56 research outputs found

    Copula Based Multistate Hazard Model: An Inferential Methodology for Innocence Project

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    Abstract Since 1992, the Innocence Projects (IP) have helped over 270 wrongly convicted persons prove their innocence and gain freedom. Despite the important successes of the IP's these exonerations may be a miniscule sample of the number of wrongly convicted persons who languish in prison. Statistical research on possible identifiers of likely 'exonerable' cases does not exist: current work is merely descriptive and non-inferential. We demonstrate an inferential methodology designed for the Innocence Projects: a multi-state hazard model with an augmentation via the parametric copula. Our approach is designed to exploit records that are readily available to exoneration workers. This approach offers a coherent, statistical framework for identification of significant and important factors on data that are readily available to the IP'

    Visualization of cortical, subcortical and deep brain neural circuit dynamics during naturalistic mammalian behavior with head-mounted microscopes and chronically implanted lenses

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    Genetically encoded calcium indicators for visualizing dynamic cellular activity have greatly expanded our understanding of the brain. However, due to light scattering properties of the brain as well as the size and rigidity of traditional imaging technology, in vivo calcium imaging has been limited to superficial brain structures during head fixed behavioral tasks. This limitation can now be circumvented by utilizing miniature, integrated microscopes in conjunction with an implantable microendoscopic lens to guide light into and out of the brain, thus permitting optical access to deep brain (or superficial) neural ensembles during naturalistic behaviors. Here, we describe procedural steps to conduct such imaging studies using mice. However, we anticipate the protocol can be easily adapted for use in other small vertebrates. Successful completion of this protocol will permit cellular imaging of neuronal activity and the generation of data sets with sufficient statistical power to correlate neural activity with stimulus presentation, physiological state, and other aspects of complex behavioral tasks. This protocol takes 6–11 weeks to complete

    Aptamer-based multiplexed proteomic technology for biomarker discovery

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    Interrogation of the human proteome in a highly multiplexed and efficient manner remains a coveted and challenging goal in biology. We present a new aptamer-based proteomic technology for biomarker discovery capable of simultaneously measuring thousands of proteins from small sample volumes (15 [mu]L of serum or plasma). Our current assay allows us to measure ~800 proteins with very low limits of detection (1 pM average), 7 logs of overall dynamic range, and 5% average coefficient of variation. This technology is enabled by a new generation of aptamers that contain chemically modified nucleotides, which greatly expand the physicochemical diversity of the large randomized nucleic acid libraries from which the aptamers are selected. Proteins in complex matrices such as plasma are measured with a process that transforms a signature of protein concentrations into a corresponding DNA aptamer concentration signature, which is then quantified with a DNA microarray. In essence, our assay takes advantage of the dual nature of aptamers as both folded binding entities with defined shapes and unique sequences recognizable by specific hybridization probes. To demonstrate the utility of our proteomics biomarker discovery technology, we applied it to a clinical study of chronic kidney disease (CKD). We identified two well known CKD biomarkers as well as an additional 58 potential CKD biomarkers. These results demonstrate the potential utility of our technology to discover unique protein signatures characteristic of various disease states. More generally, we describe a versatile and powerful tool that allows large-scale comparison of proteome profiles among discrete populations. This unbiased and highly multiplexed search engine will enable the discovery of novel biomarkers in a manner that is unencumbered by our incomplete knowledge of biology, thereby helping to advance the next generation of evidence-based medicine

    The impact of a selective entry examination on children's feelings as they approach the transition to secondary school

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    In the current study we examined how different experiences of a secondary school selective entry examination influenced children’s feelings about themselves, school, and intelligence as they approached transition. Children were recruited from three English schools that use a selective entry examination to stream students into secondary schools based on ability (98 children aged around 10) and were assessed at two time points. At Time 1 children had recently decided whether to take the exam, and at Time 2 children had received their exam results. At each time children completed measures of theory of intelligence, locus of control, self-esteem, and feelings about the school system. At Time 1, children who intended to take the exam showed more positive outcomes than those who did not. However, they were also more likely to hold a fixed view of intelligence, which has been associated with longer-term negative outcomes. Similarly at Time 2 children who had passed the exam showed more positive outcomes than those who had failed or had not taken the exam, but again they were more likely to hold a potentially maladaptive fixed view of intelligence. Those who failed the exam were indistinguishable from those who had not taken the exam. These results suggest that passing the selective exam can lead to positive outcomes for children, except in terms of their view of intelligence. However, failing and not being given the opportunity to sit the exam leads to consistently negative outcomes. The potential implications of these results are discussed

    Factors Associated with Revision Surgery after Internal Fixation of Hip Fractures

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    Background: Femoral neck fractures are associated with high rates of revision surgery after management with internal fixation. Using data from the Fixation using Alternative Implants for the Treatment of Hip fractures (FAITH) trial evaluating methods of internal fixation in patients with femoral neck fractures, we investigated associations between baseline and surgical factors and the need for revision surgery to promote healing, relieve pain, treat infection or improve function over 24 months postsurgery. Additionally, we investigated factors associated with (1) hardware removal and (2) implant exchange from cancellous screws (CS) or sliding hip screw (SHS) to total hip arthroplasty, hemiarthroplasty, or another internal fixation device. Methods: We identified 15 potential factors a priori that may be associated with revision surgery, 7 with hardware removal, and 14 with implant exchange. We used multivariable Cox proportional hazards analyses in our investigation. Results: Factors associated with increased risk of revision surgery included: female sex, [hazard ratio (HR) 1.79, 95% confidence interval (CI) 1.25-2.50; P = 0.001], higher body mass index (fo
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