Cell Explanatory Power with Inflection Point (CEP-IP) with CMRF


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Documentation for package ‘cepip’ version 0.1.0

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cepip Run CEP-IP, optionally with SKCS and CMRF
cepip_associate Donor-level association with outcomes
cepip_band CMRF tolerance band (Stage 1)
cepip_cmrf Copula monotone recovery filter (CMRF)
cepip_composite Composite expression of partner genes
cepip_deg Differential expression between cell groups, paired by donor
cepip_donor Per-donor share of cells in each group
cepip_ep Cell explanatory power and TREP cells
cepip_example Download the SEA-AD example data
cepip_example_clear Delete the cached example data
cepip_fit Fit the CEP-IP GAM
cepip_groups Cell groups for downstream analyses
cepip_ip Inflection point (IP) and IP reliability score (IPRS)
cepip_save Save the tables and plots of one arm
cepip_screen Spearman-Kendall dual-filter screen for partner genes
cepip_skcs Spearman-Kendall cell-level scores (SKCS)
cepip_toy Simulated example data
cepip_validate Validate the CMRF Module by refitting the CEP-IP GAM (Validation1)
plot_associate Forest plot of donor-level associations
plot_band Plot the formation of the CMRF band (Figure 6)
plot_copula Plot the cells and the CMRF band in copula space
plot_deg Volcano plot of one differential expression contrast
plot_donor Plot the per-donor Module Post-IP percentage
plot_fit Plot the CEP-IP GAM with the inflection point
plot_module Pitcher plot of the CMRF classes in copula space (Figure 8A)
plot_pitcher Pitcher plot of the SKCS scores
plot_prss Plot the PRSS search over the basis dimension k
plot_residual Plot the residual GAM R(x) and the IP
plot_rskfcv Plot the RSk-fCV gate of CMRF Stage 2 (Figure 7)
plot_screen Plot the partner-gene screen of one GOI
plot_validate Plot the Validation1 refit of the CMRF Module
print.cepip_figure Draw a multi-panel cepip figure