Identify inter-chromatin interaction utilize density peaks algorithm
Project description
iceDP project description
Installation
Way one
copy to ${python_path}/site-packages
Way two
pip install iceDP # not up load yet
Usage
- Data required
iceDP receive any genome interaction data in a three-column format as input. Before running analyses, we need to prepare genome interaction data in a three-column format:
Column 1 (chr_one_site) → Genomic position on the first chromosome.
Column 2 (chr_two_site) → Genomic position on the second chromosome.
Column 3 (interaction_value) → Interaction strength between the two positions (typically observed in Hi-C experiments).
Check the sample data:
head -5 play_data/chr4_chr11_mm10.txt
3090000 3100000 1.0
3795000 3100000 1.0
4205000 3100000 1.0
4255000 3100000 1.0
4230000 3105000 1.0
This file represents genomic interactions between chromosome 4 and chromosome 11 in the mouse genome (mm10).
If your data is stored in .hic format, you can extract interaction values using Juicer Tools:
java -jar juicer_tools.jar dump observed NONE mydata.hic chr4 chr11 BP 50000 chr4_chr11_mm10.txt
Juicer Tools can be fetch from: https://github.com/aidenlab/juicertools
- iceDP procedure
import iceDP
x=iceDP.main_procedure.bunchDots()
x.readData('play_data/chr4_chr11_mm10.txt')
x.get_rho() # calculate rho
x.get_delta() # calculate delta
x.do_chi_square_test()
x.define_border()
x.horizontal_and_vertical_fold_change()
iceDP.main_procedure.save_reult(x, 'chr4_chr11_mm10_DPresult') # save result
- plot
iceDP.plot_spots.plot_one_spot(x.data_filted2.values[1], x)
Project details
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