POLS Algorithm to Find a Local Bicluster on Interactions between HIV-1 Proteins and Human Proteins
PROCEEDINGS OF THE SYMPOSIUM ON BIOMATHEMATICS (SYMOMATH) 2018
Authors: Kaloka, Tesdiq Prigel; Bustaman, Alhadi; Lestari, Dian; Mangunwardoyo, Wibowo
Abstract
Protein is an important part of the organism. Proteins must interact with others to perform its functions properly. One of the interactions between proteins is the interactions between HIV-1 proteins and human proteins. Although HIV-1 and human proteins interact, we need to do depth analysis because some of the HIV-1 proteins do not interact with human proteins. Bicluster is the method which used to observe this interaction. Bicluster can groups interactions by rows and columns, so we can analyze it easier. The local search framework based on pairs operation algorithm called POLS algorithm. POLS algorithm is one of many algorithms to find a bicluster, it uses a balanced biclique approach. The algorithm is good for binary data because the initial step of the algorithm is to find local bicluster. The purpose of finding local bicluster is to make sure whether a bicluster can be found or not. In this paper, we use the POLS algorithm to find local bicluster on data interactions protein between HIV-1 and human. We divided the data into two types. The first data is HIV positive and the second is HIV negative. In HIV positive, the local bicluster consists of protein asp, envelope surface glycoprotein gp120, BECN1, and IFNG. In HIV negative, we found the local bicluster consist of protein envelope surface glycoprotein gp120, envelope surface glycoprotein gp160, ICAM1, and ICAM3.
Inflammatory Colonic Innate Lymphoid Cells Are Increased During Untreated HIV-1 Infection and Associated With Markers of Gut Dysbiosis and Mucosal Immune Activation
JAIDS-JOURNAL OF ACQUIRED IMMUNE DEFICIENCY SYNDROMES
Authors: Dillon, Stephanie M.; Castleman, Moriah J.; Frank, Daniel N.; Austin, Gregory L.; Gianella, Sara; Cogswell, Andrew C.; Landay, Alan L.; Barker, Edward; Wilson, Cara C.
Abstract
Background: HIV-1 infection is associated with intestinal inflammation, changes in the enteric microbiota (dysbiosis), and intestinal epithelial cell damage. NKp44(+) innate lymphoid cells (ILCs) play an important role in epithelial barrier maintenance through the production of interleukin (IL)-22 but also display functional plasticity and can produce inflammatory cytokines [eg, interferon gamma (IFN gamma)] in response to cytokine milieu and stimulatory signals. The objective of this pilot study was to enumerate frequencies of IL-22 and IFN gamma-expressing colonic NKp44(+) ILCs during untreated, chronic HIV-1 infection. Setting: A cross-sectional study was performed to compare numbers of cytokine-expressing ILCs in colonic biopsies of untreated, chronic HIV-1 infected (n = 22), and uninfected (n = 10) study participants. Associations between cytokine(+) ILC and previously established measures of virological, immunological, and microbiome indices were analyzed. Methods: Multicolor flow cytometry was used to measure the absolute number of colonic CD3(-)NKp44(+/-)CD56(+/-) ILCs expressing IL-22 or IFNg after in vitro mitogenic stimulation. Results: Numbers of colonic NKp44(+) ILCs that expressed IFNg were significantly higher in HIV-1 infected versus uninfected persons and positively correlated with relative abundances of dysbiotic bacterial species in the Xanthomonadaceae and Prevotellaceae bacterial families and with colonic myeloid dendritic cell and T-cell activation. Conclusion: Higher numbers of inflammatory colonic ILCs during untreated chronic HIV-1 infection that associated with dysbiosis and colonic myeloid dendritic cell and T-cell activation suggest that inflammatory ILCs may contribute to gut mucosal inflammation and epithelial barrier breakdown, important features of HIV-1 mucosal pathogenesis.