Combined meta-analysis of systemic effects of allogeneic stem cell transplantation and systemic sclerosis

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BMC Hematology
, 14:7
First Online: 22 March 2014Received: 08 July 2013Accepted: 06 March 2014
Abstract
BackgroundChronic graft-versus-host disease cGVHD is a major factor of morbidity and mortality for allogeneic stem cell transplantation aSCT. The skin and internal organ involvement is the most common systemic complication of cGVHD and closely resembles systemic sclerosis SSc. Circulating lymphocytes characterize the autoimmune nature of both conditions. Therefore we hypothesized that the common clinical manifestation systemic organ and skin injury and the common underlying players lymphocytes justify the combined meta-analysis of these diseases.
ResultsThe aSCT and SSc datasets were uploaded from Gene Expression Omnibus GEO, a public functional genomics data repository. The available microarray studies of peripheral blood mononuclear cells PBMCs and isolated lymphocytes were limited to well established microarray platforms Affymetrix, Agilent, Canvac, and Illumina and experimental settings with ≥10 patients per group. The resulting pools of data were merged by unique gene identifier and analyzed by the expression genome-wide association studies eGWAS coupled with the subtraction of the cGVHD and cGVHD molecular signatures. The eGWAS was applied to 47 and 50 lymphocyte profiles from aSCT and SSc patients, respectively. The identified 35 candidates were represented by 8 known cGVHD genes including CXCR4, LTBR and PML and 28 new candidate genes including SEPX1 and DNJGB1. The further mutual subtraction of cGVHD and cGVHD candidates and pathway analysis identified a list of 25 genes. Seven of these genes belong to the fibroblast development and function pathway, consisting of the well known cGVHD genes CCND1, JUN, and FOS, and the new molecular targets MMP2, FOSB, TNFAIP8, and DUSP1. These genes become primary candidates for a potential link of systemic effects of cGVHD and SSc.
ConclusionsWe designed a new approach for meta-analysis by combining data from different diseases using common clinical manifestation as a linker. This allowed us to power up the insufficient standalone meta-analysis of aSCT microarray studies, by adding SSc samples to the data pool. This new method has successfully identified novel molecular targets for systemic effects of both aSCT and SSc. We believe that this approach is generalizable and can be applied to an array of diseases with common clinical manifestations.
KeywordsMeta-analysis Allogeneic stem cell transplantation Systemic sclerosis Microarray Molecular signature Gene expression Public data repository Peripheral mononuclear cells Circulating lymphocytes AbbreviationsAILUNArray Information Library Universal Navigator
aSCTAllogeneic stem cell transplantation
cGVHDChronic graft-versus-host disease
eGWASExpression genome-wide association studies
GEOGene expression omnibus
GSMGEO sample IDs or gene expression series matrix
HGNCHUGO Gene Nomenclature Committee
IPAIngenuity pathways analysis
LTBRLymphotoxin beta receptor or TNFR superfamily, member 3
MIAMEMinimum information about a microarray experiment
NCBINational Center for Biotechnology Information
PBMCsPeripheral blood mononuclear cells
SScSystemic sclerosis.
Electronic supplementary materialThe online version of this article doi:10.1186-2052-1839-14-7 contains supplementary material, which is available to authorized users.
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Autor: Dmitry N Grigoryev - Jignesh Dalal - Mara L Becker - Shui Q Ye
Fuente: https://link.springer.com/article/10.1186/2052-1839-14-7