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1.
Elife ; 112022 05 24.
Artigo em Inglês | MEDLINE | ID: mdl-35608254

RESUMO

Humans observe actions performed by others in many different visual and social settings. What features do we extract and attend when we view such complex scenes, and how are they processed in the brain? To answer these questions, we curated two large-scale sets of naturalistic videos of everyday actions and estimated their perceived similarity in two behavioral experiments. We normed and quantified a large range of visual, action-related, and social-affective features across the stimulus sets. Using a cross-validated variance partitioning analysis, we found that social-affective features predicted similarity judgments better than, and independently of, visual and action features in both behavioral experiments. Next, we conducted an electroencephalography experiment, which revealed a sustained correlation between neural responses to videos and their behavioral similarity. Visual, action, and social-affective features predicted neural patterns at early, intermediate, and late stages, respectively, during this behaviorally relevant time window. Together, these findings show that social-affective features are important for perceiving naturalistic actions and are extracted at the final stage of a temporal gradient in the brain.


Assuntos
Mapeamento Encefálico , Encéfalo , Encéfalo/fisiologia , Eletroencefalografia , Humanos , Julgamento/fisiologia , Estimulação Luminosa , Percepção Visual/fisiologia
2.
Proc Natl Acad Sci U S A ; 114(51): 13519-13524, 2017 12 19.
Artigo em Inglês | MEDLINE | ID: mdl-29203663

RESUMO

We here describe a selected reaction monitoring (SRM)-based approach for the discovery and validation of peptide biomarkers for cancer. The first stage of this approach is the direct identification of candidate peptides through comparison of proteolytic peptides derived from the plasma of cancer patients or healthy individuals. Several hundred candidate peptides were identified through this method, providing challenges for choosing and validating the small number of peptides that might prove diagnostically useful. To accomplish this validation, we used 2D chromatography coupled with SRM of candidate peptides. We applied this approach, called sequential analysis of fractionated eluates by SRM (SAFE-SRM), to plasma from cancer patients and discovered two peptides encoded by the peptidyl-prolyl cis-trans isomerase A (PPIA) gene whose abundance was increased in the plasma of ovarian cancer patients. At optimal thresholds, elevated levels of at least one of these two peptides was detected in 43 (68.3%) of 63 women with ovarian cancer but in none of 50 healthy controls. In addition to providing a potential biomarker for ovarian cancer, this approach is generally applicable to the discovery of peptides characteristic of various disease states.


Assuntos
Biomarcadores Tumorais/sangue , Neoplasias Colorretais/sangue , Técnicas de Diagnóstico Molecular/métodos , Neoplasias Ovarianas/sangue , Neoplasias Pancreáticas/sangue , Peptídeos/sangue , Proteômica/métodos , Estudos de Casos e Controles , Ciclofilina A/sangue , Feminino , Humanos , Técnicas de Diagnóstico Molecular/normas , Proteômica/normas , Sensibilidade e Especificidade
3.
J Am Med Inform Assoc ; 24(1): 145-152, 2017 01.
Artigo em Inglês | MEDLINE | ID: mdl-27330075

RESUMO

OBJECTIVE: Our objective was to develop an approach for selecting combinatorial markers of pathology from diverse clinical data types. We demonstrate this approach on the problem of pancreatic cyst classification. MATERIALS AND METHODS: We analyzed 1026 patients with surgically resected pancreatic cysts, comprising 584 intraductal papillary mucinous neoplasms, 332 serous cystadenomas, 78 mucinous cystic neoplasms, and 42 solid-pseudopapillary neoplasms. To derive optimal markers for cyst classification from the preoperative clinical and radiological data, we developed a statistical approach for combining any number of categorical, dichotomous, or continuous-valued clinical parameters into individual predictors of pathology. The approach is unbiased and statistically rigorous. Millions of feature combinations were tested using 10-fold cross-validation, and the most informative features were validated in an independent cohort of 130 patients with surgically resected pancreatic cysts. RESULTS: We identified combinatorial clinical markers that classified serous cystadenomas with 95% sensitivity and 83% specificity; solid-pseudopapillary neoplasms with 89% sensitivity and 86% specificity; mucinous cystic neoplasms with 91% sensitivity and 83% specificity; and intraductal papillary mucinous neoplasms with 94% sensitivity and 90% specificity. No individual features were as accurate as the combination markers. We further validated these combinatorial markers on an independent cohort of 130 pancreatic cysts, and achieved high and well-balanced accuracies. Overall sensitivity and specificity for identifying patients requiring surgical resection was 84% and 81%, respectively. CONCLUSIONS: Our approach identified combinatorial markers for pancreatic cyst classification that had improved performance relative to the individual features they comprise. In principle, this approach can be applied to any clinical dataset comprising dichotomous, categorical, and continuous-valued parameters.


Assuntos
Biomarcadores Tumorais/análise , Cisto Pancreático/diagnóstico , Neoplasias Pancreáticas/diagnóstico , Adulto , Idoso , Idoso de 80 Anos ou mais , Biomarcadores , Cistadenoma/diagnóstico , Feminino , Humanos , Pessoa de Meia-Idade , Cisto Pancreático/cirurgia , Estudos Retrospectivos , Sensibilidade e Especificidade
4.
Gastroenterology ; 149(6): 1501-10, 2015 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-26253305

RESUMO

BACKGROUND & AIMS: The management of pancreatic cysts poses challenges to both patients and their physicians. We investigated whether a combination of molecular markers and clinical information could improve the classification of pancreatic cysts and management of patients. METHODS: We performed a multi-center, retrospective study of 130 patients with resected pancreatic cystic neoplasms (12 serous cystadenomas, 10 solid pseudopapillary neoplasms, 12 mucinous cystic neoplasms, and 96 intraductal papillary mucinous neoplasms). Cyst fluid was analyzed to identify subtle mutations in genes known to be mutated in pancreatic cysts (BRAF, CDKN2A, CTNNB1, GNAS, KRAS, NRAS, PIK3CA, RNF43, SMAD4, TP53, and VHL); to identify loss of heterozygozity at CDKN2A, RNF43, SMAD4, TP53, and VHL tumor suppressor loci; and to identify aneuploidy. The analyses were performed using specialized technologies for implementing and interpreting massively parallel sequencing data acquisition. An algorithm was used to select markers that could classify cyst type and grade. The accuracy of the molecular markers was compared with that of clinical markers and a combination of molecular and clinical markers. RESULTS: We identified molecular markers and clinical features that classified cyst type with 90%-100% sensitivity and 92%-98% specificity. The molecular marker panel correctly identified 67 of the 74 patients who did not require surgery and could, therefore, reduce the number of unnecessary operations by 91%. CONCLUSIONS: We identified a panel of molecular markers and clinical features that show promise for the accurate classification of cystic neoplasms of the pancreas and identification of cysts that require surgery.


Assuntos
Algoritmos , Biomarcadores Tumorais/genética , Pâncreas/patologia , Cisto Pancreático/classificação , Cisto Pancreático/patologia , Adulto , Feminino , Predisposição Genética para Doença , Testes Genéticos/métodos , Humanos , Masculino , Pessoa de Meia-Idade , Mutação , Cisto Pancreático/genética , Cisto Pancreático/cirurgia , Fenótipo , Valor Preditivo dos Testes , Prognóstico , Estudos Retrospectivos
5.
BMC Cell Biol ; 12: 48, 2011 Nov 03.
Artigo em Inglês | MEDLINE | ID: mdl-22054176

RESUMO

BACKGROUND: Maintaining proper adhesion between neighboring cells depends on the ability of cells to mechanically respond to tension at cell-cell junctions through the actin cytoskeleton. Thus, identifying the molecules involved in responding to cell tension would provide insight into the maintenance, regulation, and breakdown of cell-cell junctions during various biological processes. Vinculin, an actin-binding protein that associates with the cadherin complex, is recruited to cell-cell contacts under increased tension in a myosin II-dependent manner. However, the precise role of vinculin at force-bearing cell-cell junctions and how myosin II activity alters the recruitment of vinculin at quiescent cell-cell contacts have not been demonstrated. RESULTS: We generated vinculin knockdown cells using shRNA specific to vinculin and MDCK epithelial cells. These vinculin-deficient MDCK cells form smaller cell clusters in a suspension than wild-type cells. In wound healing assays, GFP-vinculin accumulated at cell-cell junctions along the wound edge while vinculin-deficient cells displayed a slower wound closure rate compared to vinculin-expressing cells. In the presence of blebbistatin (myosin II inhibitor), vinculin localization at quiescent cell-cell contacts was unaffected while in the presence of jasplakinolide (F-actin stabilizer), vinculin recruitment increased in mature MDCK cell monolayers. CONCLUSION: These results demonstrate that vinculin plays an active role at adherens junctions under increased tension at cell-cell contacts where vinculin recruitment occurs in a myosin II activity-dependent manner, whereas vinculin recruitment to the quiescent cell-cell junctions depends on F-actin stabilization.


Assuntos
Caderinas/metabolismo , Miosina Tipo II/metabolismo , Vinculina/metabolismo , Actinas/metabolismo , Animais , Antineoplásicos/farmacologia , Adesão Celular/efeitos dos fármacos , Linhagem Celular , Citoesqueleto/metabolismo , Depsipeptídeos/farmacologia , Cães , Compostos Heterocíclicos de 4 ou mais Anéis/farmacologia , Miosina Tipo II/antagonistas & inibidores , Transporte Proteico/efeitos dos fármacos , Interferência de RNA , RNA Interferente Pequeno/metabolismo , Vinculina/antagonistas & inibidores
6.
Am J Physiol Heart Circ Physiol ; 300(3): H784-91, 2011 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-21169396

RESUMO

A rise in postprandial serum triglycerides (PP-sTG) can potentiate inflammatory responses in vascular endothelial cells (ECs) and thus serves as an independent risk factor for predicting increased cardiovascular morbidity. We examined postprandial triglyceride-rich lipoproteins (PP-TGRLs) in subjects ranging from normal to hypertriglyceridemic for their capacity to alter EC acute inflammatory responses. Cultured human aortic ECs (HAECs) were conditioned with PP-TGRLs isolated from human serum at the peak after a moderately high-fat meal. VLDL particle size increased postprandially and varied directly with the subject's PP-sTG level and waist circumference. PP-TGRL particles bound to HAECs and were internalized via LDL receptor-mediated endocytosis. PP-TGRL alone did not induce an inflammatory response over the range of individuals studied. However, combined with low-dose TNF-α stimulation (0.3 ng/ml), it elicited a net 10-15% increase above cytokine alone in the membrane expression of VCAM-1, ICAM-1, and E-selectin, which was not observed with fasting TGRLs. In contrast to upregulation of ICAM-1 and E-selectin, VCAM-1 transcription and expression varied in direct proportion with individual PP-sTG and waist circumference. The extent of monocyte arrest on inflamed HAECs under shear stress also correlated closely with VCAM-1 expression induced by conditioning with PP-TGRL and TNF-α stimulation. This ex vivo approach provides a quantitative means to assess an individual's inflammatory potential, revealing a greater propensity for endothelial inflammation in hypertriglyceridemic individuals with abdominal obesity.


Assuntos
Gorduras na Dieta/metabolismo , Células Endoteliais/metabolismo , Inflamação/metabolismo , Lipoproteínas/metabolismo , Triglicerídeos/metabolismo , Aorta/metabolismo , Células Cultivadas , Selectina E/metabolismo , Feminino , Humanos , Molécula 1 de Adesão Intercelular/metabolismo , Lipoproteínas/sangue , Masculino , Monócitos/metabolismo , Obesidade Abdominal/metabolismo , Período Pós-Prandial , Triglicerídeos/sangue , Fator de Necrose Tumoral alfa/administração & dosagem , Molécula 1 de Adesão de Célula Vascular/metabolismo , Circunferência da Cintura , Adulto Jovem
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