Back to Search Start Over

Single-cell 3D genome reconstruction in the haploid setting using rigidity theory

Authors :
Dewar, Sean
Grasegger, Georg
Kubjas, Kaie
Mohammadi, Fatemeh
Nixon, Anthony
Publication Year :
2024

Abstract

This article considers the problem of 3-dimensional genome reconstruction for single-cell data, and the uniqueness of such reconstructions in the setting of haploid organisms. We consider multiple graph models as representations of this problem, and use techniques from graph rigidity theory to determine identifiability. Biologically, our models come from Hi-C data, microscopy data, and combinations thereof. Mathematically, we use unit ball and sphere packing models, as well as models consisting of distance and inequality constraints. In each setting, we describe and/or derive new results on realisability and uniqueness. We then propose a 3D reconstruction method based on semidefinite programming and apply it to synthetic and real data sets using our models.

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.2407.10700
Document Type :
Working Paper