Unknown,Transcriptomics,Genomics,Proteomics

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A comprehensive and universal method for assessing the performance of differential gene expression analyses

ABSTRACT: The number of methods for pre-processing and analysis of gene expression data continues to increase, often making it difficult to select the most appropriate approach. We present a simple procedure for the comparative estimation of a variety of methods for microarray data pre-processing and analysis. Our approach is based on the use of real microarray data in which controlled fold changes are introduced into 20% of the data to provide a metric for comparison with the unmodified data. The data modification can be easily applied to raw data measured with any technological platform and retains all the complex structures and statistical characteristics of the real-world data. The power of the method is illustrated by its application to a comparative analysis of the significance analysis of microarray (SAM), Limma, and associative analysis tuned to the exact structure of the experimental data. We present a novel finding that SAM and Limma analyses fail to detect the most interesting differentially expressed genes at high expression level, while the associative analysis does recognize them. Our results demonstrate that the method of controlled modifications of real experimental data provides a simple tool for assessing the performance of data preprocessing and analysis methods. 20 samples of Epstein-Barr Virus-transformed B cells collected from normal healthy donors. All samples were biological. No treatment were introduced, and the whole group of 20 samples is presumably homogeneous

ORGANISM(S): Homo sapiens

SUBMITTER: Mikhail Dozmorov

PROVIDER: E-GEOD-22630 | biostudies-arrayexpress |

REPOSITORIES: biostudies-arrayexpress

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A comprehensive and universal method for assessing the performance of differential gene expression analyses.

Dozmorov Mikhail G MG Guthridge Joel M JM Hurst Robert E RE Dozmorov Igor M IM

PloS one 20100909 9

The number of methods for pre-processing and analysis of gene expression data continues to increase, often making it difficult to select the most appropriate approach. We present a simple procedure for comparative estimation of a variety of methods for microarray data pre-processing and analysis. Our approach is based on the use of real microarray data in which controlled fold changes are introduced into 20% of the data to provide a metric for comparison with the unmodified data. The data modifi ...[more]

PMID: 20844739

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Project description:Interaction of nanomaterials with the mammalian cells remains to be poorly understood at the molecular level. Here we report the first synthesis of hybrid nanomaterial termed phage mimetic nanorods (PMN’s) inspired from filamentous bacteriophage present in nature. We emulate filamentous bacteriophage structure by combining two separate nanoscale entities, one functionalized gold nanorods and the other is coat proteins isolated from filamentous bacteriophage obtained through landscape phage screening. Utilizing biochemical interactions between a phage-derived protein and functionalized gold nanorods, we synthesized novel phage mimetic nanorods. The resulting nanovectors showed excellent multi functional properties including target specificity, imaging and photo destruction ability in a model SKBR-3 breast cancer cells. In addition, to gain insight into the molecular interactions involved during internalization of PMNs by SKBR-3 cells, we performed gene expression profiling of cells exposed to PMNs as compared with naive cells. We identified 70 upregulated and 26 downregulated genes responding to PMNs. Heparin binding internalization was identified as most plausible mechanisms of PMNs entry. Members of Major Histocompatibility complex I (MHC class I) were activated by PMNs, leading to enhanced lysosome and proteasome activity. Seven members of poorly annotated G antigen family (GAGE) of genes were upregulated, and may represent novel mechanism of PMNs entry recognition by cells. In summary, we present a versatile technique of PMNs production as any protein isolated from phage libraries selected against any in vitro and in vivo cells can be used as a source to synthesize PMN’s. This study also opens new avenues to understand the role of nanomaterials at the molecular level. Investigate the effect of phage mimetic nanorods onto SKBT-3 cells Two groups were compared, three biological replicates each. One group was control cells and the other was test.

Project description:Background: Frankincense (Ru Xiang) and sandalwood (Tan Xiang) are ingredients used in traditional Chinese medicine, and have been recognized as cancer preventive and therapeutic agents. Hydrodistillation of frankincense gum resins and sandalwood heartwood to prepare essential oils is a method to extract biologically active ingredients from these plant-derived products. This study was designed to differentiate frankincense (Boswellia carterii) and sandalwood (Santalum album) induced anti-proliferative and pro-apoptotic activities in cultured human bladder cancer cells. Methods: Frankincense and sandalwood essential oils-mediated cytotoxicity was studied in established human bladder cancer J82 cells and immortalized normal human bladder urothelial UROtsa cells using a colorimetric assay. Essential oils-activated gene expression and pathway activation in human bladder cancer J82 cells were identified using high density microarray and bioinformatics techniques. Results: Human bladder cancer cells were more sensitive to immortalized normal bladder cells with suppressed viability following frankincense essential oil exposure. In contrast, both cancerous and normal bladder cells responded to sandalwood essential with similar levels of cytotoxicity. Based on microarray and bioinformatics analyses, genes responsible for suppressing biological processes and apoptosis were induced in J82 cells by both essential oils. Although both frankincense and sandalwood essential oils activated common ontologies and canonical pathways leading to suppressed J82 cell viability and apoptosis, each essential oil had unique property on these cells. For example, heat shock proteins and histone core were ongologies regulated by frankincense essential oil, whereas transcription regulation and G-protein couple receptor were ontologies unique to sandalwood essential oil treatment. In addition, NRF-2 mediated oxidative stress was implicated as the primary cause of frankincense essential oil-induced J82 cell death; in contrast, DNA damage and cell cycle arrest might be attributed to sandalwood essential oil-mediated cytotoxicity. Conclusion: Based on cell biology and comprehensive gene expression analysis, our results provide a preliminary, yet focused characterization of genetic responses to frankincense and sandalwood essential oils with respect to their proposed anti-neoplastic properties. Modern biomedical technologies are powerful tools to study biological responses following treatments with traditional Chinese medicine, which always consist of complex chemical constituents. To differentiate mechanisms of frankincense and sandalwood essential oils induced cytotoxicty in bladder cancer J82 cells, time-dependent transcriptoms expression was performed in cultured cells following essential oils treatments

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A comprehensive and universal method for assessing the performance of differential gene expression analyses

Publications

A comprehensive and universal method for assessing the performance of differential gene expression analyses.

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