104 research outputs found
Adapting School-Based Substance Use Prevention Curriculum Through Cultural Grounding: A Review and Exemplar of Adaptation Processes for Rural Schools
A central challenge facing twenty-first century community-based researchers and prevention scientists is curriculum adaptation processes. While early prevention efforts sought to develop effective programs, taking programs to scale implies that they will be adapted, especially as programs are implemented with populations other than those with whom they were developed or tested. The principle of cultural grounding, which argues that health message adaptation should be informed by knowledge of the target population and by cultural insiders, provides a theoretical rational for cultural regrounding and presents an illustrative case of methods used to reground the keepinâ it REAL substance use prevention curriculum for a rural adolescent population. We argue that adaptation processes like those presented should be incorporated into the design and dissemination of prevention interventions
Predicting Adverse Neonatal Outcomes for Preterm Neonates with Multi-Task Learning
Diagnosis of adverse neonatal outcomes is crucial for preterm survival since
it enables doctors to provide timely treatment. Machine learning (ML)
algorithms have been demonstrated to be effective in predicting adverse
neonatal outcomes. However, most previous ML-based methods have only focused on
predicting a single outcome, ignoring the potential correlations between
different outcomes, and potentially leading to suboptimal results and
overfitting issues. In this work, we first analyze the correlations between
three adverse neonatal outcomes and then formulate the diagnosis of multiple
neonatal outcomes as a multi-task learning (MTL) problem. We then propose an
MTL framework to jointly predict multiple adverse neonatal outcomes. In
particular, the MTL framework contains shared hidden layers and multiple
task-specific branches. Extensive experiments have been conducted using
Electronic Health Records (EHRs) from 121 preterm neonates. Empirical results
demonstrate the effectiveness of the MTL framework. Furthermore, the feature
importance is analyzed for each neonatal outcome, providing insights into model
interpretability
Making a difference in medical traineesâ attitudes toward Latino patients: A pilot study of an intervention to modify implicit and explicit attitudes
Negative attitudes and discrimination against Latinos exist in the dominant U.S. culture and in healthcare systems, contributing to ongoing health disparities. This article provides findings of a pilot test of Yo Veo Salud (I See Health), an intervention designed to positively modify attitudes toward Latinos among medical trainees. The research question was: Compared to the comparison group, did the intervention group show lower levels of implicit bias against Latinos versus Whites, and higher levels of ethnocultural empathy, healthcare empathy, and patient-centeredness? We used a sequential cohort, post-test design to evaluate Yo Veo Salud with a sample of 69 medical trainees. The intervention setting was an academic medical institution in a Southeastern U.S. state with a fast-growing Latino population. The intervention was delivered, and data were collected online, between July and December of 2014. Participants in the intervention group showed greater ethnocultural empathy, healthcare empathy, and patient-centeredness, compared to the comparison group. The implicit measure assessed four attitudinal dimensions (pleasantness, responsibility, compliance, and safety). Comparisons between our intervention and comparison groups did not find any average differences in implicit anti-Latino bias between the groups. However, in a subset analysis of White participants, White participants in the intervention group demonstrated a significantly decreased level of implicit bias in terms of pleasantness. A dose response was also founded indicating that participants involved in more parts of the intervention showed more change on all measures. Our findings, while modest in size, provide proof of concept for Yo Veo Salud as a means for increasing ethno-cultural and physician empathy, and patient-centeredness among medical residents and decreasing implicit provider bias toward Latinos
The Xpc gene markedly affects cell survival in mouse bone marrow
The XPC protein (encoded by the xeroderma pigmentosum Xpc gene) is a key DNA damage recognition factor that is required for global genomic nucleotide excision repair (G-NER). In contrast to transcription-coupled nucleotide excision repair (TC-NER), XPC and G-NER have been reported to contribute only modestly to cell survival after DNA damage. Previous studies were conducted using fibroblasts of human or mouse origin. Since the advent of Xpcâ/â mice, no study has focused on the bone marrow of these mice. We used carboplatin to induce DNA damage in Xpcâ/â and strain-matched wild-type mice. Using several independent methods, Xpcâ/â bone marrow was âŒ10-fold more sensitive to carboplatin than the wild type. Importantly, 12/20 Xpcâ/â mice died while 0/20 wild-type mice died. We conclude that G-NER, and XPC specifically, can contribute substantially to cell survival. The data are important in the context of cancer chemotherapy, where Xpc gene status and G-NER may be determinants of response to DNA-damaging agents including carboplatin. Additionally, altered cell cycles and altered DNA damage signalling may contribute to the cell survival end point
Somatic Variants in SVIL in Cerebral Aneurysms
Publisher Copyright: © American Academy of Neurology.Background and ObjectivesWhile somatic mutations have been well-studied in cancer, their roles in other complex traits are much less understood. Our goal is to identify somatic variants that may contribute to the formation of saccular cerebral aneurysms.MethodsWe performed whole-exome sequencing on aneurysm tissues and paired peripheral blood. RNA sequencing and the CRISPR/Cas9 system were then used to perform functional validation of our results.ResultsSomatic variants involved in supervillin (SVIL) or its regulation were found in 17% of aneurysm tissues. In the presence of a mutation in the SVIL gene, the expression level of SVIL was downregulated in the aneurysm tissue compared with normal control vessels. Downstream signaling pathways that were induced by knockdown of SVIL via the CRISPR/Cas9 system in vascular smooth muscle cells (vSMCs) were determined by evaluating changes in gene expression and protein kinase phosphorylation. We found that SVIL regulated the phenotypic modulation of vSMCs to the synthetic phenotype via KrĂŒppel-like factor 4 and platelet-derived growth factor and affected cell migration of vSMCs via the RhoA/ROCK pathway.DiscussionWe propose that somatic variants form a novel mechanism for the development of cerebral aneurysms. Specifically, somatic variants in SVIL result in the phenotypic modulation of vSMCs, which increases the susceptibility to aneurysm formation. This finding suggests a new avenue for the therapeutic intervention and prevention of cerebral aneurysms.Peer reviewe
Effort-related functions of nucleus accumbens dopamine and associated forebrain circuits
Background
Over the last several years, it has become apparent that there are critical problems with the hypothesis that brain dopamine (DA) systems, particularly in the nucleus accumbens, directly mediate the rewarding or primary motivational characteristics of natural stimuli such as food. Hypotheses related to DA function are undergoing a substantial restructuring, such that the classic emphasis on hedonia and primary reward is giving way to diverse lines of research that focus on aspects of instrumental learning, reward prediction, incentive motivation, and behavioral activation.
Objective
The present review discusses dopaminergic involvement in behavioral activation and, in particular, emphasizes the effort-related functions of nucleus accumbens DA and associated forebrain circuitry.
Results
The effects of accumbens DA depletions on food-seeking behavior are critically dependent upon the work requirements of the task. Lever pressing schedules that have minimal work requirements are largely unaffected by accumbens DA depletions, whereas reinforcement schedules that have high work (e.g., ratio) requirements are substantially impaired by accumbens DA depletions. Moreover, interference with accumbens DA transmission exerts a powerful influence over effort-related decision making. Rats with accumbens DA depletions reallocate their instrumental behavior away from food-reinforced tasks that have high response requirements, and instead, these rats select a less-effortful type of food-seeking behavior.
Conclusions
Along with prefrontal cortex and the amygdala, nucleus accumbens is a component of the brain circuitry regulating effort-related functions. Studies of the brain systems regulating effort-based processes may have implications for understanding drug abuse, as well as energy-related disorders such as psychomotor slowing, fatigue, or anergia in depression
Rush-Hour Congestion: Are HOV Lanes the Answer?
Rapid population growth in the Boise area tends to stretch the existing capacity of our roadways â especially, certain corridors - during rush hour. The section of highway on I-84 between Broadway and Caldwell sees increased amounts of traffic during peak driving hours. Our research will identify the causes of congestion and the subsequent impact of using HOV lanes during peak hours. Included in the analysis will be considerations such as the number of passengers required to access the HOV lane, times of operation of the HOV lane, and whether it would be beneficial to also use it as a toll lane. Data will be collected from previously published ACHD and Idaho Transportation Department reports and studies as well as other federal transportation agencies. We will also present data from comparable cities that have implemented HOV lanes. The expected outcome of this research is to show that HOV lanes could decrease travel time between the aforementioned Broadway and Caldwell exits during peak hours. A predicted decrease in negative externalities such as pollution, automobile accidents, and noise is also expected
Derivation and Validation of Predictive Factors for Clinical Deterioration after Admission in Emergency Department Patients Presenting with Abnormal Vital Signs Without Shock
Introduction: Strategies to identify high-risk emergency department (ED) patients often use markedly
abnormal vital signs and serum lactate levels. Risk stratifying such patients without using the presence of
shock is challenging. The objective of the study is to identify independent predictors of in-hospital adverse
outcomes in ED patients with abnormal vital signs or lactate levels, but who are not in shock.
Methods: We performed a prospective observational study of patients with abnormal vital signs or lactate
level defined as heart rate â„130 beats/min, respiratory rate â„24 breaths/min, shock index â„1, systolic
blood pressure <90mm/Hg, or lactate â„4mmole/L. We excluded patients with isolated atrial tachycardia,
seizure, intoxication, psychiatric agitation, or tachycardia due to pain (ie: extremity fracture). The primary
outcome was deterioration, defined as development of acute renal failure (creatinine 2x baseline), nonelective
intubation, vasopressor requirement, or mortality. Independent predictors of deterioration after
hospitalization were determined using logistic regression.
Results: Of 1,152 consecutive patients identified with abnormal vital signs or lactate level, 620 were
excluded, leaving 532 for analysis. Of these, 53/532 (9.9±2.5%) deteriorated after hospital admission.
Independent predictors of in-hospital deterioration were: lactate >4.0mmol/L (OR 5.1, 95% CI [2.1â12.2]),
age â„80 yrs (OR 1.9, CI [1.0â3.7]), bicarbonate <21mEq/L (OR 2.5, CI [1.3â4.9]), and initial HRâ„130 (OR
3.1, CI [1.5â6.1]).
Conclusion: Patients exhibiting abnormal vital signs or elevated lactate levels without shock had
significant rates of deterioration after hospitalization. ED clinical data predicted patients who suffered
adverse outcomes with reasonable reliability
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