Skip to main content
Top

23-04-2024 | Epigenetics | Research

Blood DNA Methylation Analysis Reveals a Distinctive Epigenetic Signature of Vasospasm in Aneurysmal Subarachnoid Hemorrhage

Authors: Isabel Fernández-Pérez, Joan Jiménez-Balado, Adrià Macias-Gómez, Antoni Suárez‑Pérez, Marta Vallverdú-Prats, Alberto Pérez-Giraldo, Marc Viles-García, Julia Peris-Subiza, Sergio Vidal-Notari, Eva Giralt-Steinhauer, Daniel Guisado-Alonso, Manel Esteller, Ana Rodriguez-Campello, Jordi Jiménez-Conde, Angel Ois, Elisa Cuadrado-Godia

Published in: Translational Stroke Research

Login to get access

Abstract

Vasospasm is a potentially preventable cause of poor prognosis in patients with aneurysmal subarachnoid hemorrhage (aSAH). Epigenetics might provide insight on its molecular mechanisms. We aimed to analyze the association between differential DNA methylation (DNAm) and development of vasospasm. We conducted an epigenome-wide association study in 282 patients with aSAH admitted to our hospital. DNAm was assessed with the EPIC Illumina chip (> 850 K CpG sites) in whole-blood samples collected at hospital admission. We identified differentially methylated positions (DMPs) at the CpG level using Cox regression models adjusted for potential confounders, and then we used the DMP results to find differentially methylated regions (DMRs) and enriched biological pathways. A total of 145 patients (51%) experienced vasospasm. In the DMP analysis, we identified 31 CpGs associated with vasospasm at p-value < 10−5. One of them (cg26189827) was significant at the genome-wide level (p-value < 10−8), being hypermethylated in patients with vasospasm and annotated to SUGCT gene, mainly expressed in arteries. Region analysis revealed 13 DMRs, some of them annotated to interesting genes such as POU5F1, HLA-DPA1, RUFY1, and CYP1A1. Functional enrichment analysis showed the involvement of biological processes related to immunity, inflammatory response, oxidative stress, endothelial nitric oxide, and apoptosis. Our findings show, for the first time, a distinctive epigenetic signature of vasospasm in aSAH, establishing novel links with essential biological pathways, including inflammation, immune responses, and oxidative stress. Although further validation is required, our results provide a foundation for future research into the complex pathophysiology of vasospasm.
Appendix
Available only for authorised users
Literature
1.
go back to reference Lo BWY, Fukuda H, Nishimura Y, Farrokhyar F, Thabane L, Levine MAH. Systematic review of clinical prediction tools and prognostic factors in aneurysmal subarachnoid hemorrhage. Surg Neurol Int. 2015;11(6):135. Lo BWY, Fukuda H, Nishimura Y, Farrokhyar F, Thabane L, Levine MAH. Systematic review of clinical prediction tools and prognostic factors in aneurysmal subarachnoid hemorrhage. Surg Neurol Int. 2015;11(6):135.
2.
go back to reference Lantigua H, Ortega-Gutierrez S, Schmidt JM, Lee K, Badjatia N, Agarwal S, et al. Subarachnoid hemorrhage: Who dies, and why? Crit Care. 2015;19(1):309. Lantigua H, Ortega-Gutierrez S, Schmidt JM, Lee K, Badjatia N, Agarwal S, et al. Subarachnoid hemorrhage: Who dies, and why? Crit Care. 2015;19(1):309.
3.
go back to reference Chalet FX, Briasoulis O, Manalastas EJ, Talbot DA, Thompson JC, Macdonald RL. Clinical burden of angiographic vasospasm and its complications after aneurysmal subarachnoid hemorrhage: a systematic review. Neurol Ther. 2023;12(2):371–90. Chalet FX, Briasoulis O, Manalastas EJ, Talbot DA, Thompson JC, Macdonald RL. Clinical burden of angiographic vasospasm and its complications after aneurysmal subarachnoid hemorrhage: a systematic review. Neurol Ther. 2023;12(2):371–90.
4.
go back to reference Portela A, Esteller M. Epigenetic modifications and human disease. Nat Biotechnol. 2010;28(10):1057–68. Portela A, Esteller M. Epigenetic modifications and human disease. Nat Biotechnol. 2010;28(10):1057–68.
5.
go back to reference Soriano-Tárraga C, Lazcano U, Giralt-Steinhauer E, Avellaneda-Gómez C, Ois Á, Rodríguez-Campello A, et al. Identification of 20 novel loci associated with ischaemic stroke Epigenome-wide association study. Epigenetics. 2020;15:988–97.CrossRefPubMedPubMedCentral Soriano-Tárraga C, Lazcano U, Giralt-Steinhauer E, Avellaneda-Gómez C, Ois Á, Rodríguez-Campello A, et al. Identification of 20 novel loci associated with ischaemic stroke Epigenome-wide association study. Epigenetics. 2020;15:988–97.CrossRefPubMedPubMedCentral
6.
go back to reference Zhang Y, Long H, Wang S, Xiao W, Xiong M, Liu J, et al. Genome-wide DNA methylation pattern in whole blood associated with primary intracerebral hemorrhage. Front Immunol. 2021;12:702244. Zhang Y, Long H, Wang S, Xiao W, Xiong M, Liu J, et al. Genome-wide DNA methylation pattern in whole blood associated with primary intracerebral hemorrhage. Front Immunol. 2021;12:702244.
7.
go back to reference Solodovnikova Y, Ivaniuk A, Marusich T, Son A. Meta-analysis of associations of genetic polymorphisms with cerebral vasospasm and delayed cerebral ischemia after aneurysmal subarachnoid hemorrhage. Acta Neurol Belg [Internet]. 2022;122:1547–56. Available from: https://pubmed.ncbi.nlm.nih.gov/34725794/. [cited 2024 Mar 26] Solodovnikova Y, Ivaniuk A, Marusich T, Son A. Meta-analysis of associations of genetic polymorphisms with cerebral vasospasm and delayed cerebral ischemia after aneurysmal subarachnoid hemorrhage. Acta Neurol Belg [Internet]. 2022;122:1547–56. Available from: https://​pubmed.​ncbi.​nlm.​nih.​gov/​34725794/​. [cited 2024 Mar 26]
8.
go back to reference Heinsberg LW, Arockiaraj AI, Crago EA, Ren D, Shaffer JR, Sherwood PR, et al. Genetic variability and trajectories of dna methylation may support a role for HAMP in patient outcomes after aneurysmal subarachnoid hemorrhage. Neurocrit Care [Internet]. 2020;32:550–63. Available from: https://pubmed.ncbi.nlm.nih.gov/31346934/. [cited 2024 Mar 26] Heinsberg LW, Arockiaraj AI, Crago EA, Ren D, Shaffer JR, Sherwood PR, et al. Genetic variability and trajectories of dna methylation may support a role for HAMP in patient outcomes after aneurysmal subarachnoid hemorrhage. Neurocrit Care [Internet]. 2020;32:550–63. Available from: https://​pubmed.​ncbi.​nlm.​nih.​gov/​31346934/​. [cited 2024 Mar 26]
9.
go back to reference Heinsberg LW, Weeks DE, Alexander SA, Minster RL, Sherwood PR, Poloyac SM, et al. Iron homeostasis pathway DNA methylation trajectories reveal a role for STEAP3 metalloreductase in patient outcomes after aneurysmal subarachnoid hemorrhage. Epigenetics communications [Internet]. 2021;1. Available from: https://pubmed.ncbi.nlm.nih.gov/35083470/. [cited 2024 Mar 26] Heinsberg LW, Weeks DE, Alexander SA, Minster RL, Sherwood PR, Poloyac SM, et al. Iron homeostasis pathway DNA methylation trajectories reveal a role for STEAP3 metalloreductase in patient outcomes after aneurysmal subarachnoid hemorrhage. Epigenetics communications [Internet]. 2021;1. Available from: https://​pubmed.​ncbi.​nlm.​nih.​gov/​35083470/​. [cited 2024 Mar 26]
11.
go back to reference Medina-Suárez J, Rodríguez-Esparragón F, Sosa-Pérez C, Cazorla-Rivero S, Torres-Mata LB, Jiménez-O’Shanahan A, et al. A Review of genetic polymorphisms and susceptibilities to complications after aneurysmal subarachnoid hemorrhage. Int J Mol Sci [Internet]. 2022;23. Available from: https://pubmed.ncbi.nlm.nih.gov/36499752/. [cited 2024 Mar 26] Medina-Suárez J, Rodríguez-Esparragón F, Sosa-Pérez C, Cazorla-Rivero S, Torres-Mata LB, Jiménez-O’Shanahan A, et al. A Review of genetic polymorphisms and susceptibilities to complications after aneurysmal subarachnoid hemorrhage. Int J Mol Sci [Internet]. 2022;23. Available from: https://​pubmed.​ncbi.​nlm.​nih.​gov/​36499752/​. [cited 2024 Mar 26]
12.
go back to reference Wei S, Tao J, Xu J, Chen X, Wang Z, Zhang N, et al. Ten years of EWAS. Advanced Science: John Wiley and Sons Inc; 2021.CrossRef Wei S, Tao J, Xu J, Chen X, Wang Z, Zhang N, et al. Ten years of EWAS. Advanced Science: John Wiley and Sons Inc; 2021.CrossRef
13.
go back to reference Fernandez-Perez I, Giralt-Steinhauer E, Cuadrado-Godia E, Guimaraens L, Vivas E, Saldaña J, et al. Long-term vascular events after subarachnoid hemorrhage. J Neurol. 2022;269:6036–42.CrossRefPubMed Fernandez-Perez I, Giralt-Steinhauer E, Cuadrado-Godia E, Guimaraens L, Vivas E, Saldaña J, et al. Long-term vascular events after subarachnoid hemorrhage. J Neurol. 2022;269:6036–42.CrossRefPubMed
14.
go back to reference Roquer J, Cuadrado-Godia E, Guimaraens L, Conesa G, Rodríguez-Campello A, Capellades J, et al. Short-and long-term outcome of patients with aneurysmal subarachnoid hemorrhage. Neurology. 2020;95:E1819–29.CrossRefPubMedPubMedCentral Roquer J, Cuadrado-Godia E, Guimaraens L, Conesa G, Rodríguez-Campello A, Capellades J, et al. Short-and long-term outcome of patients with aneurysmal subarachnoid hemorrhage. Neurology. 2020;95:E1819–29.CrossRefPubMedPubMedCentral
15.
go back to reference Treggiari MM, Rabinstein AA, Busl KM, Caylor MM, Citerio G, Deem S, et al. Guidelines for the neurocritical care management of aneurysmal subarachnoid hemorrhage. Neurocrit Care. 2023;39(1):1–28. Treggiari MM, Rabinstein AA, Busl KM, Caylor MM, Citerio G, Deem S, et al. Guidelines for the neurocritical care management of aneurysmal subarachnoid hemorrhage. Neurocrit Care. 2023;39(1):1–28.
16.
go back to reference Vivancos J, Gilo F, Frutos R, Maestre J, García-Pastor A, Quintana F, et al. Clinical management guidelines for subarachnoid haemorrhage. Diagnosis and treatment. Neurologia. Spanish Soc Neurol. 2014;29(6): 353–70. Vivancos J, Gilo F, Frutos R, Maestre J, García-Pastor A, Quintana F, et al. Clinical management guidelines for subarachnoid haemorrhage. Diagnosis and treatment. Neurologia. Spanish Soc Neurol. 2014;29(6): 353–70.
17.
go back to reference Dedeurwaerder S, Defrance M, Bizet M, Calonne E, Bontempi G, Fuks F. A comprehensive overview of Infinium Human Methylation450 data processing. Brief Bioinform. 2013;15:929–41.CrossRefPubMedPubMedCentral Dedeurwaerder S, Defrance M, Bizet M, Calonne E, Bontempi G, Fuks F. A comprehensive overview of Infinium Human Methylation450 data processing. Brief Bioinform. 2013;15:929–41.CrossRefPubMedPubMedCentral
19.
go back to reference Chen YA, Lemire M, Choufani S, Butcher DT, Grafodatskaya D, Zanke BW, et al. Discovery of cross-reactive probes and polymorphic CpGs in the Illumina Infinium HumanMethylation450 microarray. Epigenetics. 2013;8:203–9.CrossRefPubMedPubMedCentral Chen YA, Lemire M, Choufani S, Butcher DT, Grafodatskaya D, Zanke BW, et al. Discovery of cross-reactive probes and polymorphic CpGs in the Illumina Infinium HumanMethylation450 microarray. Epigenetics. 2013;8:203–9.CrossRefPubMedPubMedCentral
20.
go back to reference Zhou W, Laird PW, Shen H. Comprehensive characterization, annotation and innovative use of Infinium DNA methylation BeadChip probes. Nucleic Acids Res. 2017;45: e22.PubMed Zhou W, Laird PW, Shen H. Comprehensive characterization, annotation and innovative use of Infinium DNA methylation BeadChip probes. Nucleic Acids Res. 2017;45: e22.PubMed
21.
go back to reference Teschendorff AE, Marabita F, Lechner M, Bartlett T, Tegner J, Gomez-Cabrero D, et al. A beta-mixture quantile normalization method for correcting probe design bias in Illumina Infinium 450 k DNA methylation data. Bioinformatics. 2013;29:189–96.CrossRefPubMed Teschendorff AE, Marabita F, Lechner M, Bartlett T, Tegner J, Gomez-Cabrero D, et al. A beta-mixture quantile normalization method for correcting probe design bias in Illumina Infinium 450 k DNA methylation data. Bioinformatics. 2013;29:189–96.CrossRefPubMed
22.
go back to reference Leek JT, Johnson WE, Parker HS, Fertig EJ, Jaffe AE, Zhang Y, Storey JD TL. SVA: surrogate variable analysis. R package version 3420. 2021 Leek JT, Johnson WE, Parker HS, Fertig EJ, Jaffe AE, Zhang Y, Storey JD TL. SVA: surrogate variable analysis. R package version 3420. 2021
23.
go back to reference Houseman EA, Accomando WP, Koestler DC, Christensen BC, Marsit CJ, Nelson HH, et al. DNA methylation arrays as surrogate measures of cell mixture distribution. BMC Bioinform. 2012;8(13):86. Houseman EA, Accomando WP, Koestler DC, Christensen BC, Marsit CJ, Nelson HH, et al. DNA methylation arrays as surrogate measures of cell mixture distribution. BMC Bioinform. 2012;8(13):86.
24.
go back to reference McLean CY, Bristor D, Hiller M, Clarke SL, Schaar BT, Lowe CB, et al. GREAT improves functional interpretation of cis-regulatory regions. Nat Biotechnol. 2010;28:495–501.CrossRefPubMedPubMedCentral McLean CY, Bristor D, Hiller M, Clarke SL, Schaar BT, Lowe CB, et al. GREAT improves functional interpretation of cis-regulatory regions. Nat Biotechnol. 2010;28:495–501.CrossRefPubMedPubMedCentral
25.
go back to reference Inagawa T. Risk factors for cerebral vasospasm following aneurysmal subarachnoid hemorrhage: a review of the literature. World Neurosurg. 2016;85:56–76.CrossRefPubMed Inagawa T. Risk factors for cerebral vasospasm following aneurysmal subarachnoid hemorrhage: a review of the literature. World Neurosurg. 2016;85:56–76.CrossRefPubMed
26.
go back to reference Rumalla K, Lin M, Ding L, Gaddis M, Giannotta SL, Attenello FJ, et al. Risk factors for cerebral vasospasm in aneurysmal subarachnoid hemorrhage: a population-based study of 8346 patients. World Neurosurg. 2021;145:e233–41.CrossRefPubMed Rumalla K, Lin M, Ding L, Gaddis M, Giannotta SL, Attenello FJ, et al. Risk factors for cerebral vasospasm in aneurysmal subarachnoid hemorrhage: a population-based study of 8346 patients. World Neurosurg. 2021;145:e233–41.CrossRefPubMed
27.
go back to reference Kader F, Ghai M. DNA methylation-based variation between human populations. Molecular Genetics and Genomics. Springer Verlag; 2017. p. 5–35. Kader F, Ghai M. DNA methylation-based variation between human populations. Molecular Genetics and Genomics. Springer Verlag; 2017. p. 5–35.
28.
go back to reference Joehanes R, Just AC, Marioni RE, Pilling LC, Reynolds LM, Mandaviya PR, et al. Epigenetic signatures of cigarette smoking. Circ Cardiovasc Genet. 2016;9:436–47.CrossRefPubMedPubMedCentral Joehanes R, Just AC, Marioni RE, Pilling LC, Reynolds LM, Mandaviya PR, et al. Epigenetic signatures of cigarette smoking. Circ Cardiovasc Genet. 2016;9:436–47.CrossRefPubMedPubMedCentral
29.
go back to reference Jones MJ, Goodman SJ, Kobor MS. DNA methylation and healthy human aging. Aging Cell. Blackwell Publishing Ltd; 2015. p. 924–32. Jones MJ, Goodman SJ, Kobor MS. DNA methylation and healthy human aging. Aging Cell. Blackwell Publishing Ltd; 2015. p. 924–32.
30.
go back to reference Carter A, Bares C, Lin L, Reed BG, Bowden M, Zucker RA, et al. Sex-specific and generational effects of alcohol and tobacco use on epigenetic age acceleration in the Michigan longitudinal study. Drug Alcohol Dependence Reports. 2022;4:100077.CrossRefPubMedPubMedCentral Carter A, Bares C, Lin L, Reed BG, Bowden M, Zucker RA, et al. Sex-specific and generational effects of alcohol and tobacco use on epigenetic age acceleration in the Michigan longitudinal study. Drug Alcohol Dependence Reports. 2022;4:100077.CrossRefPubMedPubMedCentral
31.
go back to reference van Iterson M, van Zwet EW, BIOS Consortium, Heijmans BT. Controlling bias and inflation in epigenome- and transcriptome-wide association studies using the empirical null distribution. Genome Biol. 2017;18(1):19. van Iterson M, van Zwet EW, BIOS Consortium, Heijmans BT. Controlling bias and inflation in epigenome- and transcriptome-wide association studies using the empirical null distribution. Genome Biol. 2017;18(1):19.
32.
go back to reference Pedersen BS, Schwartz DA, Yang IV, Kechris KJ. Comb-p: Software for combining, analyzing, grouping and correcting spatially correlated P-values. Bioinformatics. 2012;28:2986–8.CrossRefPubMedPubMedCentral Pedersen BS, Schwartz DA, Yang IV, Kechris KJ. Comb-p: Software for combining, analyzing, grouping and correcting spatially correlated P-values. Bioinformatics. 2012;28:2986–8.CrossRefPubMedPubMedCentral
33.
go back to reference Li QS, Sun Y, Wang T. Epigenome-wide association study of Alzheimer’s disease replicates 22 differentially methylated positions and 30 differentially methylated regions. Clin Epigenetics. 2020;12:149.CrossRefPubMedPubMedCentral Li QS, Sun Y, Wang T. Epigenome-wide association study of Alzheimer’s disease replicates 22 differentially methylated positions and 30 differentially methylated regions. Clin Epigenetics. 2020;12:149.CrossRefPubMedPubMedCentral
34.
go back to reference Zhang L, Silva TC, Young JI, Gomez L, Schmidt MA, Hamilton-Nelson KL, et al. Epigenome-wide meta-analysis of DNA methylation differences in prefrontal cortex implicates the immune processes in Alzheimer’s disease. Nat Commun [Internet]. 2020;11. https://doi.org/10.1038/s41467-020-19791-w Zhang L, Silva TC, Young JI, Gomez L, Schmidt MA, Hamilton-Nelson KL, et al. Epigenome-wide meta-analysis of DNA methylation differences in prefrontal cortex implicates the immune processes in Alzheimer’s disease. Nat Commun [Internet]. 2020;11. https://​doi.​org/​10.​1038/​s41467-020-19791-w
35.
go back to reference Lawrence M, Huber W, Pagès H, Aboyoun P, Carlson M, Gentleman R, et al. Software for computing and annotating genomic ranges. PLoS Comput Biol. 2013;9:1–10.CrossRef Lawrence M, Huber W, Pagès H, Aboyoun P, Carlson M, Gentleman R, et al. Software for computing and annotating genomic ranges. PLoS Comput Biol. 2013;9:1–10.CrossRef
36.
go back to reference Martin TC, Yet I, Tsai PC, Bell JT. coMET: Visualisation of regional epigenome-wide association scan results and DNA co-methylation patterns. BMC Bioinform. 2015;16(1):131. Martin TC, Yet I, Tsai PC, Bell JT. coMET: Visualisation of regional epigenome-wide association scan results and DNA co-methylation patterns. BMC Bioinform. 2015;16(1):131.
37.
go back to reference Ren X, Kuan PF. methylGSA: a bioconductor package and Shiny app for DNA methylation data length bias adjustment in gene set testing. Bioinformatics. 2019;35:1958–9.CrossRefPubMed Ren X, Kuan PF. methylGSA: a bioconductor package and Shiny app for DNA methylation data length bias adjustment in gene set testing. Bioinformatics. 2019;35:1958–9.CrossRefPubMed
38.
go back to reference Liu D, Arockiaraj AI, Shaffer JR, Poloyac SM, Sherwood PR, Alexander SA, et al. ANGPT1 methylation and delayed cerebral ischemia in aneurysmal subarachnoid hemorrhage patients. Epigenetics Commun. 2021;1:1–20.CrossRef Liu D, Arockiaraj AI, Shaffer JR, Poloyac SM, Sherwood PR, Alexander SA, et al. ANGPT1 methylation and delayed cerebral ischemia in aneurysmal subarachnoid hemorrhage patients. Epigenetics Commun. 2021;1:1–20.CrossRef
39.
go back to reference Kim BJ, Kim Y, Youn DH, Park JJ, Rhim JK, Kim HC, et al. Genome-wide blood DNA methylation analysis in patients with delayed cerebral ischemia after subarachnoid hemorrhage. Sci Rep. 2020;10:11419.CrossRefPubMedPubMedCentral Kim BJ, Kim Y, Youn DH, Park JJ, Rhim JK, Kim HC, et al. Genome-wide blood DNA methylation analysis in patients with delayed cerebral ischemia after subarachnoid hemorrhage. Sci Rep. 2020;10:11419.CrossRefPubMedPubMedCentral
40.
go back to reference Dodd WS, Laurent D, Dumont AS, Hasan DM, Jabbour PM, Starke RM, et al. Pathophysiology of delayed cerebral ischemia after subarachnoid hemorrhage: a review. J Am Heart Assoc. American Heart Association Inc.; 2021. Dodd WS, Laurent D, Dumont AS, Hasan DM, Jabbour PM, Starke RM, et al. Pathophysiology of delayed cerebral ischemia after subarachnoid hemorrhage: a review. J Am Heart Assoc. American Heart Association Inc.; 2021.
41.
go back to reference Waters PJ, Kitzler TM, Feigenbaum A, Geraghty MT, Al-Dirbashi O, Bherer P, et al. Glutaric aciduria type 3: three unrelated Canadian cases, with different routes of ascertainment. JIMD Rep. 2018;39:89–96. Waters PJ, Kitzler TM, Feigenbaum A, Geraghty MT, Al-Dirbashi O, Bherer P, et al. Glutaric aciduria type 3: three unrelated Canadian cases, with different routes of ascertainment. JIMD Rep. 2018;39:89–96.
42.
go back to reference Sherman EA, Strauss KA, Tortorelli S, Bennett MJ, Knerr I, Morton DH, et al. Genetic mapping of glutaric aciduria, type 3, to chromosome 7 and identification of mutations in C7orf10. Am J Hum Genet. 2008;83:604–9.CrossRefPubMedPubMedCentral Sherman EA, Strauss KA, Tortorelli S, Bennett MJ, Knerr I, Morton DH, et al. Genetic mapping of glutaric aciduria, type 3, to chromosome 7 and identification of mutations in C7orf10. Am J Hum Genet. 2008;83:604–9.CrossRefPubMedPubMedCentral
43.
go back to reference Dorum S, Havalı C, Görükmez Ö, Görükmez O. Two patients with glutaric aciduria type 3: a novel mutation and brain magnetic resonance imaging findings. Turk J Pediatr. 2020;62:657.CrossRefPubMed Dorum S, Havalı C, Görükmez Ö, Görükmez O. Two patients with glutaric aciduria type 3: a novel mutation and brain magnetic resonance imaging findings. Turk J Pediatr. 2020;62:657.CrossRefPubMed
44.
go back to reference Demir E, Doğulu N, Tuna Kırsaçlıoğlu C, Topçu V, Eminoglu FT, Kuloğlu Z, et al. A rare contiguous gene deletion leading to trichothiodystrophy type 4 and glutaric aciduria type 3. Mol Syndromol. 2023;14:136–42.CrossRefPubMed Demir E, Doğulu N, Tuna Kırsaçlıoğlu C, Topçu V, Eminoglu FT, Kuloğlu Z, et al. A rare contiguous gene deletion leading to trichothiodystrophy type 4 and glutaric aciduria type 3. Mol Syndromol. 2023;14:136–42.CrossRefPubMed
45.
go back to reference La Serna-Infantes J, Pastor MC, Trubnykova M, Velásquez FC, Sotomayor FV, Barriga HA. Novel contiguous gene deletion in Peruvian girl with trichothiodystrophy type 4 and glutaric aciduria type 3. Eur J Med Genet. 2018;61:388–92.CrossRefPubMed La Serna-Infantes J, Pastor MC, Trubnykova M, Velásquez FC, Sotomayor FV, Barriga HA. Novel contiguous gene deletion in Peruvian girl with trichothiodystrophy type 4 and glutaric aciduria type 3. Eur J Med Genet. 2018;61:388–92.CrossRefPubMed
46.
go back to reference Sollis E, Mosaku A, Abid A, Buniello A, Cerezo M, Gil L, et al. The NHGRI-EBI GWAS catalog: knowledgebase and deposition resource. Nucleic Acids Res. 2023;51:D977–85.CrossRefPubMed Sollis E, Mosaku A, Abid A, Buniello A, Cerezo M, Gil L, et al. The NHGRI-EBI GWAS catalog: knowledgebase and deposition resource. Nucleic Acids Res. 2023;51:D977–85.CrossRefPubMed
47.
go back to reference Anttila V, Winsvold BS, Gormley P, Kurth T, Bettella F, McMahon G, et al. Genome-wide meta-analysis identifies new susceptibility loci for migraine. 2013;45(8):912–917. Anttila V, Winsvold BS, Gormley P, Kurth T, Bettella F, McMahon G, et al. Genome-wide meta-analysis identifies new susceptibility loci for migraine. 2013;45(8):912–917.
48.
go back to reference Warren HR, Evangelou E, Cabrera CP, Gao H, Ren M, Mifsud B, et al. Genome-wide association analysis identifies novel blood pressure loci and offers biological insights into cardiovascular risk. Nat Genet. 2017;49:403–15.CrossRefPubMedPubMedCentral Warren HR, Evangelou E, Cabrera CP, Gao H, Ren M, Mifsud B, et al. Genome-wide association analysis identifies novel blood pressure loci and offers biological insights into cardiovascular risk. Nat Genet. 2017;49:403–15.CrossRefPubMedPubMedCentral
49.
go back to reference Claus JJ, Breteler MMB, Hasan D, Krenning EP, Bots ML, Grobbee DE, et al. Regional cerebral blood flow and cerebrovascular risk factors in the elderly population. Neurobiol Aging [Internet]. 1998;19:57–64. Available from: https://pubmed.ncbi.nlm.nih.gov/9562504/. [cited 2023 Jun 26] Claus JJ, Breteler MMB, Hasan D, Krenning EP, Bots ML, Grobbee DE, et al. Regional cerebral blood flow and cerebrovascular risk factors in the elderly population. Neurobiol Aging [Internet]. 1998;19:57–64. Available from: https://​pubmed.​ncbi.​nlm.​nih.​gov/​9562504/​. [cited 2023 Jun 26]
50.
go back to reference Torbey MT, Hauser K, Bhardwaj A, Williams MA, Ulatowski JA, Mirski MA, et al. Effect of age on cerebral blood flow velocity and incidence of vasospasm after aneurysmal subarachnoid hemorrhage. Stroke. 2001;32(9):2005–2011 Torbey MT, Hauser K, Bhardwaj A, Williams MA, Ulatowski JA, Mirski MA, et al. Effect of age on cerebral blood flow velocity and incidence of vasospasm after aneurysmal subarachnoid hemorrhage. Stroke. 2001;32(9):2005–2011
51.
go back to reference van Os HJA, Ruigrok YM, Verbaan D, Dennesen P, Müller MCA, Coert BA, et al. Delayed cerebral ischemia after aneurysmal subarachnoid hemorrhage in patients with a history of migraine. Stroke. 2020;51:3039–44.CrossRefPubMed van Os HJA, Ruigrok YM, Verbaan D, Dennesen P, Müller MCA, Coert BA, et al. Delayed cerebral ischemia after aneurysmal subarachnoid hemorrhage in patients with a history of migraine. Stroke. 2020;51:3039–44.CrossRefPubMed
52.
go back to reference Ellis JA, Goldstein H, Meyers PM, Lavine SD, Connolly ES, Mayer SA, et al. Post-subarachnoid hemorrhage vasospasm in patients with primary headache disorders. Neurocrit Care. 2013;18:362–7.CrossRefPubMed Ellis JA, Goldstein H, Meyers PM, Lavine SD, Connolly ES, Mayer SA, et al. Post-subarachnoid hemorrhage vasospasm in patients with primary headache disorders. Neurocrit Care. 2013;18:362–7.CrossRefPubMed
54.
go back to reference Touyz RM, Anagnostopoulou A, Rios F, Montezano AC, Camargo LL. NOX5: Molecular biology and pathophysiology. Exp Physiol. Blackwell Publishing Ltd; 2019. p. 605–16. Touyz RM, Anagnostopoulou A, Rios F, Montezano AC, Camargo LL. NOX5: Molecular biology and pathophysiology. Exp Physiol. Blackwell Publishing Ltd; 2019. p. 605–16.
55.
go back to reference BelAiba RS, Djordjevic T, Petry A, Diemer K, Bonello S, Banfi B, et al. NOX5 variants are functionally active in endothelial cells. Free Radic Biol Med. 2007;42:446–59.CrossRefPubMed BelAiba RS, Djordjevic T, Petry A, Diemer K, Bonello S, Banfi B, et al. NOX5 variants are functionally active in endothelial cells. Free Radic Biol Med. 2007;42:446–59.CrossRefPubMed
57.
go back to reference Zubkov AY, Nanda A, Zhang JH. Signal transduction pathways in cerebral vasospasm. Pathophysiology. 2003;9(2):47–61 Zubkov AY, Nanda A, Zhang JH. Signal transduction pathways in cerebral vasospasm. Pathophysiology. 2003;9(2):47–61
58.
go back to reference Ryttlefors M, Enblad P, Ronne-Engström E, Persson L, Ilodigwe D, Macdonald RL. Patient age and vasospasm after subarachnoid hemorrhage. Neurosurgery. 2010;67:911–7.CrossRefPubMed Ryttlefors M, Enblad P, Ronne-Engström E, Persson L, Ilodigwe D, Macdonald RL. Patient age and vasospasm after subarachnoid hemorrhage. Neurosurgery. 2010;67:911–7.CrossRefPubMed
59.
go back to reference Macias-Gómez A, Jiménez-Balado J, Fernández-Pérez I, Suárez-Pérez A, Vallverdú-Prats M, Guimaraens L, et al. The influence of epigenetic biological age on key complications and outcomes in aneurysmal subarachnoid haemorrhage. J Neurol Neurosurg Psychiatry. 2024;jnnp-2023–332889. Macias-Gómez A, Jiménez-Balado J, Fernández-Pérez I, Suárez-Pérez A, Vallverdú-Prats M, Guimaraens L, et al. The influence of epigenetic biological age on key complications and outcomes in aneurysmal subarachnoid haemorrhage. J Neurol Neurosurg Psychiatry. 2024;jnnp-2023–332889.
60.
61.
go back to reference Oppong MD, Iannaccone A, Gembruch O, Pierscianek D, Chihi M, Dammann P, et al. Vasospasm-related complications after subarachnoid hemorrhage: the role of patients’ age and sex. Acta Neurochir (Wien) [Internet]. 2018;160:1393–400. Available from: https://pubmed.ncbi.nlm.nih.gov/29704122/ [cited 2023 Jun 26] Oppong MD, Iannaccone A, Gembruch O, Pierscianek D, Chihi M, Dammann P, et al. Vasospasm-related complications after subarachnoid hemorrhage: the role of patients’ age and sex. Acta Neurochir (Wien) [Internet]. 2018;160:1393–400. Available from: https://​pubmed.​ncbi.​nlm.​nih.​gov/​29704122/​ [cited 2023 Jun 26]
62.
go back to reference Qihua GU, Chen F, Chen N, Wang J, Zhao LI, Deng X. Effect of EGCG on bronchial epithelial cell premalignant lesions induced by cigarette smoke and on its CYP1A1 expression. Int J Mol Med. 2021;48(6):220 Qihua GU, Chen F, Chen N, Wang J, Zhao LI, Deng X. Effect of EGCG on bronchial epithelial cell premalignant lesions induced by cigarette smoke and on its CYP1A1 expression. Int J Mol Med. 2021;48(6):220
63.
go back to reference Karimian M, Karimnia F. CYP1A1 common gene polymorphisms and ischemic stroke risk: a meta-analysis and a structural examination. Per Med. 2023;20:271–81.CrossRefPubMed Karimian M, Karimnia F. CYP1A1 common gene polymorphisms and ischemic stroke risk: a meta-analysis and a structural examination. Per Med. 2023;20:271–81.CrossRefPubMed
64.
go back to reference Yoshimatsu S, Murakami R, Sato T, Saeki T, Yamamoto M, Sasaki E, et al. Generation of a common marmoset embryonic stem cell line CMES40-OC harboring a POU5F1 (OCT4)-2A-mCerulean3 knock-in reporter allele. Stem Cell Res. 2021;53:102308.CrossRefPubMed Yoshimatsu S, Murakami R, Sato T, Saeki T, Yamamoto M, Sasaki E, et al. Generation of a common marmoset embryonic stem cell line CMES40-OC harboring a POU5F1 (OCT4)-2A-mCerulean3 knock-in reporter allele. Stem Cell Res. 2021;53:102308.CrossRefPubMed
65.
go back to reference Stelzer G, Rosen N, Plaschkes I, Zimmerman S, Twik M, Fishilevich S, et al. The GeneCards suite: from gene data mining to disease genome sequence analyses. Curr Protoc Bioinformatics. 2016;20(54):1.30.1–1.30.33. Stelzer G, Rosen N, Plaschkes I, Zimmerman S, Twik M, Fishilevich S, et al. The GeneCards suite: from gene data mining to disease genome sequence analyses. Curr Protoc Bioinformatics. 2016;20(54):1.30.1–1.30.33.
66.
go back to reference Qiu W, Guo X, Li B, Wang J, Qi Y, Chen Z, et al. Exosomal miR-1246 from glioma patient body fluids drives the differentiation and activation of myeloid-derived suppressor cells. Mol Ther. 2021;29:3449–64.CrossRefPubMedPubMedCentral Qiu W, Guo X, Li B, Wang J, Qi Y, Chen Z, et al. Exosomal miR-1246 from glioma patient body fluids drives the differentiation and activation of myeloid-derived suppressor cells. Mol Ther. 2021;29:3449–64.CrossRefPubMedPubMedCentral
67.
go back to reference Frösen J, Pitkäniemi J, Tulamo R, Marjamaa J, Isoniemi H, Niemelä M, et al. Association of fatal aneurysmal subarachnoid hemorrhage with human leukocyte antigens in the Finnish population. Hum Immunol. 2007;68:100–5.CrossRefPubMed Frösen J, Pitkäniemi J, Tulamo R, Marjamaa J, Isoniemi H, Niemelä M, et al. Association of fatal aneurysmal subarachnoid hemorrhage with human leukocyte antigens in the Finnish population. Hum Immunol. 2007;68:100–5.CrossRefPubMed
68.
go back to reference Av C, Voinescu D, Da N. Subarachnoid hemorrhage and cerebral vasospasm-literature review. J Med Life. 2013;6(2):120–5. Av C, Voinescu D, Da N. Subarachnoid hemorrhage and cerebral vasospasm-literature review. J Med Life. 2013;6(2):120–5.
69.
go back to reference McGirt MJ, Mavropoulos JC, McGirt LY, Alexander MJ, Friedman AH, Laskowitz DT, et al. Leukocytosis as an independent risk factor for cerebral vasospasm following aneurysmal subarachnoid hemorrhage. J Neurosurg [Internet]. 2003;98:1222–6. Available from: https://pubmed.ncbi.nlm.nih.gov/12816268/ [cited 2023 Jun 27] McGirt MJ, Mavropoulos JC, McGirt LY, Alexander MJ, Friedman AH, Laskowitz DT, et al. Leukocytosis as an independent risk factor for cerebral vasospasm following aneurysmal subarachnoid hemorrhage. J Neurosurg [Internet]. 2003;98:1222–6. Available from: https://​pubmed.​ncbi.​nlm.​nih.​gov/​12816268/​ [cited 2023 Jun 27]
70.
go back to reference Rasmussen R, Bache S, Stavngaard T, Møller K. Plasma levels of IL-6, IL-8, IL-10, ICAM-1, VCAM-1, IFNγ, and TNFα are not associated with delayed cerebral ischemia, cerebral vasospasm, or clinical outcome in patients with subarachnoid hemorrhage. World Neurosurg [Internet]. 2019;128:e1131–6. Available from: https://pubmed.ncbi.nlm.nih.gov/31121365/ [cited 2023 Jun 27] Rasmussen R, Bache S, Stavngaard T, Møller K. Plasma levels of IL-6, IL-8, IL-10, ICAM-1, VCAM-1, IFNγ, and TNFα are not associated with delayed cerebral ischemia, cerebral vasospasm, or clinical outcome in patients with subarachnoid hemorrhage. World Neurosurg [Internet]. 2019;128:e1131–6. Available from: https://​pubmed.​ncbi.​nlm.​nih.​gov/​31121365/​ [cited 2023 Jun 27]
71.
go back to reference Fischer M, Dietmann A, Beer R, Broessner G, Helbok R, Pfausler B, et al. Differential regulation of matrix-metalloproteinases and their tissue inhibitors in patients with aneurysmal subarachnoid hemorrhage. PLoS One. 2013;8(3):e59952. Fischer M, Dietmann A, Beer R, Broessner G, Helbok R, Pfausler B, et al. Differential regulation of matrix-metalloproteinases and their tissue inhibitors in patients with aneurysmal subarachnoid hemorrhage. PLoS One. 2013;8(3):e59952.
72.
go back to reference Wang L, Gao Z. Expression of MMP-9 and IL-6 in patients with subarachnoid hemorrhage and the clinical significance. Exp Ther Med. 2018;15:1510–4.PubMed Wang L, Gao Z. Expression of MMP-9 and IL-6 in patients with subarachnoid hemorrhage and the clinical significance. Exp Ther Med. 2018;15:1510–4.PubMed
73.
go back to reference McGirt MJ, Lynch JR, Blessing R, Warner DS, Friedman AH, Laskowitz DT, et al. Serum von Willebrand factor, matrix metalloproteinase-9, and vascular endothelial growth factor levels predict the onset of cerebral vasospasm after aneurysmal subarachnoid hemorrhage. Neurosurgery [Internet]. 2002;51:1128–35. Available from: https://pubmed.ncbi.nlm.nih.gov/12383357/ [cited 2023 Jun 27] McGirt MJ, Lynch JR, Blessing R, Warner DS, Friedman AH, Laskowitz DT, et al. Serum von Willebrand factor, matrix metalloproteinase-9, and vascular endothelial growth factor levels predict the onset of cerebral vasospasm after aneurysmal subarachnoid hemorrhage. Neurosurgery [Internet]. 2002;51:1128–35. Available from: https://​pubmed.​ncbi.​nlm.​nih.​gov/​12383357/​ [cited 2023 Jun 27]
74.
75.
go back to reference Yang S, Tang W, He Y, Wen L, Sun B, Li S. Long non-coding RNA and microRNA-675/let-7a mediates the protective effect of melatonin against early brain injury after subarachnoid hemorrhage via targeting TP53 and neural growth factor. Cell Death Dis [Internet]. 2018;9. Available from: https://pubmed.ncbi.nlm.nih.gov/29367587/ [cited 2023 Jun 27] Yang S, Tang W, He Y, Wen L, Sun B, Li S. Long non-coding RNA and microRNA-675/let-7a mediates the protective effect of melatonin against early brain injury after subarachnoid hemorrhage via targeting TP53 and neural growth factor. Cell Death Dis [Internet]. 2018;9. Available from: https://​pubmed.​ncbi.​nlm.​nih.​gov/​29367587/​ [cited 2023 Jun 27]
76.
go back to reference Xu H, Stamova B, Ander BP, Waldau B, Jickling GC, Sharp FR, et al. mRNA Expression profiles from whole blood associated with vasospasm in patients with subarachnoid hemorrhage. Neurocrit Care. 2020;33:82–9.CrossRefPubMed Xu H, Stamova B, Ander BP, Waldau B, Jickling GC, Sharp FR, et al. mRNA Expression profiles from whole blood associated with vasospasm in patients with subarachnoid hemorrhage. Neurocrit Care. 2020;33:82–9.CrossRefPubMed
77.
go back to reference Pulcrano-Nicolas A-S, Jacquens A, Proust C, Clarençon F, Perret C, Shotar E, et al. Whole blood levels of S1PR4 mRNA associated with cerebral vasospasm after aneurysmal subarachnoid hemorrhage. J Neurosurg. 2019;29:1–5. Pulcrano-Nicolas A-S, Jacquens A, Proust C, Clarençon F, Perret C, Shotar E, et al. Whole blood levels of S1PR4 mRNA associated with cerebral vasospasm after aneurysmal subarachnoid hemorrhage. J Neurosurg. 2019;29:1–5.
78.
go back to reference Li H, Wang J, Li S, Cheng L, Tang W, Feng Y. Upregulation of microRNA-24 causes vasospasm following subarachnoid hemorrhage by suppressing the expression of endothelial nitric oxide synthase. Mol Med Rep. 2018;18(1):1181–87. Li H, Wang J, Li S, Cheng L, Tang W, Feng Y. Upregulation of microRNA-24 causes vasospasm following subarachnoid hemorrhage by suppressing the expression of endothelial nitric oxide synthase. Mol Med Rep. 2018;18(1):1181–87.
79.
go back to reference Braun PR, Han S, Hing B, Nagahama Y, Gaul LN, Heinzman JT, et al. Genome-wide DNA methylation comparison between live human brain and peripheral tissues within individuals. Transl Psychiatry. 2019;9(1):47. Braun PR, Han S, Hing B, Nagahama Y, Gaul LN, Heinzman JT, et al. Genome-wide DNA methylation comparison between live human brain and peripheral tissues within individuals. Transl Psychiatry. 2019;9(1):47.
80.
go back to reference Ma B, Wilker EH, Willis-Owen SAG, Byun HM, Wong KCC, Motta V, et al. Predicting DNA methylation level across human tissues. Nucleic Acids Res. 2014;42:3515–28.CrossRefPubMedPubMedCentral Ma B, Wilker EH, Willis-Owen SAG, Byun HM, Wong KCC, Motta V, et al. Predicting DNA methylation level across human tissues. Nucleic Acids Res. 2014;42:3515–28.CrossRefPubMedPubMedCentral
Metadata
Title
Blood DNA Methylation Analysis Reveals a Distinctive Epigenetic Signature of Vasospasm in Aneurysmal Subarachnoid Hemorrhage
Authors
Isabel Fernández-Pérez
Joan Jiménez-Balado
Adrià Macias-Gómez
Antoni Suárez‑Pérez
Marta Vallverdú-Prats
Alberto Pérez-Giraldo
Marc Viles-García
Julia Peris-Subiza
Sergio Vidal-Notari
Eva Giralt-Steinhauer
Daniel Guisado-Alonso
Manel Esteller
Ana Rodriguez-Campello
Jordi Jiménez-Conde
Angel Ois
Elisa Cuadrado-Godia
Publication date
23-04-2024
Publisher
Springer US
Published in
Translational Stroke Research
Print ISSN: 1868-4483
Electronic ISSN: 1868-601X
DOI
https://doi.org/10.1007/s12975-024-01252-x