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emba

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Biomarker discovery
It groups models by predictive performance or synergy prediction and compares average network node activity across model groups to identify biomarkers.bblodfon.github.io · read 5 Oct 2026
Biomarker types
The package supports synergy biomarkers, performance biomarkers, and link operator biomarkers for qualifying Boolean models.bblodfon.github.io · read 5 Oct 2026
DrugLogics data
The package loads simulation results from DrugLogics, a pipeline used to predict synergistic drug combinations in cancer cell lines.bblodfon.github.io · read 5 Oct 2026
Input requirement
Gold-standard drug combinations must be a subset of the combinations tested in the model predictions.bblodfon.github.io · read 5 Oct 2026
Inputs
The documented analysis uses model predictions, model stable states, observed gold-standard synergies, and optionally model link operators.bblodfon.github.io · read 5 Oct 2026
Install
The project page lists installation from CRAN and a development version installable from GitHub with remotes.bblodfon.github.io · read 5 Oct 2026
Intended users
The package is intended for analysis of Boolean model ensembles, including research into drug synergy and biomarkers in cancer cell networks.bblodfon.github.io · read 5 Oct 2026
License
The project page identifies the license as MIT.bblodfon.github.io · read 5 Oct 2026
Performance metrics
Models can be grouped by true positive prediction counts or Matthews correlation coefficient scores.bblodfon.github.io · read 5 Oct 2026
Purpose
emba is an R package for analyzing and visualizing biomarkers in ensembles of Boolean models for cancer cell networks.bblodfon.github.io · read 5 Oct 2026
Support
The project directs users to GitHub Issues to report bugs.bblodfon.github.io · read 5 Oct 2026
Visualization
The guide demonstrates plotting average activity differences and link operator differences on a network graph.bblodfon.github.io · read 5 Oct 2026

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