The construction of transcriptional risk scores for breast cancer based on lightGBM and multiple omics data

DOI10.3934/MBE.2022576OpenAlexW4293212843MaRDI QIDQ2694067

Chongyang Li, Yi Gong, Jianqiao Pan, Baoshan Ma, Fengju Song, Tong Xiong, Xiaoyu Hou

Publication date: 28 March 2023

Published in: Mathematical Biosciences and Engineering (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.3934/mbe.2022576

zbMATH Keywords

diagnosisbreast cancerprognosislightGBMmultiple omics datatranscriptional risk scores

Mathematics Subject Classification ID

Medical applications (general) (92C50)

Uses Software

• LightGBM

Cites Work

• Accounting for linkage disequilibrium in genome-wide association studies: a penalized regression method
• Ensemble Machine Learning
• Regression Shrinkage and Selection via The Lasso: A Retrospective
• Regularization and Variable Selection Via the Elastic Net

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