Identification of disease- and headache-specific mediators and pathways in migraine using blood transcriptomic and metabolomic analysis

Abstract Background Recent data suggest that gene expression profiles of peripheral white blood cells can reflect changes in the brain. We aimed to analyze the transcriptome of peripheral blood mononuclear cells (PBMC) and changes of plasma metabolite levels of migraineurs in a self-controlled manne...

Full description

Bibliographic Details
Main Authors: Timea Aczél, Tamás Körtési, József Kun, Péter Urbán, Witold Bauer, Róbert Herczeg, Róbert Farkas, Krisztián Kovács, Barna Vásárhelyi, Gellért B. Karvaly, Attila Gyenesei, Bernadett Tuka, János Tajti, László Vécsei, Kata Bölcskei, Zsuzsanna Helyes
Format: Article
Language:English
Published: BMC 2021-10-01
Series:The Journal of Headache and Pain
Subjects:
Online Access:https://doi.org/10.1186/s10194-021-01285-9
id doaj-4e582f4b875e4999852267a1d5e6ee40
record_format Article
collection DOAJ
language English
format Article
sources DOAJ
author Timea Aczél
Tamás Körtési
József Kun
Péter Urbán
Witold Bauer
Róbert Herczeg
Róbert Farkas
Krisztián Kovács
Barna Vásárhelyi
Gellért B. Karvaly
Attila Gyenesei
Bernadett Tuka
János Tajti
László Vécsei
Kata Bölcskei
Zsuzsanna Helyes
spellingShingle Timea Aczél
Tamás Körtési
József Kun
Péter Urbán
Witold Bauer
Róbert Herczeg
Róbert Farkas
Krisztián Kovács
Barna Vásárhelyi
Gellért B. Karvaly
Attila Gyenesei
Bernadett Tuka
János Tajti
László Vécsei
Kata Bölcskei
Zsuzsanna Helyes
Identification of disease- and headache-specific mediators and pathways in migraine using blood transcriptomic and metabolomic analysis
The Journal of Headache and Pain
Migraine
Transcriptomic analysis
Peripheral blood mononuclear cells
Cytokines
Mitochondrial dysfunction
author_facet Timea Aczél
Tamás Körtési
József Kun
Péter Urbán
Witold Bauer
Róbert Herczeg
Róbert Farkas
Krisztián Kovács
Barna Vásárhelyi
Gellért B. Karvaly
Attila Gyenesei
Bernadett Tuka
János Tajti
László Vécsei
Kata Bölcskei
Zsuzsanna Helyes
author_sort Timea Aczél
title Identification of disease- and headache-specific mediators and pathways in migraine using blood transcriptomic and metabolomic analysis
title_short Identification of disease- and headache-specific mediators and pathways in migraine using blood transcriptomic and metabolomic analysis
title_full Identification of disease- and headache-specific mediators and pathways in migraine using blood transcriptomic and metabolomic analysis
title_fullStr Identification of disease- and headache-specific mediators and pathways in migraine using blood transcriptomic and metabolomic analysis
title_full_unstemmed Identification of disease- and headache-specific mediators and pathways in migraine using blood transcriptomic and metabolomic analysis
title_sort identification of disease- and headache-specific mediators and pathways in migraine using blood transcriptomic and metabolomic analysis
publisher BMC
series The Journal of Headache and Pain
issn 1129-2369
1129-2377
publishDate 2021-10-01
description Abstract Background Recent data suggest that gene expression profiles of peripheral white blood cells can reflect changes in the brain. We aimed to analyze the transcriptome of peripheral blood mononuclear cells (PBMC) and changes of plasma metabolite levels of migraineurs in a self-controlled manner during and between attacks. Methods Twenty-four patients with migraine were recruited and blood samples were collected in a headache-free (interictal) period and during headache (ictal) to investigate disease- and headache-specific alterations. Control samples were collected from 13 age- and sex-matched healthy volunteers. RNA was isolated from PBMCs and single-end 75 bp RNA sequencing was performed using Illumina NextSeq 550 instrument followed by gene-level differential expression analysis. Functional analysis was carried out on information related to the role of genes, such as signaling pathways and biological processes. Plasma metabolomic measurement was performed with the Biocrates MxP Quant 500 Kit. Results We identified 144 differentially-expressed genes in PBMCs between headache and headache-free samples and 163 between symptom-free patients and controls. Network analysis revealed that enriched pathways included inflammation, cytokine activity and mitochondrial dysfunction in both headache and headache-free samples compared to controls. Plasma lactate, succinate and methionine sulfoxide levels were higher in migraineurs while spermine, spermidine and aconitate were decreased during attacks. Conclusions It is concluded that enhanced inflammatory and immune cell activity, and oxidative stress can play a role in migraine susceptibility and headache generation.
topic Migraine
Transcriptomic analysis
Peripheral blood mononuclear cells
Cytokines
Mitochondrial dysfunction
url https://doi.org/10.1186/s10194-021-01285-9
work_keys_str_mv AT timeaaczel identificationofdiseaseandheadachespecificmediatorsandpathwaysinmigraineusingbloodtranscriptomicandmetabolomicanalysis
AT tamaskortesi identificationofdiseaseandheadachespecificmediatorsandpathwaysinmigraineusingbloodtranscriptomicandmetabolomicanalysis
AT jozsefkun identificationofdiseaseandheadachespecificmediatorsandpathwaysinmigraineusingbloodtranscriptomicandmetabolomicanalysis
AT peterurban identificationofdiseaseandheadachespecificmediatorsandpathwaysinmigraineusingbloodtranscriptomicandmetabolomicanalysis
AT witoldbauer identificationofdiseaseandheadachespecificmediatorsandpathwaysinmigraineusingbloodtranscriptomicandmetabolomicanalysis
AT robertherczeg identificationofdiseaseandheadachespecificmediatorsandpathwaysinmigraineusingbloodtranscriptomicandmetabolomicanalysis
AT robertfarkas identificationofdiseaseandheadachespecificmediatorsandpathwaysinmigraineusingbloodtranscriptomicandmetabolomicanalysis
AT krisztiankovacs identificationofdiseaseandheadachespecificmediatorsandpathwaysinmigraineusingbloodtranscriptomicandmetabolomicanalysis
AT barnavasarhelyi identificationofdiseaseandheadachespecificmediatorsandpathwaysinmigraineusingbloodtranscriptomicandmetabolomicanalysis
AT gellertbkarvaly identificationofdiseaseandheadachespecificmediatorsandpathwaysinmigraineusingbloodtranscriptomicandmetabolomicanalysis
AT attilagyenesei identificationofdiseaseandheadachespecificmediatorsandpathwaysinmigraineusingbloodtranscriptomicandmetabolomicanalysis
AT bernadetttuka identificationofdiseaseandheadachespecificmediatorsandpathwaysinmigraineusingbloodtranscriptomicandmetabolomicanalysis
AT janostajti identificationofdiseaseandheadachespecificmediatorsandpathwaysinmigraineusingbloodtranscriptomicandmetabolomicanalysis
AT laszlovecsei identificationofdiseaseandheadachespecificmediatorsandpathwaysinmigraineusingbloodtranscriptomicandmetabolomicanalysis
AT katabolcskei identificationofdiseaseandheadachespecificmediatorsandpathwaysinmigraineusingbloodtranscriptomicandmetabolomicanalysis
AT zsuzsannahelyes identificationofdiseaseandheadachespecificmediatorsandpathwaysinmigraineusingbloodtranscriptomicandmetabolomicanalysis
_version_ 1716829507078324224
spelling doaj-4e582f4b875e4999852267a1d5e6ee402021-10-10T11:48:33ZengBMCThe Journal of Headache and Pain1129-23691129-23772021-10-0122111810.1186/s10194-021-01285-9Identification of disease- and headache-specific mediators and pathways in migraine using blood transcriptomic and metabolomic analysisTimea Aczél0Tamás Körtési1József Kun2Péter Urbán3Witold Bauer4Róbert Herczeg5Róbert Farkas6Krisztián Kovács7Barna Vásárhelyi8Gellért B. Karvaly9Attila Gyenesei10Bernadett Tuka11János Tajti12László Vécsei13Kata Bölcskei14Zsuzsanna Helyes15Department of Pharmacology and Pharmacotherapy, Molecular Pharmacology Research Group and Centre for Neuroscience, University of Pécs Szentágothai Research Centre, University of Pécs Medical SchoolDepartment of Neurology, Interdisciplinary Excellence Centre, Faculty of Medicine, Albert Szent-Györgyi Clinical Center, University of SzegedDepartment of Pharmacology and Pharmacotherapy, Molecular Pharmacology Research Group and Centre for Neuroscience, University of Pécs Szentágothai Research Centre, University of Pécs Medical SchoolSzentágothai Research Centre, Bioinformatics Research Group, Genomics and Bioinformatics Core Facility, University of PécsSzentágothai Research Centre, Bioinformatics Research Group, Genomics and Bioinformatics Core Facility, University of PécsSzentágothai Research Centre, Bioinformatics Research Group, Genomics and Bioinformatics Core Facility, University of PécsDepartment of Laboratory Medicine, Semmelweis UniversityDepartment of Laboratory Medicine, Semmelweis UniversityDepartment of Laboratory Medicine, Semmelweis UniversityDepartment of Laboratory Medicine, Semmelweis UniversitySzentágothai Research Centre, Bioinformatics Research Group, Genomics and Bioinformatics Core Facility, University of PécsDepartment of Neurology, Interdisciplinary Excellence Centre, Faculty of Medicine, Albert Szent-Györgyi Clinical Center, University of SzegedDepartment of Neurology, Interdisciplinary Excellence Centre, Faculty of Medicine, Albert Szent-Györgyi Clinical Center, University of SzegedDepartment of Neurology, Interdisciplinary Excellence Centre, Faculty of Medicine, Albert Szent-Györgyi Clinical Center, University of SzegedDepartment of Pharmacology and Pharmacotherapy, Molecular Pharmacology Research Group and Centre for Neuroscience, University of Pécs Szentágothai Research Centre, University of Pécs Medical SchoolDepartment of Pharmacology and Pharmacotherapy, Molecular Pharmacology Research Group and Centre for Neuroscience, University of Pécs Szentágothai Research Centre, University of Pécs Medical SchoolAbstract Background Recent data suggest that gene expression profiles of peripheral white blood cells can reflect changes in the brain. We aimed to analyze the transcriptome of peripheral blood mononuclear cells (PBMC) and changes of plasma metabolite levels of migraineurs in a self-controlled manner during and between attacks. Methods Twenty-four patients with migraine were recruited and blood samples were collected in a headache-free (interictal) period and during headache (ictal) to investigate disease- and headache-specific alterations. Control samples were collected from 13 age- and sex-matched healthy volunteers. RNA was isolated from PBMCs and single-end 75 bp RNA sequencing was performed using Illumina NextSeq 550 instrument followed by gene-level differential expression analysis. Functional analysis was carried out on information related to the role of genes, such as signaling pathways and biological processes. Plasma metabolomic measurement was performed with the Biocrates MxP Quant 500 Kit. Results We identified 144 differentially-expressed genes in PBMCs between headache and headache-free samples and 163 between symptom-free patients and controls. Network analysis revealed that enriched pathways included inflammation, cytokine activity and mitochondrial dysfunction in both headache and headache-free samples compared to controls. Plasma lactate, succinate and methionine sulfoxide levels were higher in migraineurs while spermine, spermidine and aconitate were decreased during attacks. Conclusions It is concluded that enhanced inflammatory and immune cell activity, and oxidative stress can play a role in migraine susceptibility and headache generation.https://doi.org/10.1186/s10194-021-01285-9MigraineTranscriptomic analysisPeripheral blood mononuclear cellsCytokinesMitochondrial dysfunction