RNA Sequencing of Pooled Samples Effectively Identifies Differentially Expressed Genes

被引:13
作者
Ko, Bokang [1 ,2 ]
Van Raamsdonk, Jeremy M. [1 ,2 ,3 ,4 ]
机构
[1] McGill Univ, Dept Neurol & Neurosurg, Montreal, PQ H3A 2B4, Canada
[2] Res Inst McGill Univ Hlth Ctr, Metab Disorders & Complicat Program Med, Montreal, PQ H4A 3J1, Canada
[3] Res Inst McGill Univ Hlth Ctr, Brain Repair & Integrat Neurosci Program BRaIN, Montreal, PQ H4A 3J1, Canada
[4] McGill Univ, Dept Med, Div Expt Med, Montreal, PQ H4A 3J1, Canada
来源
BIOLOGY-BASEL | 2023年 / 12卷 / 06期
基金
加拿大自然科学与工程研究理事会; 加拿大健康研究院;
关键词
RNA sequencing; gene expression; microarray; reproducibility; concordance; differentially expressed genes; LIFE-SPAN; CAENORHABDITIS-ELEGANS; OXIDATIVE STRESS; DNA MICROARRAYS; DISEASE; SEQ; LONGEVITY; MODELS; NEURODEGENERATION; TOXICITY;
D O I
10.3390/biology12060812
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Simple Summary Gene expression studies provide valuable insights into the mechanisms underlying biological processes, including aging. RNA sequencing can be used to identify changes in gene expression across the entire genome. While normally, RNA sequencing is performed on multiple biological replicates that are sequenced individually, the results of this study show that similar results can be obtained by pooling those individual samples together before sequencing. Pooling RNA samples prior to sequencing will reduce the cost of experiments, which may allow for additional investigations and provide more information about the mechanisms involved. Analysis of gene expression changes across the genome provides a powerful, unbiased tool for gaining insight into molecular mechanisms. We have effectively used RNA sequencing to identify differentially expressed genes in long-lived genetic mutants in C. elegans to advance our understanding of the genetic pathways that control longevity. Although RNA sequencing costs have come down, cost remains a barrier to examining multiple strains and time points with a sufficient number of biological replicates. To circumvent this, we have examined the efficacy of identifying differentially expressed genes by sequencing a pooled RNA sample from long-lived isp-1 mitochondrial mutant worms. We found that sequencing a pooled RNA sample could effectively identify genes that were found to be significantly upregulated in the two individually sequenced RNA-seq experiments. Finally, we compared the genes significantly upregulated in the two individually sequenced RNA-seq experiments to two previous microarray experiments to come up with a high-confidence list of modulated genes in long-lived isp-1 mutant worms. Overall, this work demonstrates that RNA sequencing of pooled RNA samples can be used to identify differentially expressed genes.
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页数:12
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共 54 条
  • [21] Feedback regulation via AMPK and HIF-1 mediates ROS-dependent longevity in Caenorhabditis elegans
    Hwang, Ara B.
    Ryu, Eun-A
    Artan, Murat
    Chang, Hsin-Wen
    Kabir, Mohammad Humayun
    Nam, Hyun-Jun
    Lee, Dongyeop
    Yang, Jae-Seong
    Kim, Sanguk
    Mair, William B.
    Lee, Cheolju
    Lee, Siu Sylvia
    Lee, Seung-Jae
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2014, 111 (42) : E4458 - E4467
  • [22] SIRT1 deacetylase protects against neurodegeneration in models for Alzheimer's disease and amyotrophic lateral sclerosis
    Kim, Dohoon
    Nguyen, Minh Dang
    Dobbin, Matthew M.
    Fischer, Andre
    Sananbenesi, Farahnaz
    Rodgers, Joseph T.
    Delalle, Ivana
    Baur, Joseph A.
    Sui, Guangchao
    Armour, Sean M.
    Puigserver, Pere
    Sinclair, David A.
    Tsai, Li-Huei
    [J]. EMBO JOURNAL, 2007, 26 (13) : 3169 - 3179
  • [23] The Glycolytic Enzyme, GPI, Is a Functionally Conserved Modifier of Dopaminergic Neurodegeneration in Parkinson's Models
    Knight, Adam L.
    Yan, Xiaohui
    Hamamichi, Shusei
    Ajjuri, Rami R.
    Mazzulli, Joseph R.
    Zhang, Mike W.
    Daigle, J. Gavin
    Zhang, Siyuan
    Borom, Akeem R.
    Roberts, Lindsay R.
    Lee, S. Kyle
    DeLeon, Susan M.
    Viollet-Djelassi, Coralie
    Krainc, Dimitri
    O'Donnell, Janis M.
    Caldwell, Kim A.
    Caldwell, Guy A.
    [J]. CELL METABOLISM, 2014, 20 (01) : 145 - 157
  • [24] Kukurba Kimberly R, 2015, Cold Spring Harb Protoc, V2015, P951, DOI 10.1101/pdb.top084970
  • [25] Determination of life-span in Caenorhabditis elegans by four clock genes
    Lakowski, B
    Hekimi, S
    [J]. SCIENCE, 1996, 272 (5264) : 1010 - 1013
  • [26] A Joint Bayesian Model for Integrating Microarray and RNA Sequencing Transcriptomic Data
    Ma, Tianzhou
    Liang, Faming
    Oesterreich, Steffi
    Tseng, George C.
    [J]. JOURNAL OF COMPUTATIONAL BIOLOGY, 2017, 24 (07) : 647 - 662
  • [27] Oxidative stress is increased in C. elegans models of Huntington's disease but does not contribute to polyglutamine toxicity phenotypes
    Machiela, Emily
    Dues, Dylan J.
    Senchuk, Megan M.
    Van Raamsdonk, Jeremy M.
    [J]. NEUROBIOLOGY OF DISEASE, 2016, 96 : 1 - 11
  • [28] RNA-seq: An assessment of technical reproducibility and comparison with gene expression arrays
    Marioni, John C.
    Mason, Christopher E.
    Mane, Shrikant M.
    Stephens, Matthew
    Gilad, Yoav
    [J]. GENOME RESEARCH, 2008, 18 (09) : 1509 - 1517
  • [29] Shared transcriptional signature in Caenorhabditis elegans dauer larvae and long-lived daf-2 mutants implicates detoxification system in longevity assurance
    McElwee, JJ
    Schuster, E
    Blanc, E
    Thomas, JH
    Gems, D
    [J]. JOURNAL OF BIOLOGICAL CHEMISTRY, 2004, 279 (43) : 44533 - 44543
  • [30] The threshold for polyglutamine-expansion protein aggregation and cellular toxicity is dynamic and influenced by aging in Caenorhabditis elegans
    Morley, JF
    Brignull, HR
    Weyers, JJ
    Morimoto, RI
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2002, 99 (16) : 10417 - 10422