Related Experiment Video
Updated: Sep 15, 2025

Determining the Role of Maternally-Expressed Genes in Early Development with Maternal Crispants
Published on: December 21, 2021
Dissecting genotype-environment relationships with functional implications for parental selection in Cannabis
Anna Halpin-McCormick1, Robert Thomson2, Robert C Clarke3
1Department of Tropical Plant and Soil Sciences, University of Hawai'i at Manoa, Honolulu, HI, United States.
Environmental Genomic Selection (EGS) identified adaptive traits in Cannabis sativa populations. Drug-type feral and basal groups show potential for developing climate-resilient varieties by introgressing flood tolerance and broad environmental resilience traits.
Area of Science:
- Genomics
- Plant Breeding
- Climate Change Adaptation
Background:
- Climate variability impacts agriculture, necessitating climate-resilient crop varieties.
- Cannabis sativa exhibits global adaptation to diverse environments due to cultivation and naturalization.
- Understanding genetic factors for environmental adaptation is crucial for optimizing breeding strategies.
Purpose of the Study:
- To assess the relationship between Cannabis sativa populations and their environmental conditions using Environmental Genomic Selection (EGS).
- To explore Genomic Estimated Adaptive Values (GEAVs) for identifying parental material adapted to specific climates.
- To characterize marker effects underlying GEAVs to understand local adaptation mechanisms.
Main Methods:
- Combined raw data from multiple public sources for 149 Cannabis sativa samples.
- Conducted Environmental Genomic Selection (EGS) analysis.
- Explored Genomic Estimated Adaptive Values (GEAVs) across bioclimatic variables and analyzed individual marker effects within genetic groupings (Basal, Hemp-type, Drug-type feral, Drug-type).
Main Results:
- Distinct GEAV patterns emerged across Cannabis sativa population groups.
- Drug-type feral populations showed broader GEAV ranges, particularly for precipitation, indicating seasonal responses potentially linked to monsoon climates and flood tolerance.
- Basal group exhibited broad GEAV ranges, suggesting value for enhancing environmental resilience.
Conclusions:
- Environmental Genomic Selection (EGS) is an effective method for rapid, climate-conscious parental selection and mechanistic insight.
- Cannabis sativa's genetic diversity, particularly in drug-type feral and basal groups, offers resources for developing climate-resilient varieties.
- Incorporating diverse germplasm is vital for improving Cannabis resilience to changing environmental conditions and future climate challenges.
Related Concept Videos
Background and Environment Affect Phenotype
An example of how genetic background affects phenotype can be seen in horses. The Extension gene in horses is responsible for their coat color. A wild-type gene (EE) produces black pigment in the coat, while a mutant gene (ee) produces red pigment. A...
Gene-Environment Interactions
Behavioral Genetics and Its Designs
The primary methodologies used in behavior genetics include family studies, twin studies, and adoption studies, each providing unique...
Monohybrid Crosses
Epistasis Analysis
Trihybrid Crosses
Some of Mendel’s crosses examined three pairs of contrasting characteristics. Such a cross is called a trihybrid cross. A trihybrid cross is a combination of three individual monohybrid crosses. For example, plant height (tall vs. short), seed shape (round vs. wrinkled), and seed color (yellow vs. green).
The F1 generation plants of a trihybrid cross are heterozygous for all three traits and produce eight gametes. Upon self-fertilization, these gametes have an equal...

