TWI807159B - Method for determination of risk of developing myopia - Google Patents
Method for determination of risk of developing myopia Download PDFInfo
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- TWI807159B TWI807159B TW109102744A TW109102744A TWI807159B TW I807159 B TWI807159 B TW I807159B TW 109102744 A TW109102744 A TW 109102744A TW 109102744 A TW109102744 A TW 109102744A TW I807159 B TWI807159 B TW I807159B
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Abstract
Description
本發明係關於使用遺傳效果高的單核苷酸多型性(SNP)來判定近視發病風險的方法。The present invention relates to a method for determining the risk of myopia using a single nucleotide polymorphism (SNP) with a high genetic effect.
近視係被定義為等效球鏡度(spherical equivalent,SE)為-0.5D(屈光度)或超過該值者,為世界上最常見的屈光不正。高度近視一般被定義為SE<-6.0D或眼軸長>26.0mm,提高了可能引起失明或嚴重的視力障礙的視網膜剝離、青光眼、白內障、黃斑部出血、黃斑變性等之各式各樣的眼疾及全身性疾病的發病風險(非專利文獻1、2)。已有報告近視於亞洲人族群較非亞洲人族群更常見(非專利文獻3-8)且與非亞洲各國(2.0-2.3%)相比,年輕成人(young adults)層中的高度近視之患病率在亞洲地區(6.8-21.6%)為極高(非專利文獻9)。於過去數十年間,近視的患病率係於全世界急遽地持續上升(非專利文獻10),依據近年的報告,預測至2050年為止,全世界的近視患者數應該會達到約50億人(約世界人口的一半),高度近視患者數應該會達到約10億人(世界人口的約10%)(非專利文獻11)。近視的病因雖尚未被精確地闡明,但被認為近視為各式各樣的環境因子及遺傳因子複合地參與而發病的多因子疾病(非專利文獻12-17)。有暗示遺傳因子的影響係近視的度數越高就越強(非專利文獻18-20)。Myopia is defined as those whose spherical equivalent (SE) is -0.5D (diopters) or more, and is the most common refractive error in the world. High myopia is generally defined as SE<-6.0D or axial length>26.0mm, which increases the risk of various eye diseases and systemic diseases such as retinal detachment, glaucoma, cataract, macular hemorrhage, macular degeneration, etc. that may cause blindness or severe visual impairment (non-patent literature 1, 2). It has been reported that myopia is more common in Asians than non-Asians (Non-Patent Documents 3-8) and compared with non-Asian countries (2.0-2.3%), the prevalence of high myopia among young adults is extremely high in Asia (6.8-21.6%) (Non-Patent Document 9). In the past few decades, the prevalence of myopia has continued to rise rapidly all over the world (Non-Patent Document 10). According to recent reports, it is predicted that by 2050, the number of myopia patients in the world should reach about 5 billion (about half of the world's population), and the number of high myopia patients should reach about 1 billion (about 10% of the world's population) (Non-Patent Document 11). Although the etiology of myopia has not been precisely elucidated, it is considered that myopia is a multifactorial disease in which various environmental factors and genetic factors participate in the onset (Non-Patent Documents 12-17). It is implied that the higher the degree of myopia, the stronger the influence of genetic factors is (non-patent literature 18-20).
全基因體關聯分析(genome-wide association study,GWAS)係以網羅基因體全部區域的基因多型為對象,而檢索在無血緣的患者集團與健康者集團之間會顯示顯著頻率差異的基因多型的手法,於闡明多因子疾病的遺傳因子上非常有效。2009年以後,已實施多次以近視為對象的GWAS,迄今為止,已於各式各樣人種集團中鑑定出許多近視及近視相關特徵的感受性基因區域(非專利文獻21-24)。於匯集了作為論文而被報告的GWAS研究的結果之資料庫的NHGRI-EBI GWAS Catalog (https://www.ebi.ac.uk/gwas/),已有報告約200處與近視及近視相關特徵有關的候補基因區域(非專利文獻25)。然而,推測此等之約200處的候補基因區域僅為近視及近視相關特徵之遺傳因子全體的一部分。依據與近視及屈光不正之大規模GWAS有關的2013年之2篇論文,已報告30個以上之感受性基因區域(非專利文獻26、27),但推測此等之基因區域甚至不及近視及屈光不正的表現型分散全體的12%(非專利文獻17)。而且,認為於約200處的候補基因區域的多數中,近視或近視相關特徵與候補基因區域之相關性的強度或相關性之有無於人種集團之間或近視的嚴重度之間並不相同。此等之事實暗示著:有許多會對近視・近視相關特徵造成影響之未被鑑定出的遺傳因子存在。 [先前技術文獻] [非專利文獻]Genome-wide association study (GWAS) is aimed at genotypes covering all regions of the genome, and searching for genotypes that show significant frequency differences between unrelated patient groups and healthy groups is very effective in elucidating the genetic factors of multifactorial diseases. Since 2009, multiple GWASs targeting myopia have been implemented, and so far, many susceptibility gene regions for myopia and myopia-related characteristics have been identified in various ethnic groups (non-patent literature 21-24). In the NHGRI-EBI GWAS Catalog (https://www.ebi.ac.uk/gwas/), a database that collects the results of GWAS studies reported as papers, about 200 candidate gene regions related to myopia and myopia-related characteristics have been reported (Non-Patent Document 25). However, it is estimated that these approximately 200 candidate gene regions are only a part of the repertoire of genetic factors for myopia and myopia-related traits. According to two papers in 2013 related to the large-scale GWAS of myopia and refractive error, more than 30 susceptibility gene regions have been reported (Non-patent literature 26, 27), but it is estimated that these gene regions are not even as good as 12% of the total phenotype dispersion of myopia and refractive error (Non-patent literature 17). Furthermore, it is considered that in most of the approximately 200 candidate gene regions, the strength of the correlation between myopia or myopia-related features and the candidate gene region, or the presence or absence of the correlation is not the same between ethnic groups or the severity of myopia. These facts imply that there are many unidentified genetic factors that affect myopia and myopia-related characteristics. [Prior Art Literature] [Non-patent literature]
[非專利文獻1]Saw SM, Gazzard G, Shih-Yen EC, Chua WH. Myopia and associated pathological complications. Ophthalmic Physiol Opt. 2005;25(5):381-391. [非專利文獻2]Burton TC. The influence of refractive error and lattice degeneration on the incidence of retinal detachment. Trans Am Ophthalmol Soc. 1989;87:143-157. [非專利文獻3]Wilson A, Woo G. A review of the prevalence and causes of myopia. Singapore Med J. 1989;30(5):479-484. [非專利文獻4]Lam CS, Goldschmidt E, Edwards MH. Prevalence of myopia in local and international schools in Hong Kong. Optom Vis Sci. 2004;81(5):317-322. [非專利文獻5]Kempen JH, Mitchell P, Lee KE, Tielsch JM, Broman AT, Taylor HR, et al. The prevalence of refractive errors among adults in the United States, Western Europe, and Australia. Arch Ophthalmol. 2004;122(4):495-505. [非專利文獻6]Sawada A, Tomidokoro A, Araie M, Iwase A, Yamamoto T; Tajimi Study Group. Refractive errors in an elderly Japanese population: the Tajimi study. Ophthalmology. 2008;115(2):363-370. [非專利文獻7]Pan CW, Klein BE, Cotch MF, Shrager S, Klein R, Folsom A, et al. Racial variations in the prevalence of refractive errors in the United States: the multi-ethnic study of atherosclerosis. Am J Ophthalmol. 2013;155(6):1129-1138. [非專利文獻8]Pan CW, Zheng YF, Anuar AR, Chew M, Gazzard G, Aung T, et al. Prevalence of refractive errors in a multiethnic Asian population: the Singapore epidemiology of eye disease study. Invest Ophthalmol Vis Sci. 2013;54(4):2590-2598. [非專利文獻9]Wong YL, Saw SM. Epidemiology of Pathologic Myopia in Asia and Worldwide. Asia Pac J Ophthalmol (Phila). 2016;5(6):394-402. [非專利文獻10]Dolgin E. The myopia boom. Nature. 2015;519(7543):276-278. [非專利文獻11]Holden BA, Fricke TR, Wilson DA, Jong M, Naidoo KS, Sankaridurg P, et al. Global Prevalence of Myopia and High Myopia and Temporal Trends from 2000 through 2050. Ophthalmology. 2016;123(5):1036-1042. [非專利文獻12]Baird PN, Schache M, Dirani M. The GEnes in Myopia (GEM) study in understanding the aetiology of refractive errors. Prog Retin Eye Res. 2010;29(6):520-542. [非專利文獻13]Au Eong KG, Tay TH, Lim MK. Education and myopia in 110,236 young Singaporean males. Singapore Med J. 1993;34(6):489-492. [非專利文獻14]Au Eong KG, Tay TH, Lim MK. Race, culture and myopia in 110,236 young Singaporean males. Singapore Med J. 1993;34(1):29-32. [非專利文獻15]Morgan IG, Rose KA. Myopia and international educational performance. Ophthalmic Physiolog Opt. 2013;33(3):329-338. [非專利文獻16]French AN, Ashby RS, Morgan IG, Rose KA. Time outdoors and the prevention of myopia. Exp Eye Res. 2013;114:56-68. [非專利文獻17]Fan Q, Verhoeven VJ, Wojciechowski R, Barathi VA, Hysi PG, Guggenheim JA, et al. Meta-analysis of gene-environment-wide association scans accounting for education level identifies additional loci for refractive error. Nat Commun. 2016;7:11008. [非專利文獻18]Guggenheim JA, Kirov G, Hodson SA. The heritability of high myopia: a reanalysis of Goldschmidt’s data. J Med Genet. 2000;37(3):227-231. [非專利文獻19]Farbrother JE, Kirov G, Owen MJ, Guggenheim JA. Family aggregation of high myopia: estimation of the sibling recurrence risk ratio. Invest Ophthalmol Vis Sci. 2004;45(9):2873-2878. [非專利文獻20]Peet JA, Cotch MF, Wojciechowski R, Bailey-Wilson JE, Stambolian D. Heritability and familial aggregation of refractive error in the Old Order Amish. Invest Ophthalmol Vis Sci. 2007;48(9):4002-4006. [非專利文獻21]Li J, Zhang Q. Insight into the molecular genetics of myopia. Mol Vis. 2017;23:1048-1080. [非專利文獻22]Fan Q, Barathi VA, Cheng CY, Zhou X, Meguro A, Nakata I, et al. Genetic variants on chromosome 1q41 influence ocular axial length and high myopia. PLoS Genet. 2012;8(6):e1002753. [非專利文獻23]Solouki AM, Verhoeven VJ, van Duijn CM, Verkerk AJ, Ikram MK, Hysi PG, et al. A genome-wide association study identifies a susceptibility locus for refractive errors and myopia at 15q14. Nat Genet. 2010;42(10):897-901. [非專利文獻24]Hysi PG, Young TL, Mackey DA, Andrew T, Fernandez-Medarde A, Solouki AM, et al. A genome-wide association study for myopia and refractive error identifies a susceptibility locus at 15q25. Nat Genet. 2010;42(10):902-905. [非專利文獻25]MacArthur J, Bowler E, Cerezo M, Gil L, Hall P, Hastings E, et al. The new NHGRI-EBI Catalog of published genome-wide association studies (GWAS Catalog). Nucleic Acids Res. 2017;45(D1):D896-D901. [非專利文獻26]Kiefer AK, Tung JY, Do CB, Hinds DA, Mountain JL, Francke U, et al. Genome-wide analysis points to roles for extracellular matrix remodeling, the visual cycle, and neuronal development in myopia. PLoS Genet. 2013;9(2):e1003299. [非專利文獻27]Verhoeven VJ, Hysi PG, Wojciechowski R, Fan Q, Guggenheim JA, Hohn R, et al. Genome-wide meta-analyses of multiancestry cohorts identify multiple new susceptibility loci for refractive error and myopia. Nat Genet. 2013;45(3):314-318.[Non-Patent Document 1] Saw SM, Gazzard G, Shih-Yen EC, Chua WH. Myopia and associated pathological complications. Ophthalmic Physiol Opt. 2005;25(5):381-391. [Non-Patent Document 2] Burton TC. The influence of refractive error and lattice degeneration on the incidence of retinal detachment. Trans Am Ophthalmol Soc. 1989;87:143-157. [Non-Patent Document 3] Wilson A, Woo G. A review of the prevalence and causes of myopia. Singapore Med J. 1989;30(5):479-484. [Non-Patent Document 4]Lam CS, Goldschmidt E, Edwards MH. Prevalence of myopia in local and international schools in Hong Kong. Optom Vis Sci. 2004;81(5):317-322. [Non-Patent Document 5] Kempen JH, Mitchell P, Lee KE, Tielsch JM, Broman AT, Taylor HR, et al. The prevalence of refractive errors among adults in the United States, Western Europe, and Australia. Arch Ophthalmol. 2004;122(4):495-505. [Non-Patent Document 6] Sawada A, Tomidokoro A, Araie M, Iwase A, Yamamoto T; Tajimi Study Group. Refractive errors in an elderly Japanese population: the Tajimi study. Ophthalmology. 2008;115(2):363-370. [Non-Patent Document 7] Pan CW, Klein BE, Cotch MF, Shrager S, Klein R, Folsom A, et al. Racial variations in the prevalence of reactive errors in the United States: the multi-ethnic study of atherosclerosis. Am J Ophthalmol. 2013;155(6):1129 -1138. [Non-Patent Document 8] Pan CW, Zheng YF, Anuar AR, Chew M, Gazzard G, Aung T, et al. Prevalence of refractive errors in a multiethnic Asian population: the Singapore epidemiology of eye disease study. Invest Ophthalmol Vis Sci. 2013;54(4):25 90-2598. [Non-Patent Document 9] Wong YL, Saw SM. Epidemiology of Pathologic Myopia in Asia and Worldwide. Asia Pac J Ophthalmol (Phila). 2016;5(6):394-402. [Non-Patent Document 10] Dolgin E. The myopia boom. Nature. 2015;519(7543):276-278. [Non-Patent Document 11] Holden BA, Fricke TR, Wilson DA, Jong M, Naidoo KS, Sankaridurg P, et al. Global Prevalence of Myopia and High Myopia and Temporal Trends from 2000 through 2050. Ophthalmology. 2016;123(5):1036-10 42. [Non-Patent Document 12] Baird PN, Schache M, Dirani M. The GEnes in Myopia (GEM) study in understanding the aetiology of reactive errors. Prog Retin Eye Res. 2010;29(6):520-542. [Non-Patent Document 13] Au Eong KG, Tay TH, Lim MK. Education and myopia in 110,236 young Singaporean males. Singapore Med J. 1993;34(6):489-492. [Non-Patent Document 14] Au Eong KG, Tay TH, Lim MK. Race, culture and myopia in 110, 236 young Singaporean males. Singapore Med J. 1993;34(1):29-32. [Non-Patent Document 15] Morgan IG, Rose KA. Myopia and international educational performance. Ophthalmic Physiolog Opt. 2013;33(3):329-338. [Non-Patent Document 16] French AN, Ashby RS, Morgan IG, Rose KA. Time outdoors and the prevention of myopia. Exp Eye Res. 2013;114:56-68. [Non-Patent Document 17] Fan Q, Verhoeven VJ, Wojciechowski R, Barathi VA, Hysi PG, Guggenheim JA, et al. Meta-analysis of gene-environment-wide association scans accounting for education level identifies additional loci for refractive error. Nat Comm un. 2016;7:11008. [Non-Patent Document 18] Guggenheim JA, Kirov G, Hodson SA. The heritability of high myopia: a reanalysis of Goldschmidt's data. J Med Genet. 2000;37(3):227-231. [Non-Patent Document 19] Farbrother JE, Kirov G, Owen MJ, Guggenheim JA. Family aggregation of high myopia: estimation of the sibling recurrence risk ratio. Invest Ophthalmol Vis Sci. 2004;45(9):2873-2878. [Non-Patent Document 20] Peet JA, Cotch MF, Wojciechowski R, Bailey-Wilson JE, Stambolian D. Heritability and familial aggregation of reactive error in the Old Order Amish. Invest Ophthalmol Vis Sci. 2007;48(9):4002-4006. [Non-Patent Document 21] Li J, Zhang Q. Insight into the molecular genetics of myopia. Mol Vis. 2017;23:1048-1080. [Non-Patent Document 22] Fan Q, Barathi VA, Cheng CY, Zhou X, Meguro A, Nakata I, et al. Genetic variants on chromosome 1q41 influence ocular axial length and high myopia. PLoS Genet. 2012;8(6):e1002753. [Non-Patent Document 23] Solouki AM, Verhoeven VJ, van Duijn CM, Verkerk AJ, Ikram MK, Hysi PG, et al. A genome-wide association study identifies a susceptibility locus for reactive errors and myopia at 15q14. Nat Genet. 2010 ;42(10):897-901. [Non-Patent Document 24]Hysi PG, Young TL, Mackey DA, Andrew T, Fernandez-Medarde A, Solouki AM, et al. A genome-wide association study for myopia and reactive error identifies a susceptibility locus at 15q25. Nat Genet. 2010 ;42(10):902-905. [Non-Patent Document 25]MacArthur J, Bowler E, Cerezo M, Gil L, Hall P, Hastings E, et al. The new NHGRI-EBI Catalog of published genome-wide association studies (GWAS Catalog). Nucleic Acids Res. 2017;45(D1):D896-D901. [Non-Patent Document 26]Kiefer AK, Tung JY, Do CB, Hinds DA, Mountain JL, Francke U, et al. Genome-wide analysis points to roles for extracellular matrix remodeling, the visual cycle, and neuronal development in myopia. PLoS Genet. 2013;9(2) :e1003299. [Non-Patent Document 27] Verhoeven VJ, Hysi PG, Wojciechowski R, Fan Q, Guggenheim JA, Hohn R, et al. Genome-wide meta-analyses of multiancestry cohorts identify multiple new susceptibility loci for refractive error and myopia. Nat Genet . 2013;45(3):314-318.
[發明欲解決之課題][Problem to be solved by the invention]
如上述,近視被認為是遺傳因子與環境因子複合地參與而發病的疾病(非專利文獻12~17),且有暗示遺傳因子的影響係近視的強度越高就越強(非專利文獻18~20)。歷來已報告的顯示與近視之發病風險相關的基因多型,雖然是藉由以主要包含低度近視或中度近視的近視病例群為對象的基因研究而經鑑定的基因多型,但低度~中度之近視病例群中包含許多環境因素的影響為大的病例。以該病例群為對象而鑑定的基因多型,因難謂為近視發病的遺傳效果高的多型,而未必有效作為用於近視發病風險之判定的基因多型。又,以此種基因多型,要於高度近視的患病率高的地域中正確地判定近視發病風險係有困難。本發明係以提供以下手段為目的,其可於亦包含高度近視之患病率高的地域的各式各樣的地域・人種中,較先前技術還更正確地判定近視之發病風險。 [用以解決課題之手段]As mentioned above, myopia is considered to be a disease caused by the complex participation of genetic factors and environmental factors (Non-Patent Documents 12-17), and it is suggested that the influence of genetic factors is stronger as the intensity of myopia is higher (Non-Patent Documents 18-20). The genotypes that have been reported to be associated with the risk of developing myopia are genotypes that have been identified through genetic research on a myopia case group that mainly includes low or moderate myopia, but the low to moderate myopia case group includes many cases that are greatly influenced by environmental factors. The genotypes identified for this case group are not necessarily effective as genotypes for determining the risk of myopia since it is difficult to say that the polytype has a high genetic effect on the onset of myopia. Also, with such genotype polytypes, it is difficult to accurately determine the risk of myopia in areas where the prevalence of high myopia is high. The purpose of the present invention is to provide a means for more accurately determining the onset risk of myopia in various regions and races including regions with a high prevalence of high myopia than in the prior art. [Means to solve the problem]
本案發明人等以高度近視之患病率高的日本人為對象,自大量的高度近視患者及健康者的集團獲得樣品,而專一進行了基因分析的結果,以至於鑑定出以全基因體顯著水準顯示與高度近視相關的9個之單核苷酸多型性(SNP),而完成了本案之發明。The inventors of this case took the Japanese with a high prevalence of high myopia as objects, obtained samples from a large number of high myopia patients and healthy people, and performed gene analysis results exclusively, so that they identified 9 single nucleotide polymorphisms (SNPs) that were related to high myopia at a significant level in the whole genome, and completed the invention of this case.
即,本發明係提供一種判定近視發病風險的方法,其包含使用自人類被驗者分離的基因體DNA樣品,而調查選自下述(1)~(9)之單核苷酸多型性(SNP)之至少一個之SNP的基因型: (1) 位於第15號染色體之85,692,651位(序列識別號1中的201位)的SNP ID編號rs72748160之SNP、或與其連鎖不平衡(linkage disequilibrium)的SNP, (2) 位於第3號染色體之69,229,747位(序列識別號2中的201位)的SNP ID編號rs74633073之SNP、或與其連鎖不平衡的SNP, (3) 位於第12號染色體之130,041,322位(序列識別號3中的201位)的SNP ID編號rs76903431之SNP、或與其連鎖不平衡的SNP, (4) 位於第1號染色體之204,974,863位(序列識別號4中的201位)的SNP ID編號rs2246661之SNP、或與其連鎖不平衡的SNP, (5) 位於第1號染色體之219,605,617位(序列識別號5中的201位)的SNP ID編號rs12032649之SNP、或與其連鎖不平衡的SNP, (6) 位於第1號染色體之41,867,932位(序列識別號6中的201位)的SNP ID編號rs698047之SNP、或與其連鎖不平衡的SNP, (7) 位於第3號染色體之1,739,832位(序列識別號7中的201位)的SNP ID編號rs17029206之SNP、或與其連鎖不平衡的SNP, (8) 位於第15號染色體之34,709,241位(序列識別號8中的201位)的SNP ID編號rs589135之SNP、或與其連鎖不平衡的SNP, (9) 位於第15號染色體之79,092,508位(序列識別號9中的201位)的SNP ID編號rs28415942之SNP、或與其連鎖不平衡的SNP, (其中,僅調查選自與(5)之SNP連鎖不平衡的SNP、與(8)之SNP連鎖不平衡的SNP、及與(9)之SNP連鎖不平衡的SNP的1~3個之SNP的基因型的方法除外)。 又,本發明係提供一種方法,其係判定近視發病風險的方法,其包含使用自人類被驗者分離的基因體DNA樣品,而調查選自下述(1)~(9)之單核苷酸多型性(SNP)之至少一個之SNP的基因型: (1) 位於第15號染色體之85,692,651位(序列識別號1中的201位)的SNP ID編號rs72748160之SNP, (2) 位於第3號染色體之69,229,747位(序列識別號2中的201位)的SNP ID編號rs74633073之SNP, (3) 位於第12號染色體之130,041,322位(序列識別號3中的201位)的SNP ID編號rs76903431之SNP, (4) 位於第1號染色體之204,974,863位(序列識別號4中的201位)的SNP ID編號rs2246661之SNP, (5) 位於第1號染色體之219,605,617位(序列識別號5中的201位)的SNP ID編號rs12032649之SNP, (6) 位於第1號染色體之41,867,932位(序列識別號6中的201位)的SNP ID編號rs698047之SNP, (7) 位於第3號染色體之1,739,832位(序列識別號7中的201位)的SNP ID編號rs17029206之SNP, (8) 位於第15號染色體之34,709,241位(序列識別號8中的201位)的SNP ID編號rs589135之SNP, (9) 位於第15號染色體之79,092,508位(序列識別號9中的201位)的SNP ID編號rs28415942之SNP, 成為近視發病的高風險指標的風險對偶基因(risk allele)係:(1)為T,(2)為T,(3)為A,(4)為C,(5)為G,(6)為G,(7)為T,(8)為G,(9)為T。 [發明之效果]That is, the present invention provides a method for determining the risk of myopia, which comprises using a genome DNA sample isolated from a human subject, and investigating the genotype of at least one SNP selected from the following (1) to (9): (1) The SNP with SNP ID number rs72748160 located at position 85,692,651 of chromosome 15 (position 201 in Sequence ID No. 1), or a SNP with linkage disequilibrium (linkage disequilibrium) with it, (2) SNP ID number rs74633073 located at position 69,229,747 of chromosome 3 (position 201 in Sequence ID No. 2), or a SNP in linkage disequilibrium with it, (3) SNP ID number rs76903431 located at position 130,041,322 of chromosome 12 (position 201 in Sequence ID No. 3), or a SNP in linkage disequilibrium with it, (4) SNP with SNP ID number rs2246661 located at position 204,974,863 of chromosome 1 (position 201 in Sequence ID No. 4), or a SNP in linkage disequilibrium with it, (5) SNP with SNP ID number rs12032649 located at position 219,605,617 of chromosome 1 (position 201 in Sequence ID No. 5), or a SNP in linkage disequilibrium with it, (6) SNP with SNP ID number rs698047 located at position 41,867,932 of chromosome 1 (position 201 in Sequence ID number 6), or a SNP in linkage disequilibrium with it, (7) SNP with SNP ID number rs17029206 located at position 1,739,832 of chromosome 3 (position 201 in Sequence ID No. 7), or a SNP in linkage disequilibrium with it, (8) SNP with SNP ID number rs589135 located at position 34,709,241 of chromosome 15 (position 201 in Sequence ID No. 8), or a SNP in linkage disequilibrium with it, (9) SNP with SNP ID number rs28415942 located at position 79,092,508 of chromosome 15 (position 201 in Sequence ID No. 9), or a SNP in linkage disequilibrium with it, (Except for the method of investigating only the genotypes of 1 to 3 SNPs selected from the SNPs in linkage disequilibrium with the SNP of (5), the SNPs in linkage disequilibrium with the SNP of (8), and the SNPs in linkage disequilibrium with the SNP of (9).) In addition, the present invention provides a method for determining the risk of myopia, which includes using a genome DNA sample isolated from a human subject, and investigating the genotype of at least one SNP selected from the following (1) to (9): (1) SNP located at position 85,692,651 of chromosome 15 (position 201 in Sequence ID No. 1) with SNP ID number rs72748160, (2) The SNP with SNP ID number rs74633073 located at position 69,229,747 of chromosome 3 (position 201 in Sequence ID No. 2), (3) The SNP of SNP ID number rs76903431 located at position 130,041,322 of chromosome 12 (position 201 in sequence identification number 3), (4) The SNP of SNP ID number rs2246661 located at position 204,974,863 of chromosome 1 (position 201 in Sequence ID No. 4), (5) The SNP of SNP ID number rs12032649 located at position 219,605,617 of chromosome 1 (position 201 in Sequence ID No. 5), (6) The SNP of SNP ID number rs698047 located at position 41,867,932 of chromosome 1 (position 201 in Sequence ID number 6), (7) The SNP of SNP ID number rs17029206 located at position 1,739,832 of chromosome 3 (position 201 in Sequence ID No. 7), (8) The SNP of SNP ID number rs589135 located at position 34,709,241 of chromosome 15 (position 201 in Sequence ID No. 8), (9) The SNP of SNP ID number rs28415942 located at position 79,092,508 of chromosome 15 (position 201 in Sequence ID No. 9), The risk allele (risk allele) line that becomes a high-risk indicator of onset of myopia: (1) is T, (2) is T, (3) is A, (4) is C, (5) is G, (6) is G, (7) is T, (8) is G, (9) is T. [Effect of Invention]
依據本發明,而提供可較先前技術還更正確地判定近視之發病風險的手段。與高度近視之發病風險顯著相關的SNP,係可謂對於近視發病風險而遺傳效果高的SNP。藉由以該SNP作為指標,可更適當地評價遺傳對於近視之發病風險的影響,可較先前技術還更正確地判定近視之發病風險(輔助藉由醫師等的近視發病風險判定)。除了以瞭解近視之發病風險本身為目的的基因檢査之外,可以近視發病前之被驗者為對象來實施本發明,而有助於下述的早期實施:用以抑制近視進行的生活指導(電腦、智慧型手機、TV遊戲、讀書等之生活環境的改善之建議)、或角膜塑形術(orthokeratology)、低濃度阿托品(atropine)治療等之抑制近視進行的醫療處置。According to the present invention, it is possible to provide a means for determining the onset risk of myopia more accurately than the prior art. The SNPs that are significantly associated with the risk of developing myopia are SNPs that have a high genetic effect on the risk of developing myopia. By using this SNP as an indicator, the influence of genetics on the risk of myopia can be more appropriately evaluated, and the risk of myopia can be determined more accurately than in the prior art (assisting the risk determination of myopia by doctors and the like). In addition to the genetic examination for the purpose of understanding the risk of myopia itself, the present invention can be implemented for subjects before the onset of myopia, and it is helpful for the early implementation of the following: life guidance for suppressing myopia (suggestions for improving the living environment such as computers, smart phones, TV games, reading, etc.), or medical treatment for suppressing myopia such as orthokeratology and low-concentration atropine treatment.
[用以實施發明的形態][Mode for Carrying Out the Invention]
將本案發明人等鑑定之與高度近視顯著相關的9個之SNP示於表1。Table 1 shows the nine SNPs identified by the inventors of the present case that are significantly associated with high myopia.
[表1]
又,於本說明書,任意之鹼基之染色體上的位置係根據人類基因體參照序列GRCh38而呈示。以rs起始的SNP ID編號係美國生物技術資訊中心(National Center for Biotechnology Information:NCBI)之SNP數據庫的dbSNP(http://www.ncbi.nlm.nih.gov/projects/SNP/)中的參考SNP ID編號。若為所屬技術領域中具通常知識者,則可根據此SNP ID編號,輕易地取得SNP之染色體上的物理的位置及其附近的鹼基序列等之資訊。於本案序列表之序列識別號1~9,呈示各SNP之前後200bp的基因體鹼基序列,但關於與此等之區域鄰接的基因體鹼基序列,若為所屬技術領域中具通常知識者亦可輕易地取得。In addition, in this specification, the position on the chromosome of an arbitrary base is shown based on the human genome reference sequence GRCh38. The SNP ID number starting with rs is the reference SNP ID number in dbSNP (http://www.ncbi.nlm.nih.gov/projects/SNP/) of the SNP database of the National Center for Biotechnology Information (NCBI). Those with ordinary knowledge in the technical field can easily obtain information such as the physical position on the chromosome of the SNP and its nearby base sequence based on the SNP ID number. The sequence identification numbers 1 to 9 in the sequence listing of this case show the 200 bp base sequence of the genome before and after each SNP, but the base sequence of the genome adjacent to these regions can be easily obtained by those with ordinary knowledge in the technical field.
表1所示的SNP,係藉由以日本人之高度近視患者集團及健康者集團為對象的GWAS,而網羅地鑑定為與高度近視顯著相關的SNP者。不過,以日本人集團為對象是因為包含日本的亞洲區域中的高度近視之患病率與其它區域相比顯示顯著高的值,且可取得許多被認為遺傳因子的影響特別大的高度近視患者之樣品的緣故。可藉由本發明之方法來進行近視發病風險之正確判定的對象人種並未限於日本人,於日本以外之亞洲區域、及歐美其它之非亞洲區域的人的判定亦為可能。因此,於可實施本發明之方法的對象,廣泛地包含了包含日本人的亞洲人、及歐美人等之非亞洲人。於將本發明之方法活用於被驗者之近視進行的抑制的情形,年輕人(例如15歲左右以下)之被驗者可成為主要的對象。The SNPs shown in Table 1 were comprehensively identified as SNPs significantly associated with high myopia by GWAS targeting the high myopia patient group and the healthy group of Japanese. However, the reason for targeting the Japanese group is that the prevalence rate of high myopia in the Asian region including Japan shows a significantly higher value than other regions, and many samples of high myopia patients who are considered to be particularly affected by genetic factors can be obtained. The people who can correctly determine the risk of myopia by the method of the present invention are not limited to Japanese, and it is also possible to determine people in Asian regions other than Japan, and people in other non-Asian regions in Europe and the United States. Therefore, the subjects who can implement the method of the present invention broadly include Asians including Japanese, and non-Asians such as Europeans and Americans. When the method of the present invention is applied to the suppression of myopia of subjects, young subjects (for example, under the age of 15) can be the main subjects.
本發明之方法中,係調查表1所示的9個之SNP中至少1個,例如,2個以上、3個以上、4個以上、5個以上、6個以上、7個以上、8個以上、或9個全部的基因型。因以健康者群1,586名為對象而算出的風險對偶基因之平均保有個數為4.39±1.21個(參照下述實施例),所以冀望能調查至少5個,更佳為9個全部的基因型。僅調查9個中之僅一部分的情形,可選擇任一SNP,但可優先選擇勝算比高者,即表1中記載於上位的SNP。例如,於調查(1)~(9)之中5個以上之SNP的基因型的情形,較佳為選擇包含(1)~(5)的5個以上之SNP。In the method of the present invention, at least one of the nine SNPs shown in Table 1, for example, two or more, three or more, four or more, five or more, six or more, seven or more, eight or more, or all nine genotypes are investigated. Since the average number of retained risk alleles calculated from 1,586 healthy subjects is 4.39±1.21 (refer to the following example), it is expected that at least 5 genotypes, preferably 9 genotypes, can be investigated. In the case where only a part of the 9 samples are investigated, any SNP can be selected, but the one with the highest odds ratio, that is, the SNP listed in the upper rank in Table 1, can be selected preferentially. For example, when examining the genotypes of five or more SNPs among (1) to (9), it is preferable to select five or more SNPs including (1) to (5).
又,亦可調查與各SNP連鎖不平衡的SNP之基因型來替代(1)~(9)之SNP。如於此領域周知,複數之SNP為強的連鎖不平衡狀態時,該等之SNP會顯示相同的舉動。例如,於SNP-A、SNP-B、SNP-C為強的連鎖不平衡狀態的情形,於SNP-A顯示與疾病X顯著相關時,SNP-B與SNP-C亦顯示與疾病X顯著相關。因此,若為與(1)~(9)之各SNP為強連鎖不平衡狀態的SNP,則因與(1)~(9)之SNP同樣地與高度近視顯著相關,而可用於近視發病風險判定。In addition, instead of the SNPs of (1) to (9), the genotype of the SNP in linkage disequilibrium with each SNP may be investigated. As is well known in the art, when a plurality of SNPs are in strong linkage disequilibrium, those SNPs show the same behavior. For example, when SNP-A, SNP-B, and SNP-C are in a strong linkage disequilibrium state, when SNP-A shows a significant correlation with disease X, SNP-B and SNP-C also show a significant correlation with disease X. Therefore, if it is a SNP in a strong linkage disequilibrium state with each of the SNPs (1) to (9), it can be used to determine the risk of myopia because it is significantly associated with high myopia similarly to the SNPs of (1) to (9).
就表示連鎖不平衡的強度的值而言,已知D’、r2 等之連鎖不平衡係數。D’及r2 係可藉由Gabriel等人之算出法(Gabriel SB, Schaffner SF, Nguyen H, Moore JM, Roy J, Blumenstiel B, et al. The structure of haplotype blocks in the human genome. Science. 2002;296(5576):2225-2229.)而求得。一般而言,為r2 >0.7之關係的SNP彼此係被當作為強連鎖不平衡狀態。於本發明,與某SNP為「為連鎖不平衡的SNP」這樣的情形,指該與SNP為r2 >0.7之關係的SNP。特定之SNP與「為連鎖不平衡的SNP(為r2 >0.7之關係的SNP)」之資訊,係可輕易地在例如,為美國國立癌症研究所(National Cancer Institute:NCI)之連鎖不平衡數據庫的LDlink(https://ldlink.nci.nih.gov/)內之LDproxy(https:// ldlink.nci.nih.gov/?tab=ldproxy)檢索。As a value indicating the strength of linkage disequilibrium, linkage disequilibrium coefficients such as D' and r 2 are known. D' and r2 can be obtained by the calculation method of Gabriel et al. (Gabriel SB, Schaffner SF, Nguyen H, Moore JM, Roy J, Blumenstiel B, et al. The structure of haplotype blocks in the human genome. Science. 2002;296(5576):2225-2229.). In general, SNPs with a relationship of r 2 >0.7 are considered to be in a state of strong linkage disequilibrium. In the present invention, "a SNP in linkage disequilibrium" with a certain SNP refers to a SNP having a relationship of r 2 >0.7 with the SNP. Information on specific SNPs and "SNPs that are in linkage disequilibrium (SNPs that are in the relationship of r 2 >0.7)" can be easily searched in, for example, LDproxy (https://ldlink.nci.nih.gov/?tab=ldproxy) in LDlink (https://ldlink.nci.nih.gov/) of the National Cancer Institute (NCI)'s linkage disequilibrium database.
於本發明,調查複數之SNP的基因型的情形,例如,可依保有風險對偶基因(顯示與高度近視之發病風險為正相關的對偶基因)的基因型(高風險基因型)之個數,而判定被驗者之近視發病風險。於此情形,顯示高風險基因型之個數越多則近視之發病風險越高。因健康者之高風險基因型的平均保有個數為4.39±1.21個,而可將超過此平均值的「高風險基因型為5個以上」作為判定近視發病風險高的標準。In the present invention, when investigating the genotypes of multiple SNPs, for example, the number of genotypes (high-risk genotypes) with risk alleles (alleles showing a positive correlation with the onset risk of high myopia) can be used to determine the myopia risk of the subject. In this case, the more the number of high-risk genotypes, the higher the risk of myopia. Since the average number of high-risk genotypes in healthy people is 4.39±1.21, "5 or more high-risk genotypes" exceeding this average value can be used as a criterion for judging that the risk of myopia is high.
再者,可對各風險對偶基因依據勝算比給予加權。即使於具有2個高風險基因型的被驗者之中,若比較對於(4)(rs2246661、勝算比1.31)及(6)(rs698047、勝算比1.28)之2個保有高風險基因型的被驗者A、與對於(1)(rs72748160、勝算比1.93)及(2)(rs74633073、勝算比1.91)之2個保有高風險基因型的被驗者B,則可評價被驗者B係近視之發病風險較高。於本發明之方法,除了高風險基因型之個數,可亦考慮檢測的高風險基因型之勝算比的高度(高風險基因型之種類及組合)來判定近視之發病風險。可為例如下述的判定方法:將勝算比、或因應勝算比的大小的適當數值設定為各SNP之風險對偶基因的分數,將於被驗者檢測的高風險基因型之分數加算或積算,而將被驗者之近視發病風險進行分數評價。可利用表1所示的勝算比之數值,亦可進一步以許多高度近視患者為對象進行分析而算出勝算比,將獲得的數值替換表1之勝算比而利用。Furthermore, each risk allele can be weighted according to odds ratios. Even among the subjects with 2 high-risk genotypes, if the subjects A with 2 high-risk genotypes for (4) (rs2246661, odds ratio 1.31) and (6) (rs698047, odds ratio 1.28) were compared with those for (1) (rs72748160, odds ratio 1.93) and (2) (rs74633073, odds ratio 1.91) If there are two subjects B with high-risk genotypes, it can be evaluated that subject B has a higher risk of developing myopia. In the method of the present invention, in addition to the number of high-risk genotypes, the height of the odds ratio of the detected high-risk genotypes (the type and combination of high-risk genotypes) can also be considered to determine the risk of myopia. For example, the following judgment method can be used: the odds ratio, or an appropriate value corresponding to the odds ratio, is set as the score of the risk allele of each SNP, and the scores of the high-risk genotypes detected by the subject are added or accumulated, and the risk of myopia of the subject is evaluated by score. The odds ratios shown in Table 1 can be used, and many high myopia patients can be further analyzed to calculate the odds ratios, and the obtained values can be used instead of the odds ratios in Table 1.
本發明之方法所使用的基因體DNA樣品係可藉由通常方法從自被驗者採取的末梢血液或口腔黏膜等而輕易地調製。Genomic DNA samples used in the method of the present invention can be easily prepared from peripheral blood or oral mucosa, etc., collected from subjects by conventional methods.
調查SNP之基因型的手法本身為周知,於本發明中,該手法亦未特別限定。例如,可藉由將SNP部位之鹼基序列定序而決定而調查基因型。又,作為SNP分型方法,已知侵入法(invader assay)、TaqMan-PCR法、對偶基因特異性引子(Allele Specific Primer(ASP))法、利用搭載了SNP檢測用探針的晶片的分型法等之各種之方法。任一者皆為通常方法,亦已市售各種已包含對此等之手法為必要之試藥類的套組。於本發明調查SNP之基因型之際,可使用周知之任一手法。對基因型之檢測為必要之引子、探針等,若為本項技術領域中具通常知識者,則可根據SNP附近的鹼基序列情報而輕易地設計、調製。The method for investigating the genotype of a SNP is known per se, and the method is not particularly limited in the present invention. For example, the genotype can be determined by sequencing the nucleotide sequence of the SNP site. Also, various methods such as invasion assay, TaqMan-PCR method, Allele Specific Primer (ASP) method, and a wafer carrying a probe for SNP detection are known as SNP typing methods. Either of these methods is a common method, and various kits containing reagents necessary for these methods are also commercially available. When investigating the genotype of a SNP in the present invention, any known method can be used. Primers, probes, etc. necessary for genotype detection can be easily designed and prepared based on the base sequence information near the SNP by those with ordinary knowledge in this technical field.
於TaqMan-PCR法等之SNP分型方法所使用的SNP檢測用之探針,係通常具有因應必要而將如連接子(linker)或接合子(adapter)之附加的核酸部分,連結於由下述鹼基序列而成的核酸部分(與標的之基因體區域雜交的部分)之結構,該鹼基序列係與包含檢査對象之SNP的前後數個鹼基的基因體部分區域之鹼基序列相同的鹼基序列、或與其互補的鹼基序列。與標的之基因體區域雜交的部分之全長(於未包含附加的核酸部分的情形,探針的全長)為大約15~30個鹼基左右,例如16~30個鹼基左右,17~30個鹼基左右,或18~30個鹼基左右。The probe for SNP detection used in the SNP typing method of the TAQMAN-PCR method, etc., usually has an additional nucleic acid part of the additional or adapter or adapter, which is connected to the structure that is connected to the structure of the base sequence of alkali base (hybridization part of the target region). The alkali base sequence of several alkali -based genes of the SNP of the object of the object is the same base sequence of the alkali base sequence of parts of the gene body, or the alkali -based sequence that is complementary to it. The full length of the part that hybridizes to the target gene body region (the full length of the probe when the additional nucleic acid part is not included) is about 15 to 30 bases, for example, about 16 to 30 bases, about 17 to 30 bases, or about 18 to 30 bases.
(1) 用以檢測rs72748160之基因型之探針,係包含由下述鹼基序列而成的核酸部分,作為與標的之基因體區域雜交的部分,該鹼基序列係包含序列識別號1之201位(rs72748160之SNP)及其前後數鹼基的15~30個鹼基左右之鹼基序列、或與其互補的鹼基序列。例如,可為由下述鹼基序列而成的探針,該鹼基序列係與序列識別號1所示的鹼基序列中之包含197~205位的15~30個鹼基左右之部分區域相同的鹼基序列、或與其互補的鹼基序列。此情形之探針,作為序列識別號1中之197~205位的序列或與其互補的序列,而包含TTAG[G]GCAA、TTAG[T]GCAA、TTGC[C]CTAA、或TTGC[A]CTAA([]為SNP部分)。(1) The probe used to detect the genotype of rs72748160 contains a nucleic acid part composed of the following base sequence, as a part that hybridizes with the target gene body region. For example, it may be a probe composed of a base sequence identical to a partial region of about 15 to 30 bases including positions 197 to 205 in the base sequence shown in SEQ ID NO: 1, or a base sequence complementary thereto. The probe in this case includes TTAG[G]GCAA, TTAG[T]GCAA, TTGC[C]CTAA, or TTGC[A]CTAA as the sequence at positions 197-205 in SEQ ID NO: 1 or a sequence complementary thereto ([ ] is a SNP part).
(2) 用以檢測rs74633073之基因型之探針,係包含由下述鹼基序列而成的核酸部分,作為與標的之基因體區域雜交的部分,該鹼基序列係包含序列識別號2之201位(rs74633073之SNP)及其前後數鹼基的15~30個鹼基左右之鹼基序列、或與其互補的鹼基序列。例如,可為由下述鹼基序列而成的探針,該鹼基序列係與序列識別號2所示的鹼基序列中之包含197~205位的15~30個鹼基左右之部分區域相同的鹼基序列、或與其互補的鹼基序列。此情形之探針,作為序列識別號2中之197~205位的序列或與其互補的序列,而包含CTGT[C]GCCA、CTGT[T]GCCA、TGGC[G]ACAG、或TGGC[A]ACAG([]為SNP部分)。(2) The probe used to detect the genotype of rs74633073 includes a nucleic acid part composed of the following base sequence, as a part that hybridizes with the target gene body region. The base sequence is a base sequence of about 15 to 30 bases including the 201st position of SEQ ID NO: 2 (the SNP of rs74633073) and the number of bases before and after it, or a base sequence complementary to it. For example, it may be a probe composed of a base sequence identical to a partial region of about 15 to 30 bases including positions 197 to 205 in the base sequence shown in SEQ ID NO: 2, or a base sequence complementary thereto. The probe in this case includes CTGT[C]GCCA, CTGT[T]GCCA, TGGC[G]ACAG, or TGGC[A]ACAG ([ ] is a SNP part) as the sequence at positions 197 to 205 in SEQ ID NO: 2 or a sequence complementary thereto.
(3) 用以檢測rs76903431之基因型之探針,係包含由下述鹼基序列而成的核酸部分,作為與標的之基因體區域雜交的部分,該鹼基序列係包含序列識別號3之201位(rs76903431之SNP)及其前後數鹼基的15~30個鹼基左右之鹼基序列、或與其互補的鹼基序列。例如,可為由下述鹼基序列而成的探針,該鹼基序列係與序列識別號3所示的鹼基序列中之包含197~205位的15~30個鹼基左右之部分區域相同的鹼基序列、或與其互補的鹼基序列。此情形之探針,作為序列識別號3中之197~205位的序列或與其互補的序列,而包含ATAG[A]TCAA、ATAG[T]TCAA、TTGA[T]CTAT、或TTGA[A]CTAT([]為SNP部分)。(3) The probe used to detect the genotype of rs76903431 includes a nucleic acid portion composed of the following base sequence, as a portion that hybridizes with the target gene body region. The base sequence includes a base sequence of about 15 to 30 bases in sequence identification number 3 (the SNP of rs76903431) and the number of bases before and after it, or a base sequence complementary to it. For example, it may be a probe composed of a base sequence identical to a partial region of about 15 to 30 bases including positions 197 to 205 in the base sequence shown in SEQ ID NO: 3, or a base sequence complementary thereto. The probe in this case includes ATAG[A]TCAA, ATAG[T]TCAA, TTGA[T]CTAT, or TTGA[A]CTAT ([ ] is a SNP part) as the sequence at positions 197 to 205 in SEQ ID NO: 3 or a sequence complementary thereto.
(4) 用以檢測rs2246661之基因型之探針,係包含由下述鹼基序列而成的核酸部分,作為與標的之基因體區域雜交的部分,該鹼基序列係包含序列識別號4之201位(rs2246661之SNP)及其前後數鹼基的15~30個鹼基左右之鹼基序列、或與其互補的鹼基序列。例如,可為由下述鹼基序列而成的探針,該鹼基序列係與序列識別號4所示的鹼基序列中之包含197~205位的15~30個鹼基左右之部分區域相同的鹼基序列、或與其互補的鹼基序列。此情形之探針,作為序列識別號4中之197~205位的序列或與其互補的序列,而包含GGGA[C]AAGG、GGGA[T]AAGG、CCTT[G]TCCC、或CCTT[A]TCCC([]為SNP部分)。(4) The probe used to detect the genotype of rs2246661 includes a nucleic acid part composed of the following base sequence, as a part that hybridizes with the target gene body region, and the base sequence includes a base sequence of about 15 to 30 bases including the 201st position of SEQ ID NO: 4 (the SNP of rs2246661) and the number of bases before and after, or a base sequence complementary to it. For example, it may be a probe composed of a base sequence identical to a partial region of about 15 to 30 bases including positions 197 to 205 in the base sequence shown in SEQ ID NO: 4, or a base sequence complementary thereto. In this case, the probe includes GGGA[C]AAGG, GGGA[T]AAGG, CCTT[G]TCCC, or CCTT[A]TCCC ([ ] is a SNP part) as the sequence at positions 197 to 205 in SEQ ID NO: 4 or a sequence complementary thereto.
(5) 用以檢測rs12032649之基因型之探針,係包含由下述鹼基序列而成的核酸部分,作為與標的之基因體區域雜交的部分,該鹼基序列係包含序列識別號5之201位(rs12032649之SNP)及其前後數鹼基的15~30個鹼基左右之鹼基序列、或與其互補的鹼基序列。例如,可為由下述鹼基序列而成的探針,該鹼基序列係與序列識別號5所示的鹼基序列中之包含197~205位的15~30個鹼基左右之部分區域相同的鹼基序列、或與其互補的鹼基序列。此情形之探針,作為序列識別號5中之197~205位的序列或與其互補的序列,而包含GCCA[G]CTGG、GCCA[T]CTGG、CCAG[C]TGGC、或CCAG[A]TGGC([]為SNP部分)。(5) The probe used to detect the genotype of rs12032649 includes a nucleic acid part composed of the following base sequence, as a part that hybridizes with the target gene body region. The base sequence is a base sequence of about 15 to 30 bases including the 201st position of sequence identification number 5 (the SNP of rs12032649) and the number of bases before and after, or a base sequence complementary to it. For example, it may be a probe composed of a base sequence identical to a partial region of about 15 to 30 bases including positions 197 to 205 in the base sequence shown in SEQ ID NO: 5, or a base sequence complementary thereto. The probe in this case includes GCCA[G]CTGG, GCCA[T]CTGG, CCAG[C]TGGC, or CCAG[A]TGGC ([ ] is a SNP part) as the sequence at positions 197 to 205 in SEQ ID NO: 5 or a sequence complementary thereto.
(6) 用以檢測rs698047之基因型之探針,係包含由下述鹼基序列而成的核酸部分,作為與標的之基因體區域雜交的部分,該鹼基序列係包含序列識別號6之201位(rs698047之SNP)及其前後數鹼基的15~30個鹼基左右之鹼基序列、或與其互補的鹼基序列。例如,可為由下述鹼基序列而成的探針,該鹼基序列係與序列識別號6所示的鹼基序列中之包含197~205位的15~30個鹼基左右之部分區域相同的鹼基序列、或與其互補的鹼基序列。此情形之探針,作為序列識別號6中之197~205位的序列或與其互補的序列,而包含CCCC[C]TCCC、CCCC[G]TCCC、GGGA[G]GGGG、或GGGA[C]GGGG([]為SNP部分)。(6) The probe used to detect the genotype of rs698047 includes a nucleic acid part composed of the following base sequence, as a part that hybridizes with the target gene body region. The base sequence includes a base sequence of about 15 to 30 bases including the 201st position of SEQ ID NO. For example, it may be a probe composed of a base sequence identical to a partial region of about 15 to 30 bases including positions 197 to 205 in the base sequence shown in SEQ ID NO: 6, or a base sequence complementary thereto. In this case, the probe includes CCCC[C]TCCC, CCCC[G]TCCC, GGGA[G]GGGG, or GGGA[C]GGGG ([ ] is a SNP part) as the sequence at positions 197 to 205 in SEQ ID NO: 6 or a sequence complementary thereto.
(7) 用以檢測rs17029206之基因型之探針,係包含由下述鹼基序列而成的核酸部分,作為與標的之基因體區域雜交的部分,該鹼基序列係包含序列識別號7之201位(rs17029206之SNP)及其前後數鹼基的15~30個鹼基左右之鹼基序列、或與其互補的鹼基序列。例如,可為由下述鹼基序列而成的探針,該鹼基序列係與序列識別號7所示的鹼基序列中之包含197~205位的15~30個鹼基左右之部分區域相同的鹼基序列、或與其互補的鹼基序列。此情形之探針,作為序列識別號7中之197~205位的序列或與其互補的序列,包含GAAA[C]TTAC、GAAA[T]TTAC、GTAA[G]TTTC、或GTAA[A]TTTC([]為SNP部分)。(7) The probe used to detect the genotype of rs17029206 includes a nucleic acid part composed of the following base sequence, as a part that hybridizes with the target gene body region. The base sequence includes a base sequence of about 15 to 30 bases including the 201st position of sequence identification number 7 (the SNP of rs17029206) and the preceding and following bases, or a base sequence complementary to it. For example, it may be a probe composed of a base sequence identical to a partial region of about 15 to 30 bases including positions 197 to 205 in the base sequence shown in SEQ ID NO: 7, or a base sequence complementary thereto. The probe in this case includes GAAA[C]TTAC, GAAA[T]TTAC, GTAA[G]TTTC, or GTAA[A]TTTC ([ ] is a SNP part) as the sequence at positions 197-205 in SEQ ID NO: 7 or a sequence complementary thereto.
(8) 用以檢測rs589135之基因型之探針,係包含由下述鹼基序列而成的核酸部分,作為與標的之基因體區域雜交的部分,該鹼基序列係包含序列識別號8之201位(rs589135之SNP)及其前後數鹼基的15~30個鹼基左右之鹼基序列、或與其互補的鹼基序列。例如,可為由下述鹼基序列而成的探針,該鹼基序列係與序列識別號8所示的鹼基序列中之包含197~205位的15~30個鹼基左右之部分區域相同的鹼基序列、或與其互補的鹼基序列。此情形之探針,作為序列識別號8中之197~205位的序列或與其互補的序列,而包含GAAG[A]GGCT、GAAG[G]GGCT、AGCC[T]CTTC、或AGCC[C]CTTC([]為SNP部分)。(8) The probe used to detect the genotype of rs589135 contains a nucleic acid part composed of the following base sequence, as a part that hybridizes with the target gene body region, and the base sequence includes a base sequence of about 15 to 30 bases including the 201st position of sequence identification number 8 (the SNP of rs589135) and the number of bases before and after, or a base sequence complementary to it. For example, it may be a probe composed of a base sequence identical to a partial region of about 15 to 30 bases including positions 197 to 205 in the base sequence shown in SEQ ID NO: 8, or a base sequence complementary thereto. The probe in this case includes GAAG[A]GGCT, GAAG[G]GGCT, AGCC[T]CTTC, or AGCC[C]CTTC ([ ] is a SNP part) as the sequence at positions 197-205 in SEQ ID NO: 8 or a sequence complementary thereto.
(9) 用以檢測rs28415942之基因型之探針,係包含由下述鹼基序列而成的核酸部分,作為與標的之基因體區域雜交的部分,該鹼基序列係包含序列識別號9之201位(rs28415942之SNP)及其前後數鹼基的15~30個鹼基左右之鹼基序列、或與其互補的鹼基序列。例如,可為由下述鹼基序列而成的探針,該鹼基序列係與序列識別號9所示的鹼基序列中之包含197~205位的15~30個鹼基左右之部分區域相同的鹼基序列、或與其互補的鹼基序列。此情形之探針,作為序列識別號9中之197~205位的序列或與其互補的序列,而包含CACA[C]CCAC、CACA[T]CCAC、GTGG[G]TGTG、或GTGG[A]TGTG([]為SNP部分)。(9) The probe used to detect the genotype of rs28415942 includes a nucleic acid part composed of the following base sequence, as a part that hybridizes with the target gene body region. The base sequence is a base sequence of about 15 to 30 bases including the 201st position of sequence identification number 9 (the SNP of rs28415942) and the number of bases before and after, or a base sequence complementary to it. For example, it may be a probe composed of a base sequence identical to a partial region of about 15 to 30 bases including positions 197 to 205 in the base sequence shown in SEQ ID NO: 9, or a base sequence complementary thereto. The probe in this case is the sequence at positions 197 to 205 in SEQ ID NO: 9 or a sequence complementary thereto, and includes CACA[C]CCAC, CACA[T]CCAC, GTGG[G]TGTG, or GTGG[A]TGTG ([ ] is a SNP part).
依據本發明之高度近視發病風險之判定方法,係與其它之基因診斷方法組合而實施亦無妨。例如,可使用組合了檢測與疾病之風險或體質等關連的多型之基因型的探針、與檢測表1所示之SNP的探針的微陣列晶片,而進行藉由本發明的高度近視發病風險的判定作為以各式各樣的項目為對象的基因檢査之中的1項目。The method for determining the onset risk of high myopia according to the present invention may be implemented in combination with other genetic diagnosis methods. For example, using a microarray chip combining a probe for detecting genotypes of polytypes associated with risk of disease or constitution, and a probe for detecting SNPs shown in Table 1, the determination of the onset risk of high myopia according to the present invention can be performed as one of various items of genetic testing.
可依據本發明,而對被判定為高風險的被驗者,提供近視發病的風險為高的資訊或建議。藉由提供該資訊,而能夠早期實行藉由生活環境(電腦、智慧型手機、TV遊戲、讀書等之環境)之改善的近視預防的建議、或利用角膜塑形術或低濃度阿托品治療之近視進行的抑制等之用於近視之預防或進行抑制的處置。 [實施例]According to the present invention, information or advice that the risk of myopia is high can be provided to subjects judged to be at high risk. By providing this information, it is possible to implement early myopia prevention advice by improving the living environment (computer, smart phone, TV game, reading environment, etc.), or myopia suppression by orthokeratology or low-concentration atropine treatment, etc. for the prevention or suppression of myopia. [Example]
以下,根據實施例而更具體地説明本發明。然而,本發明並未限定於下述實施例。Hereinafter, the present invention will be described more specifically based on examples. However, the present invention is not limited to the following Examples.
材料及方法 對象 將具有高度近視(至少單眼為SE > -9.0D)的無血緣的日本人患者共計1,668名、及無血緣的日本人健康對照組(兩眼皆-0.5D > SE > +2.0D)共計1,601名,作為GWAS之探索階段(discovery stage)的對象。患者症例及健康者症例之收集係於神奈川縣橫濱市之橫濱市立大學、岡田眼科及Aoto眼科實施。對象者係全體利用包含眼軸長(AL)、眼底檢査、球面屈光力、角膜曲率的全面的眼科檢査(自動驗光儀為使用ARK-730A (NIDEK)、ARK-700A (NIDEK)、KP-8100P (TOPCON),生物測定計(biometer)/測厚計(pachymeter)使用AL-2000 (Tomey))來進行了診斷。已確認高度近視患者並沒有已知之與近視或高度近視之至少一者有關連的遺傳性疾病(青光眼、圓錐角膜(keratoconus)、馬方氏症候群(Marfan’s syndrome)等)。於末梢血液淋巴球的採取及自末梢血細胞的基因體DNA的提取係使用了QIAamp DNA Blood Maxi Kit (QIAGEN)。為了防止DNA品質的波動,實驗操作係於標準條件下進行。Materials and methods object A total of 1,668 unrelated Japanese patients with high myopia (SE > -9.0D in at least one eye) and a total of 1,601 unrelated Japanese healthy controls (both eyes -0.5D > SE > +2.0D) were included in the discovery stage of GWAS. Cases of patients and healthy subjects were collected at Yokohama City University, Okada Ophthalmology Department and Aoto Ophthalmology Department in Yokohama City, Kanagawa Prefecture. All subjects were diagnosed by comprehensive ophthalmic examination (ARK-730A (NIDEK), ARK-700A (NIDEK), KP-8100P (TOPCON) for autorefractor and AL-2000 (Tomey) for biometer/pachymeter) including axial length (AL), fundus examination, spherical refractive power, and corneal curvature. Patients with high myopia have been identified as having no known hereditary disease (glaucoma, keratoconus, Marfan's syndrome, etc.) associated with myopia or at least one of high myopia. The QIAamp DNA Blood Maxi Kit (QIAGEN) was used for the collection of peripheral blood lymphocytes and the extraction of genomic DNA from peripheral blood cells. In order to prevent the fluctuation of DNA quality, the experimental operation was carried out under standard conditions.
為了重複試驗階段(Replication stage(驗證試驗),而追加了與GWAS階段不同的無血緣的日本人集團(兩眼AL>26.0mm之患者500名、健康對照組4,869名)。日本人之高度近視症例係自京都高度近視群組(cohort)[1-3]收集。又,將於2008~2010年自滋賀縣長濱市居住的一般市民募集的來自用於全面性的人類生物科學(Human bioscience)數據組之長濱前瞻性基因體群組(Nagahama Study)的一般健康者[4,5]設為日本人健康對照組。驗證試驗參加者係全體利用全面性的眼科檢査來進行了診斷(自動驗光儀使用ARK-530A (NIDEK),生物測定計/測厚計使用AL-2000、UD-6000 (Tomey)、IOL Master (Carl Zeiss Meditec)。For the replication stage (validation test), an unrelated Japanese group (500 patients with AL > 26.0 mm in both eyes and 4,869 healthy controls) different from the GWAS stage was added. Japanese high myopia cases were collected from the Kyoto high myopia cohort (cohort) [1-3]. In addition, it will be recruited from general citizens living in Nagahama City, Shiga Prefecture from 2008 to 2010. Generally healthy subjects of the Nagahama Study (Human bioscience) data set[4,5] were set as Japanese healthy control group. The verification test participants were all diagnosed by comprehensive ophthalmic examination (ARK-530A (NIDEK) for autorefractor, AL-2000, UD-6000 (Tomey), IOL Master (Carl Zeiss Meditec) for biometer/pachymeter ).
研究方法係遵守赫爾辛基宣言(Helsinki Declaration)的教義,由參加的各施設之倫理委員會認可。對全部的患者及對照組健康者説明研究的細節,由參加者全體取得書面知情同意。The research methods followed the teachings of the Helsinki Declaration and were approved by the ethics committees of participating facilities. The details of the study were explained to all the patients and healthy subjects in the control group, and written informed consent was obtained from all the participants.
GWAS之探索階段中的基因分型 以日本人探索樣品為對象的GWAS基因分型,係使用GeneChip Human Mapping 500K Array Set (500,568 SNPs) (Affymetrix)、或Human OmniExpress chip (727,413 SNPs) (Illumina),而根據各製造者的推薦標準程序進行。首先,使用GeneChip Human Mapping 500K Array Set,進行了1,042樣品(高度近視患者504名、健康者538名)之基因分型。於剩餘2,227樣品(高度近視患者1,164名、健康者1,063名)之基因分型,使用了Human OmniExpress chip。將樣品的評價基準設定為最小SNP判讀率(call rate)97%以上,排除了SNP判讀率低於97%的樣品。又,關於SNP之評價基準,根據下述4點的品質控制基準而排除了SNP。 ・判讀率低於98% ・高度近視患者-健康者之間,於缺失數據率有顯著差異(P > 1.0×10-6 ) ・次對偶基因之頻率(minor allele frequency)低於1% ・於健康者群組,大幅偏離哈代-溫伯格平衡定律(Hardy-Weinberg equilibrium,HWE)(P > 0.0001)Genotyping in the Exploration Phase of GWAS GWAS genotyping for Japanese exploratory samples was performed using GeneChip Human Mapping 500K Array Set (500,568 SNPs) (Affymetrix) or Human OmniExpress chip (727,413 SNPs) (Illumina) according to the recommended standard procedure of each manufacturer. First, using the GeneChip Human Mapping 500K Array Set, 1,042 samples (504 high myopia patients and 538 healthy subjects) were genotyped. Human OmniExpress chip was used for genotyping of the remaining 2,227 samples (1,164 high myopia patients and 1,063 healthy subjects). The evaluation standard of the samples was set as the minimum SNP call rate (call rate) above 97%, and the samples with the SNP call rate lower than 97% were excluded. In addition, regarding the evaluation criteria of SNPs, SNPs were excluded based on the following four quality control criteria.・The interpretation rate is lower than 98% ・There is a significant difference in the missing data rate between high myopia patients and healthy people (P > 1.0×10 -6 ) ・The frequency of the minor allele (minor allele frequency) is less than 1%
再者,根據同源性而算出樣品間之潛在的近緣性,排除顯示PI-HAT值 > 0.1875之近緣的樣品。最後,使用通過了上述之評價基準之Affymetrix GeneChip Human Mapping 500K Array Set上的體染色體SNP 320,897個(高度近視患者494名、健康者538名)、及Illumina Human OmniExpress chip上的體染色體SNP 556,905個(高度近視患者1,138名、健康者1,048名)而進行了差補(imputation)分析。Again, potential relatedness between samples was calculated based on homology, and samples showing relatedness with a PI-HAT value > 0.1875 were excluded. Finally, 320,897 autosome SNPs on the Affymetrix GeneChip Human Mapping 500K Array Set (494 high myopia patients, 538 healthy subjects) and 556,905 autosome SNPs (1,138 high myopia patients, 1,048 healthy subjects) on the Illumina Human OmniExpress chip that passed the above evaluation criteria were carried out Imputation analysis.
基因型(genotype)差補 使用Michigan Imputation Server (https:// imputationserver.sph.umich.edu) [6],而實行了GWAS數據之差補分析。於差補之參考模板(Reference panel),使用了1000 Genomes Phase 3 v5之數據(http:// www.1000genomes.org) [7]。將差補的SNP之評價基準設定為HWE P > 0.001、次對偶基因頻率 > 1%、R-squared(顯示差補的基因型與實際之基因型之間的一致率的決定係數) > 0.7,最後,高度近視患者1,632名及健康者1,586名中的體染色體上之5,046,652個之SNP通過評價基準,並被用於統計分析。Genotype (genotype) interpolation Complementary analysis of GWAS data was performed using Michigan Imputation Server (https://imputationserver.sph.umich.edu) [6]. For the reference panel (Reference panel) of interpolation, the data of 1000 Genomes Phase 3 v5 (http://www.1000genomes.org) [7] was used. Set the evaluation criteria of the interpolated SNP as HWE P > 0.001, secondary allele frequency > 1%, R-squared (displays the coefficient of determination of the concordance rate between the interpolated genotype and the actual genotype) > 0.7. Finally, 5,046,652 SNPs on somatic chromosomes of 1,632 highly myopic patients and 1,586 healthy individuals passed the evaluation criteria and were used for statistical analysis.
驗證試驗 進行用以評價GWAS之探索階段的結果的驗證試驗。根據先前實施的以日本人集團為對象的GWAS研究[8,9]之數據,實施日本人集團的驗證試驗。Verification test Validation experiments were performed to evaluate the results of the exploratory phase of the GWAS. Based on the data of the previous GWAS studies [8,9] on the Japanese group, a verification test of the Japanese group was carried out.
統計分析 全部的關連分析係使用HelixTree SVS軟體(Golden Helix, Inc.)而實施。為了避免GWAS之起因於日本人集團中的集團階層化的偽陽性之結果,將GWAS階段所獲得的P值以膨脹因子(inflation factor)的值(λ= 1.06)補正。GWAS階段與重複階段的集團間的整合分析係使用PLINK [10]而於固定效果模型下實施。將全基因體顯著水準之閾值設定為P > 5.0×10-8 。Statistical Analysis All correlation analyzes were performed using HelixTree SVS software (Golden Helix, Inc.). In order to avoid the false positive result of GWAS caused by group stratification in the Japanese group, the P value obtained in the GWAS stage was corrected with the value of the inflation factor (λ= 1.06). The meta-analysis between groups in the GWAS phase and replicate phase was performed under a fixed-effects model using PLINK [10]. The threshold value of the genome-wide significance level was set at P > 5.0×10 -8 .
結果 於GWAS之探索階段,係以具有高度近視的日本人患者1,632名及日本人健康對照組1,586名(日本人集團1)為對象,而對於體染色體上之共計5,046,652個之SNP實施了關連分析。其結果,於對偶基因鹼基的關連分析,鑑定出以P > 0.0001顯示與高度近視相關的62個之候補基因區域。result In the exploration stage of GWAS, 1,632 Japanese patients with high myopia and 1,586 Japanese healthy controls (Japanese group 1) were used as objects, and a total of 5,046,652 SNPs on the somatic chromosome were analyzed. As a result, 62 candidate gene regions that were associated with high myopia at P > 0.0001 were identified in the correlation analysis of the allele bases.
為了查驗於GWAS階段所鑑定之顯示P > 0.0001的62個之候補基因區域,使用與上述之日本人集團1不同的日本人集團2(高度近視患者500名、健康者4,869名)而實施了驗證試驗。62個之候補基因區域中,9個之候補基因區域內之SNP於以2個日本人集團為對象的整合分析中顯示了全基因體顯著水準(P > 5.0×10-8 )之相關。將此等9個之SNP示於表2。以日本人集團1之健康者群組1,586名為對象算出風險SNP之平均保有個數的結果,為4.39±1.21個。於本研究鑑定的9個之候補基因區域之中,1q41之ZC3H11B區域、15q14之GJD2區域及15q25.1之RASGRF1區域的3基因區域,為被鑑定為顯示與近視或近視相關特徵的發病風險相關的區域之基因區域(非專利文獻22-24),但於本研究,於此等3基因區域內,新穎地鑑定了顯示與高度近視強烈相關的SNP。In order to examine the 62 candidate gene regions that showed P > 0.0001 identified in the GWAS stage, a verification test was carried out using Japanese group 2 (500 highly myopic patients and 4,869 healthy individuals) different from the above-mentioned Japanese group 1. Among the 62 candidate gene regions, the SNPs in the 9 candidate gene regions showed a genome-wide significant level (P > 5.0×10 -8 ) correlation in the integrated analysis of 2 Japanese groups. These 9 SNPs are shown in Table 2. The result of calculating the average number of risk SNPs with 1,586 healthy individuals from the Japanese group 1 was 4.39±1.21. Among the 9 candidate gene regions identified in this study, the 3 gene regions of the ZC3H11B region of 1q41, the GJD2 region of 15q14, and the RASGRF1 region of 15q25.1 are gene regions identified as regions associated with the risk of myopia or myopia-related characteristics (non-patent literature 22-24).
[表2]
參考文獻 1. Miyake M, Yamashiro K, Nakanishi H, Nakata I, Akagi-Kurashige Y, Kumagai K, et al. Evaluation of pigment epithelium-derived factor and complement factor I polymorphisms as a cause of choroidal neovascularization in highly myopic eyes. Invest Ophthalmol Vis Sci. 2013;54(6):4208-4212. 2. Miyake M, Yamashiro K, Nakanishi H, Nakata I, Akagi-Kurashige Y, Tsujikawa A, et al. Association of paired box 6 with high myopia in Japanese. Mol Vis. 2012;18:2726-2735. 3. Miyake M, Yamashiro K, Nakanishi H, Nakata I, Akagi-Kurashige Y, Tsujikawa A, et al. Insulin-like growth factor 1 is not associated with high myopia in a large Japanese cohort. Mol Vis. 2013;19:1074-1081. 4. Miyake M, Yamashiro K, Tabara Y, Suda K, Morooka S, Nakanishi H, et al. Identification of myopia-associated WNT7B polymorphisms provides insights into the mechanism underlying the development of myopia. Nat Commun. 2015;6:6689. 5. Nakata I, Yamashiro K, Kawaguchi T, Nakanishi H, Akagi-Kurashige Y, Miyake M, et al. Calcium, ARMS2 genotype, and Chlamydia pneumoniae infection in early age-related macular degeneration: a multivariate analysis from the Nagahama study. Sci Rep. 2015;5:9345. 6. Das S, Forer L, Schonherr S, Sidore C, Locke AE, Kwong A, et al. Next-generation genotype imputation service and methods. Nat Genet. 2016;48(10):1284-1287. 7. 1000 Genomes Project Consortium, Abecasis GR, Auton A, Brooks LD, DePristo MA, Durbin RM, et al. An integrated map of genetic variation from 1,092 human genomes. Nature. 2012;491(7422):56-65. 8. Khor CC, Miyake M, Chen LJ, Shi Y, Barathi VA, Qiao F, et al. Genome-wide association study identifies ZFHX1B as a susceptibility locus for severe myopia. Hum Mol Genet. 2013;22(25):5288-5294. 9. Hosoda Y, Yoshikawa M, Miyake M, Tabara Y, Shimada N, Zhao W, et al. CCDC102B confers risk of low vision and blindness in high myopia. Nat Commun. 2018;9(1):1782. 10. Purcell S, Neale B, Todd-Brown K, Thomas L, Ferreira MA, Bender D, et al. PLINK: a tool set for whole-genome association and population-based linkage analyses. Am J Hum Genet. 2007;81(3):559-575.references 1. Miyake M, Yamashiro K, Nakanishi H, Nakata I, Akagi-Kurashige Y, Kumagai K, et al. Evaluation of pigment epithelium-derived factor and complement factor I polymorphisms as a cause of choroidal neovascularization in highly myopic eyes. Invest O phthalmol Vis Sci. 2013;54(6):4208-4212. 2. Miyake M, Yamashiro K, Nakanishi H, Nakata I, Akagi-Kurashige Y, Tsujikawa A, et al. Association of paired box 6 with high myopia in Japanese. Mol Vis. 2012;18:2726-2735. 3. Miyake M, Yamashiro K, Nakanishi H, Nakata I, Akagi-Kurashige Y, Tsujikawa A, et al. Insulin-like growth factor 1 is not associated with high myopia in a large Japanese cohort. Mol Vis. 2013;19:1074-1081. 4. Miyake M, Yamashiro K, Tabara Y, Suda K, Morooka S, Nakanishi H, et al. Identification of myopia-associated WNT7B polymorphisms provides insights into the mechanism underlying the development of myopia. Nat Commun. 2015;6:6689. 5. Nakata I, Yamashiro K, Kawaguchi T, Nakanishi H, Akagi-Kurashige Y, Miyake M, et al. Calcium, ARMS2 genotype, and Chlamydia pneumoniae infection in early age-related macular degeneration: a multivariate analysis from the Nagahama study. Sci Rep . 2015;5:9345. 6. Das S, Forer L, Schonherr S, Sidore C, Locke AE, Kwong A, et al. Next-generation genotype imputation service and methods. Nat Genet. 2016;48(10):1284-1287. 7. 1000 Genomes Project Consortium, Abecasis GR, Auton A, Brooks LD, DePristo MA, Durbin RM, et al. An integrated map of genetic variation from 1,092 human genomes. Nature. 2012;491(7422):56-65. 8. KHOR CC, Miyake M, Chen LJ, Shi Y, Barathi Va, Qiao F, Et Al. Genome-Wide Association Study Identifies ZFHX1B AS Susceptibility Locus For Severe Myopia. Hum mol genet. 2013; 22 (25): 5288-5294. 9. Hosoda Y, Yoshikawa M, Miyake M, Tabara Y, Shimada N, Zhao W, et al. CCDC102B confers risk of low vision and blindness in high myopia. Nat Commun. 2018;9(1):1782. 10. Purcell S, Neale B, Todd-Brown K, Thomas L, Ferreira MA, Bender D, et al. PLINK: a tool set for whole-genome association and population-based linkage analyses. Am J Hum Genet. 2007;81(3):559-575.
無。none.
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