Discriminative Random Walk with Restart
Overview
We present DRaWR, a network-based method for ranking genes or properties related to a given gene set. Such related genes or properties are identified from among the nodes of a large, heterogeneous network of biological information. Our method involves a random walk with restarts, performed on an initial network with multiple node and edge types, preserving more of the original, specific property information than current methods that operate on homogeneous networks. In this first stage of our algorithm, we find the properties that are the most relevant to the given gene set and extract a subnetwork of the original network, comprising only the relevant properties. We then rerank genes by their similarity to the given gene set, based on a second random walk with restarts, performed on the above subnetwork.
- Added dependencies and removed example test outputs.
From NEWS.md in the release
Install
Health
- OK13 OK2026-08-05
- NOTE12 OK, 1 NOTE2026-08-01
- OK14 OK2026-03-10
Documentation
- Help pages
- 5
- Examples that run
- 100%4 run in a plain check
- Exported functions with examples
- 100%
- Documented parameters
- 98%
- Return-value docs
- 75%
- Help pages citing references
- 0%
Downloads
Dependencies
Installing DRaWR adds 5 packages (3 with compiled code, 5.2 MB of source tarballs). Heaviest: gplots 4.6 MB, ROCR 268 KB, gtools 236 KB.
Code & Tests
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- RR 4.6.0 released · 2026-04-24
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- RR 4.3.0 released · 2023-04-21
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- RR 4.1.0 released · 2021-05-18
- RR 4.0.0 released · 2020-04-24
- RR 3.6.0 released · 2019-04-26
- RR 3.5.0 released · 2018-04-23
- RR 3.4.0 released · 2017-04-21
- RR 3.3.0 released · 2016-05-03
- 1.0.12016-02-05
- RR 3.2.0 released · 2015-04-16
Package metadata
- First published
- 2016-02-05
- Total releases
- 2 / 10 yrs
- License
- GPL-2 OSI
- Minimum R
- ≥ 3.0
- Bundled data
- 0.4 KB / 1 file
- Download size
- 9.0 KB
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