Scientists find new way to map differences in the brain
UC San Diego News Aug 17, 2017
Salk and UC San Diego team studied epigenetic changes in the DNA of individual neurons, identifying novel types.
A team from the Salk Institute for Biological Studies and the University of California San Diego has, for the first time, profiled chemical modifications in the DNA of individual neurons, giving the most detailed information yet on what makes one brain cell different from its neighbor.
Published in the journal Science, the study analyzed a neuronÂs methylome, or pattern of methylated DNA. DNA methylation is chemical addition of methyl groups to the bases in a DNA molecule, which alters how genes are expressed without changing their sequence. These are epigenetic changes, and cataloging them, in a total of about 6,000 cells or 1 trillion DNA bases, enabled the team to sort the neurons into subtypes and create new kinds of brain maps based on a neuronÂs gene expression. The study also identifies new subtypes of neurons.
The paperÂs senior co–authors are Joseph Ecker, director of SalkÂs Genomic Analysis Laboratory and an investigator of the Howard Hughes Medical Institute, Margarita Behrens, senior staff scientist at Salk, and Eran Mukamel of the UC San Diego Department of Cognitive Science. The first authors are Chongyuan Luo, a Salk research associate, and Christopher Keown, a cognitive science graduate student at UC San Diego.
ÂOur research shows that we can clearly define neuronal types based on their methylomes, said Behrens. ÂThis opens up the possibility of understanding what makes two neurons  that sit in the same brain region and otherwise look similar  behave differently.Â
Mukamel, assistant professor of cognitive science and head of the Computational Neural Data and Dynamics Lab at UC San Diego said, ÂOur study represents a completely different way to look at the diversity of brain cell types. The innovation of the paper is that we were able to prepare DNA libraries from individual neurons and at scale. It is a bit like taking a census but of gene expression, surveying thousands of cells.Â
Earlier single–cell methods have focused on analysis of RNA. But levels of RNA can change with conditions, while methylomes are generally stable throughout adulthood. Methylomes, the researchers hypothesize, offer a more precise way to identify neurons.
The team studied neurons in both a mouse and a human. They used a single–cell methylome sequencing method theyÂd recently developed, applying it to 3,377 neurons from the frontal cortex of a young adult mouse and 2,784 from the frontal cortex of a deceased human male aged 25. Unlike other cells in the body, neurons have two types of methylation, so the teamÂs approach mapped both types. Neurons from the mouse frontal cortex, they found, clustered into 16 subtypes based on methylation patterns, while neurons from the human frontal cortex were more diverse and formed 21 subtypes. The methylation patterns of inhibitory neurons  those that provide the brainÂs Âstop signals  were more alike between mice and humans than those of the excitatory (or ÂgoÂ) neurons. This suggests greater evolutionary conservation of inhibitory neurons and might be a clue to their importance. The study also defines new subtypes of human neurons.
ÂWe think itÂs pretty striking, said Ecker, Âthat we can tease apart a brain into individual cells, sequence their methylomes, and identify many new cell types along with their gene regulatory elements, the genetic switches that make these neurons distinct from each other.Â
The teamÂs results add to the Âbrain atlas in an objective, data–driven way, said Mukamel, who is also an affiliate of the Kavli Institute for Brain and Mind at UC San Diego, as well as the universityÂs neurosciences program.
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A team from the Salk Institute for Biological Studies and the University of California San Diego has, for the first time, profiled chemical modifications in the DNA of individual neurons, giving the most detailed information yet on what makes one brain cell different from its neighbor.
Published in the journal Science, the study analyzed a neuronÂs methylome, or pattern of methylated DNA. DNA methylation is chemical addition of methyl groups to the bases in a DNA molecule, which alters how genes are expressed without changing their sequence. These are epigenetic changes, and cataloging them, in a total of about 6,000 cells or 1 trillion DNA bases, enabled the team to sort the neurons into subtypes and create new kinds of brain maps based on a neuronÂs gene expression. The study also identifies new subtypes of neurons.
The paperÂs senior co–authors are Joseph Ecker, director of SalkÂs Genomic Analysis Laboratory and an investigator of the Howard Hughes Medical Institute, Margarita Behrens, senior staff scientist at Salk, and Eran Mukamel of the UC San Diego Department of Cognitive Science. The first authors are Chongyuan Luo, a Salk research associate, and Christopher Keown, a cognitive science graduate student at UC San Diego.
ÂOur research shows that we can clearly define neuronal types based on their methylomes, said Behrens. ÂThis opens up the possibility of understanding what makes two neurons  that sit in the same brain region and otherwise look similar  behave differently.Â
Mukamel, assistant professor of cognitive science and head of the Computational Neural Data and Dynamics Lab at UC San Diego said, ÂOur study represents a completely different way to look at the diversity of brain cell types. The innovation of the paper is that we were able to prepare DNA libraries from individual neurons and at scale. It is a bit like taking a census but of gene expression, surveying thousands of cells.Â
Earlier single–cell methods have focused on analysis of RNA. But levels of RNA can change with conditions, while methylomes are generally stable throughout adulthood. Methylomes, the researchers hypothesize, offer a more precise way to identify neurons.
The team studied neurons in both a mouse and a human. They used a single–cell methylome sequencing method theyÂd recently developed, applying it to 3,377 neurons from the frontal cortex of a young adult mouse and 2,784 from the frontal cortex of a deceased human male aged 25. Unlike other cells in the body, neurons have two types of methylation, so the teamÂs approach mapped both types. Neurons from the mouse frontal cortex, they found, clustered into 16 subtypes based on methylation patterns, while neurons from the human frontal cortex were more diverse and formed 21 subtypes. The methylation patterns of inhibitory neurons  those that provide the brainÂs Âstop signals  were more alike between mice and humans than those of the excitatory (or ÂgoÂ) neurons. This suggests greater evolutionary conservation of inhibitory neurons and might be a clue to their importance. The study also defines new subtypes of human neurons.
ÂWe think itÂs pretty striking, said Ecker, Âthat we can tease apart a brain into individual cells, sequence their methylomes, and identify many new cell types along with their gene regulatory elements, the genetic switches that make these neurons distinct from each other.Â
The teamÂs results add to the Âbrain atlas in an objective, data–driven way, said Mukamel, who is also an affiliate of the Kavli Institute for Brain and Mind at UC San Diego, as well as the universityÂs neurosciences program.
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