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Subarachnoid hemorrhage: tests of association with apolipoprotein E and elastin genes
© Kaushal et al; licensee BioMed Central Ltd. 2007
Received: 12 December 2006
Accepted: 31 July 2007
Published: 31 July 2007
Apolipoprotein E (APOE) and elastin (ELN) are plausible candidate genes involved in the pathogenesis of stroke. We tested for association of variants in APOE and ELN with subarachnoid hemorrhage (SAH) in a population-based study. We genotyped 12 single nucleotide polymorphisms (SNPs) on APOE and 10 SNPs on ELN in a sample of 309 Caucasian individuals, of whom 107 are SAH cases and 202 are age-, race-, and gender-matched controls from the Greater Cincinnati/Northern Kentucky region. Associations were tested at genotype, allele, and haplotype levels. A genomic control analysis was performed to check for spurious associations resulting from population substructure.
At the APOE locus, no individual SNP was associated with SAH after correction for multiple comparisons. Haplotype analysis revealed significant association of the major haplotype (Hap1) in APOE with SAH (p = 0.001). The association stemmed from both the 5' promoter and the 3' region of the APOE gene. APOE ε2 and ε 4 were not significantly associated with SAH. No association was observed for ELN at genotype, allele, or haplotype level and our study failed to confirm previous reports of ELN association with aneurysmal SAH.
This study suggests a role of the APOE gene in the etiology of aneurysmal SAH.
Non-traumatic, spontaneous subarachnoid hemorrhage (SAH) affects 16,000 to 17,000 individuals each year in the United States [1–3]. SAH has a 30-day mortality rate exceeding 40%, and surviving patients often demonstrate significant morbidity [2, 4]. Over 80% of SAH can be attributed to intracranial aneurysm (IA) rupture. Familial aggregation studies of SAH have consistently identified an increased risk of a first-degree relative with SAH or family history of SAH independent of smoking and hypertension .
Variants of the apolipoprotein E (APOE) gene have been associated with Alzheimer's disease, lipid disorders and cardiovascular disease [6–8]. Previous studies have demonstrated that APOE ε4 and/or APOE ε2 are associated with lobar intracerebral hemorrhage (ICH) [9, 10]. We recently reported that haplotypes which include polymorphisms in the 5' untranslated region of the APOE gene are risk factors for lobar ICH . Specific to SAH, Kokubo et al.  found significant association of APOE ε4 with SAH in a Japanese population. Niskakangas et al.  reported association of APOE ε4 with adverse outcome after aneurysmal SAH. No study on other polymorphisms of APOE with regard to risk of SAH has yet been reported.
In addition to APOE, the elastin (ELN) gene emerged as a putative gene for IA after linkage was found on 7q11, where ELN is located . However, prior association studies of SNPs in ELN have been contradictory and remain inconclusive [15, 16]. Further, few studies have been performed in US populations.
We performed a case-control study examining the association of variants in APOE and ELN among a group of US Caucasians with SAH.
The methodology of the Genetic and Environmental Risk Factors of Hemorrhagic Stroke study have been previously reported [5, 11]. Cases of potential ICH or SAH in the Greater Cincinnati and Northern Kentucky are identified by surveillance of 16 hospital emergency and radiology departments and through monitoring of hospital discharge diagnoses. Eligible cases are ≥ 18 years, are without trauma or brain tumor as the cause of hemorrhage, and reside within a 50-mile radius of the University of Cincinnati. A subset of cases was invited to enroll in a direct interview and genetic sampling arm of the study. The response rate was reasonable with over 60% of the cases agreeing to participate. Two controls for each interviewed case, matched by age (± 5 years), race, and gender were recruited from the general population through random digit dialing. Controls were informed of their participation in a risk factor study. Institutional Review Boards at each hospital approved the study, and informed consents were obtained from the participants.
SAH was defined as non-traumatic abrupt onset of severe headache or altered level of consciousness associated with blood in the subarachnoid space on CT or at autopsy, or with a clinical history and examination consistent with SAH where xanthochromia and increased red blood cells are found in the cerebrospinal fluid.
A total of 309 Caucasians were included for analysis, of which 107 were SAH cases matched to 202 controls. There was no significant difference in the average age of cases and controls (51.48 ± 12.93 yrs vs. 50.68 ± 12.23 yrs; p = 0.521) or gender distribution (64.4% vs. 64.8% female; p = 0.992) between the cases and the controls. We also genotyped samples from a small group of African American subjects. However, the limited sample size (24 cases and 43 matched controls) lacked sufficient power to identify associations. Thus, our results refer only to Caucasian cases and controls.
Buccal swabs were collected from each participant at the time of interview, and DNA was extracted by standard methods. Genotyping for APOE ε2/ε3/ε4 alleles was performed by RFLP . For analysis of the SNP markers, genomic DNA was preamplified by whole genome amplification (WGA) using improved-primer extension preamplification. The WGA kit (High-Fidelity Expand Template System) was obtained from Roche Pharmaceuticals. Five nanograms of DNA was subjected to WGA and then diluted 50-fold, of which 2 μl was used for SNP genotyping. The WGA protocols are validated for analysis of genetic markers in our laboratory .
The TaqMan™ (fluorogenic 5' nuclease) assay was used for SNP genotyping. The primers and probes were obtained from Applied Biosystems. PCR was conducted in ABI 9700 thermocyclers, and the end-point results scored using the ABI 7900HT Sequence Detection System. In each 384-well plate, two reference samples and two negative controls were included for quality control.
Distribution of the studied SNPs in the APOE gene region
dbSNP ID (*)
Distribution of the studied SNPs in the ELN gene
dbSNP ID (*)
Allele frequencies were estimated by gene counting. Conformity of genotype proportions to Hardy-Weinberg equilibrium (HWE) was tested by a goodness-of-fit χ2 test. Haplotype frequencies and probabilities of haplotype pairs for each individual were estimated by PHASE version 2.1. PHASE implements Bayesian methods for estimating haplotypes from population data . Allele and genotype frequency differences were tested using allelic and genotypic χ2 tests, respectively. Haplotype associations were tested using χ2 and haplotype trend regression (HTR) . All p-values for allele, genotype and haplotype associations were empirically determined by Monte Carlo simulations as described by Becker and colleagues [22, 23]. Multiple testing was accounted for by testing a global hypothesis of no association for each of the single locus and haplotype test [22, 23].
We performed a genomic control analysis to adjust for population substructure . This was done by typing 30 unlinked SNPs distributed throughout the genome as null markers in all samples (cases and controls) and conducting test statistics to estimate λ following the methods as described .
Genetic variation at the APOElocus
Distribution of genotypes and allele frequencies at the APOE gene in the Caucasian cases and controls
Cases vs. Controls (p-value)
Distribution of APOE ε2/ε3/ε4 alleles and genotypes
APOE haplotype frequencies inferred by PHASE and HTR and the corresponding p-values showing the levels of difference between cases and controls.
Rare Haplotypes (<0.2)
Genetic variation at the ELNlocus
Distribution of genotypes and allele frequencies at the ELN gene in the Caucasian cases and controls
Cases vs. Controls (p-value)
ELN haplotype frequencies inferred by PHASE and HTR and the corresponding p-values showing the levels of difference between cases and controls.
Although we did not observe significant association of the APOE variants and also could not confirm the association of APOE ε4 with SAH, we did find an association between SAH and the most common APOE haplotype, which occurred in nearly 1/3 of the SAH cases compared to 1/5 of controls. This haplotype included regulatory regions of the gene in the 5' untranslated region. Since variations of the 5' regulatory region are traditionally associated with decreased or increased expression of the gene, we hypothesize that regulation of APOE is the primary mechanism of association of this gene with SAH. We have not examined the 3' untranslated region and our most distal 3' SNP was within the last exon of the gene. Variations in the 3' untranslated region are associated with post-transcriptional processing and we are unable to comment upon variations in these regions.
Our recent study in lobar ICH demonstrated that in addition to the association of APOE ε4 with lobar ICH, APOE haplotypes, which include non-coding variants in regulatory regions, mediate the risk of lobar ICH . These findings underscore the importance of regulatory variants, in addition to coding sequences, in understanding the genetic basis of complex diseases.
Haplotypes have the advantage of providing information not only on the relationship of disease to a single polymorphism, but also on variants that are in linkage disequilibrium with the markers tested. The selection of large haplotypes may lead to "over-partitioning" in which haplotypes with very small frequencies may be spuriously associated with the phenotype in question. In our study, the most common haplotype was associated with the phenotype, making over-partitioning a less-likely confounder.
The primary function of APOE in lipid metabolism is to mediate the interaction of lipid particles with LDL and APOE receptors. The involvement of APOE polymorphisms in lipid metabolism, Alzheimer's disease, and a host of cardiovascular and cerebrovascular diseases imply pleiotropic effects of the gene [6–8]. Although outcome studies have implicated APOE ε4 as a risk allele for cognitive impairment following subacute phase of aneurysmal SAH  and a recent meta-analysis showed marginal association of ε4 carriers with SAH , the biological role of APOE in the etiology of SAH remains unclear. Based on epidemiologic studies showing association of lower cholesterol levels to hemorrhagic stroke including subarachnoid hemorrhage [28–30], it may be speculated that lipid metabolism involving APOE contributes to risk of SAH or its adverse outcomes.
A significant advantage of our study is the inclusion of polymorphisms other than those that code for APOE ε2 and APOE ε4. The overall haplotype spans a large region of the 5' untranslated region and the exons of the APOE gene, which allows for an examination of the regulatory regions. The sliding window analysis provides a compelling indication of association, which emerges from the 5' region of the gene. To our knowledge, no other study has examined any other SNPs of the APOE gene and risk of SAH.
The association of ELN with SAH has not been consistent. Using an affected sib-pair design, Onda et al.  first reported linkage of familial IA to chromosome 7q11 in Japanese families. The putative locus was later confirmed by linkage in a set of extended pedigrees from Utah . However, two other linkage studies, from Japan and Finland, did not replicate these findings [32, 33]. A putative candidate gene, ELN, which maps to 7q11, raised the expectation of its association with IAs.
Although we did not find significant association either at allelic or haplotype levels, we do not to rule out the possible association of ELN with SAH. Differences in allele frequencies and haplotype structures among populations could influence association results. The allele frequencies for many SNPs in our population were different from those reported in the Japanese population . Further, an associated polymorphism could be in LD with the functional variant and not be the functional variant by itself. Variation in LD pattern across populations, therefore, would be important in assessing association.
Case-control association designs should be viewed with caution because spurious association could be introduced by unrecognized population substructure. To guard against such false associations, we used a genomic control approach in which null markers distributed throughout the genome are used to adjust the association test statistics . The adjustment is carried out by estimating a variance inflation factor, λ, from the distribution of the test statistics at the null loci. In the absence of substructure, λ is 1 and the genomic control approach is equivalent to a standard case-control test. A major strength of our study was that we used genomic control to evaluate and correct for any population substructure in our samples. The λ value obtained form the 30 null SNPs was 1.06. This clearly illustrates absence of any major population stratification in our samples, which suggests that our results of association or lack thereof remain valid.
In conclusion, our study suggests a plausible role of the upstream regulatory region of APOE in the etiology of aneurysmal SAH. The complexity of the biological mechanisms underlying ELN in conjunction with genetic heterogeneity among ethnically diverse populations could influence our observed lack of association. Further studies with larger sample sizes and in additional ethnic groups are required to establish the likely involvement of ELN variants in SAH.
This study was supported by funding from the National Institutes of Health, USA (National Institute of Neurological Diseases and Stroke grants R01-NS36695, R01-NS30678; and National Institute of Environmental Health Sciences grant R01-ES06096).
- Linn FH, Rinkel GJ, Algra A, van Gijn J: Incidence of subarachnoid hemorrhage: role of region, year, and rate of computed tomography: a meta-analysis. Stroke. 1996, 27: 625-629.View ArticlePubMedGoogle Scholar
- Broderick J, Brott T, Tomsick T, Huster G, Miller R: The risk of subarachnoid and intracerebral hemorrhages in blacks as compared with whites. N Engl J Med. 1992, 326: 733-736.View ArticlePubMedGoogle Scholar
- Broderick J, Brott T, Tomsick T, Miller R, Huster G: Intracerebral hemorrhage is more than twice as common as subarachnoid hemorrhage. J Neurosurg. 1993, 78: 188-191.View ArticlePubMedGoogle Scholar
- Johnston SC, Selvin S, Gress DR: The burden, trends, and demographics of mortality from subarachnoid hemorrhage. Neurology. 1998, 50: 1413-1418.View ArticlePubMedGoogle Scholar
- Kissela BM, Sauerbeck L, Woo D, Khoury J, Carrozzella J, Pancioli A, Jauch E, Moomaw CJ, Shukla R, Gebel J, Fontaine R, Broderick J: Subarachnoid hemorrhage: a preventable disease with a heritable component. Stroke. 2002, 33: 1321-1326. 10.1161/01.STR.0000014773.57733.3E.View ArticlePubMedGoogle Scholar
- Kamboh MI: Molecular genetics of late-onset Alzheimer's diseases. Ann Hum Genet. 2004, 68: 381-404. 10.1046/j.1529-8817.2004.00110.x.View ArticlePubMedGoogle Scholar
- Song Y, Stamfer MJ, Liu S: Meta-analysis: apolipoprotein E genotypes and risk for coronary heart disease. Ann Intern Med. 2004, 141: 137-147.View ArticlePubMedGoogle Scholar
- Volcik KA, Barkley RA, Hutchinson RG, Mosley TH, Heiss G, Sharrett AR, Ballantyne CM, Boerwinkle E: Apolipoprotein E polymorphisms predict low density lipoprotein cholesterol levels and carotid artery wall thickness but not incident coronary heart disease in 12,491 ARIC study participants. Am J Epidemiol. 2006, 164: 342-348. 10.1093/aje/kwj202.View ArticlePubMedGoogle Scholar
- Nicoll JA, Burnett C, Love S, Graham DI, Dewar D, Ironside JW, Stewart J, Vinters HV: High frequency apolipoprotein ε2 allele in hemorrhage due to cerebral amyloid angiopathy. Ann Neurol. 1997, 41: 716-721. 10.1002/ana.410410607.View ArticlePubMedGoogle Scholar
- Greenberg S, Briggs M, Hyman BT, Kokoris GJ, Takis C, Kanter DS, Kase CS, Pessin MS: Apolipoprotein E4 is associated with the presence and earlier onset of hemorrhage in cerebral amyloid angiopathy. Stroke. 1996, 27: 1333-1337.View ArticlePubMedGoogle Scholar
- Woo D, Kaushal R, Chakraborty R, Woo J, Haverbusch M, Sekar P, Kissela B, Pancioli A, Jauch E, Kleindorfer D, Flaherty M, Schneider A, Khatri P, Sauerbeck L, Khoury J, Deka R, Broderick J: Association of apolipoprotein E4 and haplotypes of the apolipoprotein e gene with lobar intracerebral hemorrhage. Stroke. 2005, 36: 1874-1879. 10.1161/01.STR.0000177891.15082.b9.View ArticlePubMedGoogle Scholar
- Kokubo Y, Chowdhury AH, Date C, Yokoyama T, Sobue H, Tanaka H: Age-dependent association of apolipoprotein E genotypes with stroke subtypes in a Japanese rural population. Stroke. 2000, 31: 1299-1306.View ArticlePubMedGoogle Scholar
- Niskakangas T, Ohman J, Niemela M, Ilveskoski E, Kunnas TA, Karhunen PJ: Association of apolipoprotein E polymorphism with outcome after aneurysmal subarachnoid hemorrhage: a preliminary study. Stroke. 2001, 32: 1181-1184.View ArticlePubMedGoogle Scholar
- Onda H, Kasuya H, Yoneyama T, Takakura K, Hori T, Takeda J, Nakajima T, Inoue I: Genomewide-linkage and haplotype-association studies map intracranial aneurysm to chromosome 7q11. Am J Hum Genet. 2001, 69: 804-819. 10.1086/323614.View ArticlePubMedPubMed CentralGoogle Scholar
- Ruigrok YM, Seitz U, Wolterink S, Rinkel GJ, Wijmenga C, Urbán Z: Association of polymorphisms and haplotypes in the elastin gene in Dutch patients with sporadic aneurysmal subarachnoid hemorrhage. Stroke. 2004, 35: 2064-2068. 10.1161/01.STR.0000139380.50649.5c.View ArticlePubMedGoogle Scholar
- Hofer A, Hermans M, Kubassek N, Sitzer M, Funke H, Stögbauer F, Ivaskevicius V, Oldenburg J, Burtscher J, Knopp U, Schoch B, Wanke I, Hübner F, Deinsberger W, Meyer B, Boecher-Schwarz H, Poewe W, Raabe A, Steinmetz H, Auburger G: Elastin polymorphism haplotype and intracranial aneurysms are not associated in Central Europe. Stroke. 2003, 34: 1207-1211. 10.1161/01.STR.0000069013.83336.1C.View ArticlePubMedGoogle Scholar
- Rebeck GW, Reiter JS, Strickland DK, Hyman BT: Apolipoprotein E in sporadic Alzheimer's disease: allelic variation and receptor interactions. Neuron. 1993, 11: 575-80. 10.1016/0896-6273(93)90070-8.View ArticlePubMedGoogle Scholar
- Sun G, Kaushal R, Pal P, Wolujewicz M, Smelser D, Cheng H, Lu M, Chakraborty R, Jin L, Deka R: Whole-genome amplification: relative efficiencies of the current methods. Legal Med. 2005, 7: 279-286. 10.1016/j.legalmed.2005.05.001.View ArticlePubMedGoogle Scholar
- dbSNP. [http://www.ncbi.nih.gov]
- Stephens M, Smith NJ, Donnelly P: A new statistical method for haplotype reconstruction from population data. Am J Hum Genet. 2001, 68: 978-989. 10.1086/319501.View ArticlePubMedPubMed CentralGoogle Scholar
- Zaykin DV, Westfall PH, Young SS, Karnoub MA, Wagner MJ, Ehm MG: Testing association of statistically inferred haplotypes with discrete and continuous traits in samples of unrelated individuals. Hum Hered. 2002, 53: 79-91. 10.1159/000057986.View ArticlePubMedGoogle Scholar
- Becker T, Knapp M: A powerful strategy to account for multiple testing in the context of haplotype analysis. Am J Hum Genet. 2004, 75: 561-570. 10.1086/424390.View ArticlePubMedPubMed CentralGoogle Scholar
- Becker T, Cichon S, Jonson E, Knapp M: Multiple testing in the context of haplotype analysis revisited : application to case-control data. Ann Hum Genet. 2005, 69: 747-756. 10.1111/j.1529-8817.2005.00198.x.View ArticlePubMedGoogle Scholar
- Devlin B, Roeder K: Genomic control for association studies. Biometrics. 1999, 55: 997-1004. 10.1111/j.0006-341X.1999.00997.x.View ArticlePubMedGoogle Scholar
- Marchini J, Cardon LR, Phillips MS, Donnelly P: The effects of human population structure on large genetic association studies. Nat Genet. 2004, 36: 512-517. 10.1038/ng1337.View ArticlePubMedGoogle Scholar
- Louko AM, Vilkki J, Niskakangas T: ApoE genotype and cognition after subarachnoid haemorrhage: a longitudinal study. Acta Neurol Scand. 2006, 114: 315-319. 10.1111/j.1600-0404.2006.00676.x.View ArticlePubMedGoogle Scholar
- Sudlow C, Martinez Gonzalez NA, Kim J, Clark C: Does apolipoprotein E genotype influence the risk of ischemic stroke, intracerebral hemorrhage, or subarachnoid hemorrhage? Systematic review and meta-analyses of 31 studies among 5961 cases and 17,965 controls. Stroke. 2006, 37: 364-370. 10.1161/01.STR.0000199065.12908.62.View ArticlePubMedGoogle Scholar
- Gatchev O, Rastam L, Lindberg G, Gullberg B, Eklund GA, Isacsson SO: Subarachnoid hemorrhage, cerebral hemorrhage, and serum cholesterol concentration in men and women. Ann Epidemiol. 1993, 3 (4): 403-409.View ArticlePubMedGoogle Scholar
- Okumura K, Iseki K, Wakugami K, Kimura Y, Muratani H, Ikemiya Y, Fukiyama K: Low serum cholesterol as a risk factor for hemorrhagic stroke in men: a community-based mass screening in Okinawa, Japan. Jpn Circ J. 1999, 63: 53-58. 10.1253/jcj.63.53.View ArticlePubMedGoogle Scholar
- Konishi M, Iso H, Komachi Y, Iida M, Shimamoto T, Jacobs DR, Terao A, Baba S, Sankai T, Ito M: Associations of serum total cholesterol, different types of stroke, and stenosis distribution of cerebral arteries. The Akita Pathology Study. Stroke. 1993, 24: 954-964.View ArticlePubMedGoogle Scholar
- Farnham JM, Camp NJ, Neuhausen SL, Tsuruda J, Parker D, MacDonald J, Cannon-Albright LA: Confirmation of chromosome 7q11 locus for predisposition to intracranial aneurysm. Hum Genet. 2004, 114: 250-255. 10.1007/s00439-003-1044-z.View ArticlePubMedGoogle Scholar
- Yamada S, Utsunomiya M, Inoue K, Nozaki K, Miyamoto S, Hashimoto N, Takenaka K, Yoshinaga T, Koizumi A: Absence of linkage of familial intracranial aneurysms to 7q11 in highly aggregated Japanese families. Stroke. 2003, 34: 892-900. 10.1161/01.STR.0000062887.71400.B4.View ArticlePubMedGoogle Scholar
- Olson JM, Vongpunsawad S, Kuivaniemi H, Ronkainen A, Hernesniemi J, Ryynänen M, Kim LL, Tromp G: Search for intracranial aneurysm susceptibility gene(s) using Finnish families. BMC Med Genet. 2002, 3: 7-10.1186/1471-2350-3-7.View ArticlePubMedPubMed CentralGoogle Scholar
- The pre-publication history for this paper can be accessed here:http://www.biomedcentral.com/1471-2350/8/49/prepub
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