Scientific ReportsSystems BiologyPeer-reviewed journal article
Network Ontology Transcript Annotation Identifies Genetic Signals Underlying Sex Determination.
Leonardo R. Orozco, Audrey E. Weaver, Daniel Jacob KleeiD, Christopher S. PauliiD, Christopher J. GrassaiD, Daniela VergaraiD, Anthony BaptistaiD, Kristin White, Benjamin Freixas EmeryiD, Natalie R. M. Castro, Shiva Garuda, Rafael F. GuerreroiD, Brian KeeganiD, Nolan C. KaneiD
Abstract
Cannabis sativa L. (marijuana, hemp, cannabis) is an angiosperm species currently evolving sex chromosomes. Genetic mechanisms, primarily an XY chromosome system, dictate cannabis sex expression in dioecious populations. However, sexual expression is also governed by the interplay of hormone regulatory gene networks, influenced by both genetic and environmental factors. Within the species, some populations exhibit dioecy, monoecy, or a gradient of both. Dioecious individuals produce exclusively male or female flowers, while monoecious plants bear both male and female flowers. Remarkably, through interruption of phytohormone signal transduction via abiotic stressors, genetically male or female cannabis are able to produce flowers of the opposite sex. Previous transcriptomic analysis have identified genes associated with masculinization through the application of phytohormone signal disruption using silver thiosulfate treatment. We analyzed transcriptomic data from cannabis treated with colloidal silver to similarly induce masculinization. Using Nota (Network Ontology Transcript Annotation), a multilayer network analysis (random walk with restart) tool, we identified candidate genes involved in sex-determination. Nota and a companion program Jack facilitate multi-layer network analyses, enabling discovery and annotation of gene-trait associations. Our findings highlight Notas robust application to enrich the genetic architecture of complex traits, particularly in non-model systems like cannabis, and complex traits such as sex determination. Our analyses identified genes associated with cell wall morphogenesis and embryogenic tissue homeostasis, indicating that silver ion treatment perturbs phytohormone signal transduction through metal ion imbalance. In this reproductive strategy, cannabis is able to make use of its widely investigated sex-determining genetic architecture to navigate transient changes in co-expression and cross-cellular signaling driving embryogenic cell wall re-patterning.
- organism: plant (other)
- assay: bulk RNA-seq
- research focus: gene regulatory network inference
- research focus: differential expression
- research focus: database / resource
- research focus: software / tool
- approach: statistical model
- Citations
- 5
- FWCI
- 14.88
- Field percentile
- top 1%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- An ancient X chromosomal region harbours three genes potentially controlling sex determination in Cannabis sativa
Matteo Toscani, Afsheen Malik, … Rainer Melzer·bioRxiv·Jul 3, 2025
- Sex-Specific Ethylene Responses Drive Floral Sexual Plasticity in Cannabis
Adrian S. Monthony, Julien Roy, … Davoud Torkamaneh·bioRxiv·Jun 3, 2025
- Exploring Ethylene-Related Genes in Cannabis sativa: Implications for Sexual Plasticity
A. S. Monthony, M. de Ronne, D. Torkamaneh·bioRxiv·Apr 28, 2023
- Ethylene-Gibberellin Crosstalk Drives Phenotypic Sex Changes in Cannabis sativa
Julien Roy, Adrian S. Monthony, Davoud Torkamaneh·bioRxiv·May 14, 2026
- A high-throughput segregation analysis identifies the sex chromosomes of Cannabis sativa
Djivan Prentout, О.В. Разумова, … Gabriel A. B. Marais·Genome ResearchPeer-reviewed·Feb 1, 2020
- Transcription-based dissection of floral identity and trichome biosynthesis pathways in Cannabis sativa L.
Kevelin Barbosa‐Xavier, Thiago M. Venâncio·bioRxiv·Sep 22, 2025