Comparison of four ChIP-Seq analytical algorithms using rice endosperm H3K27 trimethylation profiling data.

PLoS One

Department of Computer Science and Engineering, Mississippi State University, Mississippi, United States of America.

Published: March 2012

Chromatin immunoprecipitation coupled with high throughput DNA Sequencing (ChIP-Seq) has emerged as a powerful tool for genome wide profiling of the binding sites of proteins associated with DNA such as histones and transcription factors. However, no peak calling program has gained consensus acceptance by the scientific community as the preferred tool for ChIP-Seq data analysis. Analyzing the large data sets generated by ChIP-Seq studies remains highly challenging for most molecular biology laboratories.Here we profile H3K27me3 enrichment sites in rice young endosperm using the ChIP-Seq approach and analyze the data using four peak calling algorithms (FindPeaks, PeakSeq, USeq, and MACS). Comparison of the four algorithms reveals that these programs produce very different peaks in terms of peak size, number, and position relative to genes. We verify the peak predictions using ChIP-PCR to evaluate the accuracy of peak prediction of the four algorithms. We discuss the approach of each algorithm and compare similarities and differences in the results. Despite their differences in the peaks identified, all of the programs reach similar conclusions about the effect of H3K27me3 on gene expression. Its presence either upstream or downstream of a gene is predominately associated with repression of the gene. Additionally, GO analysis finds that a substantially higher ratio of genes associated with H3K27me3 were involved in multicellular organism development, signal transduction, response to external and endogenous stimuli, and secondary metabolic pathways than the rest of the rice genome.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3184143PMC
http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0025260PLOS

Publication Analysis

Top Keywords

peak calling
8
peak
5
comparison chip-seq
4
chip-seq analytical
4
algorithms
4
analytical algorithms
4
algorithms rice
4
rice endosperm
4
endosperm h3k27
4
h3k27 trimethylation
4

Similar Publications

Neglected tropical diseases (NTDs) affect over a billion people worldwide. The 2021-2030 NTD road map calls for innovative and highly efficient interventions to eliminate or significantly reduce the burden of NTDs. These include sensitive and cost-effective diagnostic techniques for disease surveillance.

View Article and Find Full Text PDF

During the Covid-19 pandemic, the best-performing modelling groups were not always the best-resourced. This paper seeks to understand and learn from notable predictions in two reports by the UK's Scientific Advisory Group for Emergencies (SAGE). In July 2021, SAGE reported that, after the upcoming lifting of restrictions ("Freedom Day") cases would "almost certainly remain extremely high for the rest of the summer" and that hospitalisations per day would peak between 100 and 10,000.

View Article and Find Full Text PDF

The study of degradation behavior of electrocatalysts in an industrial context calls for rapid and efficient analysis methods. Optical methods like Raman spectroscopy fulfil these requirements and are thus predestined for this purpose. However, the iridium utilized in proton exchange membrane electrolysis (PEMEL) is Raman inactive in its metallic state.

View Article and Find Full Text PDF

Background: We sought to determine how the COVID-19 pandemic affected care delivery for HIV patients in Ghana.

Methods: Guided by the Consolidated Framework for Implementation Research (CFIR), we performed a cross-sectional study between May and July 2021 among 40 people living with HIV and 19 healthcare providers caring for HIV patients. In-depth interviews and focus group discussions were done with HIV patients, doctors, nurses, pharmacists, laboratory scientists, data scientists, administrators, and counselors to ascertain barriers and facilitators to HIV care during the pandemic.

View Article and Find Full Text PDF

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!