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2.
Am J Respir Crit Care Med ; 201(2): 212-223, 2020 01 15.
Article in English | MEDLINE | ID: mdl-31574238

ABSTRACT

Rationale: When stereotactic ablative radiotherapy is an option for patients with non-small cell lung cancer (NSCLC), distinguishing between N0, N1, and N2 or N3 (N2|3) disease is important.Objectives: To develop a prediction model for estimating the probability of N0, N1, and N2|3 disease.Methods: Consecutive patients with clinical-radiographic stage T1 to T3, N0 to N3, and M0 NSCLC who underwent endobronchial ultrasound-guided staging from a single center were included. Multivariate ordinal logistic regression analysis was used to predict the presence of N0, N1, or N2|3 disease. Temporal validation used consecutive patients from 3 years later at the same center. External validation used three other hospitals.Measurements and Main Results: In the model development cohort (n = 633), younger age, central location, adenocarcinoma, and higher positron emission tomography-computed tomography nodal stage were associated with a higher probability of having advanced nodal disease. Areas under the receiver operating characteristic curve (AUCs) were 0.84 and 0.86 for predicting N1 or higher (vs. N0) disease and N2|3 (vs. N0 or N1) disease, respectively. Model fit was acceptable (Hosmer-Lemeshow, P = 0.960; Brier score, 0.36). In the temporal validation cohort (n = 473), AUCs were 0.86 and 0.88. Model fit was acceptable (Hosmer-Lemeshow, P = 0.172; Brier score, 0.30). In the external validation cohort (n = 722), AUCs were 0.86 and 0.88 but required calibration (Hosmer-Lemeshow, P < 0.001; Brier score, 0.38). Calibration using the general calibration method resulted in acceptable model fit (Hosmer-Lemeshow, P = 0.094; Brier score, 0.34).Conclusions: This prediction model can estimate the probability of N0, N1, and N2|3 disease in patients with NSCLC. The model has the potential to facilitate decision-making in patients with NSCLC when stereotactic ablative radiotherapy is an option.


Subject(s)
Adenocarcinoma/pathology , Carcinoma, Non-Small-Cell Lung/pathology , Carcinoma, Squamous Cell/pathology , Lung Neoplasms/pathology , Lymph Nodes/pathology , Adenocarcinoma/diagnostic imaging , Adenocarcinoma/radiotherapy , Aged , Carcinoma, Non-Small-Cell Lung/diagnostic imaging , Carcinoma, Non-Small-Cell Lung/radiotherapy , Carcinoma, Squamous Cell/diagnostic imaging , Carcinoma, Squamous Cell/radiotherapy , Clinical Decision Rules , Endoscopic Ultrasound-Guided Fine Needle Aspiration , Female , Humans , Logistic Models , Lung Neoplasms/diagnostic imaging , Lung Neoplasms/radiotherapy , Lymph Nodes/diagnostic imaging , Male , Mediastinum/diagnostic imaging , Middle Aged , Multivariate Analysis , Neoplasm Staging , Positron Emission Tomography Computed Tomography , Radiosurgery , Reproducibility of Results , Risk Assessment
3.
Aging Cell ; 16(4): 859-869, 2017 08.
Article in English | MEDLINE | ID: mdl-28585250

ABSTRACT

During aging, decreases in energy expenditure and locomotor activity lead to body weight and fat gain. Aging is also associated with decreases in muscle strength and endurance leading to functional decline. Here, we show that lifelong deletion of ghrelin prevents development of obesity associated with aging by modulating food intake and energy expenditure. Ghrelin deletion also attenuated the decrease in phosphorylated adenosine monophosphate-activated protein kinase (pAMPK) and downstream mediators in muscle, and increased the number of type IIa (fatigue resistant, oxidative) muscle fibers, preventing the decline in muscle strength and endurance seen with aging. Longevity was not affected by ghrelin deletion. Treatment of old mice with pharmacologic doses of ghrelin increased food intake, body weight, and muscle strength in both ghrelin wild-type and knockout mice. These findings highlight the relevance of ghrelin during aging and identify a novel AMPK-dependent mechanism for ghrelin action in muscle.


Subject(s)
AMP-Activated Protein Kinases/genetics , Energy Metabolism/genetics , Ghrelin/genetics , Longevity/genetics , Obesity/prevention & control , Sarcopenia/prevention & control , AMP-Activated Protein Kinases/metabolism , Animals , Body Weight , Eating/genetics , Gene Expression Regulation , Ghrelin/deficiency , Growth Hormone/genetics , Growth Hormone/metabolism , Insulin-Like Growth Factor I/genetics , Insulin-Like Growth Factor I/metabolism , Interferon-gamma/genetics , Interferon-gamma/metabolism , Interleukin-10/genetics , Interleukin-10/metabolism , Interleukin-12/genetics , Interleukin-12/metabolism , Interleukin-1beta/genetics , Interleukin-1beta/metabolism , Interleukin-6/genetics , Interleukin-6/metabolism , Male , Mice , Mice, Inbred C57BL , Mice, Knockout , Obesity/genetics , Obesity/metabolism , Obesity/pathology , Receptors, Ghrelin/genetics , Receptors, Ghrelin/metabolism , Sarcopenia/genetics , Sarcopenia/metabolism , Sarcopenia/pathology , Tumor Necrosis Factor-alpha/genetics , Tumor Necrosis Factor-alpha/metabolism
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