ROC for all gene biomarkers as features.

ROC for all gene biomarkers as features.

<div><p>Hypertension is a critical risk factor and cause of mortality in cardiovascular diseases, and it remains a global public health issue. Therefore, understanding its mechanisms is essential for treating and preventing hypertension. Gene expression data is an important source for ob...

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Bibliographic Details
Main Author: Zongjin Li (38031) (author)
Other Authors: Liqin Tian (802035) (author), Libing Bai (20614186) (author), Zeyu Jia (12438600) (author), Xiaoming Wu (388718) (author), Changxin Song (20614189) (author)
Published: 2025
Subjects:
Microbiology
Cell Biology
Genetics
Space Science
Biological Sciences not elsewhere classified
Mathematical Sciences not elsewhere classified
Information Systems not elsewhere classified
supervised learning ideas
small sample size
loss function based
high feature dimensionality
critical risk factor
gene module detection
xlink "> hypertension
algorithm &# 8217
obtaining hypertension biomarkers
gene expression data
gene biomarkers
gene node
preventing hypertension
validation dataset
using gse113439
significantly differentiated
significantly different
significant advantages
reach 97
proposed algorithm
posing challenges
literature methods
link prediction
interaction information
important source
graph network
gnn model
experiment revealed
comparative methods
cardiovascular diseases
biological significance
algorithm utilizes
50 %,
45 %,
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