Identification of Circulating Gene Expression Signatures of Intracranial Aneurysm in Peripheral Blood Mononuclear Cells

被引:10
作者
Tutino, Vincent M. [1 ,2 ,3 ,4 ]
Zebraski, Haley R. [5 ]
Rajabzadeh-Oghaz, Hamidreza [1 ,3 ]
Waqas, Muhammad [1 ,3 ]
Jarvis, James N. [6 ]
Bach, Konrad [7 ]
Mokin, Maxim [7 ]
Snyder, Kenneth V. [1 ,3 ]
Siddiqui, Adnan H. [1 ,3 ]
Poppenberg, Kerry E. [1 ,3 ]
机构
[1] SUNY Buffalo, Canon Stroke & Vasc Res Ctr, Buffalo, NY 14203 USA
[2] SUNY Buffalo, Dept Pathol & Anat Sci, Buffalo, NY 14203 USA
[3] SUNY Buffalo, Dept Neurosurg, Buffalo, NY 14203 USA
[4] SUNY Buffalo, Dept Mech & Aerosp Engn, Buffalo, NY 14228 USA
[5] SUNY Buffalo, Dept Biomed Engn, Buffalo, NY 14228 USA
[6] SUNY Buffalo, Dept Pediat, Buffalo, NY 14203 USA
[7] Univ S Florida, Dept Neurosurg & Brain Repair, Tampa, FL 33620 USA
关键词
cerebral aneurysm; monocytes; T lymphocytes; transcriptome profiling; biomarkers; ABDOMINAL AORTIC-ANEURYSM; NF-KAPPA-B; CEREBRAL ANEURYSMS; SUBARACHNOID HEMORRHAGE; INTRALUMINAL THROMBUS; UP-REGULATION; WEB SERVER; BIOMARKERS; RUPTURE; WALL;
D O I
10.3390/diagnostics11061092
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Peripheral blood mononuclear cells (PBMCs) play an important role in the inflammation that accompanies intracranial aneurysm (IA) pathophysiology. We hypothesized that PBMCs have different transcriptional profiles in patients harboring IAs as compared to IA-free controls, which could be the basis for potential blood-based biomarkers for the disease. To test this, we isolated PBMC RNA from whole blood of 52 subjects (24 with IA, 28 without) and performed next-generation RNA sequencing to obtain their transcriptomes. In a randomly assigned discovery cohort of n = 39 patients, we performed differential expression analysis to define an IA-associated signature of 54 genes (q < 0.05 and an absolute fold-change >= 1.3). In the withheld validation dataset, these genes could delineate patients with IAs from controls, as the majority of them still had the same direction of expression difference. Bioinformatics analyses by gene ontology enrichment analysis and Ingenuity Pathway Analysis (IPA) demonstrated enrichment of structural regulation processes, intracellular signaling function, regulation of ion transport, and cell adhesion. IPA analysis showed that these processes were likely coordinated through NF-kB, cytokine signaling, growth factors, and TNF activity. Correlation analysis with aneurysm size and risk assessment metrics showed that 4/54 genes were associated with rupture risk. These findings highlight the potential to develop predictive biomarkers from PBMCs to identify patients harboring IAs.
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页数:20
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共 82 条
  • [1] Amenta P.S., 2015, Neuroimmunology and Neuroinflammation, V2, P68
  • [2] NF-κB is a key mediator of cerebral aneurysm formation
    Aoki, Tomohiro
    Kataoka, Hiroharu
    Shimamura, Munehisa
    Nakagami, Hironori
    Wakayama, Kouji
    Moriwaki, Takuya
    Ishibashi, Ryota
    Nozaki, Kazuhiko
    Morishita, Ryuichi
    Hashimoto, Nobuo
    [J]. CIRCULATION, 2007, 116 (24) : 2830 - 2840
  • [3] RNA sequencing analysis revealed the induction of CCL3 expression in human intracranial aneurysms
    Aoki, Tomohiro
    Koseki, Hirokazu
    Miyata, Haruka
    Itoh, Masayoshi
    Kawaji, Hideya
    Takizawa, Katsumi
    Kawashima, Akitsugu
    Ujiie, Hiroshi
    Higa, Takashi
    Minamimuran, Kenzo
    Kimura, Toshikazu
    Kasuya, Hidetoshi
    Nozaki, Kazuhiko
    Morita, Akio
    Sano, Hirotoshi
    Narumiya, Shuh
    [J]. SCIENTIFIC REPORTS, 2019, 9 (1)
  • [4] The Development and the Use of Experimental Animal Models to Study the Underlying Mechanisms of CA Formation
    Aoki, Tomohiro
    Nishimura, Andmasaki
    [J]. JOURNAL OF BIOMEDICINE AND BIOTECHNOLOGY, 2011,
  • [5] Impact of Monocyte Chemoattractant Protein-1 Deficiency on Cerebral Aneurysm Formation
    Aoki, Tomohiro
    Kataoka, Hiroharu
    Ishibashi, Ryota
    Nozaki, Kazuhiko
    Egashira, Kensuke
    Hashimoto, Nobuo
    [J]. STROKE, 2009, 40 (03) : 942 - 951
  • [6] Statistical Design and Analysis of RNA Sequencing Data
    Auer, Paul L.
    Doerge, R. W.
    [J]. GENETICS, 2010, 185 (02) : 405 - U32
  • [7] Guidelines for the Management of Aneurysmal Subarachnoid Hemorrhage A Statement for Healthcare Professionals From a Special Writing Group of the Stroke Council, American Heart Association
    Bederson, Joshua B.
    Connolly, E. Sander, Jr.
    Batjer, H. Hunt
    Dacey, Ralph G.
    Dion, Jacques E.
    Diringer, Michael N.
    Duldner, John E., Jr.
    Harbaugh, Robert E.
    Patel, Aman B.
    Rosenwasser, Robert H.
    [J]. STROKE, 2009, 40 (03) : 994 - 1025
  • [8] Vascular extracellular matrix remodeling in cerebral aneurysms
    Bruno, G
    Todor, R
    Lewis, I
    Chyatte, D
    [J]. JOURNAL OF NEUROSURGERY, 1998, 89 (03) : 431 - 440
  • [9] Localized Increase of Chemokines in the Lumen of Human Cerebral Aneurysms
    Chalouhi, Nohra
    Points, Lauren
    Pierce, Gary L.
    Ballas, Zuhair
    Jabbour, Pascal
    Hasan, David
    [J]. STROKE, 2013, 44 (09) : 2594 - 2597
  • [10] Biology of intracranial aneurysms: role of inflammation
    Chalouhi, Nohra
    Ali, Muhammad S.
    Jabbour, Pascal M.
    Tjoumakaris, Stavropoula I.
    Gonzalez, L. Fernando
    Rosenwasser, Robert H.
    Koch, Walter J.
    Dumont, Aaron S.
    [J]. JOURNAL OF CEREBRAL BLOOD FLOW AND METABOLISM, 2012, 32 (09) : 1659 - 1676