A) Sample regression analysis of the overlapping 50 aging correlated genes across humans. B) Histogram of R2 values of human age prediction using the conserved 50 aging correlated genes with a mean R2 of 0.46. C) Sample regression analysis of the mean R2 values predicting Drosophila age using the 50 aging correlated genes. D) Histogram of R2 values predicting Drosophila age using the conserved 50 aging correlated genes with a mean R2 of 0.85. All results calculated using XGBoost. All histogram results represent averages across 1000 bootstrapped random samplings where the regressor or classifier was trained on 75% of the samples and tested on 25%. All histogram values are reported as the mean across 1000 iterations. Median AE stands for Medi...
<p>Calculations and figures were generated using Partek Genomics Suite (Version 6.6 2012). Red indic...
Aging is a complex process characterized by a steady decline in an organism’s ability to perform lif...
<p>The blue bars show the number of aging-related genes for each individual term and the orange line...
A) Sample regression analysis using the top 1000 human aging correlated genes to predict human age. ...
A) Sample regression analysis using all human genes to predict human age. B) Histogram of R2 values ...
Confusion matrices of average biological age prediction. A) Average age group classification results...
<p>Number of genes and correlation coefficients in each category. The average correlation coefficien...
This table depicts the aging correlated genes for humans and flies sorted according to their correla...
<p>Graphical identification of genes with statistically significant (p<0.05) Pearson r correlations ...
This table depicts the average R2, mean square error, median absolute error and R2 95% confidence in...
<p>The significance of the error was determined by obtaining 1,000 randomized cross-validation error...
<div><p>Several recent gene expression studies identified hundreds of genes that are correlated with...
<p>(A) All relevant genes are listed according to their average expression values. Each column corre...
Age is the strongest risk factor for many diseases including neurodegenerative disorders, coronary h...
<p>A. Unlike NES (Fig. 4), the significant overlap between aging and SD (* p = 0.028, binomial test...
<p>Calculations and figures were generated using Partek Genomics Suite (Version 6.6 2012). Red indic...
Aging is a complex process characterized by a steady decline in an organism’s ability to perform lif...
<p>The blue bars show the number of aging-related genes for each individual term and the orange line...
A) Sample regression analysis using the top 1000 human aging correlated genes to predict human age. ...
A) Sample regression analysis using all human genes to predict human age. B) Histogram of R2 values ...
Confusion matrices of average biological age prediction. A) Average age group classification results...
<p>Number of genes and correlation coefficients in each category. The average correlation coefficien...
This table depicts the aging correlated genes for humans and flies sorted according to their correla...
<p>Graphical identification of genes with statistically significant (p<0.05) Pearson r correlations ...
This table depicts the average R2, mean square error, median absolute error and R2 95% confidence in...
<p>The significance of the error was determined by obtaining 1,000 randomized cross-validation error...
<div><p>Several recent gene expression studies identified hundreds of genes that are correlated with...
<p>(A) All relevant genes are listed according to their average expression values. Each column corre...
Age is the strongest risk factor for many diseases including neurodegenerative disorders, coronary h...
<p>A. Unlike NES (Fig. 4), the significant overlap between aging and SD (* p = 0.028, binomial test...
<p>Calculations and figures were generated using Partek Genomics Suite (Version 6.6 2012). Red indic...
Aging is a complex process characterized by a steady decline in an organism’s ability to perform lif...
<p>The blue bars show the number of aging-related genes for each individual term and the orange line...