Application of genome-wide expression analysis to human health and disease

被引:175
作者
Cobb, JP
Mindrinos, MN
Miller-Graziano, C
Calvano, SE
Baker, HV
Xiao, WZ
Laudanski, K
Brownstein, BH
Elson, CM
Hayden, DL
Herndon, DN
Lowry, SF
Maier, RV
Schoenfeld, DA
Moldawer, LL
Davis, RW
Tompkins, RG [1 ]
机构
[1] Massachusetts Gen Hosp, Dept Surg & Biostat, Boston, MA 02115 USA
[2] Washington Univ, Dept Surg, St Louis, MO 63130 USA
[3] Stanford Univ, Med Ctr, Stanford Genome Technol Ctr, Palo Alto, CA 94304 USA
[4] Univ Rochester, Dept Surg, Rochester, NY 14627 USA
[5] Univ Med & Dent New Jersey, Robert Wood Johnson Med Sch, Dept Surg, New Brunswick, NJ 08903 USA
[6] Univ Florida, Coll Med, Dept Surg, Gainesville, FL 32611 USA
[7] Univ Florida, Coll Med, Dept Mol Genet & Microbiol, Gainesville, FL 32611 USA
[8] Harvard Univ, Sch Med, Shriners Burn Hosp, Boston, MA 02115 USA
[9] Univ Texas, Med Branch, Dept Surg, Galveston, TX 77555 USA
[10] Univ Texas, Med Branch, Shriners Burn Hosp, Galveston, TX 77555 USA
[11] Univ Washington, Sch Med, Dept Surg, Harborview Gen Hosp, Seattle, WA 98104 USA
关键词
clinical studies; gene expression; inflammation; microarray; trauma;
D O I
10.1073/pnas.0409768102
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The application of genome-wide expression analysis to a large-scale, multicentered program in critically ill patients poses a number of theoretical and technical challenges. We describe here an analytical and organizational approach to a systematic evaluation of the variance associated with genome-wide expression analysis specifically tailored to study human disease. We analyzed sources of variance in genome-wide expression analyses performed with commercial oligonucleotide arrays. In addition, variance in gene expression in human blood leukocytes caused by repeated sampling in the same subject, among different healthy subjects, among different leukocyte subpopulations, and the effect of traumatic injury, were also explored. We report that analytical variance caused by sample processing was acceptably small. Blood leukocyte gene expression in the same individual over a 24-h period was remarkably constant. In contrast, genome-wide expression varied significantly among different subjects and leukocyte subpopulations. Expectedly, traumatic injury induced dramatic changes in apparent gene expression that were greater in magnitude than the analytical noise and interindividual variance. We demonstrate that the development of a nation-wide program for gene expression analysis with careful attention to analytical details can reduce the variance in the clinical setting to a level where patterns of gene expression are informative among different healthy human subjects, and can be studied with confidence in human disease.
引用
收藏
页码:4801 / 4806
页数:6
相关论文
共 16 条
  • [1] Distinct types of diffuse large B-cell lymphoma identified by gene expression profiling
    Alizadeh, AA
    Eisen, MB
    Davis, RE
    Ma, C
    Lossos, IS
    Rosenwald, A
    Boldrick, JG
    Sabet, H
    Tran, T
    Yu, X
    Powell, JI
    Yang, LM
    Marti, GE
    Moore, T
    Hudson, J
    Lu, LS
    Lewis, DB
    Tibshirani, R
    Sherlock, G
    Chan, WC
    Greiner, TC
    Weisenburger, DD
    Armitage, JO
    Warnke, R
    Levy, R
    Wilson, W
    Grever, MR
    Byrd, JC
    Botstein, D
    Brown, PO
    Staudt, LM
    [J]. NATURE, 2000, 403 (6769) : 503 - 511
  • [2] Injury research in the genomic era
    Cobb, JP
    O'Keefe, GE
    [J]. LANCET, 2004, 363 (9426) : 2076 - 2083
  • [3] Failure of monocytes of trauma patients to convert to immature dendritic cells is related to preferential macrophage-colony-stimulating factor-driven macrophage differentiation
    De, AK
    Laudanski, K
    Miller-Graziano, CL
    [J]. JOURNAL OF IMMUNOLOGY, 2003, 170 (12) : 6355 - 6362
  • [4] Whole blood and leukocyte RNA isolation for gene expression analyses
    Feezor, RJ
    Baker, HV
    Mindrinos, M
    Hayden, D
    Tannahill, CL
    Brownstein, BH
    Fay, A
    MacMillan, S
    Laramie, J
    Xiao, WZ
    Moldawer, LL
    Cobb, JP
    Laudanski, K
    Miller-Graziano, CL
    Maier, RV
    Schoenfeld, D
    Davis, RW
    Tompkins, RG
    [J]. PHYSIOLOGICAL GENOMICS, 2004, 19 (03) : 247 - 254
  • [5] THE ACUTE SPLANCHNIC AND PERIPHERAL TISSUE METABOLIC RESPONSE TO ENDOTOXIN IN HUMANS
    FONG, YM
    MARANO, MA
    MOLDAWER, LL
    WEI, H
    CALVANO, SE
    KENNEY, JS
    ALLISON, AC
    CERAMI, A
    SHIRES, GT
    LOWRY, SF
    [J]. JOURNAL OF CLINICAL INVESTIGATION, 1990, 85 (06) : 1896 - 1904
  • [6] Molecular classification of cancer: Class discovery and class prediction by gene expression monitoring
    Golub, TR
    Slonim, DK
    Tamayo, P
    Huard, C
    Gaasenbeek, M
    Mesirov, JP
    Coller, H
    Loh, ML
    Downing, JR
    Caligiuri, MA
    Bloomfield, CD
    Lander, ES
    [J]. SCIENCE, 1999, 286 (5439) : 531 - 537
  • [7] Gene-expression profiles in hereditary breast cancer.
    Hedenfalk, I
    Duggan, D
    Chen, YD
    Radmacher, M
    Bittner, M
    Simon, R
    Meltzer, P
    Gusterson, B
    Esteller, M
    Kallioniemi, OP
    Wilfond, B
    Borg, Å
    Trent, J
    Raffeld, M
    Yakhini, Z
    Ben-Dor, A
    Dougherty, E
    Kononen, J
    Bubendorf, L
    Fehrle, W
    Pittaluga, S
    Gruvberger, S
    Loman, N
    Johannsoson, O
    Olsson, H
    Sauter, G
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2001, 344 (08) : 539 - 548
  • [8] Guidelines - Expression profiling - best practices for data generation and interpretation in clinical trials
    Hoffman, EP
    Awad, T
    Palma, J
    Webster, T
    Hubbell, E
    Warrington, JA
    Spirais, A
    Wright, G
    Buckley, J
    Triche, T
    Davis, R
    Tibshirani, R
    Xiao, WH
    Jones, W
    Tompkins, R
    West, M
    [J]. NATURE REVIEWS GENETICS, 2004, 5 (03) : 229 - 237
  • [9] Systems biology and new technologies enable predictive and preventative medicine
    Hood, L
    Heath, JR
    Phelps, ME
    Lin, BY
    [J]. SCIENCE, 2004, 306 (5696) : 640 - 643
  • [10] Gene expression profiling identifies clinically relevant subtypes of prostate cancer
    Lapointe, J
    Li, C
    Higgins, JP
    van de Rijn, M
    Bair, E
    Montgomery, K
    Ferrari, M
    Egevad, L
    Rayford, W
    Bergerheim, U
    Ekman, P
    DeMarzo, AM
    Tibshirani, R
    Botstein, D
    Brown, PO
    Brooks, JD
    Pollack, JR
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2004, 101 (03) : 811 - 816