Main Menu

Big data usually means big sample size with many outliers, in which traditional scalable L2-norm principal component analysis (L2-PCA) will fail. Current existing L1-norm PCA (L1-PCA) methods can improve robustness over outliers, however, its scalability is usually limited in either sample size or dimension size.  The inventor proposes an online flipping method to solve L1-PCA challenges, which is not only convergent asymptotically (or with big data), but also achieves most efficiency in the sense each sample is visited only once to extract one principal component (PC).

Retinal Degenerations (RD) are the leading cause of blindness in the United States. The degeneration of the Retinal Pigment Epithelium (RPE) is associated with various types of RD such as Stargardt’s disease, retinitis pigmentosa, choroideremia, Late-Onset Retinal Degeneration (L-ORD), and Age-related Macular Degeneration (AMD). The RPE as a layer of cells in the back of the eye. Therefore, it is essential to maintain the health and integrity of retinal photoreceptors.

The chemokine receptor, CCR4 is a seven transmembrane G protein-coupled cell surface receptor molecule with selective expression on cells of the hematopoietic system. In adult T cell leukemia (ATL), the cell-surface expression of CCR4 on leukemic cells has been found to be nearly universal. Therefore, a CCR4-directed chimeric antigen receptor (CAR) -cell may provide an effective therapeutic against ATL.

RNA interference (RNAi) is a biological response to double-stranded RNA that regulates expression of protein-coding genes and is a natural mechanism for gene silencing. Delivery of short, interfering RNA (siRNA) leads to RNAi of the targeted genes. 

CD19 and CD20 are promising targets for the treatment of B-Cell malignancies.  Unfortunately, some clinical studies have shown that there is a loss of CD19 or CD20 expression in various cases of lymphomas and leukemias, particularly after treatment with an agent that targets CD19 (e.g., anti-CD19 CAR-T). However, studies have shown that expression of one protein is retained when the other is lost. This suggests that a therapeutic with the ability to simultaneously target both CD19 and CD20 could represent a solution to the drawbacks of current therapies. 

Neuroblastoma is a rare pediatric cancer with approximately 1,000 new cases arising annually. Current therapies have a less than forty-five percent (45%), three-year survival rate which demonstrate a need for a more effective treatment against this disease. Glypican-2 (GPC2) is a cell surface protein that is preferentially expressed in pediatric cancers including neuroblastoma, which makes GPC2 an attractive candidate for targeted therapy. 
 

The tumor-suppressor p53 protein plays a major role in tumor development. Most human cancers fail to normally activate wild-type p53, which is at least partly responsible for the unregulated growth of cancer cells and their failure to undergo apoptosis. While many chemotherapeutics enhance p53 levels, their non-specific DNA damage (genotoxicity) causes unfavorable side effects.
 

Tumor necrosis factor receptor type 2 (TNFR2)-expressing regulatory T cells (Tregs), present in the tumor microenvironment, play an important role in tumor immune evasion. TNFR2 plays a crucial role in stimulating the activation and proliferation of Tregs, a major checkpoint of antitumor immune responses. In addition to its expression on Tregs, TNFR2 is also known to be overexpressed on some types of tumors and the survival and growth of these tumor cells is promoted by ligands of TNFR2.

Soluble forms of human CD4 (sCD4) inhibit HIV-1 entry into immune cells.  Different forms of sCD4 and their fusion proteins have been extensively studied in animal models and clinical trials as promising HIV-1 inhibitors. However, they have not been successful in clinical trials due to their transient efficacy.  sCD4 is also known to interact with class II major histocompatibility complex (MHCII) and, at low concentrations, could enhance HIV-1 infectivity. 

The HIV-positive population continues to rise despite a worldwide decline in the rates of infection caused by human immunodeficiency virus (HIV).  The HIV virus continues to spread due to a lack of effective vaccines and pre-exposure prophylaxis methods, even though the availability and effectiveness of antiretroviral therapy has helped reduce acquired immunodeficiency syndrome (AIDS)-related deaths.