POXO
POXO discovers regulatory cis-elements by identifying and statistically validating over-represented nucleotide motifs in upstream promoter sequences of co-expressed gene sets to link transcription factor binding sites with gene co-regulation.
Key Features:
- Functional evaluation and grouping: Evaluates biological functions of co-expressed gene sets and groups genes into functionally coherent subsets when multiple processes are present.
- Sequence retrieval and pattern discovery: Retrieves upstream promoter sequences and performs explicit enumeration of nucleotide patterns on the alphabet A, C, G, T, N to identify over-represented motifs.
- Pattern verification: Clusters similar candidate motifs and verifies their significance using bootstrapping to estimate mean occurrences and standard deviations, followed by statistical testing including ANOVA F-statistics, Tukey's honestly significant difference test, and P-values.
- Tailored analytical pipelines: Supports construction of customizable analytical workflows for motif discovery, clustering, and statistical validation.
Scientific Applications:
- High-throughput genomic analyses: Analyzes large gene lists to detect functional heterogeneity and shared cis-regulatory elements among co-expressed genes.
- Functional clustering and interpretation: Applies Non-negative Matrix Factorization (NMF) to cluster genes into homogeneous functional groups to aid interpretation of complex expression data.
- Plant defense and transcription factor discovery: Applied to pathogen-treated Arabidopsis thaliana expression data to identify activated gene sets and suggest candidate transcription factors responsible for regulation.
Methodology:
Retrieves upstream promoter sequences; performs explicit enumeration of nucleotide patterns on the alphabet A, C, G, T, N; uses bootstrapping to estimate mean occurrences and standard deviations; clusters similar motifs; applies statistical validation including ANOVA F-statistics, Tukey's HSD and P-values; applies Non-negative Matrix Factorization (NMF) for functional clustering.
Topics
Details
- Tool Type:
- web application
- Operating Systems:
- Linux, Windows, Mac
- Programming Languages:
- C++, Perl, C
- Added:
- 2/10/2017
- Last Updated:
- 11/25/2024
Operations
Publications
Kankainen M, Holm L. POCO: discovery of regulatory patterns from promoters of oppositely expressed gene sets. Nucleic Acids Research. 2005;33(Web Server):W427-W431. doi:10.1093/nar/gki467. PMID:15980504. PMCID:PMC1160228.
Kankainen M, Holm L. POBO, transcription factor binding site verification with bootstrapping. Nucleic Acids Research. 2004;32(Web Server):W222-W229. doi:10.1093/nar/gkh463. PMID:15215385. PMCID:PMC441601.
Pehkonen P, Wong G, Törönen P. Theme discovery from gene lists for identification and viewing of multiple functional groups. BMC Bioinformatics. 2005;6(1). doi:10.1186/1471-2105-6-162. PMID:15987504. PMCID:PMC1190153.
Kankainen M, Pehkonen P, Rosenstom P, Toronen P, Wong G, Holm L. POXO: a web-enabled tool series to discover transcription factor binding sites. Nucleic Acids Research. 2006;34(Web Server):W534-W540. doi:10.1093/nar/gkl296. PMID:16845065. PMCID:PMC1538773.