Assessment of the effect on statistical power of regression model misspecification by using techniques of mathematical statistics and simulation study

Objectives. This paper seeks to assess the effect on statistical power of regression model misspecification in a variety of situations. ^ Methods and results. The effect of misspecification in regression can be approximated by evaluating the correlation between the correct specification and the misspecification of the outcome variable (Harris 2010).In this paper, three misspecified models (linear, categorical and fractional polynomial) were considered. In the first section, the mathematical method of calculating the correlation between correct and misspecified models with simple mathematical forms was derived and demonstrated. In the second section, data from the National Health and Nutrition Examination Survey (NHANES 2007-2008) were used to examine such correlations. Our study shows that comparing to linear or categorical models, the fractional polynomial models, with the higher correlations, provided a better approximation of the true relationship, which was illustrated by LOESS regression. In the third section, we present the results of simulation studies that demonstrate overall misspecification in regression can produce marked decreases in power with small sample sizes. However, the categorical model had greatest power, ranging from 0.877 to 0.936 depending on sample size and outcome variable used. The power of fractional polynomial model was close to that of linear model, which ranged from 0.69 to 0.83, and appeared to be affected by the increased degrees of freedom of this model.^ Conclusion. Correlations between alternative model specifications can be used to provide a good approximation of the effect on statistical power of misspecification when the sample size is large. When model specifications have known simple mathematical forms, such correlations can be calculated mathematically. Actual public health data from NHANES 2007-2008 were used as examples to demonstrate the situations with unknown or complex correct model specification. Simulation of power for misspecified models confirmed the results based on correlation methods but also illustrated the effect of model degrees of freedom on power.^

VERIFICATION OF DNA PREDICTED PROTEIN SEQUENCES BY ENZYME HYDROLYSIS AND MASS SPECTROMETRIC ANALYSIS

The focus of this thesis lies in the development of a sensitive method for the analysis of protein primary structure which can be easily used to confirm the DNA sequence of a protein's gene and determine the modifications which are made after translation. This technique involves the use of dipeptidyl aminopeptidase (DAP) and dipeptidyl carboxypeptidase (DCP) to hydrolyze the protein and the mass spectrometric analysis of the dipeptide products.^ Dipeptidyl carboxypeptidase was purified from human lung tissue and characterized with respect to its proteolytic activity. The results showed that the enzyme has a relatively unrestricted specificity, making it useful for the analysis of the C-terminal of proteins. Most of the dipeptide products were identified using gas chromatography/mass spectrometry (GC/MS). In order to analyze the peptides not hydrolyzed by DCP and DAP, as well as the dipeptides not identified by GC/MS, a FAB ion source was installed on a quadrupole mass spectrometer and its performance evaluated with a variety of compounds.^ Using these techniques, the sequences of the N-terminal and C-terminal regions and seven fragments of bacteriophage P22 tail protein have been verified. All of the dipeptides identified in these analysis were in the same DNA reading frame, thus ruling out the possibility of a single base being inserted or deleted from the DNA sequence. The verification of small sequences throughout the protein sequence also indicates that no large portions of the protein have been removed after translation. ^

Systematic review of genetic risk score in coronary heart disease and other diseases

In order to better take advantage of the abundant results from large-scale genomic association studies, investigators are turning to a genetic risk score (GRS) method in order to combine the information from common modest-effect risk alleles into an efficient risk assessment statistic. The statistical properties of these GRSs are poorly understood. As a first step toward a better understanding of GRSs, a systematic analysis of recent investigations using a GRS was undertaken. GRS studies were searched in the areas of coronary heart disease (CHD), cancer, and other common diseases using bibliographic databases and by hand-searching reference lists and journals. Twenty-one independent case-control studies, cohort studies, and simulation studies (12 in CHD, 9 in other diseases) were identified. The underlying statistical assumptions of the GRS using the experience of the Framingham risk score were investigated. Improvements in the construction of a GRS guided by the concept of composite indicators are discussed. The GRS will be a promising risk assessment tool to improve prediction and diagnosis of common diseases.^

Mechanisms of adenovirus 5 E1A -mediated tumor suppression and E1A-mediated apoptosis

The adenovirus type 5 E1A gene products have numerous functions in cells, which serve as useful tools in studying the mechanisms of either oncogenesis or tumor suppression. To understand the mechanisms of E1A-mediated tumor suppression, we introduced an Ad5 E1A gene into murine melanoma cells, and characterized E1A-mediated biological functions both in vitro and in vivo. The results of the study indicated that: (i) Ad5 E1A mediated tumor suppression in rodent tumor cells; (ii) E1A-mediated tumor suppression is associated with E1A-mediated apoptosis in vivo.^ To determine which functional region(s) of E1A is(are) required for E1A-mediated apoptosis and whether E1A-mediated apoptosis is required for E1A-mediated tumor suppression, we established stable transfectants of E1A mutants, which have deletion mutation at either the N-terminal (p300-binding) or the CR2 (pRb-binding) domain or both, and then characterized biological functions both in vitro and in vivo. The results of the study indicate that the CR2 domain of E1A is required for E1A-mediated apoptosis, while the N-terminal domain of E1A is dispensable. Interestingly, either of the two domains is able to mediate tumor suppression, since mutant E1A with a single deletion at either domain still suppressed tumor growth. Importantly, deletion mutations at both the N-terminal and the CR2 domains of E1A abrogated E1A-mediated tumor suppression, suggesting both regions are required for E1A-mediated tumor suppression. The results demonstrate that E1A-mediated apoptosis is not the only mechanism for E1A-mediated tumor suppression. Thus, the N-terminal and CR2 domains of E1A mediated two independent mechanisms of tumor suppression.^ To understand the mechanism of E1A-mediated apoptosis, we examined the temporal relationship of molecular events during the apoptotic cascades after UV radiation and serum depletion in both the E1A-expressing cells and parental cells. Kinetic analysis of JNK activity indicates that the JNK pathway is greatly increased in response to UV light in E1A transfectants, suggesting that extracellular stress stimuli have been converted into intracellular stress signals with greater magnitude in E1A transfectants than those in parental cells. Thus, E1A-mediated sensitization precedes these events. As ceramide has been proposed as second messenger and upstream activator of JNK pathway for stress-induced apoptosis, we also examined the roles of ceramide in apoptosis and the relationship with JNK pathway. The results indicate that E1A transfectants do not have increased sensitivity to ceramide. Therefore, E1A-mediated sensitization to UV radiation cannot be attributed to an increased sensitivity to ceramide. Furthermore, UV-induced JNK activation correlates with UV-induced apoptosis, while lethal dose of ceramide does not activate JNK. Thus, activation of JNK pathway is independent of the ceramide pathway. In addition, E1A transfectants also have increased activation of NF-kB in response to UV. These results suggest that E1A-mediated sensitization is an early event which associates with conversion of extracellular stress stimuli into amplified intracellular signals. The mechanism of E1A-mediated sensitization and its relationship with other pathways are discussed. ^

Using Video iPods to Teach Nursing Skills to BSN Nursing Stu

The use of technology has increased in several teaching institutions. These technologies include podcasting, webbased teaching and simulation. The purpose of this project is to compare student performance between students who are taught nursing skills by faculty demonstration and those taught nursing skills delivered via video iPods. [See PDF for complete abstract]

Synaptic vesicle dynamics in mouse rod bipolar cells.

To better understand synaptic signaling at the mammalian rod bipolar cell terminal and pave the way for applying genetic approaches to the study of visual information processing in the mammalian retina, synaptic vesicle dynamics and intraterminal calcium were monitored in terminals of acutely isolated mouse rod bipolar cells and the number of ribbon-style active zones quantified. We identified a releasable pool, corresponding to a maximum of 7 s. The presence of a smaller, rapidly releasing pool and a small, fast component of refilling was also suggested. Following calcium channel closure, membrane surface area was restored to baseline with a time constant that ranged from 2 to 21 s depending on the magnitude of the preceding Ca2+ transient. In addition, a brief, calcium-dependent delay often preceded the start of onset of membrane recovery. Thus, several aspects of synaptic vesicle dynamics appear to be conserved between rod-dominant bipolar cells of fish and mammalian rod bipolar cells. A major difference is that the number of vesicles available for release is significantly smaller in the mouse rod bipolar cell, both as a function of the total number per neuron and on a per active zone basis.