Functional immunomics: Microarray analysis of IgG autoantibody repertoires predicts the future response of mice to induce diabetes

被引:111
作者
Quintana, FJ
Hagedorn, PH
Elizur, G
Merbl, Y
Domany, E
Cohen, IR [1 ]
机构
[1] Weizmann Inst Sci, Dept Immunol, IL-76100 Rehovot, Israel
[2] Weizmann Inst Sci, Dept Phys Complex Syst, IL-76100 Rehovot, Israel
[3] Riso Natl Lab, Plant Res Dept, DK-4000 Roskilde, Denmark
关键词
D O I
10.1073/pnas.0404848101
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
One's present repertoire of antibodies encodes the history of one's past immunological experience. Can the present autoantibody repertoire be consulted to predict resistance or susceptibility to the future development of an autoimmune disease? Here, we developed an antigen microarray chip and used bioinformatic analysis to study a model of type 1 diabetes developing in nonobese diabetic male mice in which the disease was accelerated and synchronized by exposing the mice to cyclophosphamide at 4 weeks of age. We obtained sera from 19 individual mice, treated the mice to induce cyclophosphamide-accelerated diabetes (CAD), and found, as expected, that 9 mice became severely diabetic, whereas 10 mice permanently resisted diabetes. We again obtained serum from each mouse after CAD induction. We then analyzed, by using rank-order and superparamagnetic clustering, the patterns of antibodies in individual mice to 266 different antigens spotted on the chip. A selected panel of 27 different antigens (10% of the array) revealed a pattern of IgG antibody reactivity in the pre-CAD sera that discriminated between the mice resistant or susceptible to CAD with 100% sensitivity and 82% specificity (P = 0.017). Surprisingly, the set of IgG antibodies that was informative before CAD induction did not separate the resistant and susceptible groups after the onset of CAD; new antigens became critical for post-CAD repertoire discrimination. Thus, at least for a model disease, present antibody repertoires can predict future disease, predictive and diagnostic repertoires can differ, and decisive information about immune system behavior can be mined by bioinformatic technology. Repertoires matter.
引用
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页码:14615 / 14621
页数:7
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共 50 条
[1]  
Abbas A.K., 1994, Cellular and molecular immunology
[2]   T cells and autoantibodies to human HSP70 in Type I diabetes in children [J].
Abulafia-Lapid, R ;
Gillis, D ;
Yosef, O ;
Atlan, H ;
Cohen, IR .
JOURNAL OF AUTOIMMUNITY, 2003, 20 (04) :313-321
[3]   Self-organized living systems:: conjunction of a stable organization with chaotic fluctuations in biological space-time [J].
Auffray, C ;
Imbeaud, S ;
Roux-Rouquié, M ;
Hood, L .
PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY OF LONDON SERIES A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 2003, 361 (1807) :1125-1139
[4]  
Bach J F, 1989, Contrib Microbiol Immunol, V11, P263
[5]   INSULIN-DEPENDENT DIABETES-MELLITUS AS AN AUTOIMMUNE-DISEASE [J].
BACH, JF .
ENDOCRINE REVIEWS, 1994, 15 (04) :516-542
[6]   The NOD mouse - Introduction [J].
Bach, JF ;
Mathis, D .
RESEARCH IN IMMUNOLOGY, 1997, 148 (05) :285-286
[7]   Mechanisms of disease: The effect of infections on susceptibility to autoimmune and allergic diseases [J].
Bach, JF .
NEW ENGLAND JOURNAL OF MEDICINE, 2002, 347 (12) :911-920
[8]   CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[9]   Superparamagnetic clustering of data [J].
Blatt, M ;
Wiseman, S ;
Domany, E .
PHYSICAL REVIEW LETTERS, 1996, 76 (18) :3251-3254
[10]   Diabetes-prone NOD mice are resistant to Mycobacterium avium and the infection prevents autoimmune disease [J].
Bras, A ;
Aguas, AP .
IMMUNOLOGY, 1996, 89 (01) :20-25