Final published version
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Research output: Contribution to Journal/Magazine › Journal article › peer-review
Research output: Contribution to Journal/Magazine › Journal article › peer-review
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TY - JOUR
T1 - Single-cell 3D genome reconstruction in the haploid setting using rigidity theory
AU - Dewar, Sean
AU - Grasegger, Georg
AU - Kubjas, Kaie
AU - Mohammadi, Fatemeh
AU - Nixon, Anthony
PY - 2025/4/1
Y1 - 2025/4/1
N2 - 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.
AB - 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.
KW - Hi-C
KW - 3D genome reconstruction
KW - 92E10
KW - Semidefinite programming
KW - 52C25
KW - Rigidity
U2 - 10.1007/s00285-025-02203-2
DO - 10.1007/s00285-025-02203-2
M3 - Journal article
VL - 90
JO - Journal of Mathematical Biology
JF - Journal of Mathematical Biology
SN - 0303-6812
IS - 4
M1 - 45
ER -