Functional dissection of complex and molecular trait variants at single nucleotide resolution
Layla Siraj1,2,3,4, Rodrigo I Castro5, Hannah Dewey5
1Broad Institute of Harvard and MIT, Cambridge, MA, USA.
Biorxiv : the Preprint Server for Biology
|May 20, 2024
Summary
This study functionally characterized thousands of genetic variants linked to complex traits and diseases using a Massively Parallel Reporter Assay (MPRA). The findings reveal novel regulatory mechanisms and transcription factor interactions influencing human phenotypes.
Area of Science:
- Human Genetics
- Molecular Biology
- Genomics
Background:
- Identifying causal variants for complex traits and diseases is challenging.
- Many variants are in non-coding regions, affecting gene regulation.
- Understanding how single nucleotide alterations impact phenotypes is limited.
Purpose of the Study:
- To systematically characterize the function of trait-associated variants.
- To investigate the mechanisms by which variants modulate transcriptional processes.
- To provide insights into the regulatory grammar underlying disease risk.
Main Methods:
- Massively Parallel Reporter Assay (MPRA) was used to measure the activity of 221,412 trait-associated variants in 5 cell types.
- Saturation mutagenesis was employed to dissect the mechanisms of 136 variants.
- Orthogonal measures were used to validate variant function.
Main Results:
- MPRA precisely identified 12,025 regulatory variants.
- Only 69% of variants' effects were explained by known transcription factor (TF) binding motifs.
- Mechanisms for 91% of variants without canonical mechanisms were assigned, revealing prevalent epistasis.
Conclusions:
- This study provides a comprehensive functional characterization of likely causal common variants.
- Novel insights into gene regulation and disease risk mechanisms were gained.
- The findings advance our understanding of the regulatory grammar governing human traits and diseases.
Related Concept Videos
Evolutionary Relationships through Genome Comparisons
5.7K
Genome comparison is one of the excellent ways to interpret the evolutionary relationships between organisms. The basic principle of genome comparison is that if two species share a common feature, it is likely encoded by the DNA sequence conserved between both species. The advent of genome sequencing technologies in the late 20th century enabled scientists to understand the concept of conservation of domains between species and helped them to deduce evolutionary relationships across diverse...
5.7K
Comparing Copy Number Variations and SNPs
17.7K
Sequencing of the human genome has opened up several best-kept secrets of the genome. Scientists have identified thousands of genome variations that exist within a population. These variations can be a single nucleotide or a larger chromosomal variation.
Copy number variations or CNVs are the structural variations that cover more than 1kb of DNA sequence. The single nucleotide polymorphism (SNP), on the other hand, is a single nucleotide change or a point mutation that is found in more than 1%...
Copy number variations or CNVs are the structural variations that cover more than 1kb of DNA sequence. The single nucleotide polymorphism (SNP), on the other hand, is a single nucleotide change or a point mutation that is found in more than 1%...
17.7K
Genome-wide Association Studies-GWAS
13.3K
Genome-wide association studies or GWAS are used to identify whether common SNPs are associated with certain diseases. Suppose specific SNPs are more frequently observed in individuals with a particular disease than those without the disease. In that case, those SNPs are said to be associated with the disease. Chi-square analysis is performed to check the probability of the allele likely to be associated with the disease.
GWAS does not require the identification of the target gene involved in...
GWAS does not require the identification of the target gene involved in...
13.3K
Single Nucleotide Polymorphisms-SNPs
15.0K
A single nucleotide polymorphism or SNP is a single nucleotide variation at a specific genomic position in a large population. It is the most prevalent type of sequence variation found in the human genome. Point mutations that occur in more than 1% of the population qualify as SNPs. These are present once every 1000 nucleotides on an average in the human genome. Replacement of a purine with another purine (A/G) or a pyrimidine with another pyrimidine (C/T) is known as a transition. In contrast,...
15.0K


