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Statistical analysis of microarray data with replicated spots: a case study with synechococcus WH8102.

ABSTRACT: Until recently microarray experiments often involved relatively few arrays with only a single representation of each gene on each array. A complete genome microarray with multiple spots per gene (spread out spatially across the array) was developed in order to compare the gene expression of a marine cyanobacterium and a knockout mutant strain in a defined artificial seawater medium. Statistical methods were developed for analysis in the special situation of this case study where there is gene replication within an array and where relatively few arrays are used, which can be the case with current array technology. Due in part to the replication within an array, it was possible to detect very small changes in the levels of expression between the wild type and mutant strains. One interesting biological outcome of this experiment is the indication of the extent to which the phosphorus regulatory system of this cyanobacterium affects the expression of multiple genes beyond those strictly involved in phosphorus acquisition.

SUBMITTER: Thomas EV

PROVIDER: S-EPMC2673484 | biostudies-literature | 2009

REPOSITORIES: biostudies-literature

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Statistical analysis of microarray data with replicated spots: a case study with synechococcus WH8102.

Thomas E V EV Phillippy K H KH Brahamsha B B Haaland D M DM Timlin J A JA Elbourne L D H LD Palenik B B Paulsen I T IT

Comparative and functional genomics 20090423

Until recently microarray experiments often involved relatively few arrays with only a single representation of each gene on each array. A complete genome microarray with multiple spots per gene (spread out spatially across the array) was developed in order to compare the gene expression of a marine cyanobacterium and a knockout mutant strain in a defined artificial seawater medium. Statistical methods were developed for analysis in the special situation of this case study where there is gene re ...[more]

PMID: 19404483

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Project description:Primary productivity of open ocean environments, such as those inhabited by marine picocyanobacteria Synechococcus sp.WH8102, are often limited by low inorganic phosphate (P). To observe how this organism copes with P starvation, we constructed a full genome microarray and examined differences in gene expression under P-limited and P-replete growth conditions. To determine the temporal nature of the responses, comparisons were made for cells newly entered into P-stress (at a time point corresponding to the induction of extracellular alkaline phosphatase activity) and a later time point (late log phase). In almost all instances the P starvation response was transitory, with 36 genes showing significant upregulation (>log2 fold) while 23 genes were highly downregulated at the early time point; however, these changes in expression were maintained for only five of the upregulated genes. Knockout mutants were constructed for genes SYNW0947 or SYNW0948, comprising a two component regulator hypothesized to play a key role in regulating the response to P-limitation. A high degree of overlap in the sets of genes affected by P-limited conditions and in the knockout mutants supports this hypothesis; however there is some indication that other regulators may play a role in this response in Synechococcus sp. WH8102. Consistent with what has been observed in many other cyanobacteria, the Pho regulon of this strain is comprised largely of genes for alkaline phosphatases, P transport or P metabolism. Interestingly, however, the exact composition and arrangement of the Pho regulon appears highly variable in marine cyanobacteria. In this series four conditions have been analyzed. These are low phosphate stress during early log phase, low phosphate stress during late log phase, SYNW0947 mutation, and SYNW0948 mutation. There are six slides per condition, each with two biological replicates. There are three technical replicates for each biological replicate including one flip-dye comparison. The exception is the low phosphate stress during late log phase experiment which has a total of five slides, two biological replicates with three and two technical replicates, respectively, and one flip-dye comparison for each biological replicate. Each slide contains six replicate spots per gene.

Dataset Information

Statistical analysis of microarray data with replicated spots: a case study with synechococcus WH8102.

Publications

Statistical analysis of microarray data with replicated spots: a case study with synechococcus WH8102.

Similar Datasets

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