Computational Systems Biology Methods and Protocols.7z

(nextflipdebug5) #1

Table 1(continued)Tool


Description

Requirements

Type

Interface

Operatingsystem

Programinglanguages References

LEAP

Utilizes the estimated

pseudotime of the cells to findgene co-expression thatinvolves time delay. LEAPsorts cells according to theestimated pseudotime andthen computes the maximumcorrelation of all possible timelags. In addition, LEAP canapply a time series inspiredlag-based correlation analysisto reveal linearly dependentgenetic associations

NA

Package

Command

line

Unix/

Linux,Mac OS,Windows

R[

104

]

SLICER

A method for inferring cellular

trajectories from single-cellRNA-seq data. SLICER useslocally linear embedding toreconstruct cellulartrajectories.

NA

Package

Command

line

Unix/

Linux,Mac OS,Windows

R[

105

]

CellTree

Produces tree structures

outlining the hierarchicalrelationship between single-cell samples, while identifyinglatent groups of genes that canprovide biological insights.CellTree can infer complexunderlying hierarchicalstructures in cell populationsfrom expression data aloneand also provide biologicalbacking for the model itcreates

A typical use case will require you

to run compute.lda on yourexpression data, to fit an LDAmodel, followed by compute.backbone.tree to generate atree structure from the LDAmodel

Package

Command

line

Unix/

Linux,Mac OS,Windows

R[

106

]

346 Yungang Xu and Xiaobo Zhou
Free download pdf