AMPKα) in melanoma progression through ERK signaling. The AMPKα level in melanoma tissues and cells was assessed by RT-qPCR and western blot. Survival analysis of patients with melanoma based on the AMPKα expression level was performed according to TCGA database. Melanoma cell proliferation, migration, and invasion were examined using CCK-8, colony formation, wound healing, and Transwell assays. A xenograft tumor model was established to examine the effect of itraconazole on tumor growth in vivo. The AMPKα mRNA and protein levels were reduced in melanoma tissues and cells. A low expression of AMPKα indicated a poor prognosis. Functionally, itraconazole restrained melanoma cell proliferation, migration, and invasion by upregulating AMPKα. Itraconazole activated AMPK signaling and inhibited ERK signaling in melanoma cells. Activation of ERK signaling reversed the effect of itraconazole on cellular process in melanoma. Moreover, itraconazole-induced AMPKα inhibited melanoma tumor growth in vivo by inhibiting ERK signaling. Itraconazole-induced AMPKα inhibits the progression of melanoma by inhibition of ERK signaling.


Assuntos
Itraconazol , Sistema de Sinalização das MAP Quinases , Melanoma , Proteínas Quinases Ativadas por AMP/metabolismo , Adenosina/farmacologia , Monofosfato de Adenosina/farmacologia , Linhagem Celular Tumoral , Proliferação de Células , Humanos , Itraconazol/farmacologia , Itraconazol/uso terapêutico , Melanoma/tratamento farmacológico
7.
Health Inf Sci Syst ; 10(1): 27, 2022 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-36101548

RESUMO

Purpose: Researchers have identified gut microbiota that interact with brain regions associated with emotion and mood. Literature reviews of those associations rely on rigorous systematic approaches and labor-intensive investments. Here we explore how knowledge graph, a large scale semantic network consisting of entities and concepts as well as the semantic relationships among them, is incorporated into the emotion-probiotic relationship exploration work. Method: We propose an end-to-end emotion-probiotics relationship exploration method with an integrated medical knowledge graph, which incorporates the text mining output of knowledge graph, concept reasoning and evidence classification. Specifically, a knowledge graph for probiotics is built based on a text-mining analysis of PubMed, and further used to retrieve triples of relationships with reasoning logistics. Then specific relationships are annotated and evidence levels are retrieved to form a new evidence-based emotion-probiotic knowledge graph. Results: Based on the probiotics knowledge graph with 40,442,404 triples, totally 1453 PubMed articles were annotated in both the title level and abstract level, and the evidence levels were incorporated to the visualization of the explored emotion-probiotic relationships. Finally, we got 4131 evidenced emotion-probiotic associations. Conclusions: The evidence-based emotion-probiotic knowledge graph construction work demonstrates an effective reasoning based pipeline of relationship exploration. The annotated relationship associations are supposed be used to help researchers generate scientific hypotheses or create their own semantic graphs for their research interests.

8.
J Biol Chem ; 285(17): 12906-15, 2010 Apr 23.
Artigo em Inglês | MEDLINE | ID: mdl-20181954

RESUMO

Small ubiquitin-like modifier (SUMO) 2/3 is known to conjugate to substrates in response to a variety of cellular stresses. However, whether and how SUMO2/3-specific proteases are involved in de-conjugation under cell stress is unclear. Here, we show that low doses of hydrogen peroxide (H(2)O(2)) induce an increase of the SENP3 protein, which removes SUMO2/3 from promyelocytic leukemia (PML). Low dose H(2)O(2) causes SENP3 to co-localize with PML bodies and reduces the number of PML bodies in a SENP3-dependent manner. Furthermore, de-conjugation of SUMO2/3 from PML is responsible for the accelerated cell proliferation caused by low dose H(2)O(2). Knocking down PML promotes basal cell proliferation as expected. This can be reversed by reconstitution with wild-type PML but not its mutant lacking SUMOylation, indicating that only the SUMOylated PML can play an inhibitory role for cell proliferation. Thus, SENP3 appears to be a key mediator in mild oxidative stress-induced cell proliferation via regulation of the SUMOylation status of PML. Furthermore, SENP3 is over-accumulated in a variety of primary human cancers including colon adenocarcinoma in which PML is hypo-SUMOylated. These results reveal an important role of SENP3 and the SUMOylation status of PML in the regulation of cell proliferation under oxidative stress.


Assuntos
Proliferação de Células , Cisteína Endopeptidases/metabolismo , Proteínas Nucleares/metabolismo , Estresse Oxidativo , Proteínas Modificadoras Pequenas Relacionadas à Ubiquitina/metabolismo , Fatores de Transcrição/metabolismo , Proteínas Supressoras de Tumor/metabolismo , Ubiquitinas/metabolismo , Adenocarcinoma/genética , Adenocarcinoma/metabolismo , Animais , Neoplasias do Colo/genética , Neoplasias do Colo/metabolismo , Cisteína Endopeptidases/genética , Relação Dose-Resposta a Droga , Técnicas de Silenciamento de Genes , Células HeLa , Humanos , Peróxido de Hidrogênio/farmacologia , Camundongos , Células NIH 3T3 , Proteínas Nucleares/genética , Oxidantes/farmacologia , Proteína da Leucemia Promielocítica , Processamento de Proteína Pós-Traducional , Proteínas Modificadoras Pequenas Relacionadas à Ubiquitina/genética , Fatores de Transcrição/genética , Proteínas Supressoras de Tumor/genética , Ubiquitinas/genética
9.
Proc Natl Acad Sci U S A ; 105(30): 10553-8, 2008 Jul 29.
Artigo em Inglês | MEDLINE | ID: mdl-18650396

RESUMO

RIG-I has been implicated in innate immunity by sensing intracellular viral RNAs and inducing type I IFN production. However, we have found a significant RIG-I induction in a biological setting without active viral infection-namely, during RA-induced terminal granulocytic differentiation of acute myeloid leukemias. Here, we present evidence that a significant Rig-I induction also occurs during normal myelopoiesis and that the disruption of the Rig-I gene in mice leads to the development of a progressive myeloproliferative disorder. The initiation of progressive myeloproliferative disorder is mainly due to an intrinsic defect of Rig-I(-/-) myeloid cells, which are characterized by a reduced expression of IFN consensus sequence binding protein, a major regulator of myeloid differentiation. Thus, our study reveals a critical regulatory role of Rig-I in modulating the generation and differentiation of granulocytes.


Assuntos
RNA Helicases DEAD-box/fisiologia , Regulação da Expressão Gênica , Granulócitos/citologia , Receptores do Ácido Retinoico/fisiologia , Animais , Diferenciação Celular , Proliferação de Células , Proteína DEAD-box 58 , Éxons , Granulócitos/metabolismo , Células-Tronco Hematopoéticas/citologia , Humanos , Imunidade Inata , Camundongos , Camundongos Knockout , Camundongos Transgênicos , Células Mieloides/citologia , Transtornos Mieloproliferativos/metabolismo
10.
JMIR Med Educ ; 7(4): e24027, 2021 Oct 01.
Artigo em Inglês | MEDLINE | ID: mdl-34596575

RESUMO

BACKGROUND: Medical postgraduates' demand for data capabilities is growing, as biomedical research becomes more data driven, integrative, and computational. In the context of the application of big data in health and medicine, the integration of data mining skills into postgraduate medical education becomes important. OBJECTIVE: This study aimed to demonstrate the design and implementation of a medical data mining course for medical postgraduates with diverse backgrounds in a medical school. METHODS: We developed a medical data mining course called "Practical Techniques of Medical Data Mining" for postgraduate medical education and taught the course online at Peking Union Medical College (PUMC). To identify the background knowledge, programming skills, and expectations of targeted learners, we conducted a web-based questionnaire survey. After determining the instructional methods to be used in the course, three technical platforms-Rain Classroom, Tencent Meeting, and WeChat-were chosen for online teaching. A medical data mining platform called Medical Data Mining - R Programming Hub (MedHub) was developed for self-learning, which could support the development and comprehensive testing of data mining algorithms. Finally, we carried out a postcourse survey and a case study to demonstrate that our online course could accommodate a diverse group of medical students with a wide range of academic backgrounds and programming experience. RESULTS: In total, 200 postgraduates from 30 disciplines participated in the precourse survey. Based on the analysis of students' characteristics and expectations, we designed an optimized course structured into nine logical teaching units (one 4-hour unit per week for 9 weeks). The course covered basic knowledge of R programming, machine learning models, clinical data mining, and omics data mining, among other topics, as well as diversified health care analysis scenarios. Finally, this 9-week course was successfully implemented in an online format from May to July in the spring semester of 2020 at PUMC. A total of 6 faculty members and 317 students participated in the course. Postcourse survey data showed that our course was considered to be very practical (83/83, 100% indicated "very positive" or "positive"), and MedHub received the best feedback, both in function (80/83, 96% chose "satisfied") and teaching effect (80/83, 96% chose "satisfied"). The case study showed that our course was able to fill the gap between student expectations and learning outcomes. CONCLUSIONS: We developed content for a data mining course, with online instructional methods to accommodate the diversified characteristics of students. Our optimized course could improve the data mining skills of medical students with a wide range of academic backgrounds and programming experience.

11.
Aging (Albany NY) ; 12(4): 3747-3770, 2020 02 20.
Artigo em Inglês | MEDLINE | ID: mdl-32081836

RESUMO

We systematically developed a prognostic model for pancreatic cancer that was compatible across different transcriptomic platforms and patient cohorts. After performing quality control measures, we used seven microarray datasets and two RNA sequencing datasets to identify consistently dysregulated genes in pancreatic cancer patients. Weighted gene co-expression network analysis was performed to explore the associations between gene expression patterns and clinical features. The least absolute shrinkage and selection operator (LASSO) and Cox regression were used to construct a prognostic model. We tested the predictive power of the model by determining the area under the curve of the risk score for time-dependent survival. Most of the differentially expressed genes in pancreatic cancer were enriched in functions pertaining to the tumor immune microenvironment. The transcriptome profiles were found to be associated with overall survival, and four genes were identified as independent prognostic factors. A prognostic risk score was then proposed, which displayed moderate accuracy in the training and self-validation cohorts. Furthermore, patients in two independent microarray cohorts were successfully stratified into high- and low-risk prognostic groups. Thus, we constructed a reliable prognostic model for pancreatic cancer, which should be beneficial for clinical therapeutic decision-making.


Assuntos
Carcinoma Ductal Pancreático/genética , Regulação Neoplásica da Expressão Gênica , Modelos Teóricos , Neoplasias Pancreáticas/genética , Transcriptoma , Idoso , Carcinoma Ductal Pancreático/mortalidade , Carcinoma Ductal Pancreático/patologia , Feminino , Perfilação da Expressão Gênica , Ontologia Genética , Humanos , Masculino , Pessoa de Meia-Idade , Neoplasias Pancreáticas/mortalidade , Neoplasias Pancreáticas/patologia , Prognóstico , Taxa de Sobrevida , Microambiente Tumoral
12.
Cancer Manag Res ; 12: 10023-10033, 2020.
Artigo em Inglês | MEDLINE | ID: mdl-33116859

RESUMO

PURPOSE: This study aimed to construct a predictive model for recurrence and metastasis in patients with localized clear cell renal cell carcinoma (ccRCC) based on multiple preoperative blood indexes and oncological characteristics. PATIENTS AND METHODS: Overall, 442 patients with localized ccRCC between 2013 and 2015 were included. Using least absolute shrinkage and selection operator (LASSO) Cox regression analysis, the top three risk factors from the peripheral blood indicators were screened to construct a risk score, and a prognostic model was established. Harrell's concordance index (C-index) was applied to evaluate the predictive accuracy of the model for predicting disease-free survival (DFS) in ccRCC. RESULTS: Out of 38 blood indexes, the top three predictors were fibrinogen (FIB), C-reactive protein (CRP) and neutrophil-lymphocyte ratio (NLR). The FIB-CRP-NLR (FCN) score (hazard ratio [HR]: 1.86, 95% confidence interval [CI]: 1.21-2.9, P = 0.005) was an independent prognostic factor in multivariate analysis. Furthermore, the FIB-CRP-NLR-T-Grade (FCNTG) risk model combining FCN score, T stage and Furhman grade achieved a higher prognostic accuracy (mean C-index, 0.728) than both the FCN score alone (mean C-index, 0.675) and the stage, size, grade, and necrosis (SSIGN) score (mean C-index, 0.686) in the validation cohort. CONCLUSION: The FCN score combining peripheral blood indicators of inflammation and coagulation is an independent prognostic marker of ccRCC. The FCNTG model, which systemically incorporates preoperative blood indexes to oncological characteristics, shows its advantages of convenience and high prediction efficiency.

14.
Stud Health Technol Inform ; 245: 1288, 2017.
Artigo em Inglês | MEDLINE | ID: mdl-29295373

RESUMO

Chemical-induced disease relations (CID) are crucial in various biomedical tasks. In the CID task of Biocreative V, no classifiers with multiple kernels have been developed. In this study, a multiple kernel learning-boosting (MKLB) method is proposed. Different kernel functions according to different types of features were constucted and boosted, each of which were learned with multiple kernels. Our multiple kernel learning-boosting (MKLB) method achieved a F1 score of 0.5068 without incorporating knowledge bases.


Assuntos
Mineração de Dados , Doença , Aprendizado de Máquina , Algoritmos , Inteligência Artificial , Humanos
16.
Oncotarget ; 8(42): 72363-72374, 2017 Sep 22.
Artigo em Inglês | MEDLINE | ID: mdl-29069793

RESUMO

Imprinting disorder during somatic cell nuclear transfer usually leads to the abnormality of cloned animals and low cloning efficiency. However, little is known about the role of donor cell imprinting in the development of cloned embryos. Here, we demonstrated that the imprinting (H19/Igf2) in porcine fetus fibroblasts derived from the morphologically abnormal cloned fetuses (the abnormal imprinting group) was more hypomethylated, and accordingly, significantly higher H19 transcription and lower Igf2 expression occurred in comparison with those in fibroblasts derived from morphologically normal cloned fetuses (the normal imprinting group) or donor fetus fibroblasts (the control group). When these fibroblasts were used as donor cells, the abnormal imprinting group displayed an even lower imprinting methylation level, in correspondence to the significantly downregulated expression of Dnmt1, Dnmt3a and Zfp57, and a markedly reduced blastocyst rate, while the normal imprinting group took on the similar patterns of imprinting, gene expression and embryo development to the control group. When 5-aza-dC was applied to reduce the fibroblasts imprinting methylation level in the normal imprinting group, cloned embryos displayed the more severely impaired imprinting and significantly lower blastocyst rate. While the upregulated H19 transcription in the abnormal imprinting group was knocked down, the imprinting statuses were partly rescued, and the cleavage and blastocyst rates significantly increased in cloned embryos. In all, donor cell imprinting disorder reduced the developmental efficiency of cloned embryos. This work provides a new insight into understanding the molecular mechanism of donor cells regulating the cloned embryo development.

17.
Artigo em Inglês | MEDLINE | ID: mdl-27161011

RESUMO

Community-run, formal evaluations and manually annotated text corpora are critically important for advancing biomedical text-mining research. Recently in BioCreative V, a new challenge was organized for the tasks of disease named entity recognition (DNER) and chemical-induced disease (CID) relation extraction. Given the nature of both tasks, a test collection is required to contain both disease/chemical annotations and relation annotations in the same set of articles. Despite previous efforts in biomedical corpus construction, none was found to be sufficient for the task. Thus, we developed our own corpus called BC5CDR during the challenge by inviting a team of Medical Subject Headings (MeSH) indexers for disease/chemical entity annotation and Comparative Toxicogenomics Database (CTD) curators for CID relation annotation. To ensure high annotation quality and productivity, detailed annotation guidelines and automatic annotation tools were provided. The resulting BC5CDR corpus consists of 1500 PubMed articles with 4409 annotated chemicals, 5818 diseases and 3116 chemical-disease interactions. Each entity annotation includes both the mention text spans and normalized concept identifiers, using MeSH as the controlled vocabulary. To ensure accuracy, the entities were first captured independently by two annotators followed by a consensus annotation: The average inter-annotator agreement (IAA) scores were 87.49% and 96.05% for the disease and chemicals, respectively, in the test set according to the Jaccard similarity coefficient. Our corpus was successfully used for the BioCreative V challenge tasks and should serve as a valuable resource for the text-mining research community.Database URL: http://www.biocreative.org/tasks/biocreative-v/track-3-cdr/.


Assuntos
Biologia Computacional/métodos , Mineração de Dados/métodos , Doença , Toxicogenética/métodos , Bases de Dados Factuais , Humanos
18.
Stud Health Technol Inform ; 216: 1109, 2015.
Artigo em Inglês | MEDLINE | ID: mdl-26262408

RESUMO

Different groups of audiences in health care: health professionals and health consumers, each have different information needs. Health monographs targeting different audiences are created by leveraging readers' background knowledge. The NCI's Physician Data Query (PDQ®) Cancer Information Summaries provide parallel cancer information and education resources with different target audiences. In this paper, we used targeted audience-specific cancer information PDQs to measure characteristic differences on the element level between audiences. In addition, we compared vocabulary coverage. Results show a significant difference between the professional and patient version of cancer monographs in both content organization and vocabulary. This study provides a new view to assess targeted audience-specific health information, and helps editors to improve the quality and readability of health information.


Assuntos
Informação de Saúde ao Consumidor/classificação , Processamento de Linguagem Natural , Neoplasias/classificação , Semântica , Terminologia como Assunto , Vocabulário Controlado , Bases de Dados Factuais , Humanos
19.
Zhonghua Yi Xue Yi Chuan Xue Za Zhi ; 19(4): 271-5, 2002 Aug.
Artigo em Chinês | MEDLINE | ID: mdl-12170460

RESUMO

OBJECTIVE: To test whether splicing overlapping extension(SOE) method can be a tool for obtaining rare fusion gene's transcripts and to study the tumorigenic capacity of a novel fusion gene AML1-MTG16. METHODS: SOE method was used to obtain AML1- MTG16 fusion gene's transcripts. MTG16, AML1-MTG16 and AML1-MTG16 without III,VI conserved domains of MTG16 segment were inserted into pEGFP- C1,pDsRed-N1 vector respectively,then transfected NIH3T3 cell line by lipofection. Forty-eight hours later, the transfected cells were examined by laser-scanning confocal microscopy. Stable transfected cells were obtained by G418 500ug/ul selection for one month. Growth curve, soft agar colonies formation tumorigenesis in nude mice were done to compare the difference between stable transfected cells. RESULTS: Recombined AML1-MTG16 by SOE contained its CDS. NIH3T3 expressing AML1-MTG16 had a faster proliferation in medium, colony growth in soft agar. AML1-MTG16 expression cells also induced tumors formation following injection into nude mouse. MTG16,AML1-MTG16 and AML1-MTG16 without III,VI conserved domains of MTG16 were colocalized in the nucleus of cotransfected NIH3T3 cells under the examination of laser-scanning confocal microscope. CONCLUSION: SOE is an effective method to get rare fusion gene's transcripts. AML1-MTG16 plays an important role in leukemogenesis. MTG16 may also have a carcinogenic property within the AML1-MTG16 fusion gene. Carcinogenic property of AML1-MTG16 is restricted to its localization in the nuclear matrix. N terminal of MTG16 may play an important part in the carcinogenic activity of AML1-MTG16.


Assuntos
Transformação Celular Neoplásica/genética , Proteínas de Fusão Oncogênica/genética , Fatores de Transcrição/genética , Células 3T3/transplante , Animais , Divisão Celular/genética , Transplante de Células , Subunidade alfa 2 de Fator de Ligação ao Core , Proteínas de Fluorescência Verde , Proteínas Luminescentes/genética , Proteínas Luminescentes/metabolismo , Camundongos , Camundongos Nus , Microscopia Confocal , Neoplasias Experimentais/genética , Neoplasias Experimentais/patologia , Plasmídeos/genética , Proteínas Recombinantes de Fusão/genética , Proteínas Recombinantes de Fusão/metabolismo , Fatores de Tempo , Transfecção
20.
Zhonghua Yi Xue Yi Chuan Xue Za Zhi ; 20(6): 522-7, 2003 Dec.
Artigo em Chinês | MEDLINE | ID: mdl-14669223

RESUMO

OBJECTIVE: To study the biological function of fusion gene HRX-EEN and its role in leukemogenesis, and to provide an ideal animal model for anti-leukemia drug screening. METHODS: HRX-EEN fusion gene was constructed by use of three different DNA fragments, and it was inserted into hCG transgenic vector. G(0) transgenic mice were obtained by microinjection of the recombined DNA into the pronucleus of zygotes, followed by implantation of the injected zygotes into pseudopregnant mice. The integration of the transgene was tested by PCR and its expression by reverse transcription-polymerase chain reaction (RT-PCR). RESULTS: The sequence of recombined HRX-EEN gene was confirmed by sequencing. PCR testing revealed a total of 7 G(0) transgenic mice, these mice were then mated with C57 wild type mice. Except mouse No. 35 that died, the others all had their F1 offsprings. From these 6 lines of transgenic mice, HRX-EEN gene was found to be stably expressed in 3 lines by RT-PCR. Up to now, all transgenic mice expressing the fusion gene have no obvious abnormal phenotypes. CONCLUSION: A transgenic mice model in which the HRX-EEN fusion gene can be stably expressed has been established.


Assuntos
Proteínas de Ligação a DNA/genética , Proteínas/genética , Proto-Oncogenes , Proteínas Recombinantes de Fusão/genética , Fatores de Transcrição , Animais , Histona-Lisina N-Metiltransferase , Peptídeos e Proteínas de Sinalização Intracelular , Camundongos , Camundongos Transgênicos , Proteína de Leucina Linfoide-Mieloide , Reação em Cadeia da Polimerase
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