Related Experiment Video
Updated: Jun 6, 2026

03:37
Generating the Transcriptional Regulation View of Transcriptomic Features for Prediction Task and Dark Biomarker Detection on Small Datasets
Published on: March 1, 2024
Shedding new light on genetic dark matter
1Department of Psychiatry, University of Pittsburgh School of Medicine, 3811 O'Hara St, Pittsburgh, PA 15213, USA. devlinbj@upmc.edu.
Genome Medicine
|November 12, 2010
Summary
Genome-wide association studies (GWAS) identify some disease genes, but much genetic variation remains unknown. New methods can distinguish genetic from non-genetic gene expression to uncover this "dark matter" and advance personalized medicine.
Area of Science:
- Genetics
- Genomics
- Molecular Biology
Background:
- Genome-wide association studies (GWAS) have identified genetic variants linked to complex diseases, but explain only a small portion of heritability.
- A significant gap exists in understanding the genetic basis of complex diseases, often referred to as the genetic 'dark matter.'
Discussion:
- Naukkarinen and colleagues propose a novel method to differentiate gene expression influenced by genetic variation from that driven by non-genetic factors.
- This approach enables researchers to focus statistical and molecular analyses on a refined set of genes, facilitating the discovery of novel disease-risk genetic variations.
Key Insights:
- The proposed method enhances the ability to identify genetic factors contributing to disease risk.
- Distinguishing genetic from non-genetic influences on gene expression is crucial for uncovering the remaining heritability.
- This strategy aids in pinpointing specific genetic variations associated with disease susceptibility.
Outlook:
- Developing and applying more methods like this is essential for illuminating the genetic 'dark matter' of complex diseases.
- Improved understanding of molecular genetic etiology will deepen insights into disease mechanisms.
- These advancements hold significant promise for accelerating the development of personalized medicine approaches.
Related Concept Videos
Genetic Material
Within the human body, a complex and detailed system of trillions of cells works in unison to sustain life. Each cell houses a nucleus, which contains 46 chromosomes divided into 23 pairs. Chromosomes are highly coiled structures made of the genetic material DNA. These chromosomes are essential carriers of genetic information, with half inherited from the mother through her egg and the other half from the father's sperm, combining to create the unique genetic makeup of an individual.
Mutation, Gene Flow, and Genetic Drift
In a population that is not at Hardy-Weinberg equilibrium, the frequency of alleles changes over time. Therefore, any deviations from the five conditions of Hardy-Weinberg equilibrium can alter the genetic variation of a given population. Conditions that change the genetic variability of a population include mutations, natural selection, non-random mating, gene flow, and genetic drift (small population size).Mechanisms of Genetic VariationThe original sources of genetic variation are mutations,...
Genetic Variation
Genetic variation is the diversity in DNA sequences found among individuals of the same species. This diversity is crucial for a species' survival because it helps organisms adapt to environmental changes. Genetic variation begins with fertilization, where an egg and sperm cell merge. Each of these cells carries 23 chromosomes, up to 46 in the fertilized egg. Chromosomes are long DNA strands that contain genes, the basic units of heredity.
Genes exist in different versions called alleles, which...
Genes exist in different versions called alleles, which...
Genetic Drift
Natural selection—probably the most well-known evolutionary mechanism—increases the prevalence of traits that enhance survival and reproduction. However, evolution does not merely propagate favorable traits, nor does it always benefit populations.Life is not fair. A deer grazing contentedly in a field can have her meal cut tragically short by a bolt of lightning. If the doomed doe is one of only three in the population, 1/3 of the population’s gene pool is lost. Random events like this can...
Human Genetics
Human genetics provides a profound framework for understanding the interplay between genetic predispositions and human psychology. At the heart of this discipline lies the study of how genes influence physical traits, behaviors, and susceptibility to diseases. Each person carries a unique genetic code that subtly or significantly shapes their psychological and behavioral landscape.
The complex relationship between genetics and psychology is observable through common biological components such...
The complex relationship between genetics and psychology is observable through common biological components such...
Genetic Screens
Genetic screens are tools used to identify genes and mutations responsible for phenotypes of interest. Genetic screens help identify individuals or a group of people at risk of developing genetic diseases and help them with early intervention, targeted therapy, and reproductive options.
Forward genetic screens
Forward or “classical” genetic screens involve creating random mutations in an organism’s DNA using radiation, mutagens, or insertion of additional bases, which result in visible changes...
Forward genetic screens
Forward or “classical” genetic screens involve creating random mutations in an organism’s DNA using radiation, mutagens, or insertion of additional bases, which result in visible changes...

