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Updated: Apr 5, 2026

Annotation of Plant Gene Function via Combined Genomics, Metabolomics and Informatics
Published on: June 17, 2012
Uncovering co-expression gene network modules regulating fruit acidity in diverse apples
Yang Bai1, Laura Dougherty2, Lailiang Cheng3
1Horticulture Section, School of Integrative Plant Science, Cornell University, New York State Agricultural Experiment Station, Geneva, NY, 14456, USA. yb63@cornell.edu.
This study identifies key genes and networks controlling apple fruit acidity, centered around the Ma1 gene. These findings reveal the genetic basis of malic acid content, crucial for apple quality.
Area of Science:
- Plant genetics and molecular biology
- Fruit quality and biochemistry
- Agricultural science
Background:
- Fruit acidity, primarily determined by malic acid, is a key factor in apple quality.
- The Malic acid (Ma) locus, with Ma1 as a strong candidate gene, largely controls this trait.
- This study investigates the gene network governing fruit acidity, with Ma1 as a central component.
Purpose of the Study:
- To identify the gene network controlling fruit acidity in apples.
- To elucidate the mechanisms through which this network operates.
- To understand the role of the Ma1 gene within this network.
Main Methods:
- RNA sequencing (RNA-seq) of apple fruit transcriptomes from accessions with contrasting acidity.
- Weighted Gene Co-expression Network Analysis (WGCNA) to identify gene modules correlated with malate content.
- Lemon-Tree algorithms to identify potential regulator genes.
Main Results:
- 1301 fruit acidity-associated genes were identified, including 18 most significant acidity genes (MSAGs).
- A WGCNA module (Turquoise) containing Ma1 showed the highest correlation (0.79) with malate content, comprising 336 genes.
- 12 intramodular hub genes and 12 regulator genes were identified, some overlapping with MSAGs and hub genes, including LLR receptor kinase and EIN3-like transcription factor.
Conclusions:
- The study identified key genes (MSAGs, hub genes, regulators) and processes (photosynthesis) within the Ma1-containing WGCNA module.
- This Ma1-mediated gene network provides crucial insights into the genetic control of acidity in mature apple fruit.
- The findings contribute to understanding the molecular basis of apple fruit quality.
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