Skip to main content
Top
Published in: Behavioral and Brain Functions 1/2008

Open Access 01-12-2008 | Research

Evidence of inflammatory immune signaling in chronic fatigue syndrome: A pilot study of gene expression in peripheral blood

Authors: Anne L Aspler, Carly Bolshin, Suzanne D Vernon, Gordon Broderick

Published in: Behavioral and Brain Functions | Issue 1/2008

Login to get access

Abstract

Background

Genomic profiling of peripheral blood reveals altered immunity in chronic fatigue syndrome (CFS) however interpretation remains challenging without immune demographic context. The object of this work is to identify modulation of specific immune functional components and restructuring of co-expression networks characteristic of CFS using the quantitative genomics of peripheral blood.

Methods

Gene sets were constructed a priori for CD4+ T cells, CD8+ T cells, CD19+ B cells, CD14+ monocytes and CD16+ neutrophils from published data. A group of 111 women were classified using empiric case definition (U.S. Centers for Disease Control and Prevention) and unsupervised latent cluster analysis (LCA). Microarray profiles of peripheral blood were analyzed for expression of leukocyte-specific gene sets and characteristic changes in co-expression identified from topological evaluation of linear correlation networks.

Results

Median expression for a set of 6 genes preferentially up-regulated in CD19+ B cells was significantly lower in CFS (p = 0.01) due mainly to PTPRK and TSPAN3 expression. Although no other gene set was differentially expressed at p < 0.05, patterns of co-expression in each group differed markedly. Significant co-expression of CD14+ monocyte with CD16+ neutrophil (p = 0.01) and CD19+ B cell sets (p = 0.00) characterized CFS and fatigue phenotype groups. Also in CFS was a significant negative correlation between CD8+ and both CD19+ up-regulated (p = 0.02) and NK gene sets (p = 0.08). These patterns were absent in controls.

Conclusion

Dissection of blood microarray profiles points to B cell dysfunction with coordinated immune activation supporting persistent inflammation and antibody-mediated NK cell modulation of T cell activity. This has clinical implications as the CD19+ genes identified could provide robust and biologically meaningful basis for the early detection and unambiguous phenotyping of CFS.
Appendix
Available only for authorised users
Literature
1.
go back to reference Reynolds KJ, Vernon SD, Bouchery E, Reeves WC: The economic impact of chronic fatigue syndrome. Cost Eff Resour Alloc. 2 (1): 4-10.1186/1478-7547-2-4. 2004 Jun 21 Reynolds KJ, Vernon SD, Bouchery E, Reeves WC: The economic impact of chronic fatigue syndrome. Cost Eff Resour Alloc. 2 (1): 4-10.1186/1478-7547-2-4. 2004 Jun 21
2.
go back to reference Klimas N, Salvato F, Morgan R, Fletcher MA: Immunologic abnormalities in chronic fatigue syndrome. J Clin Microbiol. 1990, 28 (6): 1403-1410.PubMedCentralPubMed Klimas N, Salvato F, Morgan R, Fletcher MA: Immunologic abnormalities in chronic fatigue syndrome. J Clin Microbiol. 1990, 28 (6): 1403-1410.PubMedCentralPubMed
3.
go back to reference Straus SE, Fritz S, Dale JK, Gould B, Strober W: Lymphocyte phenotyping and function in chronic fatigue syndrome. J of Clin Immunol. 1993, 13 (1): 30-40. 10.1007/BF00920633.CrossRef Straus SE, Fritz S, Dale JK, Gould B, Strober W: Lymphocyte phenotyping and function in chronic fatigue syndrome. J of Clin Immunol. 1993, 13 (1): 30-40. 10.1007/BF00920633.CrossRef
4.
go back to reference Tirelli U, Bernardi D, Improta S, Pinto A: Immunologic abnormalities in chronic fatigue syndrome. J Chronic Fatigue Syndrome. 1996, 2 (1): 85-96. 10.1300/J092v02n01_07.CrossRef Tirelli U, Bernardi D, Improta S, Pinto A: Immunologic abnormalities in chronic fatigue syndrome. J Chronic Fatigue Syndrome. 1996, 2 (1): 85-96. 10.1300/J092v02n01_07.CrossRef
5.
go back to reference Yan S, Marguet D, Dobers J, Reutter W, Fan H: Deficiency of CD26 results in a change of cytokine and immunoglobulin secretion after stimulation by pokeweed mitogen. Eur J Immunol. 2003, 33 (6): 1519-27. 10.1002/eji.200323469.CrossRefPubMed Yan S, Marguet D, Dobers J, Reutter W, Fan H: Deficiency of CD26 results in a change of cytokine and immunoglobulin secretion after stimulation by pokeweed mitogen. Eur J Immunol. 2003, 33 (6): 1519-27. 10.1002/eji.200323469.CrossRefPubMed
6.
go back to reference Boonacker E, Van Noorden CJ: The multifunctional or moonlighting protein CD26/DPPIV. Eur J Cell Biol. 2003, 82 (2): 53-73. 10.1078/0171-9335-00302.CrossRefPubMed Boonacker E, Van Noorden CJ: The multifunctional or moonlighting protein CD26/DPPIV. Eur J Cell Biol. 2003, 82 (2): 53-73. 10.1078/0171-9335-00302.CrossRefPubMed
7.
go back to reference Robertson MJ, Schacterle RS, Mackin GA, Wilson SN, Bloomingdale KL, Ritz J, Komaroff AL: Lymphocyte subset differences in patients with chronic fatigue syndrome, multiple sclerosis and major depression. Clin Exp Immunol. 2005, 141 (2): 326-32. 10.1111/j.1365-2249.2005.02833.x.PubMedCentralCrossRefPubMed Robertson MJ, Schacterle RS, Mackin GA, Wilson SN, Bloomingdale KL, Ritz J, Komaroff AL: Lymphocyte subset differences in patients with chronic fatigue syndrome, multiple sclerosis and major depression. Clin Exp Immunol. 2005, 141 (2): 326-32. 10.1111/j.1365-2249.2005.02833.x.PubMedCentralCrossRefPubMed
8.
go back to reference Racciatti D, Dalessandro M, Delle Donne L, Falasca K, Zingariello P, Paganelli R, Pizzigallo E, Vecchiet J: Study of immune alteration in patients with chronic fatigue syndrome with different etiologies. J Immunopath Pharm. 2004, 17 (2): 57-62. Racciatti D, Dalessandro M, Delle Donne L, Falasca K, Zingariello P, Paganelli R, Pizzigallo E, Vecchiet J: Study of immune alteration in patients with chronic fatigue syndrome with different etiologies. J Immunopath Pharm. 2004, 17 (2): 57-62.
9.
go back to reference Broderick G, Craddock RC, Whistler T, Taylor R, Klimas N, Unger ER: Identifying illness parameters in fatiguing syndromes using classical projection methods. Pharmacogenomics. 2006, 7 (3): 407-19. 10.2217/14622416.7.3.407.CrossRefPubMed Broderick G, Craddock RC, Whistler T, Taylor R, Klimas N, Unger ER: Identifying illness parameters in fatiguing syndromes using classical projection methods. Pharmacogenomics. 2006, 7 (3): 407-19. 10.2217/14622416.7.3.407.CrossRefPubMed
10.
go back to reference Carmel L, Efroni S, White PD, Aslakson E, Vollmer-Conna U, Rajeevan MS: Gene expression profile of empirically delineated classes of unexplained chronic fatigue. Pharmacogenomics. 2006, 7 (3): 375-86. 10.2217/14622416.7.3.375.CrossRefPubMed Carmel L, Efroni S, White PD, Aslakson E, Vollmer-Conna U, Rajeevan MS: Gene expression profile of empirically delineated classes of unexplained chronic fatigue. Pharmacogenomics. 2006, 7 (3): 375-86. 10.2217/14622416.7.3.375.CrossRefPubMed
11.
go back to reference Whistler T, Jones JF, Unger ER, Vernon SD: Exercise responsive genes measured in peripheral blood of women with chronic fatigue syndrome and matched control subjects. BMC Physiol. 5 (1): 5-10.1186/1472-6793-5-5. 2005 Mar 24; Whistler T, Jones JF, Unger ER, Vernon SD: Exercise responsive genes measured in peripheral blood of women with chronic fatigue syndrome and matched control subjects. BMC Physiol. 5 (1): 5-10.1186/1472-6793-5-5. 2005 Mar 24;
12.
go back to reference Siegel S, Antoni M, Fletcher M, Maher K, Segota M, Klimas N: Impaired natural immunity, cognitive dysfunction, and physical symptoms in patients with chronic fatigue syndrome: preliminary evidence for a subgroup?. J Psychosom Res. 2006, 60: 559-566. 10.1016/j.jpsychores.2006.03.001.CrossRefPubMed Siegel S, Antoni M, Fletcher M, Maher K, Segota M, Klimas N: Impaired natural immunity, cognitive dysfunction, and physical symptoms in patients with chronic fatigue syndrome: preliminary evidence for a subgroup?. J Psychosom Res. 2006, 60: 559-566. 10.1016/j.jpsychores.2006.03.001.CrossRefPubMed
13.
go back to reference Segal E, Friedman N, Koller D, Regev A: A module map showing conditional activity of expression modules in cancer. Nat Genet. 2004, 36 (10): 1090-8. 10.1038/ng1434.CrossRefPubMed Segal E, Friedman N, Koller D, Regev A: A module map showing conditional activity of expression modules in cancer. Nat Genet. 2004, 36 (10): 1090-8. 10.1038/ng1434.CrossRefPubMed
14.
go back to reference Dinu I, Potter JD, Mueller T, Liu Q, Adewale AJ, Jhangri GS, Einecke G, Famulski KS, Halloran P, Yasui Y: Improving gene set analysis of microarray data by SAM-GS. BMC Bioinformatics. 8 (1): 242-10.1186/1471-2105-8-242. 2007 Jul 5; Dinu I, Potter JD, Mueller T, Liu Q, Adewale AJ, Jhangri GS, Einecke G, Famulski KS, Halloran P, Yasui Y: Improving gene set analysis of microarray data by SAM-GS. BMC Bioinformatics. 8 (1): 242-10.1186/1471-2105-8-242. 2007 Jul 5;
15.
go back to reference Efron B, Tibshirani R: On testing the significance of sets of genes. Ann Appl Statist. 2007, 1 (1): 107-129. 10.1214/07-AOAS101.CrossRef Efron B, Tibshirani R: On testing the significance of sets of genes. Ann Appl Statist. 2007, 1 (1): 107-129. 10.1214/07-AOAS101.CrossRef
16.
go back to reference Vernon SD, Reeves WC: The challenge of integrating disparate high-content data: epidemiologic, clinical, and laboratory data collected during an in-hospital study of chronic fatigue syndrome. Pharmacogenomics. 2006, 7 (3): 345-354. 10.2217/14622416.7.3.345.CrossRefPubMed Vernon SD, Reeves WC: The challenge of integrating disparate high-content data: epidemiologic, clinical, and laboratory data collected during an in-hospital study of chronic fatigue syndrome. Pharmacogenomics. 2006, 7 (3): 345-354. 10.2217/14622416.7.3.345.CrossRefPubMed
17.
go back to reference Reeves WC, Wagner D, Nisenbaum R, Jones JF, Gurbaxani B, Solomon L, Papanicolaou DA, Unger ER, Vernon SD, Heim C: Chronic fatigue syndrome – A clinically empirical approach to its definition and study. BMC Medicine. 2005, 3: 8-10.1186/1741-7015-3-19.CrossRef Reeves WC, Wagner D, Nisenbaum R, Jones JF, Gurbaxani B, Solomon L, Papanicolaou DA, Unger ER, Vernon SD, Heim C: Chronic fatigue syndrome – A clinically empirical approach to its definition and study. BMC Medicine. 2005, 3: 8-10.1186/1741-7015-3-19.CrossRef
18.
go back to reference Wagner D, Nisenbaum R, Heim C, Jones JF, Unger ER, Reeves WC: Psychometric properties of the CDC Symptom Inventory for assessment of chronic fatigue syndrome. Popul Health Metr. 2005, 3: 8-10.1186/1478-7954-3-8.PubMedCentralCrossRefPubMed Wagner D, Nisenbaum R, Heim C, Jones JF, Unger ER, Reeves WC: Psychometric properties of the CDC Symptom Inventory for assessment of chronic fatigue syndrome. Popul Health Metr. 2005, 3: 8-10.1186/1478-7954-3-8.PubMedCentralCrossRefPubMed
19.
go back to reference Vollmer-Conna U, Aslakson E, White PD: An empirical delineation of the heterogeneity of chronic unexplained fatigue in women. Pharmacogenomics. 2006, 7 (3): 355-364. 10.2217/14622416.7.3.355.CrossRefPubMed Vollmer-Conna U, Aslakson E, White PD: An empirical delineation of the heterogeneity of chronic unexplained fatigue in women. Pharmacogenomics. 2006, 7 (3): 355-364. 10.2217/14622416.7.3.355.CrossRefPubMed
20.
go back to reference Einecke G, Broderick G, Sis B, Halloran PF: Early loss of renal transcripts in kidney allografts: relationship to morphologic changes and alloimmune effector mechanisms. Am J Transplant. 2007, 7 (5): 1121-1130. 10.1111/j.1600-6143.2007.01797.x.CrossRefPubMed Einecke G, Broderick G, Sis B, Halloran PF: Early loss of renal transcripts in kidney allografts: relationship to morphologic changes and alloimmune effector mechanisms. Am J Transplant. 2007, 7 (5): 1121-1130. 10.1111/j.1600-6143.2007.01797.x.CrossRefPubMed
21.
go back to reference Famulski KS, Broderick G, Einecke G, Hay K, Cruz J, Sis B, Mengel M, Halloran PF: Transcriptome analysis reveals heterogeneity in the injury response of kidney transplants. Am J Transplant. 2007, 7: 2483-95. 10.1111/j.1600-6143.2007.01980.x.CrossRefPubMed Famulski KS, Broderick G, Einecke G, Hay K, Cruz J, Sis B, Mengel M, Halloran PF: Transcriptome analysis reveals heterogeneity in the injury response of kidney transplants. Am J Transplant. 2007, 7: 2483-95. 10.1111/j.1600-6143.2007.01980.x.CrossRefPubMed
22.
go back to reference Mueller TF, Einecke G, Reeve J, Sis B, Mengel M, Jhangri GS, Bunnag S, Cruz J, Wishart D, Meng C, Broderick G, Kaplan B, Halloran PF: Microarray Analysis of Rejection in Human Kidney Transplants Using Pathogenesis-based Transcripts Sets. Am J Transplant. 2007, 7 (12): 2712-2722. 10.1111/j.1600-6143.2007.02005.x.CrossRefPubMed Mueller TF, Einecke G, Reeve J, Sis B, Mengel M, Jhangri GS, Bunnag S, Cruz J, Wishart D, Meng C, Broderick G, Kaplan B, Halloran PF: Microarray Analysis of Rejection in Human Kidney Transplants Using Pathogenesis-based Transcripts Sets. Am J Transplant. 2007, 7 (12): 2712-2722. 10.1111/j.1600-6143.2007.02005.x.CrossRefPubMed
23.
go back to reference Lyons PA, Koukoulaki M, Hatton A, Doggett K, Woffendin HB, Chaudhry AN, Smith KG: Microarray analysis of human leucocyte subsets: the advantages of positive selection and rapid purification. BMC Genomics. 2007, 8: 64-10.1186/1471-2164-8-64.PubMedCentralCrossRefPubMed Lyons PA, Koukoulaki M, Hatton A, Doggett K, Woffendin HB, Chaudhry AN, Smith KG: Microarray analysis of human leucocyte subsets: the advantages of positive selection and rapid purification. BMC Genomics. 2007, 8: 64-10.1186/1471-2164-8-64.PubMedCentralCrossRefPubMed
24.
go back to reference Thomas PD, Kejariwal A, Campbell MJ, Mi H, Diemer K, Guo N, Ladunga I, Ulitsky-Lazareva B, Muruganujan A, Rabkin S, Vandergriff JA, Doremieux O: PANTHER: a browsable database of gene products organized by biological function, using curated protein family and subfamily classification. Nucleic Acids Res. 2003, 31 (1): 334-341. 10.1093/nar/gkg115.PubMedCentralCrossRefPubMed Thomas PD, Kejariwal A, Campbell MJ, Mi H, Diemer K, Guo N, Ladunga I, Ulitsky-Lazareva B, Muruganujan A, Rabkin S, Vandergriff JA, Doremieux O: PANTHER: a browsable database of gene products organized by biological function, using curated protein family and subfamily classification. Nucleic Acids Res. 2003, 31 (1): 334-341. 10.1093/nar/gkg115.PubMedCentralCrossRefPubMed
26.
go back to reference Bernstein S, Bernstein R: Schaum's Outline of Theory and Problems of Elements of Statistics II. 1999, New York (NY): McGraw-Hill Bernstein S, Bernstein R: Schaum's Outline of Theory and Problems of Elements of Statistics II. 1999, New York (NY): McGraw-Hill
27.
go back to reference Elo LL, Järvenpää H, Orešiè M, Lahesmaa R, Aittokallio T: Systematic construction of gene coexpression networks with applications to human T helper cell differentiation process. Bioinformatics. 2007, 23 (16): 2096-2103. 10.1093/bioinformatics/btm309.CrossRefPubMed Elo LL, Järvenpää H, Orešiè M, Lahesmaa R, Aittokallio T: Systematic construction of gene coexpression networks with applications to human T helper cell differentiation process. Bioinformatics. 2007, 23 (16): 2096-2103. 10.1093/bioinformatics/btm309.CrossRefPubMed
28.
go back to reference Cole SW, Hawkley LC, Arevalo JM, Sung CY, Rose RM, Cacioppo JT: Social regulation of gene expression in human leukocytes. Genome Biology. 2007, 8 (9): R189-10.1186/gb-2007-8-9-r189.PubMedCentralCrossRefPubMed Cole SW, Hawkley LC, Arevalo JM, Sung CY, Rose RM, Cacioppo JT: Social regulation of gene expression in human leukocytes. Genome Biology. 2007, 8 (9): R189-10.1186/gb-2007-8-9-r189.PubMedCentralCrossRefPubMed
29.
go back to reference Flavell JR, Baumforth KR, Wood VH, Davies GL, Wei W, Reynolds GM, Morgan S, Boyce A, Kelly GL, Young LS, Murray PG: Downregulation of the TGF-Beta target gene, PTPRK, by the epstein-barr virus encoded EBNA1 contributes to the growth and survival of Hodgkin's lymphoma cells. Blood. 2008, 111 (1): 292-301. 10.1182/blood-2006-11-059881. 2007 Aug 24;CrossRefPubMed Flavell JR, Baumforth KR, Wood VH, Davies GL, Wei W, Reynolds GM, Morgan S, Boyce A, Kelly GL, Young LS, Murray PG: Downregulation of the TGF-Beta target gene, PTPRK, by the epstein-barr virus encoded EBNA1 contributes to the growth and survival of Hodgkin's lymphoma cells. Blood. 2008, 111 (1): 292-301. 10.1182/blood-2006-11-059881. 2007 Aug 24;CrossRefPubMed
30.
go back to reference Lerner AM, Beqaj SH, Deeter RG, Fitzgerald JT: IgM serum antibodies to Epstein-Barr virus are uniquely present in a subset of patients with the chronic fatigue syndrome. In Vivo. 2004, 18 (2): 101-106.PubMed Lerner AM, Beqaj SH, Deeter RG, Fitzgerald JT: IgM serum antibodies to Epstein-Barr virus are uniquely present in a subset of patients with the chronic fatigue syndrome. In Vivo. 2004, 18 (2): 101-106.PubMed
31.
go back to reference Hickie I, Davenport T, Wakefield D, Vollmer-Conna U, Cameron B, Vernon SD, Reeves WC, Lloyd A, Dubbo Infection Outcomes Study Group: Post-infective and chronic fatigue syndromes precipitated by viral and non-viral pathogens: prospective cohort study. BMJ. 333 (7568): 575-10.1136/bmj.38933.585764.AE. 2006 Sep 16; Hickie I, Davenport T, Wakefield D, Vollmer-Conna U, Cameron B, Vernon SD, Reeves WC, Lloyd A, Dubbo Infection Outcomes Study Group: Post-infective and chronic fatigue syndromes precipitated by viral and non-viral pathogens: prospective cohort study. BMJ. 333 (7568): 575-10.1136/bmj.38933.585764.AE. 2006 Sep 16;
32.
go back to reference Tomoda A, Joudoi T, Rabab el-M, Matsumoto T, Park TH, Miike T: Cytokine production and modulation: comparison of patients with chronic fatigue syndrome and normal controls. Psychiatry Res. 2005, 134 (1): 101-104. 10.1016/j.psychres.2005.01.002.CrossRefPubMed Tomoda A, Joudoi T, Rabab el-M, Matsumoto T, Park TH, Miike T: Cytokine production and modulation: comparison of patients with chronic fatigue syndrome and normal controls. Psychiatry Res. 2005, 134 (1): 101-104. 10.1016/j.psychres.2005.01.002.CrossRefPubMed
33.
go back to reference Fletcher MA, Maher K, Klimas NG: Natural killer cell function in chronic fatigue syndrome. Clin Applied Immunol Rev. 2002, 2: 129-139. 10.1016/S1529-1049(01)00047-2.CrossRef Fletcher MA, Maher K, Klimas NG: Natural killer cell function in chronic fatigue syndrome. Clin Applied Immunol Rev. 2002, 2: 129-139. 10.1016/S1529-1049(01)00047-2.CrossRef
34.
go back to reference Maher KJ, Klimas NG, Fletcher MA: Chronic fatigue syndrome is associated with diminished intracellular perforin. Clin Exp Immunol. 2005, 142 (3): 505-511.PubMedCentralPubMed Maher KJ, Klimas NG, Fletcher MA: Chronic fatigue syndrome is associated with diminished intracellular perforin. Clin Exp Immunol. 2005, 142 (3): 505-511.PubMedCentralPubMed
35.
go back to reference Kabat J, Borrego F, Brooks A, Coligan JE: Role that each NKG2A immunoreceptor tyrosine-based inhibitory motif plays in mediating the human CD94/NKG2A inhibitory signal. J Immunol. 2002, 169 (4): 1948-1958.CrossRefPubMed Kabat J, Borrego F, Brooks A, Coligan JE: Role that each NKG2A immunoreceptor tyrosine-based inhibitory motif plays in mediating the human CD94/NKG2A inhibitory signal. J Immunol. 2002, 169 (4): 1948-1958.CrossRefPubMed
36.
go back to reference Freishtat RJ, Mitchell LW, Ghimbovschi SD, Meyers SB, Hoffman EP: NKG2A and CD56 are coexpressed on activated TH2 but not TH1 lymphocytes. Hum Immunol. 2005, 66 (12): 1223-1234. 10.1016/j.humimm.2006.02.005.PubMedCentralCrossRefPubMed Freishtat RJ, Mitchell LW, Ghimbovschi SD, Meyers SB, Hoffman EP: NKG2A and CD56 are coexpressed on activated TH2 but not TH1 lymphocytes. Hum Immunol. 2005, 66 (12): 1223-1234. 10.1016/j.humimm.2006.02.005.PubMedCentralCrossRefPubMed
37.
go back to reference Skowera A, Cleare A, Blair D, Bevis L, Wessely SC, Peakman M: High levels of type 2 cytokine-producing cells in chronic fatigue syndrome. Clin Exp Immunol. 2004, 135 (2): 294-302. 10.1111/j.1365-2249.2004.02354.x.PubMedCentralCrossRefPubMed Skowera A, Cleare A, Blair D, Bevis L, Wessely SC, Peakman M: High levels of type 2 cytokine-producing cells in chronic fatigue syndrome. Clin Exp Immunol. 2004, 135 (2): 294-302. 10.1111/j.1365-2249.2004.02354.x.PubMedCentralCrossRefPubMed
38.
go back to reference Asano A, Tsubomatsu K, Jung CG, Sasaki N, Agui T: A deletion mutation of the protein tyrosine phosphatase kappa (Ptprk) gene is responsible for T-helper immunodeficiency (thid) in the LEC rat. Mamm Genome. 2007, 18 (11): 779-786. 10.1007/s00335-007-9062-0. Epub 2007 Oct 2CrossRefPubMed Asano A, Tsubomatsu K, Jung CG, Sasaki N, Agui T: A deletion mutation of the protein tyrosine phosphatase kappa (Ptprk) gene is responsible for T-helper immunodeficiency (thid) in the LEC rat. Mamm Genome. 2007, 18 (11): 779-786. 10.1007/s00335-007-9062-0. Epub 2007 Oct 2CrossRefPubMed
39.
go back to reference Jison ML, Munson PJ, Barb JJ, Suffredini AF, Talwar S, Logun C, Raghavachari N, Beigel JH, Shelhamer JH, Danner RL, Gladwin MT: Blood mononuclear cell gene expression profiles characterize the oxidant, hemolytic, and inflammatory stress of sickle cell disease. Blood. 104 (1): 270-80. 10.1182/blood-2003-08-2760. 2004 Jul 1; Jison ML, Munson PJ, Barb JJ, Suffredini AF, Talwar S, Logun C, Raghavachari N, Beigel JH, Shelhamer JH, Danner RL, Gladwin MT: Blood mononuclear cell gene expression profiles characterize the oxidant, hemolytic, and inflammatory stress of sickle cell disease. Blood. 104 (1): 270-80. 10.1182/blood-2003-08-2760. 2004 Jul 1;
40.
go back to reference Ferrari F, Bortoluzzi S, Coppe A, Basso D, Bicciato S, Zini R, Gemelli C, Danieli GA, Ferrari S: Genomic expression during human myelopoiesis. BMC Genomics. 8: 264-10.1186/1471-2164-8-264. 2007 Aug 3; Ferrari F, Bortoluzzi S, Coppe A, Basso D, Bicciato S, Zini R, Gemelli C, Danieli GA, Ferrari S: Genomic expression during human myelopoiesis. BMC Genomics. 8: 264-10.1186/1471-2164-8-264. 2007 Aug 3;
41.
go back to reference Lefkowitz DL, Lefkowitz SS: Macrophage-neutrophil interaction: A paradigm for chronic inflammation revisited. Immunol Cell Biol. 2001, 79: 502-506. 10.1046/j.1440-1711.2001.01020.x.CrossRefPubMed Lefkowitz DL, Lefkowitz SS: Macrophage-neutrophil interaction: A paradigm for chronic inflammation revisited. Immunol Cell Biol. 2001, 79: 502-506. 10.1046/j.1440-1711.2001.01020.x.CrossRefPubMed
42.
go back to reference Moss RB, Mercandetti A, Vojdani A: TNF-alpha and chronic fatigue syndrome. J Clin Immunol. 1999, 19 (5): 314-316. 10.1023/A:1020595709352.CrossRefPubMed Moss RB, Mercandetti A, Vojdani A: TNF-alpha and chronic fatigue syndrome. J Clin Immunol. 1999, 19 (5): 314-316. 10.1023/A:1020595709352.CrossRefPubMed
43.
go back to reference Claus C, Schlaak J, Dithnayer M, Meyer zum K-H, Dippold B, Dippold W: Inhibition of anti-GD3-ganglioside antibody-induced proliferation of human CD8+ Tcells by CD16+ natural killer cells. Eur J Immunol. 1994, 24: 1208-1212. 10.1002/eji.1830240530.CrossRefPubMed Claus C, Schlaak J, Dithnayer M, Meyer zum K-H, Dippold B, Dippold W: Inhibition of anti-GD3-ganglioside antibody-induced proliferation of human CD8+ Tcells by CD16+ natural killer cells. Eur J Immunol. 1994, 24: 1208-1212. 10.1002/eji.1830240530.CrossRefPubMed
44.
go back to reference Gosink MM, Petrie HT, Tsinoremas NF: Electronically subtracting expression patterns from a mixed cell population. Bioinformatics. 2007, 23 (24): 3328-3334. 10.1093/bioinformatics/btm508. Epub 2007 Oct 22CrossRefPubMed Gosink MM, Petrie HT, Tsinoremas NF: Electronically subtracting expression patterns from a mixed cell population. Bioinformatics. 2007, 23 (24): 3328-3334. 10.1093/bioinformatics/btm508. Epub 2007 Oct 22CrossRefPubMed
Metadata
Title
Evidence of inflammatory immune signaling in chronic fatigue syndrome: A pilot study of gene expression in peripheral blood
Authors
Anne L Aspler
Carly Bolshin
Suzanne D Vernon
Gordon Broderick
Publication date
01-12-2008
Publisher
BioMed Central
Published in
Behavioral and Brain Functions / Issue 1/2008
Electronic ISSN: 1744-9081
DOI
https://doi.org/10.1186/1744-9081-4-44

Other articles of this Issue 1/2008

Behavioral and Brain Functions 1/2008 Go to the issue