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Christopher Howerton
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@christopher-howerton-4923
Last seen 10.2 years ago
Hello,
I have used Bioconductor for several local analyses of microarray
experiments, but I have just started to work on an analysis of a Chip-
seq experiment and I am finding myself a bit lost. The basic
experimental design is a 2 (sex) X 2 (treatment) and for each
biological replicate I have: Input and two ChIP samples (H3K4me3 and
O-GlcNAc, a post-translational modification). Our sequencing core has
provided me with BED files with the aligned sequences, peak finding
with HOMER and has compiled two very large tables for each ChIP mark
with the counts of reads that fall within any genomic range that was
deemed a 'peak.' Using the final tables I have been able to find
differential peaks using edgeR (which by the way has great
documentation), and I am confident that I understand the background
statistics, etc.
Despite, this I feel like there is much more information to be gleaned
from this dataset. Some of these questions are 1) how do the two chip
marks interact? 2) is this interaction dependent upon treatment
condition? 3) is there a broader perspective than just a simple per
genomic range analysis? 4) how does the chromatin state affect gene
expression (I have microarray data from these samples)?
I think part of my problem, is that I don't know how to translate what
I want into the vernacular of bioinformatics, so am easily confused by
the dizzying array of available packages. Finally, after trying a few
tutorials (i.e. DiffBind) it became clear to me that I will need to
use parallel or cloud computing, but I am not familiar with using any
of these resources. Looking at the bioconductor cloud ami help page,
it gets me to the point of loading the instance, etc, but it's not
clear to me where the data will live. Therefore my questions to the
group at large is: 1) Is there a suggested pipeline of packages that
could achieve my above stated goals? 2) Is there a basic example of a
computationally intensive package using the cloud ami (I'm looking for
a short vignette so I can understand how to appropriately interact
with the EC2 instance)?
--
Christopher Howerton, PhD
Postdoctoral Researcher
(215) 898-1368
University of Pennsylvania
201E Vet
3800 Spruce Street
Philadelphia, PA 19104-6046