Literature DB >> 15687483

RealSpot: software validating results from DNA microarray data analysis with spot images.

Zhongming Chen1, Lin Liu.   

Abstract

The spot images from DNA microarray highly affect the discovery of biological knowledge from gene expression data. However, results from quality analysis, normalization, differential expression, and cluster analysis are rarely validated with spot images in current data analysis methods or software packages. We designed RealSpot, a software package, to validate the results by directly associating spot quality and data with spot images in a spreadsheet table. RealSpot splits hybridization images into individual spots stored in a spreadsheet table. It subsequently associates microarray data with spot images and performs data validation through the standard table operation such as sorting, searching, and editing. RealSpot has several built-in functions to facilitate data validation, including spot quality analysis, data organization, one-way ANOVA, gene ontology association, verification, import, and export. We used RealSpot to evaluate 77 slides (30,000 features each) from real hybridization experiments and to validate results from each step of data analysis. It took approximately 10 min to validate results of spot quality after initial evaluation and correct approximately 0.3% of falsely assigned qualities of 10,000 spots. We validated 1,641 of 2,110 differentially expressed genes identified by SAM analysis in approximately 1/2 h by comparing each gene with its respective spot image. Furthermore, we found that 6 of 48 genes in one cluster from k-mean clustering method showed inconsistent trends of spot images. RealSpot is efficient for validating microarray results and thus helpful for improving the reliability of the whole microarray experiment for experimentalists.

Mesh:

Year:  2005        PMID: 15687483     DOI: 10.1152/physiolgenomics.00236.2004

Source DB:  PubMed          Journal:  Physiol Genomics        ISSN: 1094-8341            Impact factor:   3.107


  12 in total

1.  Hemoglobin is expressed in alveolar epithelial type II cells.

Authors:  Manoj Bhaskaran; Haifeng Chen; Zhongmong Chen; Lin Liu
Journal:  Biochem Biophys Res Commun       Date:  2005-08-12       Impact factor: 3.575

2.  Regulation of myofibroblast differentiation by miR-424 during epithelial-to-mesenchymal transition.

Authors:  Xiao Xiao; Chaoqun Huang; Chunling Zhao; Xuxu Gou; Lakmini K Senavirathna; Myron Hinsdale; Pamela Lloyd; Lin Liu
Journal:  Arch Biochem Biophys       Date:  2014-12-15       Impact factor: 4.013

3.  MicroRNA-101 attenuates pulmonary fibrosis by inhibiting fibroblast proliferation and activation.

Authors:  Chaoqun Huang; Xiao Xiao; Ye Yang; Amorite Mishra; Yurong Liang; Xiangming Zeng; Xiaoyun Yang; Dao Xu; Michael R Blackburn; Craig A Henke; Lin Liu
Journal:  J Biol Chem       Date:  2017-07-18       Impact factor: 5.157

4.  Identification of microRNAs changed in the neonatal lungs in response to hyperoxia exposure.

Authors:  Manoj Bhaskaran; Dong Xi; Yang Wang; Chaoqun Huang; Telugu Narasaraju; Weiqun Shu; Chunling Zhao; Xiao Xiao; Sunil More; Melanie Breshears; Lin Liu
Journal:  Physiol Genomics       Date:  2012-08-21       Impact factor: 3.107

5.  Alveolar type I cells protect rat lung epithelium from oxidative injury.

Authors:  Jiwang Chen; Zhongming Chen; Narendranath Reddy Chintagari; Manoj Bhaskaran; Nili Jin; Telugu Narasaraju; Lin Liu
Journal:  J Physiol       Date:  2006-05-01       Impact factor: 5.182

6.  Annexin A2 interactions with Rab14 in alveolar type II cells.

Authors:  Deming Gou; Amarjit Mishra; Tingting Weng; Lijing Su; Narendranath Reddy Chintagari; Zhixin Wang; Honghao Zhang; Li Gao; Pengcheng Wang; Heidi M Stricker; Lin Liu
Journal:  J Biol Chem       Date:  2008-03-10       Impact factor: 5.157

7.  MicroRNA-127 modulates fetal lung development.

Authors:  Manoj Bhaskaran; Yang Wang; Honghao Zhang; Tingting Weng; Pradyumna Baviskar; Yujie Guo; Deming Gou; Lin Liu
Journal:  Physiol Genomics       Date:  2009-03-17       Impact factor: 3.107

8.  Gene expression of rat alveolar type II cells during hyperoxia exposure and early recovery.

Authors:  Zhongming Chen; Narendranath Reddy Chintagari; Yujie Guo; Manoj Bhaskaran; Jiwang Chen; Li Gao; Nili Jin; Tingting Weng; Lin Liu
Journal:  Free Radic Biol Med       Date:  2007-05-31       Impact factor: 7.376

9.  Identification of rat lung-specific microRNAs by micoRNA microarray: valuable discoveries for the facilitation of lung research.

Authors:  Yang Wang; Tingting Weng; Deming Gou; Zhongming Chen; Narendranath Reddy Chintagari; Lin Liu
Journal:  BMC Genomics       Date:  2007-01-24       Impact factor: 3.969

10.  Arsenic-induced changes in the gene expression of lung epithelial L2 cells: implications in carcinogenesis.

Authors:  Tisha Posey; Tingting Weng; Zhongming Chen; Narendranath R Chintagari; Pengcheng Wang; Nili Jin; Heidi Stricker; Lin Liu
Journal:  BMC Genomics       Date:  2008-03-03       Impact factor: 3.969

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.