| Software and algorithms |
|
| Python 3.8.13 |
Van Rossum et al.64
|
https://www.python.org/ |
| Numpy 1.21.6 |
Harris et al.65
|
https://numpy.org/ |
| Pandas 1.4.2 |
McKinney et al.66
|
https://pandas.pydata.org/ |
| Matplotlib 3.5.2 |
Hunter et al.67
|
https://matplotlib.org/ |
| Scanpy 1.9.1 |
Wolf et al.68
|
https://github.com/scverse/scanpy |
| Scikit-learn 1.1.1 |
Pedregosa et al.69
|
https://scikit-learn.org/stable/index.html |
| Scipy 1.8.1 |
Virtanen et al.70
|
https://scipy.org/ |
| Statsmodels 0.13.2 |
Seabold et al.71
|
https://www.statsmodels.org/stable/index.html |
| Dask/Distributed 2022.7.0 |
Rocklin et al.72
|
https://dask.org |
| Pyitlib 0.2.2 |
Peter Foster and Michael Milton73
|
https://github.com/pafoster/pyitlib |
| Leidenalg 0.8.10 |
Traag et al.40
|
https://leidenalg.readthedocs.io/en/stable/ |
| Python_igraph 0.9.11 |
Csardi et al.74
|
https://igraph.org/ |
| Networkx 2.8.3 |
Hagberg et al.75
|
https://networkx.org/ |
| Ctxcore 0.1.1 |
Bravo González-Blas et al.76
|
https://ctxcore.readthedocs.io/en/latest/ |
| Pyscenic 0.11.2 |
Aibar et al.19
|
https://scenic.aertslab.org/ |
| R 4.1.2 |
R Core Team (2022).77
|
https://www.r-project.org/ |
| enrichR 3.0 |
Kuleshov et al.78
|
https://www.rdocumentation.org/packages/enrichR/versions/3.0 |
| Ppcor |
Kim, 201516
|
https://www.rdocumentation.org/packages/ppcor/versions/1.1 |
| PIDC |
Chan et al., 201717
|
https://github.com/Tchanders/NetworkInference.jl |
| GRNBOOST2 |
Moerman et al., 201918
|
https://arboreto.readthedocs.io/en/latest/installation.html |
| Random Walk |
Huang et al., 201835
|
https://github.com/idekerlab/Network_Evaluation_Tools |
| SCING |
This paper/GitHub |
https://github.com/XiaYangLabOrg/SCING |
|
| Deposited data |
|
| Human Alzheimer’s Disease snRNAseq |
Morabito et al., 202127
|
https://www.synapse.org/#!Synapse:syn22079621/ |
| Dendritic cell and k562 cell line perturb-seq datasets |
Dixit et al., 201632
|
GEO: GSE90063
|
| THP-1 cells |
Papalexi et al., 202131
|
GEO: GSE153056
|
| Mouse Cell Atlas |
Han et al., 201826
|
https://bis.zju.edu.cn/MCA/ |
| DisGeNET |
Piñero et al., 201979
|
http://www.disgenet.org/ |
| Mouse AD Visium |
Chen et al., 202028
|
GEO: GSE152506
|