Project description:Recovery of biological information (i.e. Breast tumor versus non-tumor part of breast) from microarray data under heterogeneous experimental conditions (Buffer1 versus Buffer2) using subgroup standardization. Microarray is a useful tool for gene expression analysis and prediction. For a given disease, a microarray database may come from various sources with different experimental setups, collected over time. This heterogeneity provides unnecessary complication in data analysis and, even worse, given false classification in clustering. Therefore, it is practically important to provide a standard data treatment for microarray data from heterogeneous experimental conditions. In this work, “subgroup standardization” is proposed to compensate technical heterogeneities (e.g., buffers, time, machines etc.) in microarray experimental conditions. Provided with repetitive microarray experiments, over time and buffers, the results indicate that the proposed approach can extract correct biological information in the presence of technical irregularities. Hierarchical clustering is used to validate the effectiveness of the proposed approach. Keywords: disease state study
Project description:Recovery of biological information (i.e. Breast tumor versus non-tumor part of breast) from microarray data under heterogeneous experimental conditions (Buffer1 versus Buffer2) using subgroup standardization. Microarray is a useful tool for gene expression analysis and prediction. For a given disease, a microarray database may come from various sources with different experimental setups, collected over time. This heterogeneity provides unnecessary complication in data analysis and, even worse, given false classification in clustering. Therefore, it is practically important to provide a standard data treatment for microarray data from heterogeneous experimental conditions. In this work, âsubgroup standardizationâ is proposed to compensate technical heterogeneities (e.g., buffers, time, machines etc.) in microarray experimental conditions. Provided with repetitive microarray experiments, over time and buffers, the results indicate that the proposed approach can extract correct biological information in the presence of technical irregularities. Hierarchical clustering is used to validate the effectiveness of the proposed approach. Experiment Overall Design: 98 of breast cancer specimens and 8 of non-tumor part of breast specimens were applied in the study. All the signals from the mRNA profile of each sample in the microarrays were normalized using the internal control RNA- Stratagene's human common reference RNA.
Project description:Soil salinity is a major environmental stress that restricts crop growth and yield. Here, crucial proteins and biological pathways were investigated under salt-stress and recovery conditions in Tritipyrum “Y1805” to explore its salt-tolerance mechanism. In total, 44 and 102 differentially expressed proteins (DEPs) were identified in “Y1805” under salt-stress and recovery conditions, respectively. A proteome-transcriptome-associated analysis revealed that the expression patterns of 13 and 25 DEPs were the same under salt-stress and recovery conditions, respectively. “Response to stimulus”, “antioxidant activity”, “carbohydrate metabolism”, “amino acid metabolism”, “signal transduction”, “transport and catabolism” and “biosynthesis of other secondary metabolites” were present under both conditions in “Y1805”. In addition, “energy metabolism” and “lipid metabolism” were recovery-specific pathways, while “antioxidant activity”, and “molecular function regulator” under salt-stress conditions, and “virion” and “virion part” during recovery, were “Y1805”-specific compared with the salt-sensitive wheat “Chinese Spring”. “Y1805” contained 83 specific DEPs related to salt-stress responses. The strong salt tolerance of “Y1805” could be attributed to the strengthened cell walls, reactive oxygen species scavenging, osmoregulation, phytohormone regulation, transient growth arrest, enhanced respiration, ammonium detoxification, transcriptional regulation and error information processing. These data will facilitate an understanding of the molecular mechanisms of salt tolerance and aid in the breeding of salt-tolerant wheat.
Project description:The data provide information expression profile in yeast for 5 different physioloigcal conditions during stress adpatation and stress recovery (normal growth, during stress adaptation, after stress adaptation, under stress recovery, after stress recovery) in yeast. The purpose of the study is to understand how histone acetyltransferase HATs (Gcn5) apply it is function in gene regulation by changing global or local histone acetylation level under different physiological conditions.
Project description:The data provide information expression profile in yeast for 5 different physioloigcal conditions during stress adpatation and stress recovery (normal growth, during stress adaptation, after stress adaptation, under stress recovery, after stress recovery) in yeast. The purpose of the study is to understand how histone acetyltransferase HATs (Gcn5) apply it is function in gene regulation by changing global or local histone acetylation level under different physiological conditions. Gene expression levels measured for at 5 different time points of physiological changes under stress adaptation and stress recovery.
Project description:The data provide information of Gcn5 enrichment, H3K18 and H4K16 acetylation level and Histone H3 density for 5 different physioloigcal conditions during stress adpatation and stress recovery (normal growth, during stress adaptation, after stress adaptation, under stress recovery, after stress recovery) in yeast. The purpose of the study is to understand how histone acetyltransferase HATs (Gcn5) apply it is function in gene regulation by changing global or local histone acetylation level under different physiological conditions.
Project description:The data provide information of Gcn5 enrichment, H3K18 and H4K16 acetylation level and Histone H3 density for 5 different physioloigcal conditions during stress adpatation and stress recovery (normal growth, during stress adaptation, after stress adaptation, under stress recovery, after stress recovery) in yeast. The purpose of the study is to understand how histone acetyltransferase HATs (Gcn5) apply it is function in gene regulation by changing global or local histone acetylation level under different physiological conditions. Gcn5 enrichment, H3K18 and H4K16 acetylation level and Histone H3 density are mearured and compared to input signal for 5 different physioloigcal conditions (normal growth, during stress adaptation, after stress adaptation, under stress recovery, after stress recovery). Replicates are used.
Project description:Defects of mitochondrial functions lead in humans to vast array of usually multisystemic pathologies and several hundreds of diseases resulting from various defects of mitochondria biogenesis and maintenance, defects of respiratory chain complexes (OXPHOS) or defects of individual mitochondrial proteins are known. We used Agilent Whole Human Genome Microarray for gene expression profiling of genetically heterogeneous group of 13 patients with biochemically proven ATP synthase deficiency. Gene expression data analysis allowed classification of patients into several distinct groups, provided information on subgroup and patient specific gene expression profiles, defined candidate disease causing genes and gave basic information on pathogenic mechanisms associated with ATP synthase deficiency. Keywords: ATP synthase, mitochondrial biogenesis, ROS, gene expression, microarray, human Two-condition experiment, patients vs. controls cells. Biological replicates: 9 control, 13 patients, independently grown and harvested.