Estrogen action during early mouse mammary gland development

Estrogens have been implicated in the normal and neoplastic development of the mammary gland. Although estradiol is essential for early mammary differentiation, its role in postnatal ductal morphogenesis is poorly defined. We have found that neonatal estradiol exposure promotes precocious ductal outgrowth and terminal end bud formation in 21 day-old female mice. In contrast to this precocious phenotype, day 21 estradiol-treated epithelium, transplanted into control host fatpads, grows more slowly than control epithelium. Western and immunohistochemical (IHC) analyses indicate that neonatally-estrogenized glands have significantly less total ER than controls at days 7 and 21, and significantly more stromal ER at day 35. Estrogen receptor α (ER) is present in the gland when treatment is initiated at day 1. We propose that the premature activation of ER by neonatal estradiol exposure, during this critical perinatal period, is a key factor in the alteration of mammary growth and ER expression. ^ To address the role of ER function in mammary morphogenesis, we have developed an in vitro system to study the effect of estradiol exposure in vivo. Keratin and ER-positive mammary epithelial cell lines from 7, 21 and 35 day-old oil or estradiol treated mice have been established. Cell lines derived from estradiol-treated mice grow significantly slower than cells from control glands. Although the level of ER expressed by each cell line is correlated to its rate of growth, epithelial growth in vitro is estradiol-independent and antiestrogen-insensitive. Estradiol-induced transcription from an ERE-reporter in transiently-transfected cell lines confirms the functionality of the ER detected by western and IHC. However, there are no differences in estradiol-stimulated transcription between cell lines. ^ In conclusion, neonatal estradiol treatment alters the pattern of ER expression in mammary epithelial and stromal cells in vivo, and the growth of mammary epithelial cells in vivo and in vitro. When grown outside of the estrogenized host, exposed epithelium grows more slowly than the control. Therefore, an extra-epithelial factor is necessary for enhanced epithelial growth. Our model, which couples an in vivo-in vitro approach, can be used in the future to identify factors involved in the period of early mammary outgrowth and carcinogen susceptibility. ^

Mechanisms regulating the p120-catenin/Kaiso pathway

The Wnt pathways contribute to many processes in cancer and developmental biology, with β-catenin being a key canonical component. P120-catenin, which is structurally similar to β-catenin, regulates the expression of certain Wnt target genes, relieving repression conferred by the POZ/ zinc-finger transcription factor Kaiso. In my first project, employing Xenopus embryos and mammalian cell lines, I found that the degradation machinery of the canonical Wnt pathway modulates p120-catenin protein stability, especially p120 isoform-1, through mechanisms shared with b-catenin. Exogenous expression of destruction-complex components such as GSK3b or Axin promotes p120-catenin degradation, and consequently, is able to rescue developmental phenotypes resulting from p120 over-expression during early Xenopus embryonic development. Conversely, as predicted, the in vivo depletion of either Axin or GSK3b coordinately increased p120 and b-catenin levels, while p120 levels decreased upon LRP5/6 depletion, which are positive modulators in the canonical Wnt pathway. At the primary sequence level, I resolved conserved GSK3b phosphorylation sites in p120’s (isoform 1) amino-terminal region. Point-mutagenesis of these residues inhibited the association of destruction complex proteins including those involved in ubiquitination, resulting in p120-catenin stabilization. Importantly, we found that two additional p120-catenin family members, ARVCF-catenin and d-catenin, in common with b-catenin and p120, associate with Axin, and are degraded in Axin’s presence. Thus, by similar means, it appears that canonical Wnt signals coordinately modulate multiple catenin proteins having roles in development and conceivably disease states. In my second project, I found that the Dyrk1A kinase exhibits a positive effect upon p120-catenin levels. That is, unlike the negative regulator GSK3b kinase, a candidate screen revealed that Dyrk1A kinase enhances p120-catenin protein levels via increased half-life. Dyrk1A is encoded by a gene located within the trisomy of chromosome 21, which contributes to mental retardation in Down Syndrome patients. I found that Dyrk1A expression results in increased p120 protein levels, and that Dyrk1A specifically associates with p120 as opposed to other p120-catenin family members or b-catenin. Consistently, Dyrk1A depletion in mammalian cell lines and Xenopus embryos decreased p120-catenin levels. I further confirmed that Dyrk overexpression and knock-down modulates both Siamois and Wnt11 gene expression in the expected manner based upon the resulting latered levels of p120-catenin. I determined that Dyrk expression rescues Kaiso depletion effects (gastrulation failure; increased endogenous Wnt11 expression), and vice versa. I then identified a putative Dyrk phosphorylation region within the N-terminus of p120-catenin, which may also be responsible for Dyrk1A association. I went on to make a phosphomimic mutant, which when over-expressed, had the predicted enhanced capacity to positively modulate endogenous Wnt11 and Siamois expression, and thereby generate gastrulation defects. Given that Dyrk1A modulates Siamois expression through stabilization of p120-catenin, I further observed that ectopic expression of Dyrk can positively influence b-catenin’s capacity to generate ectopic dorsal axes when ventrally expressed in early Xenopus embryos. Future work will investigate how Dyrk1A modulates the Wnt signaling pathway through p120-catenin, and possibly begin to address how dysfunction of Dyrk1A with respect to p120-catenin might relate to aspects of Down syndrome. In summary, the second phase of my graduate work appears to have revealed a novel aspect of Dyrk1A/p120-catenin action in embryonic development, with a functional linkage to canonical Wnt signaling. What I have identified as a “Dyrk1A/p120-catenin/Kaiso pathway” may conceivably assist in our larger understanding of the impact of Dyrk1A dosage imbalance in Down syndrome.

H2B histone gene expression during {\it Xenopus laevis\/} development

Histone gene expression is replication-independent during oogenesis and early embryogenesis in amphibians; however, it becomes replication-dependent during later embryogenesis and remains replication-dependent through adulthood. In order to understand the mechanism for this switch in transcriptional regulation of histone gene expression during amphibian development, linker-scanning mutations were made in a Xenopus laevis H2B histone gene promoter by oligonucleotide site-directed mutagenesis and assayed by microinjection into oocytes and embryos. The Xenopus H2B gene has a relatively simple promoter containing several transcriptional regulatory elements, including TFIID, CCAAT, and ATF motifs, required for maximal transcription in both oocytes and embryos. Factors binding to the CCAAT and ATF motifs are present in oocytes and embryos and increase slightly in abundance during early development. A sequence (CTTTACAT) in the frog H2B promoter resembling the conserved octamer motif (ATTTGCAT), the target for cell-cycle regulation of a human H2B gene, is additionally required for maximal H2B transcription in frog embryos. Oocytes and embryos contain multiple octamer-binding proteins that are expressed in a sequential manner during early development. Sequences encoding three novel octamer-binding proteins were isolated from Xenopus cDNA libraries by virtue of their similarity with the DNA binding (POU) domain of the ubiquitously expressed transcription factor Oct-1. The protein encoded by one of these genes, termed Oct-60, was localized mainly in the cytoplasm of oocytes and was also present in early embryos until the gastrula stage of development. Proteins encoded by the other two genes, Oct-25 and Oct-91, were present in embryos after the mid-blastula stage of development and decreased by early neurula stage. The activity of the Xenopus H2B octamer motif in embryos is not specifically associated with increased binding by Oct-1 or the appearance of novel octamer-binding proteins but requires the presence of an intact CCAAT motif. We found that synergistic interactions among promoter elements are important for full H2B promoter activity. The results suggest that transcription of the Xenopus H2B gene is replication-dependent when it is activated at the mid-blastula stage of development and that replication-dependent H2B transcription is mediated by Oct-1. ^

Functional analysis of BMP4 signaling in mouse neural development

During early mouse neural development, bone morphogenetic protein (BMP) signaling patterns the dorsal neural tube and defines distinct neural progenitor cell domains along the dorsoventral axis. Unlike the ventral signaling molecule Sonic hedgehog, which has long-range activity by establishing a concentration gradient in the ventral neural tube, these dorsally expressed BMPs appear to have a limited domain of action. This raises questions as to how BMP activity is restricted locally and how restricted BMP signaling directs dorsal neural patterning and differentiation. I hypothesize that BMPs are restricted in the dorsal neural tube for correct dorsoventral patterning. ^ Previous studies have shown that the positively charged basic amino acids located at the N-terminus of several BMPs are essential for heparin binding and diffusion. This provides a novel tool to address these questions. Here I adapted a UAS/GAL4 bigenic mouse system to control the ectopic expression of BMP4 and a mutant form of BMP4 that lacks a subset of the N-terminal basic amino acids. The target genes, UAS-Bmp4 and UAS-mBmp4 , were introduced into the Hprt locus by gene targeting in mouse embryonic stem cells. The expression of the GAL4 transactivator was driven by a roof plate specific Wnt1 promoter. ^ The bigenic mouse embryos exhibit phenotype variations, ranging from mid/hindbrain defects, hemorrhage, and eye abnormalities to vasculture formation. Embryonic death starts around E11.5 because of severe hemorrhage. The different expression levels of the activated transgene may account for the phenotype variation. Further marker analysis reveals that mutant BMP4 induces ectopic expression of the dorsal markers MSX1/2 and PAX7 in the ventral neural tube. In addition, the expression of the ventral neural marker NKX2.2 is affected by the expanded BMP4 activity, indicating that ectopic BMP signaling can antagonize ventral signaling. Comparison of the phenotypes of the Wnt1/ Bmp4 and Wnt1/mBmp4 bigenic embryos that express transgenes at the same level, respectively, shows that mutant BMP4 causes the expansion of dorsal neural fates ventrally while wild type BMP4 does not, suggesting that mutant BMP4 acts farther than wild type BMP4. Together, these data suggest that the N-terminus basic amino acid core controls BMP4 long-range activity in neural development, and that BMP signaling patterns the dorsal neural tube through a secondary signaling pathway that involves homeodomain transcription factors MSX1/2 and PAX7. ^

Analysis of Band 4.1B in Integrin-Mediated Cell Adhesion and Signaling

Band 4.1B is a cytoskeletal adaptor protein that regulates various cellular behavior; however, the mechanisms by which Band 4.1B contributes to intracellular signaling are unclear. This project addresses in vivo and in vitro functions for Band 4.1B in integrin-mediated cell adhesion and signaling. Band 4.1B has been shown to bind to β8 integrin, although cooperative functions of these two proteins have not been determined. Here, functional links between β8 integrin and Band 4.1B were investigated using gene knockout strategies. Ablation of β8 integrin and Band 4.1B genes resulted in impaired cardiac morphogenesis, leading to embryonic lethality by E11.5. These embryos displayed malformation of the outflow tract that was likely linked to abnormal regulation of cardiac neural crest migration. These data indicate the importance of cooperative signaling between β8 integrin and Band 4.1B in cardiac development. The involvement of Band 4.1B in integrin-mediated cell adhesion and signaling was further demonstrated by studying its functional roles in vitro. Band 4.1B is highly expressed in the brain, but its signaling in astrocytes is not understood. Here, Band 4.1B was shown to promote cell spreading likely by interacting with β1 integrin via its band 4.1, ezrin, radixin, and moesin (FERM) domain in cell adhesions. In astrocytes, both Band 4.1B and β1 integrin were expressed in cell-ECM contact sites during early cell spreading. Exogenous expression of Band 4.1B, especially its FERM domain, enhanced cell spreading on fibronectin, an ECM ligand for β1 integrin. However, the increased cell spreading was prohibited by blocking β1 integrin. These findings suggest that Band 4.1B is crucial for early adhesion assembly and/or signaling that are mediated by β1 integrin. Collectively, this study was the first to establish Band 4.1B as a modulator of integrin-mediated adhesion and signaling.

A NOVEL FUNCTION FOR AURORA B KINASE IN THE REGULATION OF P53 BY PHOSPHORYLATION

The mitotic kinase Aurora B plays a pivotal role in mitosis and cytokinesis and governs the spindle assembly checkpoint which ensures correct chromosome segregation and normal progression through mitosis. Aurora B is overexpressed in breast and other cancers and may be an important molecular target for chemotherapy. Tumor suppressor p53 is the guardian of the genome and an important negative regulator of the cell cycle. Previously, it was unknown whether Aurora B and p53 had mutual regulation during the cell cycle. A small molecule specific inhibitor of Aurora B, AZD1152, gave us an indication that Aurora B negatively impacted p53 during interphase and mitosis. Here, we show the antineoplastic activity of AZD1152 in six human breast cancer cell lines, three of which overexpress HER2. AZD1152 specifically inhibited Aurora B kinase activity, thereby causing mitotic catastrophe, polyploidy and apoptosis, which in turn led to apoptotic death. Further, AZD1152 administration efficiently suppressed tumor growth in orthotopic and metastatic breast cancer cell xenograft models. Notably, it was found that the protein level of Aurora B kinase declined after inhibition of Aurora B kinase activity. Investigation of the underlying mechanism suggested that AZD1152 accelerated the protein turnover of Aurora B by enhancing its ubiquitination. As a consequence of inhibition of Aurora B, p53 levels were increased in tissue culture and murine models. This hinted at a possible direct interaction between p53 and Aurora B. Indeed, it was found that p53 and Aurora B exist in complex and interact directly during interphase and at the centromere in mitosis. Further, Aurora B was shown to phosphorylate p53 at several serine/threonine residues in the DNA binding domain and these events caused downregulation of p53 levels via ubiquitination mediated by Mdm2. Importantly, phosphorylation of threonine 211 was shown to reduce p53’s transcriptional activity while other phosphorylation sites did not. On a functional level, Aurora B was shown to reduce p53’s capacity to mediate apoptosis in response to the DNA damaging agent, cisplatin. These results define a novel mechanism for p53 inactivation by Aurora B and imply that oncogenic hyperactivation or overexpression of Aurora B may compromise p53’s tumor suppressor function.

DYSREGULATION OF MEOX2 FOLLOWING WT1 MUTATION IN KIDNEY DEVELOPMENT AND WILMS TUMORIGENESIS

Wilms tumor (WT) is a childhood tumor of the kidney and a productive model for understanding the role of genetic alteration and interactions in tumorigenesis. The Wilms tumor gene 1 (WT1) is a transcriptional factor and one of the few genes known to have genetic alterations in WT and has been shown be inactivated in 20% of WTs. However, the mechanisms of how WT1 mutations lead to Wilms tumorigenesis and its influence on downstream genes are unknown. Since it has been established that WT1 is a transcriptional regulator, it has been hypothesized that the loss of WT1 leads to the dysregulation of downstream genes, in turn result in the formation of WTs. To identify the dysregulated downstream genes following WT1 mutations, an Affymetrix GeneChip Human Genome Array was previously conducted to assess the differentially expressed genes in the WT1-wildtype human and WT1-mutant human WTs. Approximately 700 genes were identified as being significantly dysregulated. These genes were further prioritized based on their statistical significance, fold change, chromosomal region, spatial pattern of gene expression and known or putative cellular functions. Mesenchyme homeobox 2 (MEOX2) was one of the most significantly upregulated genes in WT1-mutant WT. MEOX2 is known to play a role in cell proliferation, apoptosis, and differentiation. In addition to its biological roles, it is expressed during early kidney development in the condensed mesenchyme similar to WT1. Furthermore, the use of the Match® web-based tool from the BIOBASE Biological Data base identified a significant predicted WT1 binding site within the first intron of MEOX2. The similarity in spatial gene expression in the developing kidney and the significant predicted WT1 binding site found in the first intron of MEOX2 lead to the development of my hypothesis that MEOX2 is upregulated via a WT1-dependent manner. Here as a part of my master’s work, I have validated the Affymetrix GeneChip Human Genome Array data using an independent set of Wilms tumors. MEOX2 remained upregulated in the mutant WT1 Wilms tumor by 41-fold. Wt1 and Meox2 gene expression were assessed in murine newborn kidney; both Wt1 and Meox2 were expressed in the condensed, undifferentiated metanephric mesenchyme. I have shown that the in vivo ablation of Wt1 during embryonic development at embryonic day (E) 13.5 resulted in the slight increase of Meox2 gene expression by two fold. In order to functionally demonstrate the effect of the loss of Wt1 on Meox2 gene expression in undifferentiated metanephric mesenchyme, I have generated a kidney mesenchymal cell line to genetically ablate Wt1 in vitro by adenoviral infection. The ablation of Wt1 in the kidney mesenchymal cell line resulted in the upregulation of Meox2 by 61-fold. Moreover, the upregulation of Meox2 resulted in the significant induction of p21 and Itgb5. In addition to the dysregulation of these genes the ablation of Wt1 in the kidney mesenchymal cells resulted in decrease in cell growth and loss of cellular adherence. However, it is uncertain whether the upregulation of Meox2 caused this particular cellular phenotype. Overall, I have demonstrated that the upregulation of Meox2 is Wt1-dependent during early kidney development.

Isolation, characterization and functional analysis of the {\it xnf7\/} gene from {\it Xenopus laevis\/}

A fundamental problem in developmental biology concerns the mechanisms involved in the establishment of the embryonic axis. We are studying Xenopus nuclear factor 7 (xnf7) which we believe to be involved in dorsal-ventral patterning in Xenopus laevis. Xnf7 is a maternal gene product that is retained in the cytoplasm during early embryogenesis until the mid-blastula transition (MBT) when it reenters the nuclei. It is a member of a novel zinc finger proteins, the B-box family, consisting mainly of transcription factors and protooncogenes.^ The xnf7 gene is reexpressed during embryogenesis at the gastrula-neurula stage of development, with its zygotic expression limited to the central nervous system (CNS). In this study we showed that there are two different cDNAs coding for xnf7, xnf7-O and xnf7-B. They differ by 39 amino acid changes scattered throughout the cDNA. The expression of both forms of xnf7 is limited primarily to the central nervous system (CNS) and dorsal axial structures during later stages of embryogenesis.^ In order to study the spatial and temporal regulation of the gene, we screened a Xenopus genomic library using part of xnf7 cDNA as a probe. A genomic clone corresponding to the xnf7-O type was isolated, its 5$\sp\prime$ putative regulatory region sequenced, and its transcriptional initiation site mapped. The putative promoter region contained binding sites for Sp1, E2F, USF, a Pu box and AP1. CAT/xnf7 fusion genes were constructed containing various 5$\sp\prime$ deleted regions of the xnf7 promoter linked to a CAT (Chloramphenicol Acetyl Transferase) reporter vector. These constructs were injected into Xenopus oocytes and embryos to study the regions of the xnf7 promoter responsible for basal, temporal and spatial regulation of the gene. The activity of the fusion genes was measured by the conversion of chloramphenicol to its acetylated forms, and the spatial distribution of the transcripts by whole mount in situ hybridization. We showed that the elements involved in basal regulation of xnf7 lie within 121 basepairs upstream of the transcriptional inititiation site. A DNase I footprint analysis performed using oocyte extract showed that a E2F and 2 Sp1 sites were protected. During development, the fusion genes were expressed following the MBT, in accordance with the timing of the endogenous xnf7 gene. Spatially, the expression of the fusion gene containing 421 basepairs of the promoter was localized to the dorsal region of the embryo in a pattern that was almost identical to that detected with the endogenous transcripts. Therefore, the elements involved in spatial and temporal regulation of the xnf7 gene during development were contained within 421 basepairs upstream of the transcriptional initiation site. Future work will further define the elements involved in the spatial and temporal regulation and the trans-factors that interact with them. ^

Sexual orientation and sexual behavior patterns: Evaluation of agreement and variation in a cohort of male, African American drug users in Houston, TX

Background. Sexual orientation and sexual behavior among men have shown disagreement in past studies. The term "on the down low" has been adopted by many to describe "straight" identifying men who have sex with men but do not inform their primary female partner. Methods. This secondary analysis of data collected from the "DASH Project---A Hepatitis B Vaccine Model for HIV Vaccine Trial in Drug Users," assessed sexual behavior patterns among African American drug-using men over time. Using a screener questionnaire to determine sexual orientation and sexual behavior of the men, the study specifically evaluated "straight" identified men who have sex with women only (MSW) to determine what factors were associated with sexual behavior variation to include men during follow-up. The Fisher's Exact Test was used to evaluate the factors. Results. Variation of sexual behavior was highest among "bisexual" identified men followed by "gay" identified men. Fifteen of the original 593 "straight" and MSW men had sexual behavior variation to include men. In the analysis of "straight" and MSW men with variation in sexual behavior compared to those who did not, living on the streets, greater number of sexual partners, trading sex for drugs, and trading sex for money were associated with sexual behavior variation (all p-values <0.01). Conclusions. The factors were only associated when considering the interview when the variation occurred. The same factors at screening were not predictive of sexual behavior variation in the future. Environmental factors, such as living situation, appear to play a role in sexual behavior variations in "straight" and MSW men. ^ Keywords. sexual behavior, sexual orientation, Fisher's Exact Test^

2005 ACIP recommendations effect on newborn hepatitis B vaccination rates and the factors affecting the successful implementation of the recommendations in the US

Background. Hepatitis B virus infection is one of major causes of acute and chronic hepatitis, cirrhosis of the liver, and primary hepatocellular carcinoma. Hepatitis B and its long term consequences are major health problems in the United States. Hepatitis B virus can be vertically transmitted from mother to infant during birth. Hepatitis B vaccination at birth is the most effective measure to prevent the newborn from HBV infection and its consequences, and is part of any robust perinatal hepatitis B prevention program following ACIP recommendations. Universal vaccination of the new born will prevent HBV infection during early childhood and, assuming that children receive the three dosages of the vaccine, it will also prevent adolescent and adult infections. Hepatitis B vaccination is now recommended as part of a comprehensive strategy to eliminate HBV transmission in the United States. ^ Objective. (1)To assess if the hepatitis B vaccination rates of newborn babies have improved after the 2005 ACIP recommendations. (2) To identify factors that affects the implementation of ACIP recommendation for hepatitis B vaccination in newborn babies. These factors will encourage ongoing improvement by identifying successful efforts and pinpointing areas that fall short and need attention. Additional focus areas may be identified to accelerate progress in eliminating perinatal HBV transmission.^ Methods. This review includes information from all pertinent articles, reviews, National immunization survey (NIS) surveys, reports, peer reviewed literature and web sources that were published after 1991.The key words to be used for selecting the articles are: "Perinatal Hepatitis B Prevention program", "Universal Hepatitis B vaccination of newborn babies", "ACIP Recommendations." The data gathered will be supplemented with an analysis of vaccination rates using the National Immunization Survey (NIS) birth dose coverage data.^ Results. The data collected in the NIS of 2009 reveals that the national coverage for birth dose of HepB increased to 60.8% from 50.1% in 2006. The largest increase observed for the birth dose in the past 5 years is from 2008 which increased from 55.3 % to 60.8% in 2009. By state, coverage ranged from 22.8% in Vermont to 80.7% in Michigan. %. Overall, in 2009 the estimated vaccination rates are in higher ranges for most states compared to the estimated vaccination rates in 2006. States vary widely in hepatitis B vaccination rates and in their compliance with the 2005 ACIP recommendation. There are many factors at various stages that might affect the successful implementation of the new ACIP recommendation as revealed in literature review. ^ Conclusions. HBV perinatal transmission can be eliminated, but it requires identifying the gaps and measures taken to increase the current vaccination coverage, ensuring timely administration of post exposure immunoprophylaxis and continued evaluations of the impact of immunization recommendations.^

TIME SERIES ANALYSIS AS INPUT FOR PREDICTIVE MODELING: PREDICTING CARDIAC ARREST IN A PEDIATRIC INTENSIVE CARE UNIT

The first manuscript, entitled "Time-Series Analysis as Input for Clinical Predictive Modeling: Modeling Cardiac Arrest in a Pediatric ICU" lays out the theoretical background for the project. There are several core concepts presented in this paper. First, traditional multivariate models (where each variable is represented by only one value) provide single point-in-time snapshots of patient status: they are incapable of characterizing deterioration. Since deterioration is consistently identified as a precursor to cardiac arrests, we maintain that the traditional multivariate paradigm is insufficient for predicting arrests. We identify time series analysis as a method capable of characterizing deterioration in an objective, mathematical fashion, and describe how to build a general foundation for predictive modeling using time series analysis results as latent variables. Building a solid foundation for any given modeling task involves addressing a number of issues during the design phase. These include selecting the proper candidate features on which to base the model, and selecting the most appropriate tool to measure them. We also identified several unique design issues that are introduced when time series data elements are added to the set of candidate features. One such issue is in defining the duration and resolution of time series elements required to sufficiently characterize the time series phenomena being considered as candidate features for the predictive model. Once the duration and resolution are established, there must also be explicit mathematical or statistical operations that produce the time series analysis result to be used as a latent candidate feature. In synthesizing the comprehensive framework for building a predictive model based on time series data elements, we identified at least four classes of data that can be used in the model design. The first two classes are shared with traditional multivariate models: multivariate data and clinical latent features. Multivariate data is represented by the standard one value per variable paradigm and is widely employed in a host of clinical models and tools. These are often represented by a number present in a given cell of a table. Clinical latent features derived, rather than directly measured, data elements that more accurately represent a particular clinical phenomenon than any of the directly measured data elements in isolation. The second two classes are unique to the time series data elements. The first of these is the raw data elements. These are represented by multiple values per variable, and constitute the measured observations that are typically available to end users when they review time series data. These are often represented as dots on a graph. The final class of data results from performing time series analysis. This class of data represents the fundamental concept on which our hypothesis is based. The specific statistical or mathematical operations are up to the modeler to determine, but we generally recommend that a variety of analyses be performed in order to maximize the likelihood that a representation of the time series data elements is produced that is able to distinguish between two or more classes of outcomes. The second manuscript, entitled "Building Clinical Prediction Models Using Time Series Data: Modeling Cardiac Arrest in a Pediatric ICU" provides a detailed description, start to finish, of the methods required to prepare the data, build, and validate a predictive model that uses the time series data elements determined in the first paper. One of the fundamental tenets of the second paper is that manual implementations of time series based models are unfeasible due to the relatively large number of data elements and the complexity of preprocessing that must occur before data can be presented to the model. Each of the seventeen steps is analyzed from the perspective of how it may be automated, when necessary. We identify the general objectives and available strategies of each of the steps, and we present our rationale for choosing a specific strategy for each step in the case of predicting cardiac arrest in a pediatric intensive care unit. Another issue brought to light by the second paper is that the individual steps required to use time series data for predictive modeling are more numerous and more complex than those used for modeling with traditional multivariate data. Even after complexities attributable to the design phase (addressed in our first paper) have been accounted for, the management and manipulation of the time series elements (the preprocessing steps in particular) are issues that are not present in a traditional multivariate modeling paradigm. In our methods, we present the issues that arise from the time series data elements: defining a reference time; imputing and reducing time series data in order to conform to a predefined structure that was specified during the design phase; and normalizing variable families rather than individual variable instances. The final manuscript, entitled: "Using Time-Series Analysis to Predict Cardiac Arrest in a Pediatric Intensive Care Unit" presents the results that were obtained by applying the theoretical construct and its associated methods (detailed in the first two papers) to the case of cardiac arrest prediction in a pediatric intensive care unit. Our results showed that utilizing the trend analysis from the time series data elements reduced the number of classification errors by 73%. The area under the Receiver Operating Characteristic curve increased from a baseline of 87% to 98% by including the trend analysis. In addition to the performance measures, we were also able to demonstrate that adding raw time series data elements without their associated trend analyses improved classification accuracy as compared to the baseline multivariate model, but diminished classification accuracy as compared to when just the trend analysis features were added (ie, without adding the raw time series data elements). We believe this phenomenon was largely attributable to overfitting, which is known to increase as the ratio of candidate features to class examples rises. Furthermore, although we employed several feature reduction strategies to counteract the overfitting problem, they failed to improve the performance beyond that which was achieved by exclusion of the raw time series elements. Finally, our data demonstrated that pulse oximetry and systolic blood pressure readings tend to start diminishing about 10-20 minutes before an arrest, whereas heart rates tend to diminish rapidly less than 5 minutes before an arrest.

A genetic characterization of {\it runt\/} activity during {\it Drosophila\/} embryogenesis

The Drosophila melanogaster gene runt encodes a novel transcriptional regulator that was originally identified on the basis of its key role in embryonic pattern formation. For my thesis I undertook a genetic analysis of runt activity to identify loci that interact with this unique transcriptional regulator. Specifically, I screened the genome with deficiencies for loci that interact with runt in a dose-dependent fashion during early embryogenesis. From this screen I discovered a vital dose-dependent interaction between runt and the achaete-scute complex (AS-C). The characterization of this interaction led to the exciting discovery of important roles for runt in sex determination and neurogenesis (Duffy and Gergen 1991, Duffy et al. 1991). I demonstrated that in sex determination runt is necessary for the normal transcriptional activation of the master sex-determining gene Sx1 and has all the properties of an X:A numerator element. I also showed that runt is required during the early stages of neurogenesis for the normal development of a subset of CNS ganglion mother cells and neurons. In addition, the screen, which focused on the identification and characterization of maternal loci that influence the activity of runt during segmentation, identified several new maternal loci, one of which affects the activity of the maternal posterior group genes on embryonic pattern formation. ^

Functions of GCN5 and P /CAF acetyltransferases in mammalian development

Histone acetyltransferases are important chromatin modifiers that function as transcriptional co-activators. The identification of the transcriptional regulator GCN5 as the first nuclear histone acetyltransferase in yeast directly linked chromatin remodeling to transcriptional regulation. Although emerging evidence suggests that acetyltransferases participate in multiple cellular processes, their roles in mammalian development remain undefined. In this study, I have cloned and characterized the mouse homolog of GCN5 and a closely related protein P/CAF that interacts with p300/CBP. In contrast to yeast GCN5, but similar to P/CAF, mouse GCN5 possesses an additional N-terminal domain that confers the ability to acetylate nucleosomal histones. GCN5 and P/CAF exhibit identical substrate specificity and both interact with p300/CBP. Interestingly, expression levels of GCN5 and P/CAF display a complementary pattern in mouse embryos and in adult tissues, suggesting that they have distinct tissue or developmental stage specific roles. To define the in vivo function of GCN5 and P/CAF, I have generated mice that are nullizygous for GCN5 or P/CAF. P/CAF null mice are viable and fertile with no gross morphological defects, indicating that P/CAF is dispensable for development and p300/CBP function in vivo. In contrast, mice lacking GCN5 die between 10.5–11 days of gestation. GCN5 null mice are severely retarded but have anterior ectopic outgrowth. Molecular marker analyses reveal that early mesoderm is formed in GCN5 null mice but further differentiation into distinct mesodermal lineages is perturbed. While presomitic mesoderm and chodamesoderm are missing in GCN5 mutant mice, extraembryonic tissues and lateral mesoderm are unaffected. This is consistent with our finding that GCN5 expression is absent in the heart and extraembryonic tissues but is uniform throughout the rest of the embryo. Remarkably, GCN5 mutant mice exhibit an unusually high incidence of apoptosis in the embryonic ectoderm and mesoderm. Finally, mice doubly null for GCN5 and P/CAF die much earlier than mice harboring the GCN5 mutation alone, suggesting that P/CAF and GCN5 share some overlapping function during embryogenesis. This work is the first study to show that specific acetyltransferase is important for cell survival as well as mesoderm differentiation or maintenance during early mammalian development. ^