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Title: Selection of stable reference genes for RT-qPCR in Rhodococcus opacus PD630

Abstract

Rhodococcus opacus PD630 is a gram-positive bacterium with promising attributes for the conversion of lignin into valuable fuels and chemicals. To develop an organism as a cellular factory, it is necessary to have a deep understanding of its metabolism and any heterologous pathways being expressed. For the purpose of quantifying gene transcription, reverse transcription quantitative PCR (RT-qPCR) is the gold standard due to its sensitivity and reproducibility. However, RT-qPCR requires the use of reference genes whose expression is stable across distinct growth or treatment conditions to normalize the results. Unfortunately, no in-depth analysis of stable reference genes has been conducted in Rhodococcus, inhibiting the utilization of RT-qPCR in R. opacus. In this work, ten candidate reference genes, chosen based on previously collected RNA sequencing data or literature, were examined under four distinct growth conditions using three mathematical programs (BestKeeper, Normfinder, and geNorm). Based on this analysis, the minimum number of reference genes required was found to be two, and two separate pairs of references genes were identified as optimal normalization factors for when ribosomal RNA is either present or depleted. This work represents the first validation of reference genes for Rhodococcus, providing a valuable starting point for future research.

Authors:
 [1]; ORCiD logo [1]
  1. Washington Univ., St. Louis, MO (United States)
Publication Date:
Research Org.:
Washington Univ., St. Louis, MO (United States)
Sponsoring Org.:
USDOE
OSTI Identifier:
1500023
Grant/Contract Number:  
SC0012705; SC0018324
Resource Type:
Accepted Manuscript
Journal Name:
Scientific Reports
Additional Journal Information:
Journal Volume: 8; Journal Issue: 1; Journal ID: ISSN 2045-2322
Publisher:
Nature Publishing Group
Country of Publication:
United States
Language:
English
Subject:
59 BASIC BIOLOGICAL SCIENCES

Citation Formats

DeLorenzo, Drew M., and Moon, Tae Seok. Selection of stable reference genes for RT-qPCR in Rhodococcus opacus PD630. United States: N. p., 2018. Web. doi:10.1038/s41598-018-24486-w.
DeLorenzo, Drew M., & Moon, Tae Seok. Selection of stable reference genes for RT-qPCR in Rhodococcus opacus PD630. United States. https://doi.org/10.1038/s41598-018-24486-w
DeLorenzo, Drew M., and Moon, Tae Seok. Mon . "Selection of stable reference genes for RT-qPCR in Rhodococcus opacus PD630". United States. https://doi.org/10.1038/s41598-018-24486-w. https://www.osti.gov/servlets/purl/1500023.
@article{osti_1500023,
title = {Selection of stable reference genes for RT-qPCR in Rhodococcus opacus PD630},
author = {DeLorenzo, Drew M. and Moon, Tae Seok},
abstractNote = {Rhodococcus opacus PD630 is a gram-positive bacterium with promising attributes for the conversion of lignin into valuable fuels and chemicals. To develop an organism as a cellular factory, it is necessary to have a deep understanding of its metabolism and any heterologous pathways being expressed. For the purpose of quantifying gene transcription, reverse transcription quantitative PCR (RT-qPCR) is the gold standard due to its sensitivity and reproducibility. However, RT-qPCR requires the use of reference genes whose expression is stable across distinct growth or treatment conditions to normalize the results. Unfortunately, no in-depth analysis of stable reference genes has been conducted in Rhodococcus, inhibiting the utilization of RT-qPCR in R. opacus. In this work, ten candidate reference genes, chosen based on previously collected RNA sequencing data or literature, were examined under four distinct growth conditions using three mathematical programs (BestKeeper, Normfinder, and geNorm). Based on this analysis, the minimum number of reference genes required was found to be two, and two separate pairs of references genes were identified as optimal normalization factors for when ribosomal RNA is either present or depleted. This work represents the first validation of reference genes for Rhodococcus, providing a valuable starting point for future research.},
doi = {10.1038/s41598-018-24486-w},
journal = {Scientific Reports},
number = 1,
volume = 8,
place = {United States},
year = {Mon Apr 16 00:00:00 EDT 2018},
month = {Mon Apr 16 00:00:00 EDT 2018}
}

Journal Article:
Free Publicly Available Full Text
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Cited by: 16 works
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Figures / Tables:

Table 1 Table 1: List of candidate reference genes (RGs). The amplicon size, PCR efficiency percentage, minimum and maximum threshold cycle (CT) values observed across all tested growth conditions, the standard deviation of CT values across all tested growth conditions (determined by BestKeeper), and the CT value of the no template controlmore » (NTC) are listed for each RG. See Supplementary Figure 1 for standard curves used to calculate PCR efficiency. See Supplementary Figure 2 for melting curve analysis. See Supplementary Table 1 for oligonucleotide sequences and melting and annealing temperatures. N.d. = no amplification detected.« less

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Works referenced in this record:

Tolerance and adaptive evolution of triacylglycerol-producing Rhodococcus opacus to lignocellulose-derived inhibitors
journal, January 2015

  • Kurosawa, Kazuhiko; Laser, Josephine; Sinskey, Anthony J.
  • Biotechnology for Biofuels, Vol. 8, Issue 1
  • DOI: 10.1186/s13068-015-0258-3

Comparative transcriptomics elucidates adaptive phenol tolerance and utilization in lipid-accumulating Rhodococcus opacus PD630
journal, February 2016

  • Yoneda, Aki; Henson, William R.; Goldner, Nicholas K.
  • Nucleic Acids Research, Vol. 44, Issue 5
  • DOI: 10.1093/nar/gkw055

Integrated omics study delineates the dynamics of lipid droplets in Rhodococcus opacus PD630
journal, October 2013

  • Chen, Y.; Ding, Y.; Yang, L.
  • Nucleic Acids Research, Vol. 42, Issue 2
  • DOI: 10.1093/nar/gkt932

Quantitative Monitoring of Gene Expression Patterns with a Complementary DNA Microarray
journal, October 1995


Real time quantitative PCR.
journal, October 1996

  • Heid, C. A.; Stevens, J.; Livak, K. J.
  • Genome Research, Vol. 6, Issue 10, p. 986-994
  • DOI: 10.1101/gr.6.10.986

Rapid metabolic analysis of Rhodococcus opacus PD630 via parallel 13 C-metabolite fingerprinting
journal, September 2015

  • Hollinshead, Whitney D.; Henson, William R.; Abernathy, Mary
  • Biotechnology and Bioengineering, Vol. 113, Issue 1
  • DOI: 10.1002/bit.25702

RNA-Seq: a revolutionary tool for transcriptomics
journal, January 2009

  • Wang, Zhong; Gerstein, Mark; Snyder, Michael
  • Nature Reviews Genetics, Vol. 10, Issue 1
  • DOI: 10.1038/nrg2484

Methods in Lignin Chemistry
book, January 1992


Improving a Synechocystis -based photoautotrophic chassis through systematic genome mapping and validation of neutral sites
journal, October 2015

  • Pinto, Filipe; Pacheco, Catarina C.; Oliveira, Paulo
  • DNA Research, Vol. 22, Issue 6
  • DOI: 10.1093/dnares/dsv024

Development of Chemical and Metabolite Sensors for Rhodococcus opacus PD630
journal, June 2017

  • DeLorenzo, Drew M.; Henson, William R.; Moon, Tae Seok
  • ACS Synthetic Biology, Vol. 6, Issue 10
  • DOI: 10.1021/acssynbio.7b00192

Accurate normalization of real-time quantitative RT-PCR data by geometric averaging of multiple internal control genes
journal, June 2002


Real-time PCR used to measure stress-induced changes in the expression of the genes of the alginate pathway of Pseudomonas aeruginosa
journal, July 2001


The MIQE Guidelines: Minimum Information for Publication of Quantitative Real-Time PCR Experiments
journal, February 2009


Biodiesel production potential of oleaginous Rhodococcus opacus grown on biomass gasification wastewater
journal, May 2017


Engineering l-arabinose metabolism in triacylglycerol-producing Rhodococcus opacus for lignocellulosic fuel production
journal, July 2015


Advances in single-cell RNA sequencing and its applications in cancer research
journal, May 2017


A practical approach to RT-qPCR—Publishing data that conform to the MIQE guidelines
journal, April 2010


High-cell-density batch fermentation of Rhodococcus opacus PD630 using a high glucose concentration for triacylglycerol production
journal, June 2010


Formation of intracytoplasmic lipid inclusions by Rhodococcus opacus strain PD630
journal, June 1996

  • Alvarez, Hector M.; Mayer, Frank; Fabritius, Dirk
  • Archives of Microbiology, Vol. 165, Issue 6
  • DOI: 10.1007/s002030050341

Molecular Toolkit for Gene Expression Control and Genome Modification in Rhodococcus opacus PD630
journal, January 2018

  • DeLorenzo, Drew M.; Rottinghaus, Austin G.; Henson, William R.
  • ACS Synthetic Biology, Vol. 7, Issue 2
  • DOI: 10.1021/acssynbio.7b00416

Engineering xylose metabolism in triacylglycerol-producing Rhodococcus opacus for lignocellulosic fuel production
journal, January 2013

  • Kurosawa, Kazuhiko; Wewetzer, Sandra J.; Sinskey, Anthony J.
  • Biotechnology for Biofuels, Vol. 6, Issue 1
  • DOI: 10.1186/1754-6834-6-134

Use of Serial Quantitative PCR of the vapA Gene of Rhodococcus equi in Feces for Early Detection of R. equi Pneumonia in Foals
journal, January 2016

  • Madrigal, R. G.; Shaw, S. D.; Witkowski, L. A.
  • Journal of Veterinary Internal Medicine, Vol. 30, Issue 2
  • DOI: 10.1111/jvim.13828

Transcriptomic Assessment of Isozymes in the Biphenyl Pathway of Rhodococcus sp. Strain RHA1
journal, September 2006

  • Goncalves, E. R.; Hara, H.; Miyazawa, D.
  • Applied and Environmental Microbiology, Vol. 72, Issue 9
  • DOI: 10.1128/AEM.00947-06

Induction and carbon catabolite repression of phenol degradation genes in Rhodococcus erythropolis and Rhodococcus jostii
journal, June 2014

  • Szőköl, Juraj; Rucká, Lenka; Šimčíková, Michaela
  • Applied Microbiology and Biotechnology, Vol. 98, Issue 19
  • DOI: 10.1007/s00253-014-5881-6

Comparative and Functional Genomics of Rhodococcus opacus PD630 for Biofuels Development
journal, September 2011


Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2
journal, December 2014


Real-time PCR for direct aptamer quantification on functionalized graphene surfaces
journal, December 2019

  • dos Santos, Viviane C. F.; Almeida, Nathalie B. F.; de Sousa, Thiago A. S. L.
  • Scientific Reports, Vol. 9, Issue 1
  • DOI: 10.1038/s41598-019-55892-3

Mechanism underlying starvation-dependent modulation of olfactory behavior in Drosophila larva
journal, February 2020


Datura genome reveals duplications of psychoactive alkaloid biosynthetic genes and high mutation rate following tissue culture
journal, March 2021


Tolerance and adaptive evolution of triacylglycerol-producing Rhodococcus opacus to lignocellulose-derived inhibitors
text, January 2015


Amino Acid Metabolism
journal, June 1958


Amino Acid Metabolism
journal, April 2021


Rapid metabolic analysis of Rhodococcus opacus PD630 via parallel 13 C-metabolite fingerprinting
journal, September 2015

  • Hollinshead, Whitney D.; Henson, William R.; Abernathy, Mary
  • Biotechnology and Bioengineering, Vol. 113, Issue 1
  • DOI: 10.1002/bit.25702

Formation of intracytoplasmic lipid inclusions by Rhodococcus opacus strain PD630
journal, June 1996

  • Alvarez, Hector M.; Mayer, Frank; Fabritius, Dirk
  • Archives of Microbiology, Vol. 165, Issue 6
  • DOI: 10.1007/s002030050341

Induction and carbon catabolite repression of phenol degradation genes in Rhodococcus erythropolis and Rhodococcus jostii
journal, June 2014

  • Szőköl, Juraj; Rucká, Lenka; Šimčíková, Michaela
  • Applied Microbiology and Biotechnology, Vol. 98, Issue 19
  • DOI: 10.1007/s00253-014-5881-6

Selection of optimal reference genes for gene expression studies in chronically hypoxic rat heart
journal, July 2019

  • Benak, Daniel; Sotakova-Kasparova, Dita; Neckar, Jan
  • Molecular and Cellular Biochemistry, Vol. 461, Issue 1-2
  • DOI: 10.1007/s11010-019-03584-x

High-cell-density batch fermentation of Rhodococcus opacus PD630 using a high glucose concentration for triacylglycerol production
journal, June 2010


Biodiesel production potential of oleaginous Rhodococcus opacus grown on biomass gasification wastewater
journal, May 2017


Engineering l-arabinose metabolism in triacylglycerol-producing Rhodococcus opacus for lignocellulosic fuel production
journal, July 2015


A practical approach to RT-qPCR—Publishing data that conform to the MIQE guidelines
journal, April 2010


Development of Chemical and Metabolite Sensors for Rhodococcus opacus PD630
journal, June 2017

  • DeLorenzo, Drew M.; Henson, William R.; Moon, Tae Seok
  • ACS Synthetic Biology, Vol. 6, Issue 10
  • DOI: 10.1021/acssynbio.7b00192

Molecular Toolkit for Gene Expression Control and Genome Modification in Rhodococcus opacus PD630
journal, January 2018

  • DeLorenzo, Drew M.; Rottinghaus, Austin G.; Henson, William R.
  • ACS Synthetic Biology, Vol. 7, Issue 2
  • DOI: 10.1021/acssynbio.7b00416

RNA-Seq: a revolutionary tool for transcriptomics
journal, January 2009

  • Wang, Zhong; Gerstein, Mark; Snyder, Michael
  • Nature Reviews Genetics, Vol. 10, Issue 1
  • DOI: 10.1038/nrg2484

Influence of cluster thinning and girdling on aroma composition in ‘Jumeigui’ table grape
journal, April 2020


Real-time PCR used to measure stress-induced changes in the expression of the genes of the alginate pathway of Pseudomonas aeruginosa
journal, July 2001


Improving a Synechocystis -based photoautotrophic chassis through systematic genome mapping and validation of neutral sites
journal, October 2015

  • Pinto, Filipe; Pacheco, Catarina C.; Oliveira, Paulo
  • DNA Research, Vol. 22, Issue 6
  • DOI: 10.1093/dnares/dsv024

Comparative transcriptomics elucidates adaptive phenol tolerance and utilization in lipid-accumulating Rhodococcus opacus PD630
journal, February 2016

  • Yoneda, Aki; Henson, William R.; Goldner, Nicholas K.
  • Nucleic Acids Research, Vol. 44, Issue 5
  • DOI: 10.1093/nar/gkw055

Real time quantitative PCR.
journal, October 1996

  • Heid, C. A.; Stevens, J.; Livak, K. J.
  • Genome Research, Vol. 6, Issue 10, p. 986-994
  • DOI: 10.1101/gr.6.10.986

Use of Serial Quantitative PCR of the vapA Gene of Rhodococcus equi in Feces for Early Detection of R. equi Pneumonia in Foals
journal, January 2016

  • Madrigal, R. G.; Shaw, S. D.; Witkowski, L. A.
  • Journal of Veterinary Internal Medicine, Vol. 30, Issue 2
  • DOI: 10.1111/jvim.13828

Quantitative Monitoring of Gene Expression Patterns with a Complementary DNA Microarray
journal, October 1995


Gene Cluster Encoding Cholate Catabolism in Rhodococcus spp.
journal, September 2012

  • Mohn, W. W.; Wilbrink, M. H.; Casabon, I.
  • Journal of Bacteriology, Vol. 194, Issue 24
  • DOI: 10.1128/jb.01169-12

Engineering xylose metabolism in triacylglycerol-producing Rhodococcus opacus for lignocellulosic fuel production
journal, January 2013

  • Kurosawa, Kazuhiko; Wewetzer, Sandra J.; Sinskey, Anthony J.
  • Biotechnology for Biofuels, Vol. 6, Issue 1
  • DOI: 10.1186/1754-6834-6-134

Comparative and Functional Genomics of Rhodococcus opacus PD630 for Biofuels Development
journal, September 2011


The MIQE Guidelines: Minimum Information for Publication of Quantitative Real-Time PCR Experiments
journal, February 2009


Advances in single-cell RNA sequencing and its applications in cancer research
journal, May 2017


Works referencing / citing this record:

Selection of reference genes for measuring the expression of aiiO in Ochrobactrum quorumnocens A44 using RT-qPCR
journal, September 2019


Lipid metabolism of phenol-tolerant Rhodococcus opacus strains for lignin bioconversion
journal, December 2018

  • Henson, William R.; Hsu, Fong-Fu; Dantas, Gautam
  • Biotechnology for Biofuels, Vol. 11, Issue 1
  • DOI: 10.1186/s13068-018-1337-z

Development of Rhodococcus opacus as a chassis for lignin valorization and bioproduction of high-value compounds
journal, August 2019

  • Anthony, Winston E.; Carr, Rhiannon R.; DeLorenzo, Drew M.
  • Biotechnology for Biofuels, Vol. 12, Issue 1
  • DOI: 10.1186/s13068-019-1535-3

Selection of reference genes for measuring the expression of aiiO in Ochrobactrum quorumnocens A44 using RT-qPCR
journal, September 2019


Reference gene analysis and its use for kinase expression profiling in Fasciola hepatica
journal, November 2019


Lipid metabolism of phenol-tolerant Rhodococcus opacus strains for lignin bioconversion
journal, December 2018

  • Henson, William R.; Hsu, Fong-Fu; Dantas, Gautam
  • Biotechnology for Biofuels, Vol. 11, Issue 1
  • DOI: 10.1186/s13068-018-1337-z

Development of Rhodococcus opacus as a chassis for lignin valorization and bioproduction of high-value compounds
journal, August 2019

  • Anthony, Winston E.; Carr, Rhiannon R.; DeLorenzo, Drew M.
  • Biotechnology for Biofuels, Vol. 12, Issue 1
  • DOI: 10.1186/s13068-019-1535-3

Identification of Resistance Genes and Response to Arsenic in Rhodococcus aetherivorans BCP1
journal, May 2019

  • Firrincieli, Andrea; Presentato, Alessandro; Favoino, Giusi
  • Frontiers in Microbiology, Vol. 10
  • DOI: 10.3389/fmicb.2019.00888

Functional Genomics Insights Into the Pathogenicity, Habitat Fitness, and Mechanisms Modifying Plant Development of Rhodococcus sp. PBTS1 and PBTS2
journal, January 2020


Figures/Tables have been extracted from DOE-funded journal article accepted manuscripts.