Improved inference of chromosome conformation from images of labeled loci.
Brian C RossJames C CostelloPublished in: F1000Research (2018)
We previously published a method that infers chromosome conformation from images of fluorescently-tagged genomic loci, for the case when there are many loci labeled with each distinguishable color. Here we build on our previous work and improve the reconstruction algorithm to address previous limitations. We show that these improvements 1) increase the reconstruction accuracy and 2) allow the method to be used on large-scale problems involving several hundred labeled loci. Simulations indicate that full-chromosome reconstructions at 1/2 Mb resolution are possible using existing labeling and imaging technologies. The updated reconstruction code and the script files used for this paper are available at: https://github.com/heltilda/align3d.
Keyphrases
- genome wide
- copy number
- genome wide association study
- deep learning
- genome wide association
- pet imaging
- convolutional neural network
- dna methylation
- optical coherence tomography
- mental health
- high resolution
- molecular dynamics simulations
- machine learning
- crystal structure
- molecular dynamics
- magnetic resonance imaging
- magnetic resonance
- randomized controlled trial
- systematic review
- mass spectrometry
- photodynamic therapy
- contrast enhanced