Isoform-level probabilistic transcriptome-wide association to undercover neurogenetic mechanisms underlying complex psychiatric traits
Project Number5R01MH121521-05
Former Number5R01MH121521-03
Contact PI/Project LeaderGANDAL, MICHAEL
Awardee OrganizationUNIVERSITY OF PENNSYLVANIA
Description
Abstract Text
PROJECT SUMMARY/ABSTRACT
As large-scale genome-wide association studies (GWAS) rapidly identify associations with neurodevelopmental
and psychiatric traits, the major defining challenge of the post-GWAS era is to rigorously define the
neurobiological mechanisms underlying disease-associated genetic variation at scale. To this end, we and others
have recently developed methods to directly integrate GWAS results with large-scale tissue-specific expression
quantitative trait loci (eQTL) reference panels, enabling a transcriptome-wide association study (TWAS) – a
powerful approach to identify genes whose expression is associated with genetic risk for disease. In parallel,
emerging evidence has strongly implicated alternative splicing – a form of genetic regulation capable of
generating an exponential number of unique RNA transcript isoforms from a single gene – as an important
mechanism that exhibits dynamic patterns across development and is disrupted in the brains on individuals
affected by psychiatric diseases, including autism and schizophrenia. Yet, no studies have systematically
characterized the genetic regulation of isoform expression in human brain or its association with genetic risk for
psychiatric disorders. This proposal seeks to develop a novel, isoform-level TWAS approach (iso-TWAS) to
identify transcript-isoforms whose cis-regulated expression is associated with psychiatric disease risk. We will
compile a large-scale functional genomic reference panel incorporating genotype and isoform quantifications
from RNA-seq data of more than 3800 human brain samples, which we will leverage to perform iso-TWAS along
with traditional gene-level TWAS for a host of neuropsychiatric traits. We will directly integrate isoform
quantification uncertainties as well as probabilistic fine-mapping within our iso-TWAS framework, in order to
ensure the robustness of resulting associations. We hypothesize that isoform-level characterization will provide
substantially greater resolution to detect candidate biological mechanisms underlying psychiatric GWAS loci.
Finally, predicted SNP-isoform-disease associations will be experimentally validated using genome-engineering
in primary human neural progenitor cell (phNPC) lines followed by long-read RNA-sequencing and detailed
cellular phenotyping. Together, these studies will systematically characterize a critical, yet underexplored area
of genomic regulation in human brain, thereby providing novel insights into psychiatric disease mechanisms and
identifying potential neurobiological targets for therapeutic development and intervention.
Public Health Relevance Statement
PROJECT NARRATIVE
Many genetic variants have been associated with psychiatric disorders such as schizophrenia, but the biological
effects of these variants -- and the mechanisms through which they impart risk for disease -- remain largely
unknown. Substantial efforts have recently been undertaken to compile functional genomic data (e.g. genetic
variation, gene expression, splicing) across a large number of human brain samples. Here, we develop and
apply new techniques to directly integrate these reference brain genomic annotations with psychiatric disease-
associated genetic variation to gain new insights into the neurobiological mechanisms associated with these
disorders.
No Sub Projects information available for 5R01MH121521-05
Publications
Publications are associated with projects, but cannot be identified with any particular year of the project or fiscal year of funding. This is due to the continuous and cumulative nature of knowledge generation across the life of a project and the sometimes long and variable publishing timeline. Similarly, for multi-component projects, publications are associated with the parent core project and not with individual sub-projects.
No Publications available for 5R01MH121521-05
Patents
No Patents information available for 5R01MH121521-05
Outcomes
The Project Outcomes shown here are displayed verbatim as submitted by the Principal Investigator (PI) for this award. Any opinions, findings, and conclusions or recommendations expressed are those of the PI and do not necessarily reflect the views of the National Institutes of Health. NIH has not endorsed the content below.
No Outcomes available for 5R01MH121521-05
Clinical Studies
No Clinical Studies information available for 5R01MH121521-05
News and More
Related News Releases
No news release information available for 5R01MH121521-05
History
No Historical information available for 5R01MH121521-05
Similar Projects
No Similar Projects information available for 5R01MH121521-05