slingshot
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confusion about the end of a lineage
Hi, Thank you for producing and maintaining this package, it gives me good insight of lineage trending. I set an initial cluster, but the endpoints of the lineage somehow fall outside the final cluster.
Here is my object in seurat cluster:
I want the cluster 2 to be the root, then run the below code:
sim <- slingshot(sim,
clusterLabels = 'celltype',
reducedDim = 'UMAP',
start.clus= "2",
end.clus = NULL
)
it did produce lineages that started in cluster 2, but the the curves are confusing:
> SlingshotDataSet(sim)
class: SlingshotDataSet
Samples Dimensions
37747 2
lineages: 3
Lineage1: 2 3 1 0 5
Lineage2: 2 3 1 7
Lineage3: 2 4 6
curves: 3
Curve1: Length: 19.701 Samples: 21594.93
Curve2: Length: 18.412 Samples: 17134.35
Curve3: Length: 23.042 Samples: 21914.49
Then I found my question may related to some optional arguments. I refer to #118 and run the below code:
sim <- slingshot(sim,
clusterLabels = 'celltype',
reducedDim = 'UMAP',
start.clus= "2",
end.clus = NULL,
extend = 'n',
stretch =0
)
the SlingshotDataSet(sim)
is:
Samples Dimensions
37747 2
lineages: 3
Lineage1: 2 3 1 0 5
Lineage2: 2 3 1 7
Lineage3: 2 4 6
curves: 3
Curve1: Length: 13.48 Samples: 24681.55
Curve2: Length: 9.8714 Samples: 16468.86
Curve3: Length: 12.416 Samples: 13229.51
this looks better, but the curves still not end in place as I expected
Take lineage 3 for example. I think if I have 'stretch =0', the end of the curve would be the center of the cluster 6. When I run:
colors <- colorRampPalette(brewer.pal(11,'Spectral')[-6])(100)
plotcol <- colors[cut(sim$slingPseudotime_3, breaks=100)]
plotcol[is.na(plotcol)] <- "lightgrey"
plot(reducedDims(sim)$UMAP, col = plotcol, pch=16, asp = 1)
lines(SlingshotDataSet(sim), lwd=2, col=brewer.pal(9,"Set1"))
legend("right",
legend = paste0("lineage",1:3),
col = unique(brewer.pal(6,"Set1")),
inset=0.8,
pch = 16)
Many cells in blue (in the left) seems not belong to either clutser 2, 4 or 6. You can check on this, there are few cells left to UMAP-1 0 in clutser 2, 4 and 6. :
How can I make the trajectory end at the cluster 6 in lineage3? Could you please explain why is this happening? Thank you!