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Shannon Entropy as a metric for conditional gene expression in Neurospora crassa
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Abstract
Neurospora crassa
has been an important model organism for molecular biology and genetics for over 60 years.
N. crassa
has a complex life cycle, with over 28 distinct cell types and is capable of transcriptional responses to many environmental conditions including nutrient availability, temperature, and light. To quantify variation in
N. crassa
gene expression, we analyzed public expression data from 97 conditions and calculated the Shannon Entropy value for
Neurospora’s
approximately 11,000 genes. Entropy values can be used to estimate the variability in expression for a single gene over a range of conditions and be used to classify individual genes as constitutive or condition-specific. Shannon entropy has previously been used measure the degree of tissue specificity of multicellular plant or animal genes. We use this metric here to measure variable gene expression in a microbe and provide this information as a resource for the
N. crassa
research community. Finally, we demonstrate the utility of this approach by using entropy values to identify genes with constitutive expression across a wide range of conditions and to identify genes that are activated exclusively during sexual development.
Title: Shannon Entropy as a metric for conditional gene expression in
Neurospora crassa
Description:
Abstract
Neurospora crassa
has been an important model organism for molecular biology and genetics for over 60 years.
N.
crassa
has a complex life cycle, with over 28 distinct cell types and is capable of transcriptional responses to many environmental conditions including nutrient availability, temperature, and light.
To quantify variation in
N.
crassa
gene expression, we analyzed public expression data from 97 conditions and calculated the Shannon Entropy value for
Neurospora’s
approximately 11,000 genes.
Entropy values can be used to estimate the variability in expression for a single gene over a range of conditions and be used to classify individual genes as constitutive or condition-specific.
Shannon entropy has previously been used measure the degree of tissue specificity of multicellular plant or animal genes.
We use this metric here to measure variable gene expression in a microbe and provide this information as a resource for the
N.
crassa
research community.
Finally, we demonstrate the utility of this approach by using entropy values to identify genes with constitutive expression across a wide range of conditions and to identify genes that are activated exclusively during sexual development.
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