Quantitative MRI radiomics in the prediction of molecular classifications of breast cancer subtypes in the TCGA/TCIA data set

Using quantitative radiomics, we demonstrate that computer-extracted magnetic resonance (MR) image-based tumor phenotypes can be predictive of the molecular classification of invasive breast cancers. Radiomics analysis was performed on 91 MRIs of biopsy-proven invasive breast cancers from National Cancer Institute’s multi-institutional TCGA/TCIA. Immunohistochemistry molecular classification was performed including estrogen receptor, progesterone receptor, human epidermal growth factor receptor 2, and for 84 cases, the molecular subtype (normal-like, luminal A, luminal B, HER2-enriched, and basal-like). Computerized quantitative image analysis included: three-dimensional lesion segmentation, phenotype extraction, and leave-one-case-out cross validation involving stepwise feature selection and linear discriminant analysis. The performance of the classifier model for molecular subtyping was evaluated using receiver operating characteristic analysis. The computer-extracted tumor phenotypes were able to distinguish between molecular prognostic indicators; area under the ROC curve values of 0.89, 0.69, 0.65, and 0.67 in the tasks of distinguishing between ER+ versus ER−, PR+ versus PR−, HER2+ versus HER2−, and triple-negative versus others, respectively. Statistically significant associations between tumor phenotypes and receptor status were observed. More aggressive cancers are likely to be larger in size with more heterogeneity in their contrast enhancement. Even after controlling for tumor size, a statistically significant trend was observed within each size group (P = 0.04 for lesions ≤ 2 cm; P = 0.02 for lesions >2 to≤ 5 cm) as with the entire data set (P-value = 0.006) for the relationship between enhancement texture (entropy) and molecular subtypes (normal-like, luminal A, luminal B, HER2-enriched, basal-like). In conclusion, computer-extracted image phenotypes show promise for high-throughput discrimination of breast cancer subtypes and may yield a quantitative predictive signature for advancing precision medicine

Dynamic fiscal policies and unemployment in a simple endogenous growth model

This paper analyzes the growth and employment effects of dynamic fiscal policies in an overlapping generations model with endogenous growth and imperfect labour markets. With balanced-budget policies, the modelled closed economy grows at a constant rate which is higher, the lower are the labour tax rate and the unemployment rate. Constant-flow budget policies are not feasible, while government Ponzi games are feasible only if economic agents have implausibly high savings rates. Furthermore, while constant-stock fiscal policies are sustainable, an increase in the debt-to-capital ratio is accompanied by higher taxes, a rise in unemployment and lower economic growth. Copyright Springer Science + Business Media, LLC 2006Unemployment, Public debt, Economic growth, Fiscal policy,

Technology usage lags

Technology adoption, Cross-country studies, O33, O47, O57,

Surto de aflatoxicose em bezerros no Rio Grande do Sul Outbreak of aflatoxicosis in calves in southern Brazil

Um surto de aflatoxicose crônica é relatado em bezerros de raça leiteira. Quarenta bezerros holandeses machos de quatro meses de idade e aproximadamente 100kg eram mantidos em gaiolas individuais de 1,5 x 1,5m e alimentados com uma ração constituída por feno de alfafa, milho quebrado e substituto de leite. Seis bezerros (15%) morreram após apresentar uma doença caracterizada por mau desenvolvimento geral, diarreia, pelagem áspera, dor abdominal, tenesmo, prolapso de reto e bruxismo. Alguns bezerros "deitavam e rolavam" no chão da gaiola. A duração do curso clínico, segundo observado pelos proprietários, foi de 2-3 dias; muitos terneiros desse lote que não morreram permaneceram pouco desenvolvidos. Três bezerros foram necropsiados. Os achados de necropsia incluíam fígado firme e castanho-claro, marcados hidrotórax e ascite, e edema do mesentério, mesocólon e das dobras da mucosa do abomaso. Os principais achados histopatológicos estavam restritos ao fígado e consistiam de fibrose, moderada megalocitose, hiperplasia de ductos biliares e lesão veno-oclusiva. A procura por contaminação de Senecio spp. no feno de alfafa resultou negativa. A análise do milho do alimento dos bezerros por cromatografia de camada delgada revelou 5.136ppb de aflatoxina B1. O diagnóstico de aflatoxicose foi feito baseado nos sinais clínicos e patologia característicos, na ausência de Senecio spp. na alimentação dos terneiros e na presença de altos níveis de aflatoxina no milho da alimentação dos bezerros.<br>An outbreak of chronic aflatoxicosis is reported in dairy calves. Forty 4-month-old male Holstein calves of approximately 100kg were kept in individual cages of 1.5 x 1.5m and were fed a ration constituted by alfalfa hay, broken corn and milk substitute. Six calves (15%) died after presenting a disease characterized by general unthriftiness, diarrhea, rough hair coats, abdominal pain, prolapsed rectum, grinding of teeth, and lying down and rolling. The clinical course, as observed by the owners, was 2-3 days; however many calves in this lot that did not die, remained underdeveloped. Three calves were necropsied. Necropsy findings included firm, light tan livers and marked hydrothorax, ascites and edema of the mesentery, mesocolon and of the mucosal folds of the abomasum. Main histopathological changes were restricted to the liver and consisted of fibrosis, moderate megalocytosis, biliary duct hyperplasia and veno-occlusive disease. The search for Senecio spp. contamination in the alfalfa hay resulted negative. The analysis by thin layer chromatography of the corn fed to calves revealed 5,136 ppb of aflatoxin B1. A diagnosis of aflatoxicosis was made based on the characteristic clinical signs and pathology, on the absence of Senecio spp. in the food and on the presence of high levels of aflatoxin in the corn fed to the calves