Nature MethodsMolecular BiologyPeer-reviewed journal article
FISHnet: Detecting chromatin domains in single-cell sequential Oligopaints imaging data
Rohan V. PateliD, Kenneth PhamiD, Harshini ChandrashekariD, Jennifer E. Phillips‐CreminsiD
Abstract
Sequential Oligopaints DNA FISH is an imaging technique that measures higher-order genome folding at single-allele resolution via multiplexed, probe-based tracing. Currently there is a paucity of algorithms to identify 3D genome features in sequential Oligopaints data. Here, we present FISHnet, a graph theory method based on optimization of network modularity to detect chromatin domains and boundaries in pairwise distance matrices. FISHnet uncovers cell type-specific domain-like folding patterns on single alleles, thus enabling future studies aiming to elucidate the role for single-cell folding variation on genome function.
- assay: imaging
- research focus: spatial domain detection
- approach: graph neural network
- approach: optimal transport
- Citations
- 7
- FWCI
- 2.09
- Field percentile
- top 13%
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