ArticleHorticulture research2026
Network stress: a wiring diagram of whole stress genes.
Article in Horticulture research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
2 citing papers in PubMed.
- Omnidirectional Interaction Networks Modulating Phenotypic Plasticity in the Gut Microbiota Towards Ulcerative Colitis.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Graph statistics theory of individualized quantitative genetics under haplotype-resolved genome assembly.Proceedings of the National Academy of Sciences of the United States of America · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Stress sensitivity and tolerance are the consequences of coordinated regulation by multiple genes. Existing genetic tools can identify key genes that mediate metabolic and physiological processes sensing and perceiving stresses. However, it has become increasingly clear that the end-point phenotype of stress response resulting from these intermediate processes involves intricate but well-coordinated networks constituted by a large array of genes. Here, we describe an emerging functional game-graph theory to coalesce all genes from mapping or association studies into genetic interaction networks. These networks enable geneticists to trace, visualize, and interrogate the precise roadmap of how each gene acts and interacts with every other gene to mediate stress response. By shifting reductionist thinking to a holistic, systems-oriented thinking, this theory overcomes a major challenge of elucidating the detailed genetic architecture of stress response.
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.