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Zuurbier CCM, Mensing LA, Wermer MJH, Juvela S, Lindgren AE, Koivisto T, Jääskeläinen JE, Yamazaki T, Molenberg R, van Dijk JMC, Uyttenboogaart M, Aalbers M, Morita A, Tominari S, Arai H, Nozaki K, Murayama Y, Ishibashi T, Takao H, Rinkel GJE, Greving JP, Ruigrok YM. Difference in Rupture Risk Between Familial and Sporadic Intracranial Aneurysms: An Individual Patient Data Meta-analysis. Neurology 2021; 97:e2195-e2203. [PMID: 34670818 DOI: 10.1212/wnl.0000000000012885] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2021] [Accepted: 09/20/2021] [Indexed: 11/15/2022] Open
Abstract
BACKGROUND AND OBJECTIVES We combined individual patient data (IPD) from prospective cohorts of patients with unruptured intracranial aneurysms (UIAs) to assess to what extent patients with familial UIA have a higher rupture risk than those with sporadic UIA. METHODS For this IPD meta-analysis, we performed an Embase and PubMed search for studies published up to December 1, 2020. We included studies that (1) had a prospective study design; (2) included 50 or more patients with UIA; (3) studied the natural course of UIA and risk factors for aneurysm rupture including family history for aneurysmal subarachnoid haemorrhage and UIA; and (4) had aneurysm rupture as an outcome. Cohorts with available IPD were included. All studies included patients with newly diagnosed UIA visiting one of the study centers. The primary outcome was aneurysmal rupture. Patients with polycystic kidney disease and moyamoya disease were excluded. We compared rupture rates of familial vs sporadic UIA using a Cox proportional hazard regression model adjusted for PHASES score and smoking. We performed 2 analyses: (1) only studies defining first-degree relatives as parents, children, and siblings and (2) all studies, including those in which first-degree relatives are defined as only parents and children, but not siblings. RESULTS We pooled IPD from 8 cohorts with a low and moderate risk of bias. First-degree relatives were defined as parents, siblings, and children in 6 cohorts (29% Dutch, 55% Finnish, 15% Japanese), totaling 2,297 patients (17% familial, 399 patients) with 3,089 UIAs and 7,301 person-years follow-up. Rupture occurred in 10 familial cases (rupture rate: 0.89%/person-year; 95% confidence interval [CI] 0.45-1.59) and 41 sporadic cases (0.66%/person-year; 95% CI 0.48-0.89); adjusted hazard ratio (HR) for familial cases 2.56 (95% CI 1.18-5.56). After adding the 2 cohorts excluding siblings as first-degree relatives, resulting in 9,511 patients, the adjusted HR was 1.44 (95% CI 0.86-2.40). DISCUSSION The risk of rupture of UIA is 2.5 times higher, with a range from a 1.2 to 5 times higher risk, in familial than in sporadic UIA. When assessing the risk of rupture in UIA, family history should be taken into account.
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Affiliation(s)
- Charlotte C M Zuurbier
- From the Department of Neurology and Neurosurgery, UMC Utrecht Brain Center (C.C.M.Z., L.A.M., G.J.E.R., Y.M.R.), and Julius Centre for Health Sciences and Primary Care (J.P.G.), University Medical Center Utrecht; Department of Neurology (M.J.H.W.), Leiden University Medical Center, the Netherlands; Department of Clinical Neurosciences (S.J.), University of Helsinki; Neurosurgery of NeuroCenter (A.E.L., T.K., J.E.J.), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (T.Y.), National Hospital Organization, Mito Medical Center, Japan; Departments of Neurosurgery (R.M., J.M.C.v.D., M.U., M.A.), University Medical Center Groningen, the Netherlands; University of Tokyo-Nippon Medical School (A.M.); Department of Health Informatics, School of Public Health (S.T.), Kyoto University; Department of Neurosurgery (H.A.), Juntendo University Medical School, Tokyo; Department of Neurosurgery (K.N.), Shiga University of Medical Science; and Department of Endovascular Neurosurgery (Y.M., T.I., H.T.), Tokyo Jikei University School of Medicine, Japan
| | - Liselore A Mensing
- From the Department of Neurology and Neurosurgery, UMC Utrecht Brain Center (C.C.M.Z., L.A.M., G.J.E.R., Y.M.R.), and Julius Centre for Health Sciences and Primary Care (J.P.G.), University Medical Center Utrecht; Department of Neurology (M.J.H.W.), Leiden University Medical Center, the Netherlands; Department of Clinical Neurosciences (S.J.), University of Helsinki; Neurosurgery of NeuroCenter (A.E.L., T.K., J.E.J.), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (T.Y.), National Hospital Organization, Mito Medical Center, Japan; Departments of Neurosurgery (R.M., J.M.C.v.D., M.U., M.A.), University Medical Center Groningen, the Netherlands; University of Tokyo-Nippon Medical School (A.M.); Department of Health Informatics, School of Public Health (S.T.), Kyoto University; Department of Neurosurgery (H.A.), Juntendo University Medical School, Tokyo; Department of Neurosurgery (K.N.), Shiga University of Medical Science; and Department of Endovascular Neurosurgery (Y.M., T.I., H.T.), Tokyo Jikei University School of Medicine, Japan
| | - Marieke J H Wermer
- From the Department of Neurology and Neurosurgery, UMC Utrecht Brain Center (C.C.M.Z., L.A.M., G.J.E.R., Y.M.R.), and Julius Centre for Health Sciences and Primary Care (J.P.G.), University Medical Center Utrecht; Department of Neurology (M.J.H.W.), Leiden University Medical Center, the Netherlands; Department of Clinical Neurosciences (S.J.), University of Helsinki; Neurosurgery of NeuroCenter (A.E.L., T.K., J.E.J.), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (T.Y.), National Hospital Organization, Mito Medical Center, Japan; Departments of Neurosurgery (R.M., J.M.C.v.D., M.U., M.A.), University Medical Center Groningen, the Netherlands; University of Tokyo-Nippon Medical School (A.M.); Department of Health Informatics, School of Public Health (S.T.), Kyoto University; Department of Neurosurgery (H.A.), Juntendo University Medical School, Tokyo; Department of Neurosurgery (K.N.), Shiga University of Medical Science; and Department of Endovascular Neurosurgery (Y.M., T.I., H.T.), Tokyo Jikei University School of Medicine, Japan
| | - Seppo Juvela
- From the Department of Neurology and Neurosurgery, UMC Utrecht Brain Center (C.C.M.Z., L.A.M., G.J.E.R., Y.M.R.), and Julius Centre for Health Sciences and Primary Care (J.P.G.), University Medical Center Utrecht; Department of Neurology (M.J.H.W.), Leiden University Medical Center, the Netherlands; Department of Clinical Neurosciences (S.J.), University of Helsinki; Neurosurgery of NeuroCenter (A.E.L., T.K., J.E.J.), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (T.Y.), National Hospital Organization, Mito Medical Center, Japan; Departments of Neurosurgery (R.M., J.M.C.v.D., M.U., M.A.), University Medical Center Groningen, the Netherlands; University of Tokyo-Nippon Medical School (A.M.); Department of Health Informatics, School of Public Health (S.T.), Kyoto University; Department of Neurosurgery (H.A.), Juntendo University Medical School, Tokyo; Department of Neurosurgery (K.N.), Shiga University of Medical Science; and Department of Endovascular Neurosurgery (Y.M., T.I., H.T.), Tokyo Jikei University School of Medicine, Japan
| | - Antti E Lindgren
- From the Department of Neurology and Neurosurgery, UMC Utrecht Brain Center (C.C.M.Z., L.A.M., G.J.E.R., Y.M.R.), and Julius Centre for Health Sciences and Primary Care (J.P.G.), University Medical Center Utrecht; Department of Neurology (M.J.H.W.), Leiden University Medical Center, the Netherlands; Department of Clinical Neurosciences (S.J.), University of Helsinki; Neurosurgery of NeuroCenter (A.E.L., T.K., J.E.J.), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (T.Y.), National Hospital Organization, Mito Medical Center, Japan; Departments of Neurosurgery (R.M., J.M.C.v.D., M.U., M.A.), University Medical Center Groningen, the Netherlands; University of Tokyo-Nippon Medical School (A.M.); Department of Health Informatics, School of Public Health (S.T.), Kyoto University; Department of Neurosurgery (H.A.), Juntendo University Medical School, Tokyo; Department of Neurosurgery (K.N.), Shiga University of Medical Science; and Department of Endovascular Neurosurgery (Y.M., T.I., H.T.), Tokyo Jikei University School of Medicine, Japan
| | - Timo Koivisto
- From the Department of Neurology and Neurosurgery, UMC Utrecht Brain Center (C.C.M.Z., L.A.M., G.J.E.R., Y.M.R.), and Julius Centre for Health Sciences and Primary Care (J.P.G.), University Medical Center Utrecht; Department of Neurology (M.J.H.W.), Leiden University Medical Center, the Netherlands; Department of Clinical Neurosciences (S.J.), University of Helsinki; Neurosurgery of NeuroCenter (A.E.L., T.K., J.E.J.), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (T.Y.), National Hospital Organization, Mito Medical Center, Japan; Departments of Neurosurgery (R.M., J.M.C.v.D., M.U., M.A.), University Medical Center Groningen, the Netherlands; University of Tokyo-Nippon Medical School (A.M.); Department of Health Informatics, School of Public Health (S.T.), Kyoto University; Department of Neurosurgery (H.A.), Juntendo University Medical School, Tokyo; Department of Neurosurgery (K.N.), Shiga University of Medical Science; and Department of Endovascular Neurosurgery (Y.M., T.I., H.T.), Tokyo Jikei University School of Medicine, Japan
| | - Juha E Jääskeläinen
- From the Department of Neurology and Neurosurgery, UMC Utrecht Brain Center (C.C.M.Z., L.A.M., G.J.E.R., Y.M.R.), and Julius Centre for Health Sciences and Primary Care (J.P.G.), University Medical Center Utrecht; Department of Neurology (M.J.H.W.), Leiden University Medical Center, the Netherlands; Department of Clinical Neurosciences (S.J.), University of Helsinki; Neurosurgery of NeuroCenter (A.E.L., T.K., J.E.J.), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (T.Y.), National Hospital Organization, Mito Medical Center, Japan; Departments of Neurosurgery (R.M., J.M.C.v.D., M.U., M.A.), University Medical Center Groningen, the Netherlands; University of Tokyo-Nippon Medical School (A.M.); Department of Health Informatics, School of Public Health (S.T.), Kyoto University; Department of Neurosurgery (H.A.), Juntendo University Medical School, Tokyo; Department of Neurosurgery (K.N.), Shiga University of Medical Science; and Department of Endovascular Neurosurgery (Y.M., T.I., H.T.), Tokyo Jikei University School of Medicine, Japan
| | - Tomosato Yamazaki
- From the Department of Neurology and Neurosurgery, UMC Utrecht Brain Center (C.C.M.Z., L.A.M., G.J.E.R., Y.M.R.), and Julius Centre for Health Sciences and Primary Care (J.P.G.), University Medical Center Utrecht; Department of Neurology (M.J.H.W.), Leiden University Medical Center, the Netherlands; Department of Clinical Neurosciences (S.J.), University of Helsinki; Neurosurgery of NeuroCenter (A.E.L., T.K., J.E.J.), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (T.Y.), National Hospital Organization, Mito Medical Center, Japan; Departments of Neurosurgery (R.M., J.M.C.v.D., M.U., M.A.), University Medical Center Groningen, the Netherlands; University of Tokyo-Nippon Medical School (A.M.); Department of Health Informatics, School of Public Health (S.T.), Kyoto University; Department of Neurosurgery (H.A.), Juntendo University Medical School, Tokyo; Department of Neurosurgery (K.N.), Shiga University of Medical Science; and Department of Endovascular Neurosurgery (Y.M., T.I., H.T.), Tokyo Jikei University School of Medicine, Japan
| | - Rob Molenberg
- From the Department of Neurology and Neurosurgery, UMC Utrecht Brain Center (C.C.M.Z., L.A.M., G.J.E.R., Y.M.R.), and Julius Centre for Health Sciences and Primary Care (J.P.G.), University Medical Center Utrecht; Department of Neurology (M.J.H.W.), Leiden University Medical Center, the Netherlands; Department of Clinical Neurosciences (S.J.), University of Helsinki; Neurosurgery of NeuroCenter (A.E.L., T.K., J.E.J.), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (T.Y.), National Hospital Organization, Mito Medical Center, Japan; Departments of Neurosurgery (R.M., J.M.C.v.D., M.U., M.A.), University Medical Center Groningen, the Netherlands; University of Tokyo-Nippon Medical School (A.M.); Department of Health Informatics, School of Public Health (S.T.), Kyoto University; Department of Neurosurgery (H.A.), Juntendo University Medical School, Tokyo; Department of Neurosurgery (K.N.), Shiga University of Medical Science; and Department of Endovascular Neurosurgery (Y.M., T.I., H.T.), Tokyo Jikei University School of Medicine, Japan
| | - J Marc C van Dijk
- From the Department of Neurology and Neurosurgery, UMC Utrecht Brain Center (C.C.M.Z., L.A.M., G.J.E.R., Y.M.R.), and Julius Centre for Health Sciences and Primary Care (J.P.G.), University Medical Center Utrecht; Department of Neurology (M.J.H.W.), Leiden University Medical Center, the Netherlands; Department of Clinical Neurosciences (S.J.), University of Helsinki; Neurosurgery of NeuroCenter (A.E.L., T.K., J.E.J.), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (T.Y.), National Hospital Organization, Mito Medical Center, Japan; Departments of Neurosurgery (R.M., J.M.C.v.D., M.U., M.A.), University Medical Center Groningen, the Netherlands; University of Tokyo-Nippon Medical School (A.M.); Department of Health Informatics, School of Public Health (S.T.), Kyoto University; Department of Neurosurgery (H.A.), Juntendo University Medical School, Tokyo; Department of Neurosurgery (K.N.), Shiga University of Medical Science; and Department of Endovascular Neurosurgery (Y.M., T.I., H.T.), Tokyo Jikei University School of Medicine, Japan
| | - Maarten Uyttenboogaart
- From the Department of Neurology and Neurosurgery, UMC Utrecht Brain Center (C.C.M.Z., L.A.M., G.J.E.R., Y.M.R.), and Julius Centre for Health Sciences and Primary Care (J.P.G.), University Medical Center Utrecht; Department of Neurology (M.J.H.W.), Leiden University Medical Center, the Netherlands; Department of Clinical Neurosciences (S.J.), University of Helsinki; Neurosurgery of NeuroCenter (A.E.L., T.K., J.E.J.), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (T.Y.), National Hospital Organization, Mito Medical Center, Japan; Departments of Neurosurgery (R.M., J.M.C.v.D., M.U., M.A.), University Medical Center Groningen, the Netherlands; University of Tokyo-Nippon Medical School (A.M.); Department of Health Informatics, School of Public Health (S.T.), Kyoto University; Department of Neurosurgery (H.A.), Juntendo University Medical School, Tokyo; Department of Neurosurgery (K.N.), Shiga University of Medical Science; and Department of Endovascular Neurosurgery (Y.M., T.I., H.T.), Tokyo Jikei University School of Medicine, Japan
| | - Marlien Aalbers
- From the Department of Neurology and Neurosurgery, UMC Utrecht Brain Center (C.C.M.Z., L.A.M., G.J.E.R., Y.M.R.), and Julius Centre for Health Sciences and Primary Care (J.P.G.), University Medical Center Utrecht; Department of Neurology (M.J.H.W.), Leiden University Medical Center, the Netherlands; Department of Clinical Neurosciences (S.J.), University of Helsinki; Neurosurgery of NeuroCenter (A.E.L., T.K., J.E.J.), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (T.Y.), National Hospital Organization, Mito Medical Center, Japan; Departments of Neurosurgery (R.M., J.M.C.v.D., M.U., M.A.), University Medical Center Groningen, the Netherlands; University of Tokyo-Nippon Medical School (A.M.); Department of Health Informatics, School of Public Health (S.T.), Kyoto University; Department of Neurosurgery (H.A.), Juntendo University Medical School, Tokyo; Department of Neurosurgery (K.N.), Shiga University of Medical Science; and Department of Endovascular Neurosurgery (Y.M., T.I., H.T.), Tokyo Jikei University School of Medicine, Japan
| | - Akio Morita
- From the Department of Neurology and Neurosurgery, UMC Utrecht Brain Center (C.C.M.Z., L.A.M., G.J.E.R., Y.M.R.), and Julius Centre for Health Sciences and Primary Care (J.P.G.), University Medical Center Utrecht; Department of Neurology (M.J.H.W.), Leiden University Medical Center, the Netherlands; Department of Clinical Neurosciences (S.J.), University of Helsinki; Neurosurgery of NeuroCenter (A.E.L., T.K., J.E.J.), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (T.Y.), National Hospital Organization, Mito Medical Center, Japan; Departments of Neurosurgery (R.M., J.M.C.v.D., M.U., M.A.), University Medical Center Groningen, the Netherlands; University of Tokyo-Nippon Medical School (A.M.); Department of Health Informatics, School of Public Health (S.T.), Kyoto University; Department of Neurosurgery (H.A.), Juntendo University Medical School, Tokyo; Department of Neurosurgery (K.N.), Shiga University of Medical Science; and Department of Endovascular Neurosurgery (Y.M., T.I., H.T.), Tokyo Jikei University School of Medicine, Japan
| | - Shinjiro Tominari
- From the Department of Neurology and Neurosurgery, UMC Utrecht Brain Center (C.C.M.Z., L.A.M., G.J.E.R., Y.M.R.), and Julius Centre for Health Sciences and Primary Care (J.P.G.), University Medical Center Utrecht; Department of Neurology (M.J.H.W.), Leiden University Medical Center, the Netherlands; Department of Clinical Neurosciences (S.J.), University of Helsinki; Neurosurgery of NeuroCenter (A.E.L., T.K., J.E.J.), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (T.Y.), National Hospital Organization, Mito Medical Center, Japan; Departments of Neurosurgery (R.M., J.M.C.v.D., M.U., M.A.), University Medical Center Groningen, the Netherlands; University of Tokyo-Nippon Medical School (A.M.); Department of Health Informatics, School of Public Health (S.T.), Kyoto University; Department of Neurosurgery (H.A.), Juntendo University Medical School, Tokyo; Department of Neurosurgery (K.N.), Shiga University of Medical Science; and Department of Endovascular Neurosurgery (Y.M., T.I., H.T.), Tokyo Jikei University School of Medicine, Japan
| | - Hajime Arai
- From the Department of Neurology and Neurosurgery, UMC Utrecht Brain Center (C.C.M.Z., L.A.M., G.J.E.R., Y.M.R.), and Julius Centre for Health Sciences and Primary Care (J.P.G.), University Medical Center Utrecht; Department of Neurology (M.J.H.W.), Leiden University Medical Center, the Netherlands; Department of Clinical Neurosciences (S.J.), University of Helsinki; Neurosurgery of NeuroCenter (A.E.L., T.K., J.E.J.), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (T.Y.), National Hospital Organization, Mito Medical Center, Japan; Departments of Neurosurgery (R.M., J.M.C.v.D., M.U., M.A.), University Medical Center Groningen, the Netherlands; University of Tokyo-Nippon Medical School (A.M.); Department of Health Informatics, School of Public Health (S.T.), Kyoto University; Department of Neurosurgery (H.A.), Juntendo University Medical School, Tokyo; Department of Neurosurgery (K.N.), Shiga University of Medical Science; and Department of Endovascular Neurosurgery (Y.M., T.I., H.T.), Tokyo Jikei University School of Medicine, Japan
| | - Kazuhiko Nozaki
- From the Department of Neurology and Neurosurgery, UMC Utrecht Brain Center (C.C.M.Z., L.A.M., G.J.E.R., Y.M.R.), and Julius Centre for Health Sciences and Primary Care (J.P.G.), University Medical Center Utrecht; Department of Neurology (M.J.H.W.), Leiden University Medical Center, the Netherlands; Department of Clinical Neurosciences (S.J.), University of Helsinki; Neurosurgery of NeuroCenter (A.E.L., T.K., J.E.J.), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (T.Y.), National Hospital Organization, Mito Medical Center, Japan; Departments of Neurosurgery (R.M., J.M.C.v.D., M.U., M.A.), University Medical Center Groningen, the Netherlands; University of Tokyo-Nippon Medical School (A.M.); Department of Health Informatics, School of Public Health (S.T.), Kyoto University; Department of Neurosurgery (H.A.), Juntendo University Medical School, Tokyo; Department of Neurosurgery (K.N.), Shiga University of Medical Science; and Department of Endovascular Neurosurgery (Y.M., T.I., H.T.), Tokyo Jikei University School of Medicine, Japan
| | - Yuichi Murayama
- From the Department of Neurology and Neurosurgery, UMC Utrecht Brain Center (C.C.M.Z., L.A.M., G.J.E.R., Y.M.R.), and Julius Centre for Health Sciences and Primary Care (J.P.G.), University Medical Center Utrecht; Department of Neurology (M.J.H.W.), Leiden University Medical Center, the Netherlands; Department of Clinical Neurosciences (S.J.), University of Helsinki; Neurosurgery of NeuroCenter (A.E.L., T.K., J.E.J.), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (T.Y.), National Hospital Organization, Mito Medical Center, Japan; Departments of Neurosurgery (R.M., J.M.C.v.D., M.U., M.A.), University Medical Center Groningen, the Netherlands; University of Tokyo-Nippon Medical School (A.M.); Department of Health Informatics, School of Public Health (S.T.), Kyoto University; Department of Neurosurgery (H.A.), Juntendo University Medical School, Tokyo; Department of Neurosurgery (K.N.), Shiga University of Medical Science; and Department of Endovascular Neurosurgery (Y.M., T.I., H.T.), Tokyo Jikei University School of Medicine, Japan
| | - Toshihiro Ishibashi
- From the Department of Neurology and Neurosurgery, UMC Utrecht Brain Center (C.C.M.Z., L.A.M., G.J.E.R., Y.M.R.), and Julius Centre for Health Sciences and Primary Care (J.P.G.), University Medical Center Utrecht; Department of Neurology (M.J.H.W.), Leiden University Medical Center, the Netherlands; Department of Clinical Neurosciences (S.J.), University of Helsinki; Neurosurgery of NeuroCenter (A.E.L., T.K., J.E.J.), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (T.Y.), National Hospital Organization, Mito Medical Center, Japan; Departments of Neurosurgery (R.M., J.M.C.v.D., M.U., M.A.), University Medical Center Groningen, the Netherlands; University of Tokyo-Nippon Medical School (A.M.); Department of Health Informatics, School of Public Health (S.T.), Kyoto University; Department of Neurosurgery (H.A.), Juntendo University Medical School, Tokyo; Department of Neurosurgery (K.N.), Shiga University of Medical Science; and Department of Endovascular Neurosurgery (Y.M., T.I., H.T.), Tokyo Jikei University School of Medicine, Japan
| | - Hiroyuki Takao
- From the Department of Neurology and Neurosurgery, UMC Utrecht Brain Center (C.C.M.Z., L.A.M., G.J.E.R., Y.M.R.), and Julius Centre for Health Sciences and Primary Care (J.P.G.), University Medical Center Utrecht; Department of Neurology (M.J.H.W.), Leiden University Medical Center, the Netherlands; Department of Clinical Neurosciences (S.J.), University of Helsinki; Neurosurgery of NeuroCenter (A.E.L., T.K., J.E.J.), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (T.Y.), National Hospital Organization, Mito Medical Center, Japan; Departments of Neurosurgery (R.M., J.M.C.v.D., M.U., M.A.), University Medical Center Groningen, the Netherlands; University of Tokyo-Nippon Medical School (A.M.); Department of Health Informatics, School of Public Health (S.T.), Kyoto University; Department of Neurosurgery (H.A.), Juntendo University Medical School, Tokyo; Department of Neurosurgery (K.N.), Shiga University of Medical Science; and Department of Endovascular Neurosurgery (Y.M., T.I., H.T.), Tokyo Jikei University School of Medicine, Japan
| | - Gabriel J E Rinkel
- From the Department of Neurology and Neurosurgery, UMC Utrecht Brain Center (C.C.M.Z., L.A.M., G.J.E.R., Y.M.R.), and Julius Centre for Health Sciences and Primary Care (J.P.G.), University Medical Center Utrecht; Department of Neurology (M.J.H.W.), Leiden University Medical Center, the Netherlands; Department of Clinical Neurosciences (S.J.), University of Helsinki; Neurosurgery of NeuroCenter (A.E.L., T.K., J.E.J.), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (T.Y.), National Hospital Organization, Mito Medical Center, Japan; Departments of Neurosurgery (R.M., J.M.C.v.D., M.U., M.A.), University Medical Center Groningen, the Netherlands; University of Tokyo-Nippon Medical School (A.M.); Department of Health Informatics, School of Public Health (S.T.), Kyoto University; Department of Neurosurgery (H.A.), Juntendo University Medical School, Tokyo; Department of Neurosurgery (K.N.), Shiga University of Medical Science; and Department of Endovascular Neurosurgery (Y.M., T.I., H.T.), Tokyo Jikei University School of Medicine, Japan
| | - Jacoba P Greving
- From the Department of Neurology and Neurosurgery, UMC Utrecht Brain Center (C.C.M.Z., L.A.M., G.J.E.R., Y.M.R.), and Julius Centre for Health Sciences and Primary Care (J.P.G.), University Medical Center Utrecht; Department of Neurology (M.J.H.W.), Leiden University Medical Center, the Netherlands; Department of Clinical Neurosciences (S.J.), University of Helsinki; Neurosurgery of NeuroCenter (A.E.L., T.K., J.E.J.), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (T.Y.), National Hospital Organization, Mito Medical Center, Japan; Departments of Neurosurgery (R.M., J.M.C.v.D., M.U., M.A.), University Medical Center Groningen, the Netherlands; University of Tokyo-Nippon Medical School (A.M.); Department of Health Informatics, School of Public Health (S.T.), Kyoto University; Department of Neurosurgery (H.A.), Juntendo University Medical School, Tokyo; Department of Neurosurgery (K.N.), Shiga University of Medical Science; and Department of Endovascular Neurosurgery (Y.M., T.I., H.T.), Tokyo Jikei University School of Medicine, Japan
| | - Ynte M Ruigrok
- From the Department of Neurology and Neurosurgery, UMC Utrecht Brain Center (C.C.M.Z., L.A.M., G.J.E.R., Y.M.R.), and Julius Centre for Health Sciences and Primary Care (J.P.G.), University Medical Center Utrecht; Department of Neurology (M.J.H.W.), Leiden University Medical Center, the Netherlands; Department of Clinical Neurosciences (S.J.), University of Helsinki; Neurosurgery of NeuroCenter (A.E.L., T.K., J.E.J.), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (T.Y.), National Hospital Organization, Mito Medical Center, Japan; Departments of Neurosurgery (R.M., J.M.C.v.D., M.U., M.A.), University Medical Center Groningen, the Netherlands; University of Tokyo-Nippon Medical School (A.M.); Department of Health Informatics, School of Public Health (S.T.), Kyoto University; Department of Neurosurgery (H.A.), Juntendo University Medical School, Tokyo; Department of Neurosurgery (K.N.), Shiga University of Medical Science; and Department of Endovascular Neurosurgery (Y.M., T.I., H.T.), Tokyo Jikei University School of Medicine, Japan.
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Poppenberg KE, Li L, Waqas M, Paliwal N, Jiang K, Jarvis JN, Sun Y, Snyder KV, Levy EI, Siddiqui AH, Kolega J, Meng H, Tutino VM. Whole blood transcriptome biomarkers of unruptured intracranial aneurysm. PLoS One 2020; 15:e0241838. [PMID: 33156839 PMCID: PMC7647097 DOI: 10.1371/journal.pone.0241838] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2020] [Accepted: 10/21/2020] [Indexed: 12/23/2022] Open
Abstract
BACKGROUND The rupture of an intracranial aneurysm (IA) causes devastating subarachnoid hemorrhages, yet most IAs remain undiscovered until they rupture. Recently, we found an IA RNA expression signature of circulating neutrophils, and used transcriptome data to build predictive models for unruptured IAs. In this study, we evaluate the feasibility of using whole blood transcriptomes to predict the presence of unruptured IAs. METHODS We subjected RNA from peripheral whole blood of 67 patients (34 with unruptured IA, 33 without IA) to next-generation RNA sequencing. Model genes were identified using the least absolute shrinkage and selection operator (LASSO) in a random training cohort (n = 47). These genes were used to train a Gaussian Support Vector Machine (gSVM) model to distinguish patients with IA. The model was applied to an independent testing cohort (n = 20) to evaluate performance by receiver operating characteristic (ROC) curve. Gene ontology and pathway analyses investigated the underlying biology of the model genes. RESULTS We identified 18 genes that could distinguish IA patients in a training cohort with 85% accuracy. This SVM model also had 85% accuracy in the testing cohort, with an area under the ROC curve of 0.91. Bioinformatics reflected activation and recruitment of leukocytes, activation of macrophages, and inflammatory response, suggesting that the biomarker captures important processes in IA pathogenesis. CONCLUSIONS Circulating whole blood transcriptomes can detect the presence of unruptured IAs. Pending additional testing in larger cohorts, this could serve as a foundation to develop a simple blood-based test to facilitate screening and early detection of IAs.
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Affiliation(s)
- Kerry E. Poppenberg
- Canon Stroke and Vascular Research Center, Buffalo, New York, United States of America
- Department of Biomedical Engineering, University at Buffalo, Buffalo, New York, United States of America
- Department of Neurosurgery, University at Buffalo, Buffalo, New York, United States of America
| | - Lu Li
- Department of Computer Science and Engineering, University at Buffalo, Buffalo, New York, United States of America
| | - Muhammad Waqas
- Department of Neurosurgery, University at Buffalo, Buffalo, New York, United States of America
| | - Nikhil Paliwal
- Canon Stroke and Vascular Research Center, Buffalo, New York, United States of America
- Department of Biomedical Engineering, University at Buffalo, Buffalo, New York, United States of America
| | - Kaiyu Jiang
- Genetics, Genomics, and Bioinformatics Program, University at Buffalo, Buffalo, New York, United States of America
| | - James N. Jarvis
- Genetics, Genomics, and Bioinformatics Program, University at Buffalo, Buffalo, New York, United States of America
- Department of Pediatrics, University at Buffalo, Buffalo, New York, United States of America
| | - Yijun Sun
- Genetics, Genomics, and Bioinformatics Program, University at Buffalo, Buffalo, New York, United States of America
- Department of Microbiology and Immunology, University at Buffalo, Buffalo, New York, United States of America
| | - Kenneth V. Snyder
- Canon Stroke and Vascular Research Center, Buffalo, New York, United States of America
- Department of Neurosurgery, University at Buffalo, Buffalo, New York, United States of America
- Department of Radiology, University at Buffalo, Buffalo, New York, United States of America
- Department of Neurology, University at Buffalo, Buffalo, New York, United States of America
| | - Elad I. Levy
- Canon Stroke and Vascular Research Center, Buffalo, New York, United States of America
- Department of Neurosurgery, University at Buffalo, Buffalo, New York, United States of America
- Department of Radiology, University at Buffalo, Buffalo, New York, United States of America
| | - Adnan H. Siddiqui
- Canon Stroke and Vascular Research Center, Buffalo, New York, United States of America
- Department of Neurosurgery, University at Buffalo, Buffalo, New York, United States of America
- Department of Radiology, University at Buffalo, Buffalo, New York, United States of America
| | - John Kolega
- Canon Stroke and Vascular Research Center, Buffalo, New York, United States of America
- Department of Pathology and Anatomical Sciences, University at Buffalo, Buffalo, New York, United States of America
| | - Hui Meng
- Canon Stroke and Vascular Research Center, Buffalo, New York, United States of America
- Department of Biomedical Engineering, University at Buffalo, Buffalo, New York, United States of America
- Department of Neurosurgery, University at Buffalo, Buffalo, New York, United States of America
- Department of Mechanical & Aerospace Engineering, University at Buffalo, Buffalo, New York, United States of America
| | - Vincent M. Tutino
- Canon Stroke and Vascular Research Center, Buffalo, New York, United States of America
- Department of Biomedical Engineering, University at Buffalo, Buffalo, New York, United States of America
- Department of Neurosurgery, University at Buffalo, Buffalo, New York, United States of America
- Department of Pathology and Anatomical Sciences, University at Buffalo, Buffalo, New York, United States of America
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