TY - JOUR
T1 - Integrating DNA methylation and gene expression data in a single gene network using the iNETgrate package
AU - Sajedi, Sogand
AU - Ebrahimi, Ghazal
AU - Roudi, Raheleh
AU - Mehta, Isha
AU - Heshmat, Amirreza
AU - Samimi, Hanie
AU - Kazempour, Shiva
AU - Zainulabadeen, Aamir
AU - Docking, Thomas Roderick
AU - Arora, Sukeshi Patel
AU - Cigarroa, Francisco
AU - Seshadri, Sudha
AU - Karsan, Aly
AU - Zare, Habil
N1 - Publisher Copyright:
© 2023, The Author(s).
PY - 2023/12
Y1 - 2023/12
N2 - Analyzing different omics data types independently is often too restrictive to allow for detection of subtle, but consistent, variations that are coherently supported based upon different assays. Integrating multi-omics data in one model can increase statistical power. However, designing such a model is challenging because different omics are measured at different levels. We developed the iNETgrate package (https://bioconductor.org/packages/iNETgrate/) that efficiently integrates transcriptome and DNA methylation data in a single gene network. Applying iNETgrate on five independent datasets improved prognostication compared to common clinical gold standards and a patient similarity network approach.
AB - Analyzing different omics data types independently is often too restrictive to allow for detection of subtle, but consistent, variations that are coherently supported based upon different assays. Integrating multi-omics data in one model can increase statistical power. However, designing such a model is challenging because different omics are measured at different levels. We developed the iNETgrate package (https://bioconductor.org/packages/iNETgrate/) that efficiently integrates transcriptome and DNA methylation data in a single gene network. Applying iNETgrate on five independent datasets improved prognostication compared to common clinical gold standards and a patient similarity network approach.
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U2 - 10.1038/s41598-023-48237-8
DO - 10.1038/s41598-023-48237-8
M3 - Article
C2 - 38066050
AN - SCOPUS:85179337647
SN - 2045-2322
VL - 13
JO - Scientific reports
JF - Scientific reports
IS - 1
M1 - 21721
ER -