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Gray Correlation Analysis
Correlation analysis is a simple and practical analysis technique, which is to find the association or correlation existing in a large number of data...
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Metabolic Networks: Weighted Gene Correlation Network Analysis
Weighted Gene Correlation Network Analysis (WGCNA) is used to build weighted gene networks representing direct interconnections among genes. This...
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The neurovascular unit and its correlation with cognitive performance in patients with cerebral small vessel disease: a canonical correlation analysis approach
Growing evidence indicates an important role of neurovascular unit (NVU) dysfunction in the pathophysiology of cerebral small vessel disease (cSVD)....
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Multivariate canonical correlation analysis identifies additional genetic variants for chronic kidney disease
Chronic kidney diseases (CKD) have genetic associations with kidney function. Univariate genome-wide association studies (GWAS) have identified...
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Classifying breast cancer subtypes on multi-omics data via sparse canonical correlation analysis and deep learning
BackgroundClassifying breast cancer subtypes is crucial for clinical diagnosis and treatment. However, the early symptoms of breast cancer may not be...
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Analysis of Correlation between PRM1, STK35, and IFT27 Gene Expression Levels and Holstein Bull Semen Quality Parameters
AbstractSurveys were carried out to analyze the correlation between the mRNA expression levels of the PRM1, STK35, and IFT27 genes and the quality...
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Complete genome sequence, phenotypic correlation and pangenome analysis of uropathogenic Klebsiella spp
Urinary tract infections (UTI) by antibiotic resistant and virulent K. pneumoniae are a growing concern. Understanding the genome and validating the...
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On the stability of canonical correlation analysis and partial least squares with application to brain-behavior associations
Associations between datasets can be discovered through multivariate methods like Canonical Correlation Analysis (CCA) or Partial Least Squares...
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Distance correlation application to gene co-expression network analysis
BackgroundTo construct gene co-expression networks, it is necessary to evaluate the correlation between different gene expression profiles. However,...
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Diversity and correlation analysis of endophytes and metabolites of Panax quinquefolius L. in various tissues
BackgroundPanax quinquefolius L. (American ginseng) is widely used in medicine due to its wealth of diverse pharmacological effects. Endophytes...
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Correlation analysis of glucosinolate profiles and GSL biosynthetic genes in radishes (Raphanus sativus L.)
Glucosinolates (GSLs) are secondary metabolites that are produced in Brassicale order plants and play an important role in their defense against...
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Concept of Simple Correlation and Regression
Acorrelation coefficient (r) is a statistical measure of linear association between or among variables. Correlation can be either positive or...
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Comprehensive analysis of TCGA data reveals correlation between DNA methylation and alternative splicing
The effect of DNA methylation on the regulation of gene expression has been extensively discussed in the literature. However, the potential...
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Correlation between remnant cholesterol and hyperuricemia in American adults
BackgroundRemnant cholesterol (RC) is an important marker for assessing the risk of metabolic syndrome. However, the correlation between RC and...
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C3NA: correlation and consensus-based cross-taxonomy network analysis for compositional microbial data
BackgroundStudying the co-occurrence network structure of microbial samples is one of the critical approaches to understanding the perplexing and...
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Investigation of the relationship between germination components and agronomical traits in barley using the canonical correlation analysis
As one of the most important stages of plant development, germination significantly impacts plant establishment and grain yield. The exploration of...
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Meta-analysis of Gene Activity (MAGA) Contributions and Correlation with Gene Expression, Through GAGAM
It is well-known how sequencing technologies propelled cellular biology research in the latest years, giving an incredible insight into the basic...
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Multiple Traits and Genetic Correlation
This chapter introduces the concept of genetic correlation between traits. Causes of genetic correlation between traits are described: (1) pleiotropy...
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Analysis of Salt Stress on Soil Microbial Community Composition and Its Correlation with Active Components in the Rhizosphere of Acanthopanax senticosus
Salt stress can adversely affect plant seed germination, growth and development, and eventually lead to slow growth and even death of plants. The...
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Gene co-expression network based on part mutual information for gene-to-gene relationship and gene-cancer correlation analysis
BackgroundFinding correlation patterns is an important goal of analyzing biological data. Currently available methods for correlation analysis mainly...
