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. 2021 Aug 18;22(6):bbab316. doi: 10.1093/bib/bbab316

Table 1 .

Summary of major scHi-C embedding techniques

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.