79 research outputs found

    Multiparametric MRI radiomics fusion for predicting the response and shrinkage pattern to neoadjuvant chemotherapy in breast cancer

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    PurposeDuring neoadjuvant chemotherapy (NACT), breast tumor morphological and vascular characteristics are usually changed. This study aimed to evaluate the tumor shrinkage pattern and response to NACT by preoperative multiparametric magnetic resonance imaging (MRI), including dynamic contrast-enhanced MRI (DCE-MRI), diffuse weighted imaging (DWI) and T2 weighted imaging (T2WI).MethodIn this retrospective analysis, female patients with unilateral unifocal primary breast cancer were included for predicting tumor pathologic/clinical response to NACT (n=216, development set, n=151 and validation set, n=65) and for discriminating the tumor concentric shrinkage (CS) pattern from the others (n=193; development set, n=135 and validation set, n=58). Radiomic features (n=102) of first-order statistical, morphological and textural features were calculated on tumors from the multiparametric MRI. Single- and multiparametric image-based features were assessed separately and were further combined to feed into a random forest-based predictive model. The predictive model was trained in the testing set and assessed on the testing dataset with an area under the curve (AUC). Molecular subtype information and radiomic features were fused to enhance the predictive performance.ResultsThe DCE-MRI-based model showed higher performance (AUCs of 0.919, 0.830 and 0.825 for tumor pathologic response, clinical response and tumor shrinkage patterns, respectively) than either the T2WI or the ADC image-based model. An increased prediction performance was achieved by a model with multiparametric MRI radiomic feature fusion.ConclusionsAll these results demonstrated that multiparametric MRI features and their information fusion could be of important clinical value for the preoperative prediction of treatment response and shrinkage pattern

    Deciphering the metabolic perturbation in hepatic alveolar echinococcosis: a 1 H NMR-based metabolomics study

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    Background: Hepatic alveolar echinococcosis (HAE) is caused by the growth of Echinococcus multilocularis larvae in the liver. It is a chronic and potentially lethal parasitic disease. Early stage diagnosis for this disease is currently not available due to its long asymptomatic incubation period. In this study, a proton nuclear magnetic resonance (1H NMR)-based metabolomics approach was applied in conjunction with multivariate statistical analysis to investigate the altered metabolic profiles in blood serum and urine samples obtained from HAE patients. The aim of the study was to identify the metabolic signatures associated with HAE. Results: A total of 21 distinct metabolic differences between HAE patients and healthy individuals were identified, and they are associated with perturbations in amino acid metabolism, energy metabolism, glyoxylate and dicarboxylate metabolism. Furthermore, the present results showed that the Fischer ratio, which is the molar ratio of branched-chain amino acids to aromatic amino acids, was significantly lower (P < 0.001) in the blood serum obtained from the HAE patients than it was in the healthy patient group. Conclusions: The altered Fischer ratio, together with perturbations in metabolic pathways identified in the present study, may provide new insights into the mechanistic understanding of HAE pathogenesis and potential therapeutic interventions

    Evaluating the Efficiency and Health Impacts of Next-Generation Transit System Design with Integration of Shared Mobility Services

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    Project DescriptionIn the new mobility-as-service context, traditional system design principles of transit services may be revisited to improve the overall system effectiveness. In this report, we developed methods to quantify the effectiveness of a transit system, where private mobility services coexist, by measuring costs, social equity, environmental benefits etc. gained from active lifestyle. A real-world case study has been implemented to learn design and policy insights. While conducting this research, we also realized that the transit demand of a study area is often not available due to missing data. Since this is an important input for any networkbased transit system design model, we also developed a method to infer missing transit demand via combing statistics and network modeling techniques.U.S. Department of Transportation 69A355174711

    NCST Caltrans project on sensor data error estimation

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    The effects of critical questions on undergraduate students' argumentative writing

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    Ferretti, Ralph P.Despite the established importance of writing, many students have difficulty writing proficiently (Ann Rogers & Graham, 2008; Graham & Perin, 2007). This study was designed to assess whether the provision of argumentative writing goals focusing on revision affected the quality of college studentsā€™ first drafts and revised essays. In addition, I investigated whether participantsā€™ keyboarding fluency was related to essay quality. Participants first completed a typing-speed test and wrote argumentative essays. Then, they were asked to revise and write another essay on a different topic after receiving either a general goal, a genre-specific elaborated goal, a goal that included critical questions about two argumentation strategies, or a goal that incorporated the elaborated goal and critical questions. College studentsā€™ keyboarding fluency was found to be positively correlated with the quality of their argumentative essays. Compared to students who were given a general goal, those who received the elaborated goal, critical questions, or the incorporation of the elaborated goal and critical questions wrote revised essays of higher quality. Additionally, students who received the elaborated goal and the incorporation of the elaborated goal and critical conditions wrote essays that included more rebuttals, alternative standpoints, and reasons for alternative standpoints. Argumentation structural elements and keyboarding fluency together accounted for 60% of the variance in essay quality. Finally, all students frequently used the argument from consequences and argument from example schemes. The provision of critical questions on argument from consequences resulted in the increased use of this particular argument scheme. The results of the current study suggested that providing students with either an elaborated goal or the incorporation of the elaborated goal and critical questions is an effective and resource-efficient way of improving college studentsā€™ written arguments. ā˜ Keywords: argumentation structure, critical questions, goal-setting, keyboarding fluency, revisionUniversity of Delaware, School of EducationPh.D
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