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1.
J Biomed Opt ; 17(4): 046008, 2012 Apr.
Article in English | MEDLINE | ID: mdl-22559686

ABSTRACT

High-content cell imaging based on fluorescent protein reporters has recently been used to track the transcriptional activities of multiple genes under different external stimuli for extended periods. This technology enhances our ability to discover treatment-induced regulatory mechanisms, temporally order their onsets and recognize their relationships. To fully realize these possibilities and explore their potential in biological and pharmaceutical applications, we introduce a new data processing procedure to extract information about the dynamics of cell processes based on this technology. The proposed procedure contains two parts: (1) image processing, where the fluorescent images are processed to identify individual cells and allow their transcriptional activity levels to be quantified; and (2) data representation, where the extracted time course data are summarized and represented in a way that facilitates efficient evaluation. Experiments show that the proposed procedure achieves fast and robust image segmentation with sufficient accuracy. The extracted cellular dynamics are highly reproducible and sensitive enough to detect subtle activity differences and identify mechanisms responding to selected perturbations. This method should be able to help biologists identify the alterations of cellular mechanisms that allow drug candidates to change cell behavior and thereby improve the efficiency of drug discovery and treatment design.


Subject(s)
Histocytochemistry/methods , Image Processing, Computer-Assisted/methods , Microscopy, Fluorescence/methods , Transcription, Genetic , Drug Discovery , Fluorescent Dyes/analysis , Fluorescent Dyes/metabolism , Genes, Reporter , HCT116 Cells , Humans , Luminescent Proteins/analysis , Luminescent Proteins/genetics , Luminescent Proteins/metabolism
2.
Methods Mol Biol ; 700: 125-43, 2011.
Article in English | MEDLINE | ID: mdl-21204031

ABSTRACT

Since its origin in the mid-1990s, gene expression profiling by microarray has become a productive and useful tool in basic science and preclinical research. Current dual-color, high-density cDNA oligo arrays contain 60-mer detectors for the whole human genome. With this powerful technology, expression of RNA samples from cell lines or tissue can be assessed, revealing specific gene expression signatures. The technique includes three major steps: (1) isolation and purification of RNA from cells or tissues, (2) labeling of total RNA, and (3) hybridization with Agilent cDNA microarrays. Conveniently, this technique can be performed with as little as 50 ng of purified total RNA; however, it is important to keep in mind that the quality of the RNA template, namely the level of sample degradation and the presence of contaminants that are carried over from the starting material or introduced during RNA isolation, can significantly impact the efficiency of the labeling reaction and the reliability of the hybridization. In this chapter, the details of each step of this technique are explained thoroughly, while highlighting the key issues that can prevent a failed hybridization.


Subject(s)
Gene Expression Profiling/methods , Oligonucleotide Array Sequence Analysis , Humans , Nucleic Acid Hybridization , RNA/genetics , RNA/isolation & purification , RNA/metabolism
3.
Mol Cancer Ther ; 7(9): 3071-80, 2008 Sep.
Article in English | MEDLINE | ID: mdl-18765825

ABSTRACT

Multimeric ligands are ligands that contain multiple binding domains that simultaneously target multiple cell-surface proteins. Due to cooperative binding, multimeric ligands can have high avidity for cells (tumor) expressing all targeting proteins and only show minimal binding to cells (normal tissues) expressing none or only some of the targets. Identifying combinations of targets that concurrently express in tumor cells but not in normal cells is a challenging task. Here, we describe a novel approach for identifying such combinations using genome-wide gene expression profiling followed by immunohistochemistry. We first generated a database of mRNA gene expression profiles for 28 pancreatic cancer specimens and 103 normal tissue samples representing 28 unique tissue/cell types using DNA microarrays. The expression data for genes that encode proteins with cell-surface epitopes were then extracted from the database and analyzed using a novel multivariate rule-based computational approach to identify gene combinations that are expressed at an efficient binding level in tumors but not in normal tissues. These combinations were further ranked according to the proportion of tumor samples that expressed the sets at efficient levels. Protein expression of the genes contained in the top ranked combinations was confirmed using immunohistochemistry on a pancreatic tumor tissue and normal tissue microarrays. Coexpression of targets was further validated by their combined expression in pancreatic cancer cell lines using immunocytochemistry. These validated gene combinations thus encompass a list of cell-surface targets that can be used to develop multimeric ligands for the imaging and treatment of pancreatic cancer.


Subject(s)
Cell Membrane/metabolism , Gene Expression Profiling , Pancreatic Neoplasms/genetics , Pancreatic Neoplasms/pathology , Algorithms , Cell Line, Tumor , Gene Expression Regulation, Neoplastic , Genes, Neoplasm , Humans , Immunohistochemistry , Ligands , Oligonucleotide Array Sequence Analysis , Reproducibility of Results , Tissue Array Analysis
4.
Mol Cell Biol ; 23(7): 2407-14, 2003 Apr.
Article in English | MEDLINE | ID: mdl-12640124

ABSTRACT

The inhibitory effect of caveolin on the cellular response to growth factor stimulation is well established. Given the significant overlap in signaling pathways involved in regulating cell proliferation and stress responsiveness, we hypothesized that caveolin would also affect a cell's ability to respond to environmental stress. Here we investigated the ability of caveolin-1 to modulate the cellular response to sodium arsenite and thereby alter survival of the human cell lines 293 and HeLa. Cells stably transfected with caveolin-1 were found to be much more sensitive to the toxic effects of sodium arsenite than either untransfected parental cells or parental cells transfected with an empty vector. Unexpectedly, the caveolin-overexpressing cells also exhibited a significant activation of the phosphatidylinositol 3-kinase (PI3K)/Akt pathway, which additional studies suggested was likely due to decreased neutral sphingomyelinase activity and ceramide synthesis. In contrast to its extensively documented antiapoptotic influence, the elevated activity of Akt appears to be important in sensitizing caveolin-expressing cells to arsenite-induced toxicity, as both pretreatment of cells with the PI3K inhibitor wortmannin and overexpression of a dominant-negative Akt mutant markedly improved the survival of arsenite-treated cells. This death-promoting influence of the PI3K/Akt pathway in caveolin-overexpressing cells appeared not to be unique to sodium arsenite, as wortmannin pretreatment also resulted in increased survival in the presence of H(2)O(2). In summary, our results indicate that caveolin-induced upregulation of the PI3K/Akt signaling pathway, which appears to be a death signal in the presence of arsenite and H(2)O(2), sensitizes cells to environmental stress.


Subject(s)
Arsenites/toxicity , Caveolins/metabolism , Phosphatidylinositol 3-Kinases/metabolism , Protein Serine-Threonine Kinases , Proto-Oncogene Proteins/metabolism , Signal Transduction/physiology , Androstadienes/pharmacology , Blotting, Western , Caveolin 1 , Caveolins/genetics , Cell Line , Cell Survival/drug effects , Cell Survival/genetics , Ceramides/metabolism , Enzyme Activation/drug effects , Enzyme Activation/genetics , Enzyme Inhibitors/pharmacology , Fibroblasts/cytology , Fibroblasts/drug effects , Fibroblasts/metabolism , Genes, Dominant , HeLa Cells , Humans , Oxidants/pharmacology , Phosphoinositide-3 Kinase Inhibitors , Phosphorylation , Proto-Oncogene Proteins/genetics , Proto-Oncogene Proteins c-akt , Signal Transduction/drug effects , Transfection , Wortmannin
5.
FASEB J ; 16(1): 114-6, 2002 Jan.
Article in English | MEDLINE | ID: mdl-11709495

ABSTRACT

Oxidative stress is believed to be an important factor in the development of age-related diseases, and studies in lower organisms have established links between oxidative stress tolerance and longevity. We have hypothesized that aging is associated with a reduced ability to mount acute host defenses to oxidant injury, which increases the vulnerability of aged cells to stress. We tested this hypothesis by using primary hepatocytes from young (4-6 months) and aged (24-26 months) rats. Old hepatocytes were more sensitive to H2O2-induced apoptosis than were young cells. Lower survival is associated with reduced activations of extracellular signal-regulated kinase (ERK) and Akt kinase, both of which protect against oxidant injury. That reduced ERK and Akt activities contribute to lower survival of aged cells was supported by additional findings. First, pharmacologic inhibition of ERK and Akt activation in young cells markedly increased their sensitivity to H2O2. Second, caloric restriction, which increases rodent life span and delays the onset of many age-related declines in physiologic function, prevented loss in ERK and Akt activation by H2O2 and enhanced survival of old hepatocytes to levels similar to those of young cells. Strategies aimed at boosting these host responses to acute oxidant injury could have significant anti-aging benefits.


Subject(s)
Aging , Mitogen-Activated Protein Kinases/metabolism , Oxidative Stress , Protein Serine-Threonine Kinases , Proto-Oncogene Proteins/metabolism , Animals , Cell Survival , Cells, Cultured , Chromones/pharmacology , Drug Synergism , Energy Intake , Enzyme Inhibitors/pharmacology , Flavonoids/pharmacology , Hepatocytes/drug effects , Hepatocytes/enzymology , Hydrogen Peroxide/pharmacology , Mitogen-Activated Protein Kinases/antagonists & inhibitors , Models, Biological , Morpholines/pharmacology , Oxidants/pharmacology , Proto-Oncogene Proteins/antagonists & inhibitors , Proto-Oncogene Proteins c-akt , Rats
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