Table 1 .
Family of embedding methods | Linearity | Primary reference | Special scHi-C pre-processing | Special measure of similarity/difference between cells | Explicit usage of contacts co-occurrence patterns |
---|---|---|---|---|---|
PCA | Linear | [100] | Raw binned matrix | – | No |
[76] | Interchromosomal interactions profile | – | No | ||
[60] | TAD profile | – | No | ||
[87] | Compartment score profile | – | No | ||
t-SNE | Non-linear | [85] | 20 PCs of compartment score profiles | – | No |
Spectral embedding | Non-linear | [69] | Distance decays | Symmetric KL | No |
MDS | Non-linear | [65] | Distance decay | Jensen–Shannon divergence | No |
[100] | scHi-C binned matrix after smoothing and random-walk imputation | SCC | No | ||
UMAP | Non-linear | [16] | TAD contact profiles | – | No |
[49] | Cell-topic matrix after LDA | – | Yes | ||
[99] | Hypergraph embedding | – | Yes |
MDS indicates multidimensional scaling; SCC, stratum-adjusted correlation coefficient; UMAP, uniform manifold approximation and projection.