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PMID: 12934019 Published · ppublish English Journal Article Research Support, Non-U.S. Gov't Research Support, U.S. Gov't, Non-P.H.S.

Expression deconvolution: a reinterpretation of DNA microarray data reveals dynamic changes in cell populations.

Lu P, Nakorchevskiy A, Marcotte EM

Abstract

Cells grow in dynamically evolving populations, yet this aspect of experiments often goes unmeasured. A method is proposed for measuring the population dynamics of cells on the basis of their mRNA expression patterns. The population's expression pattern is modeled as the linear combination of mRNA expression from pure samples of cells, allowing reconstruction of the relative proportions of pure cell types in the population. Application of the method, termed expression deconvolution, to yeast grown under varying conditions reveals the population dynamics of the cells during the cell cycle, during the arrest of cells induced by DNA damage and the release of arrest in a cell cycle checkpoint mutant, during sporulation, and following environmental stress. Using expression deconvolution, cell cycle defects are detected and temporally ordered in 146 yeast deletion mutants; six of these defects are independently experimentally validated. Expression deconvolution allows a reinterpretation of the cell cycle dynamics underlying all previous microarray experiments and can be more generally applied to study most forms of cell population dynamics.

MeSH Terms
Cell Cycle Gene Expression Profiling Oligonucleotide Array Sequence Analysis Saccharomyces cerevisiae/cytology,genetics
Authors & Affiliations
3 authors, click to expand affiliations / ORCID
Lu Peng
Department of Chemistry and Biochemistry, Center for Computational Biology and Bioinformatics, 1 University Station, A4800, University of Texas, Austin, TX 78712-0159, USA.
Nakorchevskiy Aleksey
Marcotte Edward M
References (47)
47 references, click to expand
  1. Comprehensive identification of cell cycle-regulated genes of the yeast Saccharomyces cerevisiae by microarray hybridization.
    Mol Biol Cell. 1998 Dec;9(12):3273-97 PMID: 9843569
  2. RAD9, RAD17, and RAD24 are required for S phase regulation in Saccharomyces cerevisiae in response to DNA damage.
    Genetics. 1997 Jan;145(1):45-62 PMID: 9017389
  3. Heat shock response of Saccharomyces cerevisiae mutants altered in cyclic AMP-dependent protein phosphorylation.
    Mol Cell Biol. 1987 Jan;7(1):244-50 PMID: 3031463
  4. Molecular genetic analysis of Rts1p, a B' regulatory subunit of Saccharomyces cerevisiae protein phosphatase 2A.
    Mol Cell Biol. 1997 Jun;17(6):3242-53 PMID: 9154823
  5. On the physiological role of casein kinase II in Saccharomyces cerevisiae.
    Prog Nucleic Acid Res Mol Biol. 1998;59:95-133 PMID: 9427841
  6. Functional discovery via a compendium of expression profiles.
    Cell. 2000 Jul 7;102(1):109-26 PMID: 10929718
  7. Biochemical and physiological effects of sterol alterations in yeast--a review.
    Lipids. 1995 Mar;30(3):227-30 PMID: 7791530
  8. Casein kinase II is required for cell cycle progression during G1 and G2/M in Saccharomyces cerevisiae.
    J Biol Chem. 1995 Oct 27;270(43):25905-14 PMID: 7592778
  9. Saccharomyces cerevisiae MATa mutant cells defective in pointed projection formation in response to alpha-factor at high concentrations.
    Yeast. 1994 May;10(5):579-94 PMID: 7941743
  10. Tracing the lineage of tracing cell lineages.
    Nat Cell Biol. 2001 Sep;3(9):E216-8 PMID: 11533679
  11. Differential function and expression of Saccharomyces cerevisiae B-type cyclins in mitosis and meiosis.
    Mol Cell Biol. 1993 Apr;13(4):2113-25 PMID: 8455600
  12. The yeast dynactin complex is involved in partitioning the mitotic spindle between mother and daughter cells during anaphase B.
    Mol Biol Cell. 1998 Jul;9(7):1741-56 PMID: 9658168
  13. Genome-wide expression patterns in Saccharomyces cerevisiae: comparison of drug treatments and genetic alterations affecting biosynthesis of ergosterol.
    Antimicrob Agents Chemother. 2000 May;44(5):1255-65 PMID: 10770760
  14. Large-scale analysis of the human and mouse transcriptomes.
    Proc Natl Acad Sci U S A. 2002 Apr 2;99(7):4465-70 PMID: 11904358
  15. Genomic expression programs in the response of yeast cells to environmental changes.
    Mol Biol Cell. 2000 Dec;11(12):4241-57 PMID: 11102521
  16. A novel Mcm1-dependent element in the SWI4, CLN3, CDC6, and CDC47 promoters activates M/G1-specific transcription.
    Genes Dev. 1997 May 15;11(10):1277-88 PMID: 9171372
  17. The RAD9 gene controls the cell cycle response to DNA damage in Saccharomyces cerevisiae.
    Science. 1988 Jul 15;241(4863):317-22 PMID: 3291120
  18. Genomic expression responses to DNA-damaging agents and the regulatory role of the yeast ATR homolog Mec1p.
    Mol Biol Cell. 2001 Oct;12(10):2987-3003 PMID: 11598186
  19. Loss of the plasma membrane-bound protein Gas1p in Saccharomyces cerevisiae results in the release of beta1,3-glucan into the medium and induces a compensation mechanism to ensure cell wall integrity.
    J Bacteriol. 1998 Mar;180(6):1418-24 PMID: 9515908
  20. A checkpoint regulates the rate of progression through S phase in S. cerevisiae in response to DNA damage.
    Cell. 1995 Sep 8;82(5):841-7 PMID: 7671311
  21. Extremely conserved histone H4 N terminus is dispensable for growth but essential for repressing the silent mating loci in yeast.
    Cell. 1988 Oct 7;55(1):27-39 PMID: 3048701
  22. Checkpoints: controls that ensure the order of cell cycle events.
    Science. 1989 Nov 3;246(4930):629-34 PMID: 2683079
  23. Functional profiling of the Saccharomyces cerevisiae genome.
    Nature. 2002 Jul 25;418(6896):387-91 PMID: 12140549
  24. Optimization by simulated annealing.
    Science. 1983 May 13;220(4598):671-80 PMID: 17813860
  25. HDA1 and RPD3 are members of distinct yeast histone deacetylase complexes that regulate silencing and transcription.
    Proc Natl Acad Sci U S A. 1996 Dec 10;93(25):14503-8 PMID: 8962081
  26. Cloning of the late genes in the ergosterol biosynthetic pathway of Saccharomyces cerevisiae--a review.
    Lipids. 1995 Mar;30(3):221-6 PMID: 7791529
  27. New plasmid system to select for Saccharomyces cerevisiae purine-cytosine permease affinity mutants.
    J Bacteriol. 2001 Jul;183(14):4386-8 PMID: 11418581
  28. Analysis of the Saccharomyces spindle pole by matrix-assisted laser desorption/ionization (MALDI) mass spectrometry.
    J Cell Biol. 1998 May 18;141(4):967-77 PMID: 9585415
  29. The regulation of gene activity by histones and the histone deacetylase RPD3.
    Cold Spring Harb Symp Quant Biol. 1998;63:391-9 PMID: 10384304
  30. Signaling to chromatin through histone modifications: how clear is the signal?
    Cold Spring Harb Symp Quant Biol. 1998;63:469-81 PMID: 10384311
  31. Diverse essential functions revealed by complementing yeast calmodulin mutants.
    Science. 1994 Feb 18;263(5149):963-6 PMID: 8310294
  32. Exploring the metabolic and genetic control of gene expression on a genomic scale.
    Science. 1997 Oct 24;278(5338):680-6 PMID: 9381177
  33. DAF1, a mutant gene affecting size control, pheromone arrest, and cell cycle kinetics of Saccharomyces cerevisiae.
    Mol Cell Biol. 1988 Nov;8(11):4675-84 PMID: 3062366
  34. Yeast calmodulin: structural and functional elements essential for the cell cycle.
    Cell Calcium. 1992 Jun-Jul;13(6-7):445-55 PMID: 1505006
  35. ZDS1 and ZDS2, genes whose products may regulate Cdc42p in Saccharomyces cerevisiae.
    Mol Cell Biol. 1996 Oct;16(10):5264-75 PMID: 8816439
  36. Monoclonal antibodies and the FACS: complementary tools for immunobiology and medicine.
    Immunol Today. 2000 Aug;21(8):383-90 PMID: 10916141
  37. Review: an overview of the Saccharomyces cerevisiae microtubule and microfilament cytoskeleton.
    Yeast. 1997 Apr;13(5):399-434 PMID: 9153752
  38. The transcriptional program of sporulation in budding yeast.
    Science. 1998 Oct 23;282(5389):699-705 PMID: 9784122
  39. Transcriptional regulation of flocculation genes in Saccharomyces cerevisiae.
    Yeast. 1995 Apr 30;11(5):435-46 PMID: 7597847
  40. Cell size specific binding of the fluorescent dye calcofluor to budding yeast.
    Biochim Biophys Acta. 1990 Aug 17;1035(2):206-13 PMID: 2203478
  41. Control of mitotic spindle position by the Saccharomyces cerevisiae formin Bni1p.
    J Cell Biol. 1999 Mar 8;144(5):947-61 PMID: 10085293
  42. Identification of mouse histone deacetylase 1 as a growth factor-inducible gene.
    Mol Cell Biol. 1997 Sep;17(9):5033-43 PMID: 9271381
  43. Distinct chromosome segregation roles for spindle checkpoint proteins.
    Mol Biol Cell. 2002 Sep;13(9):3029-41 PMID: 12221113
  44. A genome-wide transcriptional analysis of the mitotic cell cycle.
    Mol Cell. 1998 Jul;2(1):65-73 PMID: 9702192
  45. Gene expression patterns of breast carcinomas distinguish tumor subclasses with clinical implications.
    Proc Natl Acad Sci U S A. 2001 Sep 11;98(19):10869-74 PMID: 11553815
  46. Molecular classification of cancer: class discovery and class prediction by gene expression monitoring.
    Science. 1999 Oct 15;286(5439):531-7 PMID: 10521349
  47. A galactose-dependent cmd1 mutant of Saccharomyces cerevisiae: involvement of calmodulin in nuclear division.
    Curr Genet. 1989 Feb;15(2):113-20 PMID: 2663189
Article Info
Journal
Proceedings of the National Academy of Sciences of the United States of America
Abbr.
Proc Natl Acad Sci U S A
ISSN
0027-8424
Published
2003-09-02
Epub
2003-00-21
Pages
10370-5
Language
English
Region
United States
NLM ID
7505876
PMCID
PMC193568
Subset
IM
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