Application of the general linear model to assess the effect of missing data on bone marrow mononuclear cell therapy with infusion timing and follow-up MRI

With most clinical trials, missing data presents a statistical problem in evaluating a treatment's efficacy. There are many methods commonly used to assess missing data; however, these methods leave room for bias to enter the study. This thesis was a secondary analysis on data taken from TIME, a phase 2 randomized clinical trial conducted to evaluate the safety and effect of the administration timing of bone marrow mononuclear cells (BMMNC) for subjects with acute myocardial infarction (AMI).^ We evaluated the effect of missing data by comparing the variance inflation factor (VIF) of the effect of therapy between all subjects and only subjects with complete data. Through the general linear model, an unbiased solution was made for the VIF of the treatment's efficacy using the weighted least squares method to incorporate missing data. Two groups were identified from the TIME data: 1) all subjects and 2) subjects with complete data (baseline and follow-up measurements). After the general solution was found for the VIF, it was migrated Excel 2010 to evaluate data from TIME. The resulting numerical value from the two groups was compared to assess the effect of missing data.^ The VIF values from the TIME study were considerably less in the group with missing data. By design, we varied the correlation factor in order to evaluate the VIFs of both groups. As the correlation factor increased, the VIF values increased at a faster rate in the group with only complete data. Furthermore, while varying the correlation factor, the number of subjects with missing data was also varied to see how missing data affects the VIF. When subjects with only baseline data was increased, we saw a significant rate increase in VIF values in the group with only complete data while the group with missing data saw a steady and consistent increase in the VIF. The same was seen when we varied the group with follow-up only data. This essentially showed that the VIFs steadily increased when missing data is not ignored. When missing data is ignored as with our comparison group, the VIF values sharply increase as correlation increases.^

Influence of mycobacterial trehalose 6,6'-dimycolate (TDM) on macrophage responses

Mycobacterium tuberculosis, the causative agent of tuberculosis, survives within macrophages by altering host cell activation and by manipulating phagosomal trafficking and acidification. Part of the success of M. tuberculosis as a major human pathogen has been attributed to its cell wall, a unique structure largely comprised of mycolic acids. Trehalose 6,6′-dimycolate (TDM) is the major glycolipid component on the surface of the mycobacterial cell wall. This study examines the contribution of TDM during mycobacterial infection of murine macrophages. Virulent M. tuberculosis was chemically depleted of surface-exposed TDM using petroleum ether extraction. Compared to their native counterparts, delipidated M. tuberculosis showed similar growth in broth culture. Bone marrow-derived macrophages (BMM) or the murine macrophage-like cell line J774A.1 were infected with delipidated M. tuberculosis, and responses were compared to cells infected with native M. tuberculosis. Delipidated M. tuberculosis demonstrated significantly decreased viability in macrophages by seven days after infection. Reconstitution of delipidated organisms with pure TDM restored viability. Infection with native M. tuberculosis led to high cellular production of cytokines (IL-1β, IL-6, IL-12, and TNF-α) and chemokines (MCP-1 and MIP-1α); infection with delipidated M. tuberculosis significantly abrogated responses. Cytokine and chemokine production were restored when delipidated organisms were reconstituted with TDM. Responses were specifically induced by TDM; all measured cytokines were elicited from macrophages incubated with TDM-coated beads, while control beads coated with bovine serum albumin (BSA) did not induce cytokine production. Visualization of mycobacterial localization in J774A.1 cells using fluorescence microscopy revealed that delipidated M. tuberculosis were significantly more likely to traffic to acidic vesicles (lysosomes) than native organisms. Reconstitution with TDM restored trafficking to non-acidic vesicles. Similarly, TDM-coated beads demonstrated significantly delayed localization to acidic vesicles compared to BSA-coated beads. In summary, the interaction of TDM with macrophages may regulate the outcome of M. tuberculosis infection by influencing cellular cytokine production and intracellular localization of organisms. This research has elucidated a novel and necessary role for TDM in survival of virulent M. tuberculosis in host macrophages during in vitro infection. ^

Potential REST Targets in Neural Stem Cells and Glioblastoma-Derived Stem Cells

Glioblastoma multiforme (GBM) tumors are the most common malignant primary brain tumors in adults. The current theory is that these tumors are caused by self-renewing glioblastoma-derived stem cells (GSCs). At the current time, the mechanisms that regulate self-renewal and other oncogenic properties of GSCs remain unknown. Recently, we found transcriptional repressor REST maintains self-renewal in neural stem cells (NSCs) and in GSCs. REST also regulates other oncogenic properties, such as apoptosis, invasion and proliferation. However, the mechanisms by which REST regulates these oncogenic properties are unknown. In an attempt to determine these mechanisms, we performed loss and gain-of-function experiments and genome-wide mRNA expression analysis in GSCs, and we were able to identify REST-regulated genes in GSCs. This was accomplished, after screening concordantly regulated genes in NSCs and GSCs, utilizing two RE1 databases, and setting two-fold expression as filters on the resulting genes. These results received further validation by qRT-PCR. Ingenuity Pathway Analysis (IPA) analysis further revealed the top REST target genes in GSCs were downstream targets of REST and/or involved in other cancers in other cell lines. IPA also revealed that many of the differentially-regulated genes identified in this study are involved in oncogenic properties seen in GBM, and which we believe are related to REST expression.

Mutations in the cofilin partner Aip1/Wdr1 cause autoinflammatory disease and macrothrombocytopenia.

A pivotal mediator of actin dynamics is the protein cofilin, which promotes filament severing and depolymerization, facilitating the breakdown of existing filaments, and the enhancement of filament growth from newly created barbed ends. It does so in concert with actin interacting protein 1 (Aip1), which serves to accelerate cofilin's activity. While progress has been made in understanding its biochemical functions, the physiologic processes the cofilin/Aip1 complex regulates, particularly in higher organisms, are yet to be determined. We have generated an allelic series for WD40 repeat protein 1 (Wdr1), the mammalian homolog of Aip1, and report that reductions in Wdr1 function produce a dramatic phenotype gradient. While severe loss of function at the Wdr1 locus causes embryonic lethality, macrothrombocytopenia and autoinflammatory disease develop in mice carrying hypomorphic alleles. Macrothrombocytopenia is the result of megakaryocyte maturation defects, which lead to a failure of normal platelet shedding. Autoinflammatory disease, which is bone marrow-derived yet nonlymphoid in origin, is characterized by a massive infiltration of neutrophils into inflammatory lesions. Cytoskeletal responses are impaired in Wdr1 mutant neutrophils. These studies establish an essential requirement for Wdr1 in megakaryocytes and neutrophils, indicating that cofilin-mediated actin dynamics are critically important to the development and function of both cell types.