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PMID: 18024570 Published · ppublish English Journal Article Research Support, Non-U.S. Gov't Research Support, U.S. Gov't, Non-P.H.S.

Dothideomycete plant interactions illuminated by genome sequencing and EST analysis of the wheat pathogen Stagonospora nodorum.

The Plant cell ·Vol. 19 ·No. 11 ·2007-11-00 ·Pages 3347-68

Hane JK, Lowe RG, Solomon PS, Tan KC, Schoch CL, Spatafora JW, Crous PW, Kodira C, Birren BW, Galagan JE, Torriani SF, McDonald BA, Oliver RP

Abstract

Stagonospora nodorum is a major necrotrophic fungal pathogen of wheat (Triticum aestivum) and a member of the Dothideomycetes, a large fungal taxon that includes many important plant pathogens affecting all major crop plant families. Here, we report the acquisition and initial analysis of a draft genome sequence for this fungus. The assembly comprises 37,164,227 bp of nuclear DNA contained in 107 scaffolds. The circular mitochondrial genome comprises 49,761 bp encoding 46 genes, including four that are intron encoded. The nuclear genome assembly contains 26 classes of repetitive DNA, comprising 4.5% of the genome. Some of the repeats show evidence of repeat-induced point mutations consistent with a frequent sexual cycle. ESTs and gene prediction models support a minimum of 10,762 nuclear genes. Extensive orthology was found between the polyketide synthase family in S. nodorum and Cochliobolus heterostrophus, suggesting an ancient origin and conserved functions for these genes. A striking feature of the gene catalog was the large number of genes predicted to encode secreted proteins; the majority has no meaningful similarity to any other known genes. It is likely that genes for host-specific toxins, in addition to ToxA, will be found among this group. ESTs obtained from axenic mycelium grown on oleate (chosen to mimic early infection) and late-stage lesions sporulating on wheat leaves were obtained. Statistical analysis shows that transcripts encoding proteins involved in protein synthesis and in the production of extracellular proteases, cellulases, and xylanases predominate in the infection library. This suggests that the fungus is dependant on the degradation of wheat macromolecular constituents to provide the carbon skeletons and energy for the synthesis of proteins and other components destined for the developing pycnidiospores.

MeSH Terms
Ascomycota/genetics DNA, Mitochondrial/genetics Expressed Sequence Tags Fungal Proteins/chemistry,genetics Gene Expression Regulation, Fungal Genes, Fungal Genome, Fungal/genetics Host-Parasite Interactions Multigene Family Phylogeny Protein Structure, Tertiary RNA, Messenger/genetics,metabolism RNA, Transfer/genetics Repetitive Sequences, Nucleic Acid Sequence Analysis, DNA Sequence Homology, Amino Acid Triticum/microbiology
Chemicals
DNA, Mitochondrial Fungal Proteins RNA, Messenger RNA, Transfer
Authors & Affiliations
13 authors, click to expand affiliations / ORCID
Hane James K
Australian Centre for Necrotrophic Fungal Pathogens, Murdoch University, WA 6150, Australia.
Lowe Rohan G T
Solomon Peter S
Tan Kar-Chun
Schoch Conrad L
Spatafora Joseph W
Crous Pedro W
Kodira Chinappa
Birren Bruce W
Galagan James E
Torriani Stefano F F
McDonald Bruce A
Oliver Richard P
References (114)
114 references, click to expand
  1. CDD: a Conserved Domain Database for protein classification.
    Nucleic Acids Res. 2005 Jan 1;33(Database issue):D192-6 PMID: 15608175
  2. Profile hidden Markov models.
    Bioinformatics. 1998;14(9):755-63 PMID: 9918945
  3. A computer program for aligning a cDNA sequence with a genomic DNA sequence.
    Genome Res. 1998 Sep;8(9):967-74 PMID: 9750195
  4. Repeat-induced G-C to A-T mutations in Neurospora.
    Science. 1989 Jun 30;244(4912):1571-5 PMID: 2544994
  5. Wheat archive links long-term fungal pathogen population dynamics to air pollution.
    Proc Natl Acad Sci U S A. 2005 Apr 12;102(15):5438-42 PMID: 15809418
  6. Insights from the genome of the biotrophic fungal plant pathogen Ustilago maydis.
    Nature. 2006 Nov 2;444(7115):97-101 PMID: 17080091
  7. The nutrient supply of pathogenic fungi; a fertile field for study.
    Mol Plant Pathol. 2003 May 1;4(3):203-10 PMID: 20569380
  8. The Pfam protein families database.
    Nucleic Acids Res. 2004 Jan 1;32(Database issue):D138-41 PMID: 14681378
  9. Sequencing of Aspergillus nidulans and comparative analysis with A. fumigatus and A. oryzae.
    Nature. 2005 Dec 22;438(7071):1105-15 PMID: 16372000
  10. Functional analysis of all nonribosomal peptide synthetases in Cochliobolus heterostrophus reveals a factor, NPS6, involved in virulence and resistance to oxidative stress.
    Eukaryot Cell. 2005 Mar;4(3):545-55 PMID: 15755917
  11. The Wilhelmine E. Key 1989 invitational lecture. Organization and regulation of the qa (quinic acid) genes in Neurospora crassa and other fungi.
    J Hered. 1991 Jan-Feb;82(1):1-7 PMID: 1825499
  12. Hydrophobin genes and their expression in conidial and aconidial Neurospora species.
    Fungal Genet Biol. 2007 Apr;44(4):250-7 PMID: 17218129
  13. Fungi evolution revisited: application of the penalized likelihood method to a Bayesian fungal phylogeny provides a new perspective on phylogenetic relationships and divergence dates of Ascomycota groups.
    J Mol Evol. 2005 Jun;60(6):726-35 PMID: 15909224
  14. Analysis of expressed sequence tags from the wheat leaf blotch pathogen Mycosphaerella graminicola (anamorph Septoria tritici).
    Fungal Genet Biol. 2005 May;42(5):376-89 PMID: 15809003
  15. Deletion of the SNP1 trypsin protease from Stagonospora nodorum reveals another major protease expressed during infection.
    Fungal Genet Biol. 2003 Feb;38(1):43-53 PMID: 12553935
  16. Phylogenomic analysis of type I polyketide synthase genes in pathogenic and saprobic ascomycetes.
    Proc Natl Acad Sci U S A. 2003 Dec 23;100(26):15670-5 PMID: 14676319
  17. Molecular data place Trypetheliaceae in Dothideomycetes.
    Mycol Res. 2006 May;110(Pt 5):511-20 PMID: 16621495
  18. Fungal genomics and pathogenicity.
    Curr Opin Plant Biol. 2001 Aug;4(4):315-21 PMID: 11418341
  19. Localization of Ptr ToxA Produced by Pyrenophora tritici-repentis Reveals Protein Import into Wheat Mesophyll Cells.
    Plant Cell. 2005 Nov;17(11):3203-12 PMID: 16199615
  20. Identity and conservation of mating type genes in geographically diverse isolates of Phaeosphaeria nodorum.
    Fungal Genet Biol. 2003 Oct;40(1):25-37 PMID: 12948511
  21. Diversity of type I polyketide synthase genes in the wood-decay fungus Xylaria sp. BCC 1067.
    FEMS Microbiol Lett. 2005 Oct 1;251(1):125-36 PMID: 16112817
  22. Apollo: a sequence annotation editor.
    Genome Biol. 2002;3(12):RESEARCH0082 PMID: 12537571
  23. A polyketide synthase gene required for biosynthesis of fumonisin mycotoxins in Gibberella fujikuroi mating population A.
    Fungal Genet Biol. 1999 Jun;27(1):100-12 PMID: 10413619
  24. CD-Search: protein domain annotations on the fly.
    Nucleic Acids Res. 2004 Jul 1;32(Web Server issue):W327-31 PMID: 15215404
  25. Hydrophobins: the protein-amphiphiles of filamentous fungi.
    FEMS Microbiol Rev. 2005 Nov;29(5):877-96 PMID: 16219510
  26. Polyketide synthase gene responsible for citrinin biosynthesis in Monascus purpureus.
    Appl Environ Microbiol. 2005 Jul;71(7):3453-7 PMID: 16000748
  27. Geographical variation and positive diversifying selection in the host-specific toxin SnToxA.
    Mol Plant Pathol. 2007 May;8(3):321-32 PMID: 20507502
  28. Molecular cloning and characterization of an ML-236B (compactin) biosynthetic gene cluster in Penicillium citrinum.
    Mol Genet Genomics. 2002 Jul;267(5):636-46 PMID: 12172803
  29. tRNAscan-SE: a program for improved detection of transfer RNA genes in genomic sequence.
    Nucleic Acids Res. 1997 Mar 1;25(5):955-64 PMID: 9023104
  30. Analysis of a nonribosomal peptide synthetase gene from Alternaria brassicae and flanking genomic sequences.
    Curr Genet. 2004 Apr;45(4):214-24 PMID: 14727058
  31. EMBOSS: the European Molecular Biology Open Software Suite.
    Trends Genet. 2000 Jun;16(6):276-7 PMID: 10827456
  32. De novo identification of repeat families in large genomes.
    Bioinformatics. 2005 Jun;21 Suppl 1:i351-8 PMID: 15961478
  33. The intracellular siderophore ferricrocin is involved in iron storage, oxidative-stress resistance, germination, and sexual development in Aspergillus nidulans.
    Eukaryot Cell. 2006 Oct;5(10):1596-603 PMID: 17030991
  34. The pathogen-host interactions database (PHI-base) provides insights into generic and novel themes of pathogenicity.
    Mol Plant Microbe Interact. 2006 Dec;19(12):1451-62 PMID: 17153929
  35. The analysis of the complete mitochondrial genome of Lecanicillium muscarium (synonym Verticillium lecanii) suggests a minimum common gene organization in mtDNAs of Sordariomycetes: phylogenetic implications.
    Fungal Genet Biol. 2004 Oct;41(10):930-40 PMID: 15341915
  36. Overexpression of a 3-ketoacyl-CoA thiolase in Leptosphaeria maculans causes reduced pathogenicity on Brassica napus.
    Mol Plant Microbe Interact. 2006 Jun;19(6):588-96 PMID: 16776292
  37. Nitrogen controls in planta expression of Cladosporium fulvum Avr9 but no other effector genes.
    Mol Plant Pathol. 2006 Mar 1;7(2):125-30 PMID: 20507433
  38. The complete DNA sequence of the mitochondrial genome of the dermatophyte fungus Epidermophyton floccosum.
    Curr Genet. 2006 May;49(5):302-8 PMID: 16450111
  39. Ptr ToxA requires multiple motifs for complete activity.
    Mol Plant Microbe Interact. 2004 May;17(5):491-501 PMID: 15141953
  40. The complete mitochondrial genome of the entomopathogenic fungus Metarhizium anisopliae var. anisopliae: gene order and trn gene clusters reveal a common evolutionary course for all Sordariomycetes, while intergenic regions show variation.
    Arch Microbiol. 2006 Jun;185(5):393-401 PMID: 16552580
  41. The disruption of a Galpha subunit sheds new light on the pathogenicity of Stagonospora nodorum on wheat.
    Mol Plant Microbe Interact. 2004 May;17(5):456-66 PMID: 15141949
  42. Pathogenicity of Stagonospora nodorum requires malate synthase.
    Mol Microbiol. 2004 Aug;53(4):1065-73 PMID: 15306011
  43. MRBAYES: Bayesian inference of phylogenetic trees.
    Bioinformatics. 2001 Aug;17(8):754-5 PMID: 11524383
  44. Genetic and Physical Mapping of a Gene Conditioning Sensitivity in Wheat to a Partially Purified Host-Selective Toxin Produced by Stagonospora nodorum.
    Phytopathology. 2004 Oct;94(10):1056-60 PMID: 18943793
  45. The Mak2 MAP kinase signal transduction pathway is required for pathogenicity in Stagonospora nodorum.
    Curr Genet. 2005 Jul;48(1):60-8 PMID: 16028107
  46. Insertional mutagenesis and characterization of a polyketide synthase gene (PKS1) required for melanin biosynthesis in Bipolaris oryzae.
    FEMS Microbiol Lett. 2004 Sep 1;238(1):1-8 PMID: 15336395
  47. Tandem repeats finder: a program to analyze DNA sequences.
    Nucleic Acids Res. 1999 Jan 15;27(2):573-80 PMID: 9862982
  48. A combined transmembrane topology and signal peptide prediction method.
    J Mol Biol. 2004 May 14;338(5):1027-36 PMID: 15111065
  49. An eight-cysteine-containing CFEM domain unique to a group of fungal membrane proteins.
    Trends Biochem Sci. 2003 Mar;28(3):118-21 PMID: 12633989
  50. Analysis of expressed sequence tags from Gibberella zeae (anamorph Fusarium graminearum).
    Fungal Genet Biol. 2003 Mar;38(2):187-97 PMID: 12620255
  51. Variation in electrophoretic karyotype between strains of Septoria nodorum.
    Mol Gen Genet. 1991 Aug;228(1-2):17-23 PMID: 1886607
  52. The general stochastic model of nucleotide substitution.
    J Theor Biol. 1990 Feb 22;142(4):485-501 PMID: 2338834
  53. Effect of increased dosage of the ML-236B (compactin) biosynthetic gene cluster on ML-236B production in Penicillium citrinum.
    Mol Genet Genomics. 2002 Sep;268(1):130-7 PMID: 12242508
  54. Stagonospora nodorum: cause of stagonospora nodorum blotch of wheat.
    Mol Plant Pathol. 2006 May 1;7(3):147-56 PMID: 20507435
  55. A general method applicable to the search for similarities in the amino acid sequence of two proteins.
    J Mol Biol. 1970 Mar;48(3):443-53 PMID: 5420325
  56. Whole-genome analysis of two-component signal transduction genes in fungal pathogens.
    Eukaryot Cell. 2003 Dec;2(6):1151-61 PMID: 14665450
  57. Starvation-induced genes of the tomato pathogen Cladosporium fulvum are also induced during growth in planta.
    Mol Plant Microbe Interact. 1997 Dec;10(9):1106-9 PMID: 9390425
  58. Novel polyketide synthase from Nectria haematococca.
    Appl Environ Microbiol. 2004 May;70(5):2984-8 PMID: 15128560
  59. An iterative type I polyketide synthase PKSN catalyzes synthesis of the decaketide alternapyrone with regio-specific octa-methylation.
    Chem Biol. 2005 Dec;12(12):1301-9 PMID: 16356847
  60. The siderophore system is essential for viability of Aspergillus nidulans: functional analysis of two genes encoding l-ornithine N 5-monooxygenase (sidA) and a non-ribosomal peptide synthetase (sidC).
    Mol Microbiol. 2003 Jul;49(2):359-75 PMID: 12828635
  61. Cloning and sequence analysis of an intron-containing domain from a peptide synthetase-encoding gene of the entomopathogenic fungus Metarhizium anisopliae.
    Gene. 1996 Sep 16;173(2):195-7 PMID: 8964498
  62. Two polyketide synthase-encoding genes are required for biosynthesis of the polyketide virulence factor, T-toxin, by Cochliobolus heterostrophus.
    Mol Plant Microbe Interact. 2006 Feb;19(2):139-49 PMID: 16529376
  63. The family Pleosporaceae: intergeneric relationships and phylogenetic perspectives based on sequence analyses of partial 28S rDNA.
    Mycologia. 2006 Jul-Aug;98(4):571-83 PMID: 17139850
  64. The genome sequence of the rice blast fungus Magnaporthe grisea.
    Nature. 2005 Apr 21;434(7036):980-6 PMID: 15846337
  65. LaeA, a regulator of secondary metabolism in Aspergillus spp.
    Eukaryot Cell. 2004 Apr;3(2):527-35 PMID: 15075281
  66. Emergence of a new disease as a result of interspecific virulence gene transfer.
    Nat Genet. 2006 Aug;38(8):953-6 PMID: 16832356
  67. SEARCHPKS: A program for detection and analysis of polyketide synthase domains.
    Nucleic Acids Res. 2003 Jul 1;31(13):3654-8 PMID: 12824387
  68. GlimmerM, Exonomy and Unveil: three ab initio eukaryotic genefinders.
    Nucleic Acids Res. 2003 Jul 1;31(13):3601-4 PMID: 12824375
  69. The mitochondrial genome of the thermal dimorphic fungus Penicillium marneffei is more closely related to those of molds than yeasts.
    FEBS Lett. 2003 Dec 18;555(3):469-77 PMID: 14675758
  70. Cercosporin-deficient mutants by plasmid tagging in the asexual fungus Cercospora nicotianae.
    Mol Genet Genomics. 2003 Nov;270(2):103-13 PMID: 12937958
  71. A multigene phylogeny of the Dothideomycetes using four nuclear loci.
    Mycologia. 2006 Nov-Dec;98(6):1041-52 PMID: 17486979
  72. The significance of digital gene expression profiles.
    Genome Res. 1997 Oct;7(10):986-95 PMID: 9331369
  73. A five-gene phylogeny of Pezizomycotina.
    Mycologia. 2006 Nov-Dec;98(6):1018-28 PMID: 17486977
  74. Cloning of the polyketide synthase gene atX from Aspergillus terreus and its identification as the 6-methylsalicylic acid synthase gene by heterologous expression.
    Mol Gen Genet. 1996 Nov 27;253(1-2):1-10 PMID: 9003280
  75. Chromosome-length polymorphism in fungi.
    Microbiol Rev. 1995 Dec;59(4):686-98 PMID: 8531892
  76. Blast2GO: a universal tool for annotation, visualization and analysis in functional genomics research.
    Bioinformatics. 2005 Sep 15;21(18):3674-6 PMID: 16081474
  77. Strongly hydrogen-bonded water molecule present near the retinal chromophore of Leptosphaeria rhodopsin, the bacteriorhodopsin-like proton pump from a eukaryote.
    Biochemistry. 2005 Nov 22;44(46):15159-66 PMID: 16285719
  78. Analysis of loss of pathogenicity mutants reveals that repeat-induced point mutations can occur in the Dothideomycete Leptosphaeria maculans.
    Fungal Genet Biol. 2003 Jun;39(1):31-7 PMID: 12742061
  79. G-protein and cAMP-mediated signaling in aspergilli: a genomic perspective.
    Fungal Genet Biol. 2006 Jul;43(7):490-502 PMID: 16546420
  80. Predicting transmembrane protein topology with a hidden Markov model: application to complete genomes.
    J Mol Biol. 2001 Jan 19;305(3):567-80 PMID: 11152613
  81. MUSCLE: a multiple sequence alignment method with reduced time and space complexity.
    BMC Bioinformatics. 2004 Aug 19;5:113 PMID: 15318951
  82. The complete DNA sequence of the mitochondrial genome of Podospora anserina.
    Curr Genet. 1990 May;17(5):375-402 PMID: 2357736
  83. Characterisation of the mating-type locus of the plant pathogenic ascomycete Leptosphaeria maculans.
    Curr Genet. 2003 Aug;43(5):351-7 PMID: 12679880
  84. Design and utility of oligonucleotide gene probes for fungal polyketide synthases.
    Chem Biol. 2001 Feb;8(2):157-78 PMID: 11251290
  85. RAxML-VI-HPC: maximum likelihood-based phylogenetic analyses with thousands of taxa and mixed models.
    Bioinformatics. 2006 Nov 1;22(21):2688-90 PMID: 16928733
  86. Localization within a proline-rich antigen (Ag2/PRA) of protective antigenicity against infection with Coccidioides immitis in mice.
    Infect Immun. 2002 Jul;70(7):3330-5 PMID: 12065470
  87. A greedy algorithm for aligning DNA sequences.
    J Comput Biol. 2000 Feb-Apr;7(1-2):203-14 PMID: 10890397
  88. NRPS-PKS: a knowledge-based resource for analysis of NRPS/PKS megasynthases.
    Nucleic Acids Res. 2004 Jul 1;32(Web Server issue):W405-13 PMID: 15215420
  89. The Tsn1-ToxA interaction in the wheat-Stagonospora nodorum pathosystem parallels that of the wheat-tan spot system.
    Genome. 2006 Oct;49(10):1265-73 PMID: 17213908
  90. CAP3: A DNA sequence assembly program.
    Genome Res. 1999 Sep;9(9):868-77 PMID: 10508846
  91. Host-selective toxins and avirulence determinants: what's in a name?
    Annu Rev Phytopathol. 2002;40:251-85 PMID: 12147761
  92. Quantitative Trait Loci Analysis and Mapping of Seedling Resistance to Stagonospora nodorum Leaf Blotch in Wheat.
    Phytopathology. 2004 Oct;94(10):1061-7 PMID: 18943794
  93. Functional analysis of the polyketide synthase genes in the filamentous fungus Gibberella zeae (anamorph Fusarium graminearum).
    Eukaryot Cell. 2005 Nov;4(11):1926-33 PMID: 16278459
  94. An electrophoretic karyotype of Neurospora crassa.
    Mol Cell Biol. 1988 Apr;8(4):1469-73 PMID: 2967910
  95. Global migration patterns in the fungal wheat pathogen Phaeosphaeria nodorum.
    Mol Ecol. 2006 Sep;15(10):2895-904 PMID: 16911209
  96. Arabidopsis pathology breathes new life into the necrotrophs-vs.-biotrophs classification of fungal pathogens.
    Mol Plant Pathol. 2004 Jul 1;5(4):347-52 PMID: 20565602
  97. Whole-genome sequence assembly for mammalian genomes: Arachne 2.
    Genome Res. 2003 Jan;13(1):91-6 PMID: 12529310
  98. Evolution of filamentous plant pathogens: gene exchange across eukaryotic kingdoms.
    Curr Biol. 2006 Sep 19;16(18):1857-64 PMID: 16979565
  99. WoLF PSORT: protein localization predictor.
    Nucleic Acids Res. 2007 Jul;35(Web Server issue):W585-7 PMID: 17517783
  100. Pfam 3.1: 1313 multiple alignments and profile HMMs match the majority of proteins.
    Nucleic Acids Res. 1999 Jan 1;27(1):260-2 PMID: 9847196
  101. The diploid genome sequence of Candida albicans.
    Proc Natl Acad Sci U S A. 2004 May 11;101(19):7329-34 PMID: 15123810
  102. Role of the arginyl-glycyl-aspartic motif in the action of Ptr ToxA produced by Pyrenophora tritici-repentis.
    Plant Physiol. 2002 Nov;130(3):1545-51 PMID: 12428019
  103. Detection of peptaibols and partial cloning of a putative peptaibol synthetase gene from T. harzianum CECT 2413.
    Folia Microbiol (Praha). 2006;51(2):114-20 PMID: 16821720
  104. Magnaporthe grisea pth11p is a novel plasma membrane protein that mediates appressorium differentiation in response to inductive substrate cues.
    Plant Cell. 1999 Oct;11(10):2013-30 PMID: 10521529
  105. Karyotypic Variation within Clonal Lineages of the Rice Blast Fungus, Magnaporthe grisea.
    Appl Environ Microbiol. 1993 Feb;59(2):585-93 PMID: 16348876
  106. The genome sequence of the filamentous fungus Neurospora crassa.
    Nature. 2003 Apr 24;422(6934):859-68 PMID: 12712197
  107. The CLUSTAL_X windows interface: flexible strategies for multiple sequence alignment aided by quality analysis tools.
    Nucleic Acids Res. 1997 Dec 15;25(24):4876-82 PMID: 9396791
  108. NPS6, encoding a nonribosomal peptide synthetase involved in siderophore-mediated iron metabolism, is a conserved virulence determinant of plant pathogenic ascomycetes.
    Plant Cell. 2006 Oct;18(10):2836-53 PMID: 17056706
  109. A phylogenomic analysis of the Ascomycota.
    Fungal Genet Biol. 2006 Oct;43(10):715-25 PMID: 16781175
  110. Reconstructing the early evolution of Fungi using a six-gene phylogeny.
    Nature. 2006 Oct 19;443(7113):818-22 PMID: 17051209
  111. Basic local alignment search tool.
    J Mol Biol. 1990 Oct 5;215(3):403-10 PMID: 2231712
  112. A putative polyketide synthase/peptide synthetase from Magnaporthe grisea signals pathogen attack to resistant rice.
    Plant Cell. 2004 Sep;16(9):2499-513 PMID: 15319478
  113. Functional analysis of the Alternaria brassicicola non-ribosomal peptide synthetase gene AbNPS2 reveals a role in conidial cell wall construction.
    Mol Plant Pathol. 2007 Jan;8(1):23-39 PMID: 20507476
  114. Minimum phylogenetic coverage: an additional criterion to guide the selection of microbial pathogens for initial genomic sequencing efforts.
    Phytopathology. 2004 Aug;94(8):800-4 PMID: 18943098
Article Info
Journal
The Plant cell
Abbr.
Plant Cell
ISSN
1040-4651
Published
2007-11-00
Epub
2007-00-16
Pages
3347-68
Language
English
Region
England
NLM ID
9208688
PMCID
PMC2174895
Subset
IM
Analysis Services
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