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.
| Original language | English |
|---|---|
| Article number | 45 |
| Pages (from-to) | 1-37 |
| Number of pages | 37 |
| Journal | Journal of Mathematical Biology |
| Volume | 90 |
| Issue number | 4 |
| DOIs | |
| Publication status | Published - Apr 2025 |
| MoE publication type | A1 Journal article-refereed |
Funding
Open Access funding provided by Aalto University. S. D. was supported by the Heilbronn Institute for Mathematical Research. G. G. was partially supported by the Austrian Science Fund (FWF): 10.55776/P31888. K. K. was partially supported by the Academy of Finland grant number 323416. F. M. was partially supported by the FWO grants G0F5921N and G023721N, the KU Leuven iBOF/23/064 grant, and the UiT Aurora MASCOT project. A. N. was partially supported by EPSRC grant EP/X036723/1.
Keywords
- 3D genome reconstruction
- Hi-C
- Rigidity
- Semidefinite programming
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Dive into the research topics of 'Single-cell 3D genome reconstruction in the haploid setting using rigidity theory'. Together they form a unique fingerprint.Projects
- 1 Finished
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-: Algebraic geometry of hidden variable models in statistics
Kubjas, K. (Principal investigator), Boege, T. (Project Member), Kuznetsova, O. (Project Member), Metsälampi, L. (Project Member), Sodomaco, L. (Project Member), Lindy, E. (Project Member), Ardiyansyah, M. (Project Member), Henriksson, O. (Project Member) & Pulkkinen, T. (Project Member)
01/09/2019 → 31/08/2023
Project: Academy of Finland: Other research funding
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