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Updated: Sep 21, 2025

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Obtaining High-Quality Transcriptome Data from Cereal Seeds by a Modified Method for Gene Expression Profiling
Published on: May 21, 2020
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Development of transcriptomics-based growth rate indices in two model eukaryotes and relevance to metatranscriptomics
Wye-Lup Kong1,2, Ryuji J Machida3
1Biodiversity Program, Taiwan International Graduate Program, Academia Sinica and National Taiwan Normal University, Taipei, Taiwan.
Molecular Ecology Resources
|May 27, 2022
Summary
Estimating microscopic organism growth rates is now easier using novel mRNA ratios. These nuclear and mitochondrial gene expression ratios offer a new tool for ecological and biological studies.
Area of Science:
- Molecular Biology
- Ecology
- Bioinformatics
Background:
- Accurate growth rate estimation is crucial for understanding ecosystem dynamics, particularly for microscopic organisms.
- Current methods for growth rate determination in microorganisms present significant challenges.
Purpose of the Study:
- To develop and validate novel indices for estimating growth rates using mRNA abundance ratios.
- To investigate the utility of nuclear and mitochondrial gene mRNA ratios for growth rate estimation.
Main Methods:
- Proposed four mRNA ratio indices: total nuclear and mitochondrial mRNA ratio (Nuc:Mito-TmRNA), nuclear and mitochondrial ribosomal protein mRNA ratio (Nuc:Mito-RPmRNA), gene ontology (GO) terms and total mitochondrial mRNA ratios, and nuclear and mitochondrial specific gene mRNA ratio.
- Analyzed RNA-Seq datasets from Daphnia magna and Saccharomyces cerevisiae obtained from the NCBI Short Read Archive.
Main Results:
- Both Nuc:Mito-TmRNA and Nuc:Mito-RPmRNA ratio indices demonstrated significant correlations with growth rates in both species.
- Numerous GO terms mRNA ratios correlated significantly with the growth rate of S. cerevisiae.
- Identified specific nuclear and mitochondrial gene pairs whose mRNA ratios significantly correlated with growth rate.
Conclusions:
- The proposed mRNA ratio indices, particularly Nuc:Mito-TmRNA and Nuc:Mito-RPmRNA, are effective for estimating growth rates in different species.
- These mRNA ratios hold promise for future applications in metatranscriptome analyses to assess community and species growth rates.

