Back to Search Start Over

Artificial Intelligence in Bulk and Single-Cell RNA-Sequencing Data to Foster Precision Oncology.

Authors :
Del Giudice M
Peirone S
Perrone S
Priante F
Varese F
Tirtei E
Fagioli F
Cereda M
Source :
International journal of molecular sciences [Int J Mol Sci] 2021 Apr 27; Vol. 22 (9). Date of Electronic Publication: 2021 Apr 27.
Publication Year :
2021

Abstract

Artificial intelligence, or the discipline of developing computational algorithms able to perform tasks that requires human intelligence, offers the opportunity to improve our idea and delivery of precision medicine. Here, we provide an overview of artificial intelligence approaches for the analysis of large-scale RNA-sequencing datasets in cancer. We present the major solutions to disentangle inter- and intra-tumor heterogeneity of transcriptome profiles for an effective improvement of patient management. We outline the contributions of learning algorithms to the needs of cancer genomics, from identifying rare cancer subtypes to personalizing therapeutic treatments.

Details

Language :
English
ISSN :
1422-0067
Volume :
22
Issue :
9
Database :
MEDLINE
Journal :
International journal of molecular sciences
Publication Type :
Academic Journal
Accession number :
33925407
Full Text :
https://doi.org/10.3390/ijms22094563