1
|
Rai R, Chauhan SK, Singh VV, Rai M, Rai G. RNA-seq Analysis Reveals Unique Transcriptome Signatures in Systemic Lupus Erythematosus Patients with Distinct Autoantibody Specificities. PLoS One 2016; 11:e0166312. [PMID: 27835693 PMCID: PMC5106032 DOI: 10.1371/journal.pone.0166312] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2016] [Accepted: 10/26/2016] [Indexed: 01/08/2023] Open
Abstract
Systemic lupus erythematosus (SLE) patients exhibit immense heterogeneity which is challenging from the diagnostic perspective. Emerging high throughput sequencing technologies have been proved to be a useful platform to understand the complex and dynamic disease processes. SLE patients categorised based on autoantibody specificities are reported to have differential immuno-regulatory mechanisms. Therefore, we performed RNA-seq analysis to identify transcriptomics of SLE patients with distinguished autoantibody specificities. The SLE patients were segregated into three subsets based on the type of autoantibodies present in their sera (anti-dsDNA+ group with anti-dsDNA autoantibody alone; anti-ENA+ group having autoantibodies against extractable nuclear antigens (ENA) only, and anti-dsDNA+ENA+ group having autoantibodies to both dsDNA and ENA). Global transcriptome profiling for each SLE patients subsets was performed using Illumina® Hiseq-2000 platform. The biological relevance of dysregulated transcripts in each SLE subsets was assessed by ingenuity pathway analysis (IPA) software. We observed that dysregulation in the transcriptome expression pattern was clearly distinct in each SLE patients subsets. IPA analysis of transcripts uniquely expressed in different SLE groups revealed specific biological pathways to be affected in each SLE subsets. Multiple cytokine signaling pathways were specifically dysregulated in anti-dsDNA+ patients whereas Interferon signaling was predominantly dysregulated in anti-ENA+ patients. In anti-dsDNA+ENA+ patients regulation of actin based motility by Rho pathway was significantly affected. The granulocyte gene signature was a common feature to all SLE subsets; however, anti-dsDNA+ group showed relatively predominant expression of these genes. Dysregulation of Plasma cell related transcripts were higher in anti-dsDNA+ and anti-ENA+ patients as compared to anti-dsDNA+ ENA+. Association of specific canonical pathways with the uniquely expressed transcripts in each SLE subgroup indicates that specific immunological disease mechanisms are operative in distinct SLE patients' subsets. This 'sub-grouping' approach could further be useful for clinical evaluation of SLE patients and devising targeted therapeutics.
Collapse
Affiliation(s)
- Richa Rai
- Department of Molecular and Human Genetics, Institute of Science, Banaras Hindu University, Varanasi, Uttar Pradesh, India
| | - Sudhir Kumar Chauhan
- Department of Molecular and Human Genetics, Institute of Science, Banaras Hindu University, Varanasi, Uttar Pradesh, India
| | - Vikas Vikram Singh
- Department of Molecular and Human Genetics, Institute of Science, Banaras Hindu University, Varanasi, Uttar Pradesh, India
| | - Madhukar Rai
- Department of Medicine, Institute of Medical Sciences, Banaras Hindu University, Varanasi, Uttar Pradesh, India
| | - Geeta Rai
- Department of Molecular and Human Genetics, Institute of Science, Banaras Hindu University, Varanasi, Uttar Pradesh, India
- * E-mail:
| |
Collapse
|
2
|
Microarray to deep sequencing: transcriptome and miRNA profiling to elucidate molecular pathways in systemic lupus erythematosus. Immunol Res 2016; 64:14-24. [PMID: 26188428 DOI: 10.1007/s12026-015-8672-y] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
Systemic lupus erythematosus (SLE) is an autoimmune disease with diverse clinical manifestations and autoantibody repertoires. The etiology of SLE is multifactorial involving genetic, epigenetic and environmental factors. This complexity leads to poor prognosis, which poses major challenges in the treatment of SLE. Understanding the complex genetic pathways and regulatory mechanisms operative in SLE was feasible by utilizing several highly efficient molecular biological tools during the past few years. In this perspective, DNA microarray technology offered a high-throughput platform in unraveling SLE-associated genes. Additionally, extensive microarray analysis had demonstrated aberrant DNA methylation pattern and differential microRNAs, thus contributing to the knowledge of epigenetic modulators and posttranscriptional regulatory machinery in SLE. It was through the aid of these technologies that interferon signature was identified as an important contributor in SLE pathogenesis along with dysregulation of cytokine-, chemokine- and apoptosis-related genes. The emergence of next-generation sequencing technologies such as RNA sequencing has added new dimensions in understanding the dynamics of the disease processes. Compared with microarrays, deep sequencing has provided higher resolution in gene expression measurement along with identification of different splicing events, noncoding RNAs and novel loci in SLE. The focus, therefore, has now been shifted toward the identification of novel gene loci and their isoforms, and their implication in disease pathogenesis. This advancement in the technology from microarray to deep sequencing has helped in deciphering the molecular pathways involved in pathogenesis of SLE and opens new avenues to develop novel treatment strategies for SLE.
Collapse
|
3
|
Hui-Yuen JS, Christiano AM, Askanase AD. Sex differences in genomics in lupus: girls with systemic lupus have high interferon gene expression while boys have high levels of tumour necrosis factor-related gene expression. Scand J Rheumatol 2016; 45:394-6. [PMID: 26885894 PMCID: PMC7920409 DOI: 10.3109/03009742.2015.1132760] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/14/2015] [Indexed: 12/21/2022]
Abstract
OBJECTIVES Systemic lupus erythematosus (SLE) is a chronic disease occurring up to 15 times more frequently in females than males. This bias extends to possible differences in disease flares and response to therapy. This study was initiated to investigate the differences between girls and boys with childhood-onset SLE (cSLE) at the molecular level. METHOD We analysed the Gene Expression Omnibus National Center for Biotechnology Information (GEO NCBI) microarray data available for 88 girls and 16 boys with treatment-naïve cSLE and compared the results to those from healthy controls. Transcriptional profiles were generated using the platforms of Affymetrix U133A and U133B gene chips and Bioconductor/R programming packages were used to process and compare the data. RESULTS Girls with cSLE overexpressed an interferon (IFN)-α signature that was absent in boys. Boys with cSLE were observed to overexpress tumour necrosis factor-related genes that were absent in girls. Both boys and girls were observed to overexpress several genes related to granulopoeisis. CONCLUSIONS Our results suggest a potential application of genomics to differentially predict response to therapy between females and males with SLE.
Collapse
Affiliation(s)
- Joyce S Hui-Yuen
- Division of Pediatric Rheumatology, Cohen Children’s Medical Center, North Shore-Long Island Jewish Hospital
| | - Angela M Christiano
- Departments of Dermatology, Molecular Genetics and Molecular Biology, Columbia University Medical Center
| | - Anca D Askanase
- Division of Pediatric Rheumatology, Cohen Children’s Medical Center, North Shore-Long Island Jewish Hospital
| |
Collapse
|
4
|
Abstract
In a single assay, gene microarrays generate tens of thousands of measurements for the relative levels of messenger RNA expression, and thus hold promise to uncover the regulation of transcriptional responses behind clinical phenotypes of various diseases. Systemic lupus erythematosus (SLE) offers a unique opportunity to study gene expression both systemically and organ specific, as the tissues involved and specifically peripheral blood cells are readily accessible for molecular analysis. In the current review we highlight the current knowledge related to gene microarray in SLE. We approached the following questions: 1) Can gene microarray technology be used to translate molecular profiles into meaningful and applicable clinical information? 2) Does the assessment of differential gene expression provide specific signatures that may contribute to diagnostic and prognostic markers of SLE? 3) Can clinicians be helped in monitoring disease activity by identification of drug response gene profile? 4) Does evaluation of differential gene expression provide clues to detect previously unrecognized genes associated with the disease? It is evident that though not all questions can be currently answered appropriately, gene expression studies in SLE have important implications and will not only be beneficial for SLE patients, but will also lead to a better understanding of other autoimmune inflammatory diseases, thereby leading to novel diagnostic and therapeutic strategies in autoimmunity.
Collapse
Affiliation(s)
- M Mandel
- Blood Center, Sheba Medical Center, Tel-Hashomer, Israel
| | | |
Collapse
|
5
|
Perez-Sanchez C, Barbarroja N, Messineo S, Ruiz-Limon P, Rodriguez-Ariza A, Jimenez-Gomez Y, Khamashta MA, Collantes-Estevez E, Cuadrado MJ, Aguirre MA, Lopez-Pedrera C. Gene profiling reveals specific molecular pathways in the pathogenesis of atherosclerosis and cardiovascular disease in antiphospholipid syndrome, systemic lupus erythematosus and antiphospholipid syndrome with lupus. Ann Rheum Dis 2014; 74:1441-9. [DOI: 10.1136/annrheumdis-2013-204600] [Citation(s) in RCA: 57] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2013] [Accepted: 02/16/2014] [Indexed: 12/27/2022]
Abstract
ObjectiveTo identify shared and differential molecular pathways involved in the pathogenesis of atherosclerosis (AT) and cardiovascular disease (CVD) in systemic lupus erythematosus (SLE), primary antiphospholipid syndrome (APS) and APS associated with SLE (APS plus SLE).Methods129 patients (42 APS, 31 APS plus SLE and 56 SLE) and 61 healthy donors were included. Microarray expression profiling was performed in monocytes. RT-PCR of selected genes and western blot were used to validate microarray data. Clinical and inflammatory parameters were also analysed.ResultsCompared with controls, 555, 1224 and 518 genes were differentially expressed in monocytes from SLE, APS plus SLE and APS patients, respectively. Approximately 25–30% of differentially expressed genes were related to AT and CVD. Each disease displayed a specific AT/CVD/Inflammation-related gene signature. Compared with SLE, APS showed alterations in mitochondria biogenesis and function and oxidative stress. Besides the interferon signature, found in APS plus SLE and SLE patients, various genes mediating atherosclerotic/inflammatory signalling were also differentially expressed in APS plus SLE. IgG-anticardiolipin (aCL) titres independently predicted both atherosclerotic and thrombosis in APS plus SLE. Moreover, a significant correlation of IgG-aCL titres with mRNA levels of certain inflammatory molecules in monocytes was further noticed. In vitro treatment of monocytes with IgG-aCL promoted an increase in the expression of the genes most significantly changed in APS plus SLE versus healthy donors.ConclusionsGene expression profiling allows the segregation of APS, APS plus SLE and SLE, with specific signatures explaining the pro-atherosclerotic and pro-thrombotic alterations in these highly related autoimmune diseases.
Collapse
|
6
|
Ko K, Koldobskaya Y, Rosenzweig E, Niewold TB. Activation of the Interferon Pathway is Dependent Upon Autoantibodies in African-American SLE Patients, but Not in European-American SLE Patients. Front Immunol 2013; 4:309. [PMID: 24101921 PMCID: PMC3787392 DOI: 10.3389/fimmu.2013.00309] [Citation(s) in RCA: 46] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2013] [Accepted: 09/16/2013] [Indexed: 12/16/2022] Open
Abstract
Background: In systemic lupus erythematosus (SLE), antibodies directed at RNA-binding proteins (anti-RBP) are associated with high serum type I interferon (IFN), which plays an important role in SLE pathogenesis. African-Americans (AA) are more likely to develop SLE, and SLE is also more severe in this population. We hypothesized that peripheral blood gene expression patterns would differ between AA and European-American (EA) SLE patients, and between those with anti-RBP antibodies and those who lack these antibodies. Methods: Whole blood RNA from 33 female SLE patients and 16 matched female controls from AA and EA ancestral backgrounds was analyzed on Affymetrix Gene 1.0 ST gene expression arrays. Ingenuity Pathway Analysis was used to compare the top differentially expressed canonical pathways amongst the sample groups. An independent cohort of 116 SLE patients was used to replicate findings using quantitative real-time PCR (qPCR). Results: Both AA and EA patients with positive anti-RBP antibodies showed over-expression of similar IFN-related canonical pathways, such as IFN Signaling (P = 1.3 × 10−7 and 6.3 × 10−11 in AA vs. EA respectively), Antigen Presenting Pathway (P = 1.8 × 10−5 and 2.5 × 10−6), and a number of pattern recognition receptor pathways. In anti-RBP negative (RBP−) patients, EA subjects demonstrated similar IFN-related pathway activation, whereas no IFN-related pathways were detected in RBP−AA patients. qPCR validation confirmed similar results. Conclusion: Our data show that IFN-induced gene expression is completely dependent on the presence of autoantibodies in AA SLE patients but not in EA patients. This molecular heterogeneity suggests differences in IFN-pathway activation between ancestral backgrounds in SLE. This heterogeneity may be clinically important, as therapeutics targeting this pathway are being developed.
Collapse
Affiliation(s)
- Kichul Ko
- Section of Rheumatology, Gwen Knapp Center for Lupus and Immunology Research, University of Chicago , Chicago IL , USA
| | | | | | | |
Collapse
|
7
|
Frangou EA, Bertsias GK, Boumpas DT. Gene expression and regulation in systemic lupus erythematosus. Eur J Clin Invest 2013; 43:1084-96. [PMID: 23902282 DOI: 10.1111/eci.12130] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/07/2013] [Accepted: 06/21/2013] [Indexed: 12/12/2022]
Abstract
BACKGROUND Systemic lupus erythematosus (SLE) is the prototypic systemic autoimmune disease. Genome-wide (GW) association studies have identified more than 40 disease-associated loci, together accounting for only 10-20% of disease heritability. Gene expression represents the intermediate phenotype between DNA and disease phenotypic variation, and provides insights regarding genetic and epigenetic effects. We review data on gene expression and regulation in SLE by our group and other investigators. MATERIALS AND METHODS Systematic PubMed search for GW expression studies in SLE published since the year 2000. RESULTS Deregulation of genes involved in type I interferon signaling is a consistent finding in the peripheral blood of active and severe SLE patients. Upregulation of granulocyte-specific transcripts especially in bone marrow mononuclear cells (BMMCs), and of myeloid lineage transcripts in lupus nephritis, provide evidence for pathogenic role of these cells. Gene network analysis in BMMCs identified central gene regulators which could represent therapeutic targets and a high similarity between SLE and non-Hodgkin lymphoma providing a molecular basis for the reported association of the two diseases. Gene expression abnormalities driven by deregulated expression of certain microRNAs in SLE contribute to interferon production, T- and B-cell hyperactivity, DNA hypomethylation, and defective tissue response to injury. Methylation arrays have revealed alterations in white blood cell DNA methylation in SLE suggesting an important role of epigenetics and the environment. CONCLUSIONS Gene expression studies have contributed to the characterization of pathogenic processes in SLE. Integrated approaches utilizing genetic variation, transcriptome and epigenome profiling will facilitate efforts towards a molecular-based disease taxonomy.
Collapse
Affiliation(s)
- Eleni A Frangou
- Biomedical Research Foundation of the Academy of Athens, Medical School of National and Kapodistrian University of Athens, Athens, Greece
| | | | | |
Collapse
|
8
|
Rana A, Minz RW, Aggarwal R, Anand S, Pasricha N, Singh S. Gene expression of cytokines (TNF-α, IFN-γ), serum profiles of IL-17 and IL-23 in paediatric systemic lupus erythematosus. Lupus 2012; 21:1105-12. [PMID: 22759859 DOI: 10.1177/0961203312451200] [Citation(s) in RCA: 63] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
OBJECTIVE Paediatric systemic lupus erythematosus (pSLE) exhibits an aggressive clinical phenotype and severe complications commonly renal involvement. This could be reflective of the ongoing chronic pro-inflammatory cytokine milieu. We examined relative gene expression of tumour necrosis factor-alpha (TNF-α), interferon-γ (IFN-γ) and serum levels of interleukin-17 (IL-17) and IL-23 and their association with SLEDAI (SLE disease activity index) score and organ manifestations in pSLE. METHODS We enrolled 40 pSLE patients (age 5-16 years, on treatment) and 20 age-matched healthy controls. Relative gene expression levels of IFN-γ and TNF-α in the peripheral blood were determined by quantitative real-time reverse transcriptase polymerase chain reaction (RT-PCR). β actin gene was used for normalization of gene expression. Serum levels of IL-17 and IL-23 were determined by solid phase sandwich ELISA. Statistical analysis were carried out for comparing (Mann-Whitney U test) and correlating data (Univariate, multivariate analysis and Pearson correlation test) with SLEDAI scores and clinical manifestations. RESULTS Over-expression of TNF-α and IFN-γ was found in 90% (36/40) and 80% (32/40) of pSLE patients, respectively. The relative gene expression of TNF-α and IFN-γ were significantly correlated with renal manifestations (p < 0.05). Further, relative expression of IFN-γ gene correlated significantly with skin manifestations and SLEDAI (p < 0.05). Serum levels of IL-17 (766.95 ± 357.83 pg/ml) and IL-23 (135.4 ± 54.23 pg/ml) in pSLE were significantly higher than in controls (IL-17, 172.7 ± 39.19 pg/ml and IL-23, 21.15 ± 10.99 pg/ml) (p < 0.05). Patients with cutaneous (p = 0.002) and haematological involvement (p = 0.003) had high serum IL-17 levels. Serum IL-17 levels correlated with SLEDAI (r = 0.447; p < 0.05). CONCLUSIONS In this preliminary study, we observed a persistent, strong pro-inflammatory cytokine milieu in pSLE patients which reflects ongoing inflammatory damage in different organs. The gene expression profile of these cytokines may be used for assessing organ involvement in pSLE. IL-17 may also serve as a prognostic marker in pSLE. However, longitudinal studies on treatment of naïve patients are required to corroborate these findings.
Collapse
Affiliation(s)
- A Rana
- Department of Immunopathology, Post Graduate Institute of Medical Education and Research, India
| | | | | | | | | | | |
Collapse
|
9
|
Mesko B, Poliska S, Nagy L. Gene expression profiles in peripheral blood for the diagnosis of autoimmune diseases. Trends Mol Med 2011; 17:223-33. [PMID: 21388884 DOI: 10.1016/j.molmed.2010.12.004] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2010] [Revised: 12/11/2010] [Accepted: 12/13/2010] [Indexed: 11/28/2022]
Abstract
Gene expression profiling in clinical genomics has yet to deliver robust and reliable approaches for developing diagnostics and contributing to personalized medicine. Owing to technological developments and the recent accumulation of expression profiles, it is a timely and relevant question whether peripheral blood gene expression profiling can be used routinely in clinical decision making. Here, we review the available gene expression profiling data of peripheral blood in autoimmune and chronic inflammatory diseases and suggest that peripheral blood mononuclear cells are suitable for descriptive and comparative gene expression analyses. A gene-disease interaction network in chronic inflammatory diseases, a general protocol for future studies and a decision tree for researchers are presented to facilitate standardization and adoption of this approach.
Collapse
Affiliation(s)
- Bertalan Mesko
- Department of Biochemistry and Molecular Biology, Research Center for Molecular Mediicne, Medical and Health Science Center, University of Debrecen, Debrecen, Hungary
| | | | | |
Collapse
|
10
|
Rai G, Ray S, Milton J, Yang J, Ren P, Lempicki R, Mage RG. Gene expression profiles in a rabbit model of systemic lupus erythematosus autoantibody production. JOURNAL OF IMMUNOLOGY (BALTIMORE, MD. : 1950) 2010; 185:4446-56. [PMID: 20817871 PMCID: PMC2949067 DOI: 10.4049/jimmunol.1001254] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
We previously reported the establishment of a rabbit (Oryctolagus cuniculus) model in which peptide immunization led to production of lupus-like autoantibodies including anti-Sm, -RNP, -SS-A, -SS-B, and -dsDNA characteristic of those produced in systemic lupus erythematosus (SLE) patients. Some neurologic symptoms in the form of seizures and nystagmus were observed. The animals used in the previous and in the current study were from a National Institute of Allergy and Infectious Diseases colony of rabbits that were pedigreed, Ig-allotype defined, but not inbred. Their genetic heterogeneity may correspond to that found among patients of a given ethnicity. We extended the information about this rabbit model by microarray-based expression profiling. We first demonstrated that human expression arrays could be used with rabbit RNA to yield information on molecular pathways. We then designed a study evaluating gene expression profiles in eight groups of control and treated rabbits (47 rabbits in total). Genes significantly upregulated in treated rabbits were associated with NK cytotoxicity, Ag presentation, leukocyte migration, cytokine activity, protein kinases, RNA spliceosomal ribonucleoproteins, intracellular signaling cascades, and glutamate receptor activity. These results link increased immune activation with upregulation of components associated with neurologic and anti-RNP responses, demonstrating the utility of the rabbit model to uncover biological pathways related to SLE-induced clinical symptoms, including neuropsychiatric lupus. Our finding of distinct gene expression patterns in rabbits that made anti-dsDNA compared with those that only made other anti-nuclear Abs should be further investigated in subsets of SLE patients with different autoantibody profiles.
Collapse
Affiliation(s)
- Geeta Rai
- Laboratory of Immunology, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD 20892-1892
| | - Satyajit Ray
- Laboratory of Immunology, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD 20892-1892
| | - Jacqueline Milton
- Laboratory of Immunology, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD 20892-1892
| | - Jun Yang
- Laboratory of Bioinformatics and Immunopathogenesis, SAIC-Frederick, Inc., NCI-Frederick, Frederick, MD, 21702, USA
| | - Ping Ren
- Laboratory of Bioinformatics and Immunopathogenesis, SAIC-Frederick, Inc., NCI-Frederick, Frederick, MD, 21702, USA
| | - Richard Lempicki
- Laboratory of Bioinformatics and Immunopathogenesis, SAIC-Frederick, Inc., NCI-Frederick, Frederick, MD, 21702, USA
| | - Rose G. Mage
- Laboratory of Immunology, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD 20892-1892
| |
Collapse
|
11
|
Gaffney PM, Moser KL, Baechler EC. Defining a new molecular basis of systemic lupus erythematosus through transcriptional profiling. Expert Rev Clin Immunol 2010; 3:913-23. [PMID: 20477140 DOI: 10.1586/1744666x.3.6.913] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Data generated using high-throughput DNA microarrays are changing the way we think about systemic lupus erythematosus (SLE). The identification of an interferon gene-expression signature in the majority of patients with SLE, especially those with severe SLE, has stimulated substantial interest in targeting the interferon pathway for the treatment SLE and has catalyzed new inquiries into the utility of interferon signaling as a diagnostic and prognostic biomarker for SLE. As these genomic datasets enlarge and mature, new signatures are being identified that implicate other pathways dysregulated in SLE, including oxidative phosphorylation, immunoglobulin production and granulocyte maturation. Highly anticipated longitudinal studies will be important in defining how this information will ultimately change the way SLE is managed in the clinical setting.
Collapse
Affiliation(s)
- Patrick M Gaffney
- Oklahoma Medical Research Foundation, Arthritis and Immunology Program, 825 N.E. 13th Street, Oklahoma City, OK 73104, USA.
| | | | | |
Collapse
|
12
|
Fernández-Pérez L, Nóvoa J, Ståhlberg N, Santana-Farré R, Boronat M, Marrero D, Henríquez-Hernández L, Norstedt G, Flores-Morales A. The effect of in vivo growth hormone treatment on blood gene expression in adults with growth hormone deficiency reveals potential biomarkers to monitor growth hormone therapy. Clin Endocrinol (Oxf) 2010; 72:800-6. [PMID: 19849699 DOI: 10.1111/j.1365-2265.2009.03732.x] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
OBJECTIVE Growth hormone (GH) replacement therapy is presently utilized in the treatment of adult GH deficiency (AGHD). Adult responses to GH treatment are highly variable and, apart from measurement of IGF-I, few tools are currently available for monitoring GH treatment progress. As GH receptors are expressed in certain blood cell types, changes in gene expression in peripheral blood can reflect perturbations induced as a result of GH therapy. DESIGN/PATIENTS We have carried out a pilot study to identify GH-responsive genes in blood, and have assessed the utility of GH-responsive genes in monitoring GH therapy in AGHD. Blood was collected from ten women diagnosed with AGHD syndrome both before and 4 weeks after initiation of GH substitutive therapy. RNA was extracted from peripheral blood mononuclear cells (PBMCs) and changes in response to GH were detected using microarray-based gene analysis. RESULTS All patients responded to GH replacement therapy, with serum levels of IGF-I increasing by an average of 307% (P = 0.0003) while IGFBP-3 increased by an average of 182% (P = 0.0002). Serum levels of triglycerides, LDL-C, HDL-C, APOA1 or APOB did not change after 1 month of GH treatment. By contrast, we detected an increase in Lp(a) serum levels (P = 0.0149). Using a stringent selection cutoff of P <or= 0.05, paired analysis identified a set of transcripts that correlated with GH administration. We applied the multivariate statistical technique PLS-DA to the changes in gene expression, demonstrating their utility in differentiating untreated patients and those undergoing GH replacement therapy. CONCLUSION This study shows that GH-dependent effects on gene expression in PBMCs can be detected by microarray-based gene analysis, and our results establish a foundation for the further exploration of peripheral blood as a surrogate to detect exposure to GH therapy.
Collapse
Affiliation(s)
- L Fernández-Pérez
- Department of Clinical Sciences, Molecular and Translational Endocrinology Group, University of Las Palmas de GC, Canary Islands, Spain.
| | | | | | | | | | | | | | | | | |
Collapse
|
13
|
Leonardson AS, Zhu J, Chen Y, Wang K, Lamb JR, Reitman M, Emilsson V, Schadt EE. The effect of food intake on gene expression in human peripheral blood. Hum Mol Genet 2010; 19:159-69. [PMID: 19837700 PMCID: PMC2792154 DOI: 10.1093/hmg/ddp476] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022] Open
Abstract
Human gene expression traits have been shown to be dependent on gender, age and time of day in blood and other tissues. However, other factors that may impact gene expression have not been systematically explored. For example, in studies linking blood gene expression to obesity related traits, whether the fasted or fed state will be the most informative is an open question. Here, we employed a two-arm cross-over design to perform a genome-wide survey of gene expression in human peripheral blood to address explicitly this type of question. We were able to distinguish expression changes due to individual and time-specific effects from those due to food intake. We demonstrate that the transcriptional response to food intake is robust by constructing a classifier from the gene expression traits with >90% accuracy classifying individuals as being in the fasted or fed state. Gene expression traits that were best able to discriminate the fasted and fed states were more heritable and achieved greater coherence with respect to pathways associated with metabolic traits. The connectivity structure among gene expression traits was explored in the context of coexpression networks. Changes in the connectivity structure were observed between the fasted and fed states. We demonstrate that differential expression and differential connectivity are two complementary ways to characterize changes between fasted and fed states. Both gene sets were significantly enriched for genes associated with obesity related traits. Our results suggest that the pair of fasted/fed blood expression profiles provide more comprehensive information about an individual's metabolic states.
Collapse
Affiliation(s)
- Amy S Leonardson
- Rosetta Inpharmatics, LLC, Merck & Co., Inc., Seattle, WA 98109, USA
| | | | | | | | | | | | | | | |
Collapse
|
14
|
Lyons PA, McKinney EF, Rayner TF, Hatton A, Woffendin HB, Koukoulaki M, Freeman TC, Jayne DRW, Chaudhry AN, Smith KGC. Novel expression signatures identified by transcriptional analysis of separated leucocyte subsets in systemic lupus erythematosus and vasculitis. Ann Rheum Dis 2009; 69:1208-13. [PMID: 19815495 PMCID: PMC2935323 DOI: 10.1136/ard.2009.108043] [Citation(s) in RCA: 87] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
Objective To optimise a strategy for identifying gene expression signatures differentiating systemic lupus erythematosus (SLE) and antineutrophil cytoplasmic antibody-associated vasculitis that provide insight into disease pathogenesis and identify biomarkers. Methods 44 vasculitis patients, 13 SLE patients and 25 age and sex-matched controls were enrolled. CD4 and CD8 T cells, B cells, monocytes and neutrophils were isolated from each patient and, together with unseparated peripheral blood mononuclear cells (PBMC), were hybridised to spotted oligonucleotide microarrays. Results Using expression data obtained from purified cells a substantial number of differentially expressed genes were identified that were not detectable in the analysis of PBMC. Analysis of purified T cells identified a SLE-associated, CD4 T-cell signature consistent with type 1 interferon signalling driving the generation and survival of tissue homing T cells and thereby contributing to disease pathogenesis. Moreover, hierarchical clustering using expression data from purified monocytes provided significantly improved discrimination between the patient groups than that obtained using PBMC data, presumably because the differentially expressed genes reflect genuine differences in processes underlying disease pathogenesis. Conclusion Analysis of leucocyte subsets enabled the identification of gene signatures of both pathogenic relevance and with better disease discrimination than those identified in PBMC. This approach thus provides substantial advantages in the search for diagnostic and prognostic biomarkers in autoimmune disease.
Collapse
Affiliation(s)
- Paul A Lyons
- Department of Medicine, Cambridge Institute for Medical Research, Addenbrooke's Hospital, Hills Road, Cambridge CB2 0XY, UK.
| | | | | | | | | | | | | | | | | | | |
Collapse
|
15
|
|
16
|
Seshan SV, Jennette JC. Renal disease in systemic lupus erythematosus with emphasis on classification of lupus glomerulonephritis: advances and implications. Arch Pathol Lab Med 2009; 133:233-48. [PMID: 19195967 DOI: 10.5858/133.2.233] [Citation(s) in RCA: 74] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/27/2008] [Indexed: 11/06/2022]
Abstract
CONTEXT Systemic lupus erythematosus is an autoimmune disease with protean clinical and pathologic manifestations involving almost all organs in the body. There is a high incidence of renal involvement during the course of the disease, with varied renal pathologic lesions and diverse clinical features. A renal biopsy examined by routine light microscopy, immunofluorescence, and electron microscopy contributes toward diagnosis, prognostic information, and appropriate management. OBJECTIVES (1) To review the clinical and various pathologic features of renal lesions in systemic lupus erythematosus patients. (2) To introduce the International Society of Nephrology and Renal Pathology Society Classification of Lupus Glomerulonephritis. DATA SOURCES A literature review, illustrations with original artwork, and tabulation of clinical and pathologic data of cases obtained from the authors' renal biopsy files examined during the last 8 years were used. CONCLUSIONS The International Society of Nephrology/ Renal Pathology Society-sponsored Classification of Lupus Glomerulonephritis proposes standardized definitions of the various pathologic findings, describes clinically relevant lesions, incorporates prognostic parameters, and recommends a uniform way of reporting the renal biopsy findings. Lupus glomerulonephritis is divided into 6 classes primarily based on the morphologic lesions, extent and severity of the involvement, immune complex deposition, and activity and chronicity. Special emphasis is laid on describing qualitative as well as quantitative morphologic data and to include the accompanying tubulointerstitial disease and different vascular lesions, which have prognostic and therapeutic significance. This classification is intended to facilitate a higher degree of reproducibility, resulting in better patient care and more effective future clinical and translational research. Renal biopsy findings in systemic lupus erythematosus add new and independent parameters of prognostic significance to established clinical and genetic factors.
Collapse
Affiliation(s)
- Surya V Seshan
- Department of Pathology and Laboratory Medicine,Weill Cornell Medical College, New York-Presbyterian Hospital, 525 E 68th Street, New York, NY 10065, USA.
| | | |
Collapse
|
17
|
Oertelt S, Selmi C, Invernizzi P, Podda M, Gershwin ME. Genes and goals: an approach to microarray analysis in autoimmunity. Autoimmun Rev 2008; 4:414-22. [PMID: 16137606 DOI: 10.1016/j.autrev.2005.05.004] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2005] [Accepted: 05/05/2005] [Indexed: 11/21/2022]
Abstract
A significant body of data on gene expression patterns in autoimmune diseases has been generated by microarray analysis. Although results are very promising, there are many factors that have detracted from the data. Indeed, no common methodological directions are available. Similarly, collection techniques, processing methods, and statistical approaches are often different. The impact of future studies will depend on the comparison of large datasets to validate results and must include rigorous statistical analysis. To better illustrate the issue we review herein the gene expression patterns observed in five representative autoimmune diseases, i.e. systemic lupus erythematosus, multiple sclerosis, rheumatoid arthritis, dermatomyositis, and primary biliary cirrhosis. We also emphasize how, once potential chromosome regions or pathways are identified, specific array design will be a powerful resource when used on large and representative populations.
Collapse
Affiliation(s)
- Sabine Oertelt
- Division of Rheumatology, Allergy and Clinical Immunology, University of California at Davis, School of Medicine, 451 E. Health Sciences Drive, Suite 6510, Davis, California 95616, USA
| | | | | | | | | |
Collapse
|
18
|
Aziz H, Zaas A, Ginsburg GS. Peripheral blood gene expression profiling for cardiovascular disease assessment. Genomic Med 2008; 1:105-12. [PMID: 18923935 DOI: 10.1007/s11568-008-9017-x] [Citation(s) in RCA: 83] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/01/2008] [Accepted: 01/25/2008] [Indexed: 12/18/2022] Open
Abstract
Whole blood gene expression profiling has the potential to be informative about dynamic changes in disease states and to provide information on underlying disease mechanisms. Having demonstrated proof of concept in animal models, a number of studies have now tried to tackle the complexity of cardiovascular disease in human hosts to develop better diagnostic and prognostic indicators. These studies show that genomic signatures are capable of classifying patients with cardiovascular diseases into finer categories based on the molecular architecture of a patient's disease and more accurately predict the likelihood of a cardiovascular event than current techniques. To highlight the spectrum of potential applications of whole blood gene expression profiling approach in cardiovascular science, we have chosen to review the findings in a number of complex cardiovascular diseases such as atherosclerosis, hypertension and myocardial infarction as well as thromboembolism, aortic aneurysm, and heart transplant.
Collapse
Affiliation(s)
- Hamza Aziz
- School of Medicine, Duke University, Durham, USA
| | | | | |
Collapse
|
19
|
Mohr S, Liew CC. The peripheral-blood transcriptome: new insights into disease and risk assessment. Trends Mol Med 2007; 13:422-32. [PMID: 17919976 DOI: 10.1016/j.molmed.2007.08.003] [Citation(s) in RCA: 219] [Impact Index Per Article: 12.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2007] [Revised: 08/12/2007] [Accepted: 08/12/2007] [Indexed: 12/14/2022]
Abstract
Future personalized medicine strategies for assessing an individual's health require, ideally, a noninvasive system that is capable of integrating numerous interactive factors, including gender, age, genetics, behavior, environment and comorbidities. Several microarray-based methods developed to meet this goal are currently under investigation. However, most rely on tissue biopsies, which are not readily available or accessible. As an alternative, several recent studies have investigated the use of human peripheral blood cells as surrogate biopsy material. Such studies are based on the assumption that molecular profiling of circulating blood might reflect physiological and pathological events occurring in different tissues of the body. This has led to the development of novel methods for identifying and monitoring blood biomarkers to probe an individual's health status. Here, we discuss the rationale and clinical potential of profiling the peripheral-blood transcriptome.
Collapse
Affiliation(s)
- Steve Mohr
- GeneNews Corp., 2-2 East Beaver Creek Road, Richmond Hill, Ontario, L4B 2N3, Canada.
| | | |
Collapse
|
20
|
Järvinen TM, Kanninen P, Jeskanen L, Koskenmies S, Panelius J, Hasan T, Ranki A, Saarialho-Kere U. Matrix metalloproteinases as mediators of tissue injury in different forms of cutaneous lupus erythematosus. Br J Dermatol 2007; 157:970-80. [PMID: 17854363 DOI: 10.1111/j.1365-2133.2007.08166.x] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
BACKGROUND Matrix metalloproteinases (MMPs) contribute to tissue destruction, regeneration, inflammation and apoptosis and several of them are upregulated by ultraviolet (UV) radiation in skin. Although some MMPs associate with organ manifestations of systemic lupus erythematosus (SLE), their role in cutaneous lupus erythematosus (LE) is elusive. OBJECTIVES Our aim was to evaluate the expression of MMPs in SLE, subacute cutaneous LE (SCLE) and discoid LE (DLE) skin lesions and their relation to apoptosis and epidermal changes. METHODS Lesional skin biopsies from 20 patients with SLE, 20 with DLE and 17 with SCLE, and from UVA/UVB-photoprovoked skin of healthy volunteers were immunostained using antibodies to multiple MMPs and tissue inhibitors of metalloproteinases (TIMPs). The TUNEL (terminal deoxynucleotidyl transferase-mediated deoxyuridine triphosphate nick end labelling) method was used for detection of apoptosis. RESULTS MMP-3, -10, -19 and -26 were abundantly expressed by keratinocytes in SLE, DLE and SCLE skin samples. MMP-7 was detected in keratinocytes in regions of oedema and vacuolization especially in SLE and SCLE, while MMP-14 was only occasionally observed in keratinocytes. Photoprovocation did not induce MMP-10 or -26 expression in skin of healthy volunteers. Epithelial TIMP-1 expression was low while occasional positive fibroblasts were seen in the dermis. TIMP-3 was abundantly expressed in the epidermis, endothelial cells and macrophages. CONCLUSIONS Different subtypes of cutaneous LE are fairly similar in their MMP expression profile. MMP-3 and -10 mediate both epidermal changes and dermal tissue remodelling but are not present in lymphocytes. Low expression of TIMP-1 suggests that lupus skin is characterized by proteolytic events, and targeted action using selective MMP inhibitors may reduce lupus-induced damage in inflamed tissues.
Collapse
Affiliation(s)
- T M Järvinen
- Department of Dermatology, Helsinki University Central Hospital and Biomedicum Helsinki, University of Helsinki, Meilahdentie 2, 00250 Helsinki, Finland
| | | | | | | | | | | | | | | |
Collapse
|
21
|
Elmann A, Sharabi A, Dayan M, Zinger H, Ophir R, Mozes E. Altered gene expression in mice with lupus treated with edratide, a peptide that ameliorates the disease manifestations. ACTA ACUST UNITED AC 2007; 56:2371-81. [PMID: 17599765 DOI: 10.1002/art.22736] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
Abstract
OBJECTIVE To identify genes that are differently expressed in (NZB x NZW)F(1) mice with established lupus compared with healthy controls, and to determine how gene expression is affected by treatment with hCDR1 (Edratide), a peptide synthesized on the basis of the sequence of the first complementarity-determining region (CDR1) of an autoantibody. METHODS RNA was extracted from spleen cells of young, disease-free mice and of older mice with systemic lupus erythematosus (SLE) that were treated with hCDR1 or with vehicle alone. Gene expression was assessed using the DNA microarray technique and verified by real-time reverse transcriptase-polymerase chain reaction (RT-PCR). RESULTS In mice with SLE, numerous genes showed increased or decreased expression relative to that in the disease-free controls. Treatment with hCDR1 restored the expression of many of these genes to control levels. Real-time RT-PCR verified that in diseased mice RNA transcripts of Tnfsf4, Il5ra, Zbtb20, and Nid1 were up-regulated, while transcripts of Tfpi and S100a8 were down-regulated, and confirmed the effects of hCDR1 on the expression of those genes. Kidney immunostaining demonstrated that the up-regulated expression of OX40 ligand, which is a protein product of the gene tumor necrosis factor (ligand) superfamily member 4, in diseased mice was reduced by hCDR1. CONCLUSION Expression of numerous genes in mice with SLE differs from that in young, disease-free control mice. Treatment with hCDR1 restores the expression of 22% of these genes to levels similar to those in controls. Thus, one of the mechanisms by which hCDR1 exerts its beneficial effects on the clinical symptoms of SLE is through regulation of gene expression.
Collapse
Affiliation(s)
- Anat Elmann
- The Weizmann Institute of Science, Rehovot, Israel
| | | | | | | | | | | |
Collapse
|
22
|
Edwards CJ, Feldman JL, Beech J, Shields KM, Stover JA, Trepicchio WL, Larsen G, Foxwell BM, Brennan FM, Feldmann M, Pittman DD. Molecular profile of peripheral blood mononuclear cells from patients with rheumatoid arthritis. Mol Med 2007; 13:40-58. [PMID: 17515956 PMCID: PMC1869619 DOI: 10.2119/2006-000056.edwards] [Citation(s) in RCA: 46] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2006] [Accepted: 12/07/2006] [Indexed: 11/06/2022] Open
Abstract
Rheumatoid arthritis (RA) is a chronic inflammatory arthritis. Currently, diagnosis of RA may take several weeks, and factors used to predict a poor prognosis are not always reliable. Gene expression in RA may consist of a unique signature. Gene expression analysis has been applied to synovial tissue to define molecularly distinct forms of RA; however, expression analysis of tissue taken from a synovial joint is invasive and clinically impractical. Recent studies have demonstrated that unique gene expression changes can be identified in peripheral blood mononuclear cells (PBMCs) from patients with cancer, multiple sclerosis, and lupus. To identify RA disease-related genes, we performed a global gene expression analysis. RNA from PBMCs of 9 RA patients and 13 normal volunteers was analyzed on an oligonucleotide array. Compared with normal PBMCs, 330 transcripts were differentially expressed in RA. The differentially regulated genes belong to diverse functional classes and include genes involved in calcium binding, chaperones, cytokines, transcription, translation, signal transduction, extracellular matrix, integral to plasma membrane, integral to intracellular membrane, mitochondrial, ribosomal, structural, enzymes, and proteases. A k-nearest neighbor analysis identified 29 transcripts that were preferentially expressed in RA. Ten genes with increased expression in RA PBMCs compared with controls mapped to a RA susceptibility locus, 6p21.3. These results suggest that analysis of RA PBMCs at the molecular level may provide a set of candidate genes that could yield an easily accessible gene signature to aid in early diagnosis and treatment.
Collapse
Affiliation(s)
- Christopher J Edwards
- The Kennedy Institute of Rheumatology Division, Imperial College School of Medicine, London, UK.
| | | | | | | | | | | | | | | | | | | | | |
Collapse
|
23
|
Baechler EC, Batliwalla FM, Reed AM, Peterson EJ, Gaffney PM, Moser KL, Gregersen PK, Behrens TW. Gene expression profiling in human autoimmunity. Immunol Rev 2007; 210:120-37. [PMID: 16623768 DOI: 10.1111/j.0105-2896.2006.00367.x] [Citation(s) in RCA: 82] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Human autoimmune diseases are well suited for the application of gene expression profiling. Sampling of blood cells and target tissues has already revealed many important pathways contributing to this spectrum of disorders, and many commonalities are emerging. For instance, clinically distinct diseases such as systemic lupus erythematosus, Sjögren's syndrome, dermatomyositis, and psoriasis all show evidence for dysregulation of the type I interferon pathway. These data suggest that autoimmune diseases will eventually be categorized at the level of gene expression. This work has led to advances in our understanding of disease pathogenesis and in the future promises to facilitate assessments of disease activity and improve targeting of therapies. Here, we review the literature on gene profiling in human autoimmune diseases and provide perspective on the current state of the art.
Collapse
Affiliation(s)
- Emily C Baechler
- University of Minnesota Medical School, Minneapolis, MN 55455, USA
| | | | | | | | | | | | | | | |
Collapse
|
24
|
McLoughlin K, Turteltaub K, Bankaitis-Davis D, Gerren R, Siconolfi L, Storm K, Cheronis J, Trollinger D, Macejak D, Tryon V, Bevilacqua M. Limited dynamic range of immune response gene expression observed in healthy blood donors using RT-PCR. Mol Med 2007; 12:185-95. [PMID: 17088951 PMCID: PMC1626595 DOI: 10.2119/2006-00018.mcloughlin] [Citation(s) in RCA: 33] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2006] [Accepted: 06/07/2006] [Indexed: 02/05/2023] Open
Abstract
The use of quantitative gene expression analysis for the diagnosis, prognosis, and monitoring of disease requires the ability to distinguish pathophysiological changes from natural variations. To characterize these variations in apparently healthy subjects, quantitative real-time PCR was used to measure various immune response genes in whole blood collected from blood bank donors. In a single-time-point study of 131 donors, of 48 target genes, 43 were consistently expressed and 34 followed approximately log-normal distribution. Most transcripts showed a limited dynamic range of expression across subjects. Specifically, 36 genes had standard deviations (SDs) of 0.44 to 0.79 cycle threshold (C(T)) units, corresponding to less than a 3-fold variation in expression. Separately, a longitudinal study of 8 healthy individuals demonstrated a total dynamic range (> 2 standard error units) of 2- to 4-fold in most genes. In contrast, a study of whole blood gene expression in 6 volunteers injected with LPS showed 15 genes changing in expression 10- to 90-fold within 2 to 5 h and returning to within normal range within 21 hours. This work demonstrates that (1) the dynamic range of expression of many immune response genes is limited among healthy subjects; (2) expression levels for most genes analyzed are approximately log-normally distributed; and (3) individuals exposed to an infusion of bacterial endotoxin (lipopolysaccharide), show gene expression profiles that can be readily distinguished from those of a healthy population. These results suggest that normal reference ranges can be established for gene expression assays, providing critical standards for the diagnosis and management of disease.
Collapse
Affiliation(s)
| | - Ken Turteltaub
- Lawrence Livermore National Laboratory, Livermore, CA, USA
| | - Danute Bankaitis-Davis
- Source Molecular Diagnostics (Source MDx), Boulder, CO, USA
- Address correspondence and reprint requests to Danute M. Bankaitis-Davis, Source MDx, 2500 Central Ave., Suite H-2, Boulder, CO 80301. Phone: (303) 385-2721; fax: (303) 385-2750; e-mail:
| | - Richard Gerren
- Source Molecular Diagnostics (Source MDx), Boulder, CO, USA
| | - Lisa Siconolfi
- Source Molecular Diagnostics (Source MDx), Boulder, CO, USA
| | - Kathleen Storm
- Source Molecular Diagnostics (Source MDx), Boulder, CO, USA
| | | | | | - Dennis Macejak
- Source Molecular Diagnostics (Source MDx), Boulder, CO, USA
| | - Victor Tryon
- Source Molecular Diagnostics (Source MDx), Boulder, CO, USA
| | | |
Collapse
|
25
|
Gladkevich A, Nelemans SA, Kauffman HF, Korf J. Microarray profiling of lymphocytes in internal diseases with an altered immune response: potential and methodology. Mediators Inflamm 2006; 2005:317-30. [PMID: 16489251 PMCID: PMC1323332 DOI: 10.1155/mi.2005.317] [Citation(s) in RCA: 17] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023] Open
Abstract
Recently it has become possible to investigate
expression of all human genes with microarray technique. The
authors provide arguments to consider peripheral white blood cells
and in particular lymphocytes as a model for the investigation of
pathophysiology of asthma, RA, and SLE diseases in which
inflammation is a major component. Lymphocytes are an alternative
to tissue biopsies that are most often difficult to collect
systematically. Lymphocytes express more than 75% of the human
genome, and, being an important part of the immune system, they
play a central role in the pathogenesis of asthma, RA, and SLE.
Here we review alterations of gene expression in lymphocytes and
methodological aspects of the microarray technique in these
diseases. Lymphocytic genes may become activated because of a
general nonspecific versus disease-specific mechanism.
The authors suppose that in these diseases microarray profiles of
gene expression in lymphocytes can be disease specific, rather
than inflammation specific. Some potentials and pitfalls of the
array technologies are discussed. Optimal clinical designs aimed
to identify disease-specific genes are proposed. Lymphocytes can
be explored for research, diagnostic, and possible treatment
purposes in these diseases, but their precise
value should be clarified in future investigation.
Collapse
Affiliation(s)
- Anatoliy Gladkevich
- Department of Psychiatry, University Medical Center of Groningen, The Netherlands.
| | | | | | | |
Collapse
|
26
|
Valencia-Pacheco G, Layseca-Espinosa E, Niño-Moreno P, Portales-Pérez DP, Baranda L, Rosenstein Y, Abud-Mendoza C, González-Amaro R. Expression and function of IL-10R in mononuclear cells from patients with systemic lupus erythematosus. Scand J Rheumatol 2006; 35:368-78. [PMID: 17062437 DOI: 10.1080/03009740600709840] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
OBJECTIVE To assess the expression and function of the receptor for interleukin-10 (IL-10R) in immune cells from patients with systemic lupus erythematosus (SLE). METHODS We assessed the expression and function of IL-10R in peripheral blood mononuclear cells (PBMCs) from 19 SLE patients and 15 healthy controls. The expression of IL-10R was assessed by flow cytometry, and the function of this receptor was determined by analysing both the activation of Jak-1, Tyk-2, Stat-1, and Stat-3 (Western blot) and the induction of gene expression (cDNA array test of 242 genes of cytokines, apoptosis and intracellular signalling) upon stimulation with IL-10. RESULTS We found similar levels of IL-10R expression in SLE patients and controls. In addition, variable levels of Jak-1, Tyk-2, Stat-1, and Stat-3 activation were induced by IL-10 in PBMCs from SLE patients and controls, with no significant differences in protein phosphorylation or kinetics of activation. However, clear-cut differences in the gene expression induced through IL-10R were observed in SLE patients and controls, mainly in the genes involved in apoptosis and those encoding for cytokines and their receptors. CONCLUSIONS Our data suggest that despite normal levels of IL-10R expression, and an apparent lack of abnormalities in the intracellular signals induced through this receptor, immune cells from SLE patients exhibit an aberrant pattern of gene expression induced through the IL-10R.
Collapse
Affiliation(s)
- G Valencia-Pacheco
- Department of Immunology, School of Medicine, Autonomous University of San Luis Potosi, Mexico
| | | | | | | | | | | | | | | |
Collapse
|
27
|
Centola M, Frank MB, Bolstad AI, Alex P, Szanto A, Zeher M, Hjelmervik TO, Jonsson R, Nakken B, Szegedi G, Szodoray P. Genome-scale Assessment of Molecular Pathology in Systemic Autoimmune Diseases using Microarray Technology: A Potential Breakthrough Diagnostic and Individualized Therapy-design Tool. Scand J Immunol 2006; 64:236-42. [PMID: 16918692 DOI: 10.1111/j.1365-3083.2006.01802.x] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
Systemic autoimmune rheumatic diseases are of complex aetiology, characterized by an intricate interplay of various factors. A myriad of genes lies behind the heterogeneous manifestations of these diseases, and the overexpression and repression of particular genes form a specific gene-expression profile (genetic fingerprints) that is characteristic to the given disease phenotype. Besides the description of various cell types by using gene-expression profiling, the data should be directly applicable to the design of individual therapeutic protocols for patients suffering from various autoimmune diseases. In this review, we summarize the gene-expression profile, various genetic signatures of different autoimmune diseases and give an overview on the possible interpretations of the data. The application of recent breakthroughs in high-throughput molecular profiling technologies, such as microarray technology has been the basis for a revolution in biomedical research, as well as diagnostics and pharmaceutical development. It is easy to envision a day when personalized medicine, which is the diagnosis and treatment of a given patient with agents and procedures tailored to that patient's genetics, physiology and pathology, will become the standard of care.
Collapse
Affiliation(s)
- M Centola
- Oklahoma Medical Research Foundation, Arthritis and Immunology Program, Oklahoma City, OK, USA
| | | | | | | | | | | | | | | | | | | | | |
Collapse
|
28
|
Chon H, Verhaar MC, Koomans HA, Joles JA, Braam B. Role of Circulating Karyocytes in the Initiation and Progression of Atherosclerosis. Hypertension 2006; 47:803-10. [PMID: 16520401 DOI: 10.1161/01.hyp.0000210554.61293.90] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Cardiovascular disease is still hard to predict in an individual. The main focus in cardiovascular research has been on endothelial cells and vascular smooth muscle cells of the vessel wall and their interactions with the blood flow. Alterations in the properties of the blood have received a lot of attention in biochemical terms. Interestingly, alterations in the properties of circulating cells have received less attention. We propose that presence of 1 or more risk factors together with normal physiological stimuli induce redox-dependent changes in leukocyte gene transcription with pathophysiological responses. Thus, risk factors render leukocytes hypersensitive to normal stimuli. Risk factors can be subdivided into physical and chemical factors. Superimposed on physiological regulators of leukocyte function, these risk factors promote a cellular pro-oxidative state. Redox-sensitive transcription factors are activated, leading to responses involving inflammation, adhesion, migration, and additional reactive oxygen species generation. As a consequence, monitoring of individual gene expression signatures of these cells could well increase our understanding of the mechanisms by which leukocytes and, in particular, monocytes function. Furthermore, transcriptomes of these cells could be used to investigate the aggressiveness of the atherosclerotic process or to guide treatment in the patient with risk factors for atherosclerosis.
Collapse
Affiliation(s)
- Helena Chon
- Department of Nephrology and Hypertension, University Medical Center Utrecht, Utrecht, The Netherlands
| | | | | | | | | |
Collapse
|
29
|
Burczynski ME, Dorner AJ. Transcriptional profiling of peripheral blood cells in clinical pharmacogenomic studies. Pharmacogenomics 2006; 7:187-202. [PMID: 16515398 DOI: 10.2217/14622416.7.2.187] [Citation(s) in RCA: 123] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
Peripheral blood represents an attractive tissue source in clinical pharmacogenomic studies, given the feasibility of its collection from patients and its potential as a sentinel tissue to monitor perturbations of physiology in many disease states. The hypothesis is that the circulating blood cells monitor the physiological state of the organism and alter their transcriptome in response to this surveillance. However, the successful implementation of transcriptional profiling of peripheral blood cells in clinical trials represents a tremendous technical challenge for several reasons, including controlling the pre-analytical variables associated with sample processing and the interpretation of gene expression signatures generated from the complex mixture of cell types in blood. Multiple approaches for identifying transcriptomes in peripheral blood cells exist and each method is associated with significant advantages and disadvantages. Nonetheless, a growing number of studies are rapidly identifying transcriptional biomarkers in peripheral blood cells that may function as biomarkers of disease, evidence of pharmacodynamic effect, or even predictors of clinical outcomes and risk of toxicity. This review highlights the major approaches employed in global transcriptional profiling of peripheral blood cells and summarizes the available literature of initial studies in the growing field of hemogenomics. The overall purpose of the review is to focus on the development and application of technologies for the use of peripheral blood cells as a sentinel or surrogate tissue to measure disease state and drug response.
Collapse
Affiliation(s)
- Michael E Burczynski
- Wyeth Research, Pharmacogenomic Biomarkers, Biomarker Laboratory, 500 Arcola Road, Collegeville, PA 19426, USA.
| | | |
Collapse
|
30
|
Shou J, Dotson C, Qian HR, Tao W, Lin C, Lawrence F, N'Cho M, Kulkarni NH, Bull CM, Gelbert LM, Onyia JE. Optimized blood cell profiling method for genomic biomarker discovery using high-density microarray. Biomarkers 2005; 10:310-20. [PMID: 16191486 DOI: 10.1080/13547500500218583] [Citation(s) in RCA: 18] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
Abstract
High-quality biomarkers for disease progression, drug efficacy and toxicity liability are essential for improving the efficiency of drug discovery and development. The identification of drug-activity biomarkers is often limited by access to and the quantity of target tissue. Peripheral blood has increasingly become an attractive alternative to tissue samples from organs as source for biomarker discovery, especially during early clinical studies. However, given the heterogeneous blood cell population, possible artifacts from ex vivo activations, and technical difficulties associated with overall performance of the assay, it is challenging to profile peripheral blood cells directly for biomarker discovery. In the present study, Applied BioSystems' blood collection system was evaluated for its ability to isolate RNA suitable for use on the Affymetrix microarray platform. Blood was collected in a TEMPUS tube and RNA extracted using an ABI-6100 semi-automated workstation. Using human and rat whole blood samples, it was demonstrated that the RNA isolated using this approach was stable, of high quality and was suitable for Affymetrix microarray applications. The microarray data were statistically analysed and compared with other blood protocols. Minimal haemoglobin interference with RNA labelling efficiency and chip hybridization was found using the TEMPUS tube and extraction method. The RNA quality, stability and ease of handling requirement make the TEMPUS tube protocol an attractive approach for expression profiling of whole blood to support target and biomarker discovery.
Collapse
Affiliation(s)
- J Shou
- Integrative Biology, Lilly Research Laboratories, Indianapolis, IN 46285, USA.
| | | | | | | | | | | | | | | | | | | | | |
Collapse
|
31
|
Abstract
In recent years microarray technology has been increasingly used in both basic and clinical research, providing substantial information for a better understanding of genome-environment interactions responsible for diseases, as well as for their diagnosis and treatment. However, in genomic research using microarray technology there are several unresolved issues, including scientific, ethical and legal issues. Networks of excellence like GA(2)LEN may represent the best approach for teaching, cost reduction, data repositories, and functional studies implementation.
Collapse
Affiliation(s)
- C D'Ambrosio
- IRCCS San Raffaele, Research Center, Rome, Italy
| | | | | |
Collapse
|