Detection of deleted genomic DNA using a semiautomated computational analysis of GeneChip data

被引:54
作者
Salamon, H
Kato-Maeda, M
Small, PM
Drenkow, J
Gingeras, TR
机构
[1] Stanford Univ, Dept Med, Div Infect Dis & Geog Med, Stanford, CA 94305 USA
[2] Affymetrix Inc, Santa Clara, CA 95051 USA
关键词
D O I
10.1101/gr.GR-1529R
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Genomic diversity within and between populations is caused by single nucleotide mutations, changes in repetitive DNA systems, recombination mechanisms, and insertion and deletion events. The contribution of these sources to diversity, whether purely genetic or of phenotypic consequence, can only be investigated if we have the means to quantitate and characterize diversity in many samples. With the advent of complete sequence characterization of representative genomes of different species, the possibility of developing protocols to screen for genetic polymorphism across entire genomes is actively being pursued. The large numbers of measurements such approaches yield demand that we pay careful attention to the numerical analysis of data, in this paper we present a novel application of an Affymetrix GeneChip to perform genome-wide screens for deletion polymorphism. A high-density oligonucleotide array formatted for mRNA expression and targeted at a fully sequenced 4.4-million-base pair Mycobacterium tuberculosis standard strain genome was adapted to compare genomic DNA. Hybridization intensities to 111,000 probe pairs (perfect complement and mismatch complement) were measured for genomic DNA from a clinical strain and from a vaccine organism. Because individual probe-pair hybridization intensities exhibit limited sensitivity/specificity characteristics to detect deletions, data-analytical methodology to exploit measurements from multiple probes in tandem locations across the genome was developed. The TSTEP (Tandem Set Terminal Extreme Probability) algorithm designed specifically to analyze the tandem hybridization measurements data was applied and shown to discover genomic deletions with high sensitivity. The TSTEP algorithm provides a foundation for similar efforts to characterize deletions in many hybridization measures in similar-sized and larger genomes. Issues relating to the design of genome content screening experiments and the implications of these methods for studying population genomics and the evolution of genomes are discussed.
引用
收藏
页码:2044 / 2054
页数:11
相关论文
共 7 条
  • [1] Comparative genomics of BCG vaccines by whole-genome DNA microarray
    Behr, MA
    Wilson, MA
    Gill, WP
    Salamon, H
    Schoolnik, GK
    Rane, S
    Small, PM
    [J]. SCIENCE, 1999, 284 (5419) : 1520 - 1523
  • [2] Use of a Mycobacterium tuberculosis H37Rv bacterial artificial chromosome library for genome mapping, sequencing, and comparative genomics
    Brosch, R
    Gordon, SV
    Billault, A
    Garnier, T
    Eiglmeier, K
    Soravito, C
    Barrell, BG
    Cole, ST
    [J]. INFECTION AND IMMUNITY, 1998, 66 (05) : 2221 - 2229
  • [3] Deciphering the biology of Mycobacterium tuberculosis from the complete genome sequence
    Cole, ST
    Brosch, R
    Parkhill, J
    Garnier, T
    Churcher, C
    Harris, D
    Gordon, SV
    Eiglmeier, K
    Gas, S
    Barry, CE
    Tekaia, F
    Badcock, K
    Basham, D
    Brown, D
    Chillingworth, T
    Connor, R
    Davies, R
    Devlin, K
    Feltwell, T
    Gentles, S
    Hamlin, N
    Holroyd, S
    Hornby, T
    Jagels, K
    Krogh, A
    McLean, J
    Moule, S
    Murphy, L
    Oliver, K
    Osborne, J
    Quail, MA
    Rajandream, MA
    Rogers, J
    Rutter, S
    Seeger, K
    Skelton, J
    Squares, R
    Squares, S
    Sulston, JE
    Taylor, K
    Whitehead, S
    Barrell, BG
    [J]. NATURE, 1998, 393 (6685) : 537 - +
  • [4] High density synthetic oligonucleotide arrays
    Lipshutz, RJ
    Fodor, SPA
    Gingeras, TR
    Lockhart, DJ
    [J]. NATURE GENETICS, 1999, 21 (Suppl 1) : 20 - 24
  • [5] Molecular analysis of genetic differences between Mycobacterium bovis BCG and virulent M-bovis
    Mahairas, GG
    Sabo, PJ
    Hickey, MJ
    Singh, DC
    Stover, CK
    [J]. JOURNAL OF BACTERIOLOGY, 1996, 178 (05) : 1274 - 1282
  • [6] An outbreak involving extensive transmission of a virulent strain of Mycobacterium tuberculosis
    Valway, SE
    Sanchez, MPC
    Shinnick, TF
    Orme, I
    Agerton, T
    Hoy, D
    Jones, JS
    Westmoreland, H
    Onorato, IM
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 1998, 338 (10) : 633 - 639
  • [7] Whole genome genetic-typing in yeast using high-density oligonucleotide arrays
    Winzeler, EA
    Lee, B
    McCusker, JH
    Davis, RW
    [J]. PARASITOLOGY, 1999, 118 : S73 - S80