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Published in: BMC Medical Genetics 1/2011

Open Access 01-12-2011 | Research article

Identifying subtypes of patients with neovascular age-related macular degeneration by genotypic and cardiovascular risk characteristics

Authors: Michael Feehan, John Hartman, Richard Durante, Margaux A Morrison, Joan W Miller, Ivana K Kim, Margaret M DeAngelis

Published in: BMC Medical Genetics | Issue 1/2011

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Abstract

Background

One of the challenges in the interpretation of studies showing associations between environmental and genotypic data with disease outcomes such as neovascular age-related macular degeneration (AMD) is understanding the phenotypic heterogeneity within a patient population with regard to any risk factor associated with the condition. This is critical when considering the potential therapeutic response of patients to any drug developed to treat the condition. In the present study, we identify patient subtypes or clusters which could represent several different targets for treatment development, based on genetic pathways in AMD and cardiovascular pathology.

Methods

We identified a sample of patients with neovascular AMD, that in previous studies had been shown to be at elevated risk for the disease through environmental factors such as cigarette smoking and genetic variants including the complement factor H gene (CFH) on chromosome 1q25 and variants in the ARMS2/HtrA serine peptidase 1 (HTRA1) gene(s) on chromosome 10q26. We conducted a multivariate segmentation analysis of 253 of these patients utilizing available epidemiologic and genetic data.

Results

In a multivariate model, cigarette smoking failed to differentiate subtypes of patients. However, four meaningfully distinct clusters of patients were identified that were most strongly differentiated by their cardiovascular health status (histories of hypercholesterolemia and hypertension), and the alleles of ARMS2/HTRA1 rs1049331.

Conclusions

These results have significant personalized medicine implications for drug developers attempting to determine the effective size of the treatable neovascular AMD population. Patient subtypes or clusters may represent different targets for therapeutic development based on genetic pathways in AMD and cardiovascular pathology, and treatments developed that may elevate CV risk, may be ill advised for certain of the clusters identified.
Literature
1.
go back to reference Ng PC, Murray SS, Levy S, Venter JC: An agenda for personalized medicine. Nature. 2009, 461: 724-726. 10.1038/461724a.CrossRefPubMed Ng PC, Murray SS, Levy S, Venter JC: An agenda for personalized medicine. Nature. 2009, 461: 724-726. 10.1038/461724a.CrossRefPubMed
2.
go back to reference Jakobsdottir J, Gorin MB, Conley YP, Ferrell RE, Weeks DE: Interpretation of genetic association studies: markers with replicated highly significant odds ratios may be poor classifiers. PLoS Genet. 2009, 5: e1000337-10.1371/journal.pgen.1000337.CrossRefPubMedPubMedCentral Jakobsdottir J, Gorin MB, Conley YP, Ferrell RE, Weeks DE: Interpretation of genetic association studies: markers with replicated highly significant odds ratios may be poor classifiers. PLoS Genet. 2009, 5: e1000337-10.1371/journal.pgen.1000337.CrossRefPubMedPubMedCentral
3.
go back to reference Jager RD, Mieler WF, Miller JW: Age-related macular degeneration. N Engl J Med. 2008, 358: 2606-2617. 10.1056/NEJMra0801537.CrossRefPubMed Jager RD, Mieler WF, Miller JW: Age-related macular degeneration. N Engl J Med. 2008, 358: 2606-2617. 10.1056/NEJMra0801537.CrossRefPubMed
4.
go back to reference Klein R, Deng Y, Klein BEK, Hyman L, Seddon J, Frank RN, Wallace RB, Hendrix SL, Kuppermann BD, Langer RD, Kuller L, Brunner R, Johnson KC, Thomas AM, Haan M: Cardiovascular disease, its risk factors and treatment, and age-related macular degeneration: Women's Health Initiative Sight Exam ancillary study. Am J Ophthalmol. 2007, 143: 473-483. 10.1016/j.ajo.2006.11.058.CrossRefPubMedPubMedCentral Klein R, Deng Y, Klein BEK, Hyman L, Seddon J, Frank RN, Wallace RB, Hendrix SL, Kuppermann BD, Langer RD, Kuller L, Brunner R, Johnson KC, Thomas AM, Haan M: Cardiovascular disease, its risk factors and treatment, and age-related macular degeneration: Women's Health Initiative Sight Exam ancillary study. Am J Ophthalmol. 2007, 143: 473-483. 10.1016/j.ajo.2006.11.058.CrossRefPubMedPubMedCentral
5.
go back to reference Baird PN, Hageman GS, Guymer RH: New era for personalized medicine: the diagnosis and management of age-related macular degeneration. Clin Experiment Ophthalmol. 2009, 37: 814-821. 10.1111/j.1442-9071.2009.02136.x.CrossRefPubMedPubMedCentral Baird PN, Hageman GS, Guymer RH: New era for personalized medicine: the diagnosis and management of age-related macular degeneration. Clin Experiment Ophthalmol. 2009, 37: 814-821. 10.1111/j.1442-9071.2009.02136.x.CrossRefPubMedPubMedCentral
6.
go back to reference Chaine G, Hullo A, Sahel J, Soubrane G, Espinasse-Berrod MA, Schutz D, Bourguignon C, Harpey C, Brault Y, Coste M, Moccatti D, Bourgeois H: Case-control study of the risk factors for age related macular degeneration. France-DMLA Study Group. Br J Ophthalmol. 1998, 82: 996-1002. 10.1136/bjo.82.9.996.CrossRefPubMedPubMedCentral Chaine G, Hullo A, Sahel J, Soubrane G, Espinasse-Berrod MA, Schutz D, Bourguignon C, Harpey C, Brault Y, Coste M, Moccatti D, Bourgeois H: Case-control study of the risk factors for age related macular degeneration. France-DMLA Study Group. Br J Ophthalmol. 1998, 82: 996-1002. 10.1136/bjo.82.9.996.CrossRefPubMedPubMedCentral
7.
go back to reference Klein R, Klein BEK, Tomany SC, Moss SE: Ten-year incidence of age-related maculopathy and smoking and drinking: the Beaver Dam Eye Study. Am J Epidemiol. 2002, 156: 589-598. 10.1093/aje/kwf092.CrossRefPubMed Klein R, Klein BEK, Tomany SC, Moss SE: Ten-year incidence of age-related maculopathy and smoking and drinking: the Beaver Dam Eye Study. Am J Epidemiol. 2002, 156: 589-598. 10.1093/aje/kwf092.CrossRefPubMed
8.
go back to reference Klein R, Klein BE, Linton KL: Prevalence of age-related maculopathy. The Beaver Dam Eye Study. Ophthalmology. 1992, 99: 933-943.CrossRefPubMed Klein R, Klein BE, Linton KL: Prevalence of age-related maculopathy. The Beaver Dam Eye Study. Ophthalmology. 1992, 99: 933-943.CrossRefPubMed
9.
go back to reference Wong TY, Tikellis G, Sun C, Klein R, Couper DJ, Sharrett AR: Age-related macular degeneration and risk of coronary heart disease: the Atherosclerosis Risk in Communities Study. Ophthalmology. 2007, 114: 86-91. 10.1016/j.ophtha.2006.06.039.CrossRefPubMed Wong TY, Tikellis G, Sun C, Klein R, Couper DJ, Sharrett AR: Age-related macular degeneration and risk of coronary heart disease: the Atherosclerosis Risk in Communities Study. Ophthalmology. 2007, 114: 86-91. 10.1016/j.ophtha.2006.06.039.CrossRefPubMed
10.
go back to reference Nguyen-Khoa BA, Goehring EL, Werther W, Gower EW, Do DV, Jones JK: Hospitalized cardiovascular diseases in neovascular age-related macular degeneration. Arch Ophthalmol. 2008, 126: 1280-1286. 10.1001/archopht.126.9.1280.CrossRefPubMed Nguyen-Khoa BA, Goehring EL, Werther W, Gower EW, Do DV, Jones JK: Hospitalized cardiovascular diseases in neovascular age-related macular degeneration. Arch Ophthalmol. 2008, 126: 1280-1286. 10.1001/archopht.126.9.1280.CrossRefPubMed
11.
go back to reference McCarty CA, Dowrick A, Cameron J, McGrath B, Robman LD, Dimitrov P, Tikellis G, Nicolas C, McNeil J, Guymer R: Novel measures of cardiovascular health and its association with prevalence and progression of age-related macular degeneration: the CHARM Study. BMC Ophthalmol. 2008, 8: 25-10.1186/1471-2415-8-25.CrossRefPubMedPubMedCentral McCarty CA, Dowrick A, Cameron J, McGrath B, Robman LD, Dimitrov P, Tikellis G, Nicolas C, McNeil J, Guymer R: Novel measures of cardiovascular health and its association with prevalence and progression of age-related macular degeneration: the CHARM Study. BMC Ophthalmol. 2008, 8: 25-10.1186/1471-2415-8-25.CrossRefPubMedPubMedCentral
12.
go back to reference Sun C, Klein R, Wong TY: Age-related macular degeneration and risk of coronary heart disease and stroke: the Cardiovascular Health Study. Ophthalmology. 2009, 116: 1913-1919. 10.1016/j.ophtha.2009.03.046.CrossRefPubMed Sun C, Klein R, Wong TY: Age-related macular degeneration and risk of coronary heart disease and stroke: the Cardiovascular Health Study. Ophthalmology. 2009, 116: 1913-1919. 10.1016/j.ophtha.2009.03.046.CrossRefPubMed
13.
go back to reference Thornton J, Edwards R, Mitchell P, Harrison RA, Buchan I, Kelly SP: Smoking and age-related macular degeneration: a review of association. Eye (Lond). 2005, 19: 935-944.CrossRef Thornton J, Edwards R, Mitchell P, Harrison RA, Buchan I, Kelly SP: Smoking and age-related macular degeneration: a review of association. Eye (Lond). 2005, 19: 935-944.CrossRef
14.
go back to reference Cong R, Zhou B, Sun Q, Gu H, Tang N, Wang B: Smoking and the risk of age-related macular degeneration: a meta-analysis. Ann Epidemiol. 2008, 18: 647-656. 10.1016/j.annepidem.2008.04.002.CrossRefPubMed Cong R, Zhou B, Sun Q, Gu H, Tang N, Wang B: Smoking and the risk of age-related macular degeneration: a meta-analysis. Ann Epidemiol. 2008, 18: 647-656. 10.1016/j.annepidem.2008.04.002.CrossRefPubMed
15.
go back to reference Ajani UA, Christen WG, Manson JE, Glynn RJ, Schaumberg D, Buring JE, Hennekens CH: A prospective study of alcohol consumption and the risk of age-related macular degeneration. Ann Epidemiol. 1999, 9: 172-177. 10.1016/S1047-2797(98)00053-2.CrossRefPubMed Ajani UA, Christen WG, Manson JE, Glynn RJ, Schaumberg D, Buring JE, Hennekens CH: A prospective study of alcohol consumption and the risk of age-related macular degeneration. Ann Epidemiol. 1999, 9: 172-177. 10.1016/S1047-2797(98)00053-2.CrossRefPubMed
16.
go back to reference Cho E, Hankinson SE, Willett WC, Stampfer MJ, Spiegelman D, Speizer FE, Rimm EB, Seddon JM: Prospective study of alcohol consumption and the risk of age-related macular degeneration. Arch Ophthalmol. 2000, 118: 681-688.CrossRefPubMed Cho E, Hankinson SE, Willett WC, Stampfer MJ, Spiegelman D, Speizer FE, Rimm EB, Seddon JM: Prospective study of alcohol consumption and the risk of age-related macular degeneration. Arch Ophthalmol. 2000, 118: 681-688.CrossRefPubMed
17.
go back to reference DeAngelis MM, Lane AM, Shah CP, Ott J, Dryja TP, Miller JW: Extremely discordant sib-pair study design to determine risk factors for neovascular age-related macular degeneration. Arch Ophthalmol. 2004, 122: 575-580. 10.1001/archopht.122.4.575.CrossRefPubMed DeAngelis MM, Lane AM, Shah CP, Ott J, Dryja TP, Miller JW: Extremely discordant sib-pair study design to determine risk factors for neovascular age-related macular degeneration. Arch Ophthalmol. 2004, 122: 575-580. 10.1001/archopht.122.4.575.CrossRefPubMed
18.
go back to reference Seddon JM, Cote J, Davis N, Rosner B: Progression of age-related macular degeneration: association with body mass index, waist circumference, and waist-hip ratio. Arch Ophthalmol. 2003, 121: 785-792. 10.1001/archopht.121.6.785.CrossRefPubMed Seddon JM, Cote J, Davis N, Rosner B: Progression of age-related macular degeneration: association with body mass index, waist circumference, and waist-hip ratio. Arch Ophthalmol. 2003, 121: 785-792. 10.1001/archopht.121.6.785.CrossRefPubMed
19.
go back to reference Risk factors associated with age-related macular degeneration. A case-control study in the age-related eye disease study: Age-Related Eye Disease Study Report Number 3. Ophthalmology. 2000, 107: 2224-2232. Risk factors associated with age-related macular degeneration. A case-control study in the age-related eye disease study: Age-Related Eye Disease Study Report Number 3. Ophthalmology. 2000, 107: 2224-2232.
21.
go back to reference Klein R, Klein BE, Jensen SC: The relation of cardiovascular disease and its risk factors to the 5-year incidence of age-related maculopathy: the Beaver Dam Eye Study. Ophthalmology. 1997, 104: 1804-1812.CrossRefPubMed Klein R, Klein BE, Jensen SC: The relation of cardiovascular disease and its risk factors to the 5-year incidence of age-related maculopathy: the Beaver Dam Eye Study. Ophthalmology. 1997, 104: 1804-1812.CrossRefPubMed
22.
go back to reference Mullins RF, Russell SR, Anderson DH, Hageman GS: Drusen associated with aging and age-related macular degeneration contain proteins common to extracellular deposits associated with atherosclerosis, elastosis, amyloidosis, and dense deposit disease. FASEB J. 2000, 14: 835-846.PubMed Mullins RF, Russell SR, Anderson DH, Hageman GS: Drusen associated with aging and age-related macular degeneration contain proteins common to extracellular deposits associated with atherosclerosis, elastosis, amyloidosis, and dense deposit disease. FASEB J. 2000, 14: 835-846.PubMed
23.
go back to reference Baker ML, Wang JJ, Rogers S, Klein R, Kuller LH, Larsen EK, Wong TY: Early age-related macular degeneration, cognitive function, and dementia: the Cardiovascular Health Study. Arch Ophthalmol. 2009, 127: 667-673. 10.1001/archophthalmol.2009.30.CrossRefPubMedPubMedCentral Baker ML, Wang JJ, Rogers S, Klein R, Kuller LH, Larsen EK, Wong TY: Early age-related macular degeneration, cognitive function, and dementia: the Cardiovascular Health Study. Arch Ophthalmol. 2009, 127: 667-673. 10.1001/archophthalmol.2009.30.CrossRefPubMedPubMedCentral
24.
go back to reference Tan JSL, Wang JJ, Flood V, Mitchell P: Dietary fatty acids and the 10-year incidence of age-related macular degeneration: the Blue Mountains Eye Study. Arch Ophthalmol. 2009, 127: 656-665. 10.1001/archophthalmol.2009.76.CrossRefPubMed Tan JSL, Wang JJ, Flood V, Mitchell P: Dietary fatty acids and the 10-year incidence of age-related macular degeneration: the Blue Mountains Eye Study. Arch Ophthalmol. 2009, 127: 656-665. 10.1001/archophthalmol.2009.76.CrossRefPubMed
25.
go back to reference Yu AL, Lorenz RL, Haritoglou C, Kampik A, Welge-Lussen U: Biological effects of native and oxidized low-density lipoproteins in cultured human retinal pigment epithelial cells. Exp Eye Res. 2009, 88: 495-503. 10.1016/j.exer.2008.10.028.CrossRefPubMed Yu AL, Lorenz RL, Haritoglou C, Kampik A, Welge-Lussen U: Biological effects of native and oxidized low-density lipoproteins in cultured human retinal pigment epithelial cells. Exp Eye Res. 2009, 88: 495-503. 10.1016/j.exer.2008.10.028.CrossRefPubMed
26.
go back to reference Chen W, Stambolian D, Edwards AO, Branham KE, Othman M, Jakobsdottir J, Tosakulwong N, Pericak-Vance MA, Campochiaro PA, Klein ML, Tan PL, Conley YP, Kanda A, Kopplin L, Li Y, Augustaitis KJ, Karoukis AJ, Scott WK, Agarwal A, Kovach JL, Schwartz SG, Postel EA, Brooks M, Baratz KH, Brown WL, Brucker AJ, Orlin A, Brown G, Ho A, Regillo C, Donoso L, Tian L, Kaderli B, Hadley D, Hagstrom SA, Peachey NS, Klein R, Klein BEK, Gotoh N, Yamashiro K, Ferris Iii F, Fagerness JA, Reynolds R, Farrer LA, Kim IK, Miller JW, Cortón M, Carracedo A, Sanchez-Salorio M, Pugh EW, Doheny KF, Brion M, Deangelis MM, Weeks DE, Zack DJ, Chew EY, Heckenlively JR, Yoshimura N, Iyengar SK, Francis PJ, Katsanis N, Seddon JM, Haines JL, Gorin MB, Abecasis GR, Swaroop A: Genetic variants near TIMP3 and high-density lipoprotein-associated loci influence susceptibility to age-related macular degeneration. Proc Natl Acad Sci USA. 2010, 107: 7401-7406. 10.1073/pnas.0912702107.CrossRefPubMedPubMedCentral Chen W, Stambolian D, Edwards AO, Branham KE, Othman M, Jakobsdottir J, Tosakulwong N, Pericak-Vance MA, Campochiaro PA, Klein ML, Tan PL, Conley YP, Kanda A, Kopplin L, Li Y, Augustaitis KJ, Karoukis AJ, Scott WK, Agarwal A, Kovach JL, Schwartz SG, Postel EA, Brooks M, Baratz KH, Brown WL, Brucker AJ, Orlin A, Brown G, Ho A, Regillo C, Donoso L, Tian L, Kaderli B, Hadley D, Hagstrom SA, Peachey NS, Klein R, Klein BEK, Gotoh N, Yamashiro K, Ferris Iii F, Fagerness JA, Reynolds R, Farrer LA, Kim IK, Miller JW, Cortón M, Carracedo A, Sanchez-Salorio M, Pugh EW, Doheny KF, Brion M, Deangelis MM, Weeks DE, Zack DJ, Chew EY, Heckenlively JR, Yoshimura N, Iyengar SK, Francis PJ, Katsanis N, Seddon JM, Haines JL, Gorin MB, Abecasis GR, Swaroop A: Genetic variants near TIMP3 and high-density lipoprotein-associated loci influence susceptibility to age-related macular degeneration. Proc Natl Acad Sci USA. 2010, 107: 7401-7406. 10.1073/pnas.0912702107.CrossRefPubMedPubMedCentral
27.
go back to reference Neale BM, Fagerness J, Reynolds R, Sobrin L, Parker M, Raychaudhuri S, Tan PL, Oh EC, Merriam JE, Souied E, Bernstein PS, Li B, Frederick JM, Zhang K, Brantley MA, Lee AY, Zack DJ, Campochiaro B, Campochiaro P, Ripke S, Smith RT, Barile GR, Katsanis N, Allikmets R, Daly MJ, Seddon JM: Genome-wide association study of advanced age-related macular degeneration identifies a role of the hepatic lipase gene (LIPC). Proc Natl Acad Sci USA. 2010, 107: 7395-7400. 10.1073/pnas.0912019107.CrossRefPubMedPubMedCentral Neale BM, Fagerness J, Reynolds R, Sobrin L, Parker M, Raychaudhuri S, Tan PL, Oh EC, Merriam JE, Souied E, Bernstein PS, Li B, Frederick JM, Zhang K, Brantley MA, Lee AY, Zack DJ, Campochiaro B, Campochiaro P, Ripke S, Smith RT, Barile GR, Katsanis N, Allikmets R, Daly MJ, Seddon JM: Genome-wide association study of advanced age-related macular degeneration identifies a role of the hepatic lipase gene (LIPC). Proc Natl Acad Sci USA. 2010, 107: 7395-7400. 10.1073/pnas.0912019107.CrossRefPubMedPubMedCentral
28.
go back to reference Silveira AC, Morrison MA, Ji F, Xu H, Reinecke JB, Adams SM, Arneberg TM, Janssian M, Lee JE, Yuan Y, Schaumberg DA, Kotoula MG, Tsironi EE, Tsiloulis AN, Chatzoulis DZ, Miller JW, Kim IK, Hageman GS, Farrer LA, Haider NB, DeAngelis MM: Convergence of linkage, gene expression and association data demonstrates the influence of the RAR-related orphan receptor alpha (RORA) gene on neovascular AMD: a systems biology based approach. Vision Res. 2010, 50: 698-715. 10.1016/j.visres.2009.09.016.CrossRefPubMed Silveira AC, Morrison MA, Ji F, Xu H, Reinecke JB, Adams SM, Arneberg TM, Janssian M, Lee JE, Yuan Y, Schaumberg DA, Kotoula MG, Tsironi EE, Tsiloulis AN, Chatzoulis DZ, Miller JW, Kim IK, Hageman GS, Farrer LA, Haider NB, DeAngelis MM: Convergence of linkage, gene expression and association data demonstrates the influence of the RAR-related orphan receptor alpha (RORA) gene on neovascular AMD: a systems biology based approach. Vision Res. 2010, 50: 698-715. 10.1016/j.visres.2009.09.016.CrossRefPubMed
29.
go back to reference Schaumberg DA, Chasman D, Morrison MA, Adams SM, Guo Q, Hunter DJ, Hankinson SE, DeAngelis MM: Prospective study of common variants in the retinoic acid receptor-related orphan receptor α gene and risk of neovascular age-related macular degeneration. Arch Ophthalmol. 2010, 128: 1462-1471. 10.1001/archophthalmol.2010.261.CrossRefPubMedPubMedCentral Schaumberg DA, Chasman D, Morrison MA, Adams SM, Guo Q, Hunter DJ, Hankinson SE, DeAngelis MM: Prospective study of common variants in the retinoic acid receptor-related orphan receptor α gene and risk of neovascular age-related macular degeneration. Arch Ophthalmol. 2010, 128: 1462-1471. 10.1001/archophthalmol.2010.261.CrossRefPubMedPubMedCentral
30.
go back to reference Yamada Y, Tian J, Yang Y, Cutler RG, Wu T, Telljohann RS, Mattson MP, Handa JT: Oxidized low density lipoproteins induce a pathologic response by retinal pigmented epithelial cells. J Neurochem. 2008, 105: 1187-1197. 10.1111/j.1471-4159.2008.05211.x.CrossRefPubMed Yamada Y, Tian J, Yang Y, Cutler RG, Wu T, Telljohann RS, Mattson MP, Handa JT: Oxidized low density lipoproteins induce a pathologic response by retinal pigmented epithelial cells. J Neurochem. 2008, 105: 1187-1197. 10.1111/j.1471-4159.2008.05211.x.CrossRefPubMed
31.
go back to reference Ding X, Patel M, Chan CC: Molecular pathology of age-related macular degeneration. Prog Retin Eye Res. 2009, 28: 1-18. 10.1016/j.preteyeres.2008.10.001.CrossRefPubMed Ding X, Patel M, Chan CC: Molecular pathology of age-related macular degeneration. Prog Retin Eye Res. 2009, 28: 1-18. 10.1016/j.preteyeres.2008.10.001.CrossRefPubMed
32.
go back to reference Sallo FB, Bereczki E, Csont T, Luthert PJ, Munro P, Ferdinandy P, Sántha M, Lengyel I: Bruch's membrane changes in transgenic mice overexpressing the human biglycan and apolipoprotein b-100 genes. Exp Eye Res. 2009, 89: 178-186. 10.1016/j.exer.2009.03.006.CrossRefPubMed Sallo FB, Bereczki E, Csont T, Luthert PJ, Munro P, Ferdinandy P, Sántha M, Lengyel I: Bruch's membrane changes in transgenic mice overexpressing the human biglycan and apolipoprotein b-100 genes. Exp Eye Res. 2009, 89: 178-186. 10.1016/j.exer.2009.03.006.CrossRefPubMed
33.
go back to reference Wilson HL, Schwartz DM, Bhatt HRF, McCulloch CE, Duncan JL: Statin and aspirin therapy are associated with decreased rates of choroidal neovascularization among patients with age-related macular degeneration. Am J Ophthalmol. 2004, 137: 615-624.PubMed Wilson HL, Schwartz DM, Bhatt HRF, McCulloch CE, Duncan JL: Statin and aspirin therapy are associated with decreased rates of choroidal neovascularization among patients with age-related macular degeneration. Am J Ophthalmol. 2004, 137: 615-624.PubMed
34.
go back to reference McGwin G, Xie A, Owsley C: The use of cholesterol-lowering medications and age-related macular degeneration. Ophthalmology. 2005, 112: 488-494. 10.1016/j.ophtha.2004.10.027.CrossRefPubMed McGwin G, Xie A, Owsley C: The use of cholesterol-lowering medications and age-related macular degeneration. Ophthalmology. 2005, 112: 488-494. 10.1016/j.ophtha.2004.10.027.CrossRefPubMed
35.
go back to reference Klein R, Klein BEK, Tomany SC, Danforth LG, Cruickshanks KJ: Relation of statin use to the 5-year incidence and progression of age-related maculopathy. Arch Ophthalmol. 2003, 121: 1151-1155. 10.1001/archopht.121.8.1151.CrossRefPubMed Klein R, Klein BEK, Tomany SC, Danforth LG, Cruickshanks KJ: Relation of statin use to the 5-year incidence and progression of age-related maculopathy. Arch Ophthalmol. 2003, 121: 1151-1155. 10.1001/archopht.121.8.1151.CrossRefPubMed
36.
go back to reference van Leeuwen R, Vingerling JR, Hofman A, de Jong PTVM, Stricker BHC: Cholesterol lowering drugs and risk of age related maculopathy: prospective cohort study with cumulative exposure measurement. BMJ. 2003, 326: 255-256.CrossRefPubMedPubMedCentral van Leeuwen R, Vingerling JR, Hofman A, de Jong PTVM, Stricker BHC: Cholesterol lowering drugs and risk of age related maculopathy: prospective cohort study with cumulative exposure measurement. BMJ. 2003, 326: 255-256.CrossRefPubMedPubMedCentral
37.
go back to reference Hyman L, Schachat AP, He Q, Leske MC: Hypertension, cardiovascular disease, and age-related macular degeneration. Age-Related Macular Degeneration Risk Factors Study Group. Arch Ophthalmol. 2000, 118: 351-358.CrossRefPubMed Hyman L, Schachat AP, He Q, Leske MC: Hypertension, cardiovascular disease, and age-related macular degeneration. Age-Related Macular Degeneration Risk Factors Study Group. Arch Ophthalmol. 2000, 118: 351-358.CrossRefPubMed
38.
go back to reference Smith W, Assink J, Klein R, Mitchell P, Klaver CC, Klein BE, Hofman A, Jensen S, Wang JJ, de Jong PT: Risk factors for age-related macular degeneration: Pooled findings from three continents. Ophthalmology. 2001, 108: 697-704. 10.1016/S0161-6420(00)00580-7.CrossRefPubMed Smith W, Assink J, Klein R, Mitchell P, Klaver CC, Klein BE, Hofman A, Jensen S, Wang JJ, de Jong PT: Risk factors for age-related macular degeneration: Pooled findings from three continents. Ophthalmology. 2001, 108: 697-704. 10.1016/S0161-6420(00)00580-7.CrossRefPubMed
39.
go back to reference Edwards AO, Ritter R, Abel KJ, Manning A, Panhuysen C, Farrer LA: Complement factor H polymorphism and age-related macular degeneration. Science. 2005, 308: 421-424. 10.1126/science.1110189.CrossRefPubMed Edwards AO, Ritter R, Abel KJ, Manning A, Panhuysen C, Farrer LA: Complement factor H polymorphism and age-related macular degeneration. Science. 2005, 308: 421-424. 10.1126/science.1110189.CrossRefPubMed
40.
go back to reference Hageman GS, Anderson DH, Johnson LV, Hancox LS, Taiber AJ, Hardisty LI, Hageman JL, Stockman HA, Borchardt JD, Gehrs KM, Smith RJH, Silvestri G, Russell SR, Klaver CCW, Barbazetto I, Chang S, Yannuzzi LA, Barile GR, Merriam JC, Smith RT, Olsh AK, Bergeron J, Zernant J, Merriam JE, Gold B, Dean M, Allikmets R: A common haplotype in the complement regulatory gene factor H (HF1/CFH) predisposes individuals to age-related macular degeneration. Proc Natl Acad Sci USA. 2005, 102: 7227-7232. 10.1073/pnas.0501536102.CrossRefPubMedPubMedCentral Hageman GS, Anderson DH, Johnson LV, Hancox LS, Taiber AJ, Hardisty LI, Hageman JL, Stockman HA, Borchardt JD, Gehrs KM, Smith RJH, Silvestri G, Russell SR, Klaver CCW, Barbazetto I, Chang S, Yannuzzi LA, Barile GR, Merriam JC, Smith RT, Olsh AK, Bergeron J, Zernant J, Merriam JE, Gold B, Dean M, Allikmets R: A common haplotype in the complement regulatory gene factor H (HF1/CFH) predisposes individuals to age-related macular degeneration. Proc Natl Acad Sci USA. 2005, 102: 7227-7232. 10.1073/pnas.0501536102.CrossRefPubMedPubMedCentral
41.
go back to reference Haines JL, Hauser MA, Schmidt S, Scott WK, Olson LM, Gallins P, Spencer KL, Kwan SY, Noureddine M, Gilbert JR, Schnetz-Boutaud N, Agarwal A, Postel EA, Pericak-Vance MA: Complement factor H variant increases the risk of age-related macular degeneration. Science. 2005, 308: 419-421. 10.1126/science.1110359.CrossRefPubMed Haines JL, Hauser MA, Schmidt S, Scott WK, Olson LM, Gallins P, Spencer KL, Kwan SY, Noureddine M, Gilbert JR, Schnetz-Boutaud N, Agarwal A, Postel EA, Pericak-Vance MA: Complement factor H variant increases the risk of age-related macular degeneration. Science. 2005, 308: 419-421. 10.1126/science.1110359.CrossRefPubMed
42.
go back to reference Klein RJ, Zeiss C, Chew EY, Tsai JY, Sackler RS, Haynes C, Henning AK, SanGiovanni JP, Mane SM, Mayne ST, Bracken MB, Ferris FL, Ott J, Barnstable C, Hoh J: Complement factor H polymorphism in age-related macular degeneration. Science. 2005, 308: 385-389. 10.1126/science.1109557.CrossRefPubMedPubMedCentral Klein RJ, Zeiss C, Chew EY, Tsai JY, Sackler RS, Haynes C, Henning AK, SanGiovanni JP, Mane SM, Mayne ST, Bracken MB, Ferris FL, Ott J, Barnstable C, Hoh J: Complement factor H polymorphism in age-related macular degeneration. Science. 2005, 308: 385-389. 10.1126/science.1109557.CrossRefPubMedPubMedCentral
43.
go back to reference Zareparsi S, Branham KEH, Li M, Shah S, Klein RJ, Ott J, Hoh J, Abecasis GR, Swaroop A: Strong association of the Y402H variant in complement factor H at 1q32 with susceptibility to age-related macular degeneration. Am J Hum Genet. 2005, 77: 149-153. 10.1086/431426.CrossRefPubMedPubMedCentral Zareparsi S, Branham KEH, Li M, Shah S, Klein RJ, Ott J, Hoh J, Abecasis GR, Swaroop A: Strong association of the Y402H variant in complement factor H at 1q32 with susceptibility to age-related macular degeneration. Am J Hum Genet. 2005, 77: 149-153. 10.1086/431426.CrossRefPubMedPubMedCentral
44.
go back to reference Jakobsdottir J, Conley YP, Weeks DE, Mah TS, Ferrell RE, Gorin MB: Susceptibility genes for age-related maculopathy on chromosome 10q26. Am J Hum Genet. 2005, 77: 389-407. 10.1086/444437.CrossRefPubMedPubMedCentral Jakobsdottir J, Conley YP, Weeks DE, Mah TS, Ferrell RE, Gorin MB: Susceptibility genes for age-related maculopathy on chromosome 10q26. Am J Hum Genet. 2005, 77: 389-407. 10.1086/444437.CrossRefPubMedPubMedCentral
45.
go back to reference Rivera A, Fisher SA, Fritsche LG, Keilhauer CN, Lichtner P, Meitinger T, Weber BHF: Hypothetical LOC387715 is a second major susceptibility gene for age-related macular degeneration, contributing independently of complement factor H to disease risk. Hum Mol Genet. 2005, 14: 3227-3236. 10.1093/hmg/ddi353.CrossRefPubMed Rivera A, Fisher SA, Fritsche LG, Keilhauer CN, Lichtner P, Meitinger T, Weber BHF: Hypothetical LOC387715 is a second major susceptibility gene for age-related macular degeneration, contributing independently of complement factor H to disease risk. Hum Mol Genet. 2005, 14: 3227-3236. 10.1093/hmg/ddi353.CrossRefPubMed
46.
go back to reference Conley YP, Jakobsdottir J, Mah T, Weeks DE, Klein R, Kuller L, Ferrell RE, Gorin MB: CFH, ELOVL4, PLEKHA1 and LOC387715 genes and susceptibility to age-related maculopathy: AREDS and CHS cohorts and meta-analyses. Hum Mol Genet. 2006, 15: 3206-3218. 10.1093/hmg/ddl396.CrossRefPubMed Conley YP, Jakobsdottir J, Mah T, Weeks DE, Klein R, Kuller L, Ferrell RE, Gorin MB: CFH, ELOVL4, PLEKHA1 and LOC387715 genes and susceptibility to age-related maculopathy: AREDS and CHS cohorts and meta-analyses. Hum Mol Genet. 2006, 15: 3206-3218. 10.1093/hmg/ddl396.CrossRefPubMed
47.
go back to reference Dewan A, Liu M, Hartman S, Zhang SS-M, Liu DTL, Zhao C, Tam POS, Chan WM, Lam DSC, Snyder M, Barnstable C, Pang CP, Hoh J: HTRA1 promoter polymorphism in wet age-related macular degeneration. Science. 2006, 314: 989-992. 10.1126/science.1133807.CrossRefPubMed Dewan A, Liu M, Hartman S, Zhang SS-M, Liu DTL, Zhao C, Tam POS, Chan WM, Lam DSC, Snyder M, Barnstable C, Pang CP, Hoh J: HTRA1 promoter polymorphism in wet age-related macular degeneration. Science. 2006, 314: 989-992. 10.1126/science.1133807.CrossRefPubMed
48.
go back to reference Yang Z, Camp NJ, Sun H, Tong Z, Gibbs D, Cameron DJ, Chen H, Zhao Y, Pearson E, Li X, Chien J, Dewan A, Harmon J, Bernstein PS, Shridhar V, Zabriskie NA, Hoh J, Howes K, Zhang K: A variant of the HTRA1 gene increases susceptibility to age-related macular degeneration. Science. 2006, 314: 992-993. 10.1126/science.1133811.CrossRefPubMed Yang Z, Camp NJ, Sun H, Tong Z, Gibbs D, Cameron DJ, Chen H, Zhao Y, Pearson E, Li X, Chien J, Dewan A, Harmon J, Bernstein PS, Shridhar V, Zabriskie NA, Hoh J, Howes K, Zhang K: A variant of the HTRA1 gene increases susceptibility to age-related macular degeneration. Science. 2006, 314: 992-993. 10.1126/science.1133811.CrossRefPubMed
49.
go back to reference Deangelis MM, Ji F, Adams S, Morrison MA, Harring AJ, Sweeney MO, Capone A, Miller JW, Dryja TP, Ott J, Kim IK: Alleles in the HtrA serine peptidase 1 gene alter the risk of neovascular age-related macular degeneration. Ophthalmology. 2008, 115: 1209-1215.e7. 10.1016/j.ophtha.2007.10.032.CrossRefPubMed Deangelis MM, Ji F, Adams S, Morrison MA, Harring AJ, Sweeney MO, Capone A, Miller JW, Dryja TP, Ott J, Kim IK: Alleles in the HtrA serine peptidase 1 gene alter the risk of neovascular age-related macular degeneration. Ophthalmology. 2008, 115: 1209-1215.e7. 10.1016/j.ophtha.2007.10.032.CrossRefPubMed
50.
go back to reference DeAngelis MM, Ji F, Kim IK, Adams S, Capone A, Ott J, Miller JW, Dryja TP: Cigarette smoking, CFH, APOE, ELOVL4, and risk of neovascular age-related macular degeneration. Arch Ophthalmol. 2007, 125: 49-54. 10.1001/archopht.125.1.49.CrossRefPubMed DeAngelis MM, Ji F, Kim IK, Adams S, Capone A, Ott J, Miller JW, Dryja TP: Cigarette smoking, CFH, APOE, ELOVL4, and risk of neovascular age-related macular degeneration. Arch Ophthalmol. 2007, 125: 49-54. 10.1001/archopht.125.1.49.CrossRefPubMed
51.
go back to reference Baird PN, Robman LD, Richardson AJ, Dimitrov PN, Tikellis G, McCarty CA, Guymer RH: Gene-environment interaction in progression of AMD: the CFH gene, smoking and exposure to chronic infection. Hum Mol Genet. 2008, 17: 1299-1305. 10.1093/hmg/ddn018.CrossRefPubMed Baird PN, Robman LD, Richardson AJ, Dimitrov PN, Tikellis G, McCarty CA, Guymer RH: Gene-environment interaction in progression of AMD: the CFH gene, smoking and exposure to chronic infection. Hum Mol Genet. 2008, 17: 1299-1305. 10.1093/hmg/ddn018.CrossRefPubMed
52.
go back to reference Schmidt S, Hauser MA, Scott WK, Postel EA, Agarwal A, Gallins P, Wong F, Chen YS, Spencer K, Schnetz-Boutaud N, Haines JL, Pericak-Vance MA: Cigarette smoking strongly modifies the association of LOC387715 and age-related macular degeneration. Am J Hum Genet. 2006, 78: 852-864. 10.1086/503822.CrossRefPubMedPubMedCentral Schmidt S, Hauser MA, Scott WK, Postel EA, Agarwal A, Gallins P, Wong F, Chen YS, Spencer K, Schnetz-Boutaud N, Haines JL, Pericak-Vance MA: Cigarette smoking strongly modifies the association of LOC387715 and age-related macular degeneration. Am J Hum Genet. 2006, 78: 852-864. 10.1086/503822.CrossRefPubMedPubMedCentral
53.
go back to reference Tan JSL, Mitchell P, Smith W, Wang JJ: Cardiovascular risk factors and the long-term incidence of age-related macular degeneration: the Blue Mountains Eye Study. Ophthalmology. 2007, 114: 1143-1150. 10.1016/j.ophtha.2006.09.033.CrossRefPubMed Tan JSL, Mitchell P, Smith W, Wang JJ: Cardiovascular risk factors and the long-term incidence of age-related macular degeneration: the Blue Mountains Eye Study. Ophthalmology. 2007, 114: 1143-1150. 10.1016/j.ophtha.2006.09.033.CrossRefPubMed
54.
go back to reference Hogg RE, Woodside JV, Gilchrist SECM, Graydon R, Fletcher AE, Chan W, Knox A, Cartmill B, Chakravarthy U: Cardiovascular disease and hypertension are strong risk factors for choroidal neovascularization. Ophthalmology. 2008, 115: 1046-1052.e2. 10.1016/j.ophtha.2007.07.031.CrossRefPubMed Hogg RE, Woodside JV, Gilchrist SECM, Graydon R, Fletcher AE, Chan W, Knox A, Cartmill B, Chakravarthy U: Cardiovascular disease and hypertension are strong risk factors for choroidal neovascularization. Ophthalmology. 2008, 115: 1046-1052.e2. 10.1016/j.ophtha.2007.07.031.CrossRefPubMed
55.
go back to reference Ellis TE, Rudd MD, Rajab MH, Wehrly TE: Cluster analysis of MCMI scores of suicidal psychiatric patients: four personality profiles. J Clin Psychol. 1996, 52: 411-422. 10.1002/(SICI)1097-4679(199607)52:4<411::AID-JCLP5>3.0.CO;2-S.CrossRefPubMed Ellis TE, Rudd MD, Rajab MH, Wehrly TE: Cluster analysis of MCMI scores of suicidal psychiatric patients: four personality profiles. J Clin Psychol. 1996, 52: 411-422. 10.1002/(SICI)1097-4679(199607)52:4<411::AID-JCLP5>3.0.CO;2-S.CrossRefPubMed
56.
go back to reference Quirk SW, McCormick RA: Personality subtypes, coping styles, symptom correlates, and substances of choice among a cohort of substance abusers. Assessment. 1998, 5: 157-169. 10.1177/107319119800500206.CrossRefPubMed Quirk SW, McCormick RA: Personality subtypes, coping styles, symptom correlates, and substances of choice among a cohort of substance abusers. Assessment. 1998, 5: 157-169. 10.1177/107319119800500206.CrossRefPubMed
57.
go back to reference van Rooden SM, Colas F, Martínez-Martín P, Visser M, Verbaan D, Marinus J, Chaudhuri RK, Kok JN, van Hilten JJ: Clinical subtypes of Parkinson's disease. Mov Disord. 2010 van Rooden SM, Colas F, Martínez-Martín P, Visser M, Verbaan D, Marinus J, Chaudhuri RK, Kok JN, van Hilten JJ: Clinical subtypes of Parkinson's disease. Mov Disord. 2010
58.
go back to reference Jáuregui Lobera I, Garrido O, Santiago Fernández MJ, Alvarez Bautista E: Social comparison as a coping strategy among caregivers of eating disorder patients. J Psychiatr Ment Health Nurs. 2010, 17: 775-782. 10.1111/j.1365-2850.2010.01611.x.CrossRefPubMed Jáuregui Lobera I, Garrido O, Santiago Fernández MJ, Alvarez Bautista E: Social comparison as a coping strategy among caregivers of eating disorder patients. J Psychiatr Ment Health Nurs. 2010, 17: 775-782. 10.1111/j.1365-2850.2010.01611.x.CrossRefPubMed
59.
go back to reference Zhang H, Morrison MA, Dewan A, Adams S, Andreoli M, Huynh N, Regan M, Brown A, Miller JW, Kim IK, Hoh J, Deangelis MM: The NEI/NCBI dbGAP database: genotypes and haplotypes that may specifically predispose to risk of neovascular age-related macular degeneration. BMC Med Genet. 2008, 9: 51-CrossRefPubMedPubMedCentral Zhang H, Morrison MA, Dewan A, Adams S, Andreoli M, Huynh N, Regan M, Brown A, Miller JW, Kim IK, Hoh J, Deangelis MM: The NEI/NCBI dbGAP database: genotypes and haplotypes that may specifically predispose to risk of neovascular age-related macular degeneration. BMC Med Genet. 2008, 9: 51-CrossRefPubMedPubMedCentral
60.
go back to reference Andreoli MT, Morrison MA, Kim BJ, Chen L, Adams SM, Miller JW, DeAngelis MM, Kim IK: Comprehensive analysis of complement factor H and LOC387715/ARMS2/HTRA1 variants with respect to phenotype in advanced age-related macular degeneration. Am J Ophthalmol. 2009, 148: 869-874. 10.1016/j.ajo.2009.07.002.CrossRefPubMedPubMedCentral Andreoli MT, Morrison MA, Kim BJ, Chen L, Adams SM, Miller JW, DeAngelis MM, Kim IK: Comprehensive analysis of complement factor H and LOC387715/ARMS2/HTRA1 variants with respect to phenotype in advanced age-related macular degeneration. Am J Ophthalmol. 2009, 148: 869-874. 10.1016/j.ajo.2009.07.002.CrossRefPubMedPubMedCentral
61.
go back to reference Jardine N, Sibson R: Mathematical Taxonomy. 1971, John Wiley & Sons Ltd Jardine N, Sibson R: Mathematical Taxonomy. 1971, John Wiley & Sons Ltd
62.
go back to reference Winkel P, Paldam M, Tygstrup N: A numerical taxonomic analysis of symptoms and signs in 400 patients with cirrhosis of the liver. Comput Biomed Res. 1970, 3: 657-665. 10.1016/0010-4809(70)90033-9.CrossRefPubMed Winkel P, Paldam M, Tygstrup N: A numerical taxonomic analysis of symptoms and signs in 400 patients with cirrhosis of the liver. Comput Biomed Res. 1970, 3: 657-665. 10.1016/0010-4809(70)90033-9.CrossRefPubMed
63.
go back to reference Bozinov D, Rahnenführer J: Unsupervised technique for robust target separation and analysis of DNA microarray spots through adaptive pixel clustering. Bioinformatics. 2002, 18: 747-756. 10.1093/bioinformatics/18.5.747.CrossRefPubMed Bozinov D, Rahnenführer J: Unsupervised technique for robust target separation and analysis of DNA microarray spots through adaptive pixel clustering. Bioinformatics. 2002, 18: 747-756. 10.1093/bioinformatics/18.5.747.CrossRefPubMed
64.
go back to reference Yang YH, Buckley MJ, Dudoit S, Speed TP: Comparison of Methods for Image Analysis on cDNA Microarray Data. Journal of Computational and Graphical Statistics. 2002, 11: 108-136. 10.1198/106186002317375640.CrossRef Yang YH, Buckley MJ, Dudoit S, Speed TP: Comparison of Methods for Image Analysis on cDNA Microarray Data. Journal of Computational and Graphical Statistics. 2002, 11: 108-136. 10.1198/106186002317375640.CrossRef
65.
go back to reference Jakobsson M, Scholz SW, Scheet P, Gibbs JR, VanLiere JM, Fung HC, Szpiech ZA, Degnan JH, Wang K, Guerreiro R, Bras JM, Schymick JC, Hernandez DG, Traynor BJ, Simon-Sanchez J, Matarin M, Britton A, van de Leemput J, Rafferty I, Bucan M, Cann HM, Hardy JA, Rosenberg NA, Singleton AB: Genotype, haplotype and copy-number variation in worldwide human populations. Nature. 2008, 451: 998-1003. 10.1038/nature06742.CrossRefPubMed Jakobsson M, Scholz SW, Scheet P, Gibbs JR, VanLiere JM, Fung HC, Szpiech ZA, Degnan JH, Wang K, Guerreiro R, Bras JM, Schymick JC, Hernandez DG, Traynor BJ, Simon-Sanchez J, Matarin M, Britton A, van de Leemput J, Rafferty I, Bucan M, Cann HM, Hardy JA, Rosenberg NA, Singleton AB: Genotype, haplotype and copy-number variation in worldwide human populations. Nature. 2008, 451: 998-1003. 10.1038/nature06742.CrossRefPubMed
66.
go back to reference Phipps A, Hubert L: Cluster analysis in marketing research. Advanced Methods of Marketing Research. 1994, Wiley, 160-189. Phipps A, Hubert L: Cluster analysis in marketing research. Advanced Methods of Marketing Research. 1994, Wiley, 160-189.
67.
go back to reference Wedel M: Market segment derivation and profiling via a finite mixture model framework. Marketing Letters. 2002, 13: 17-25. 10.1023/A:1015059024154.CrossRef Wedel M: Market segment derivation and profiling via a finite mixture model framework. Marketing Letters. 2002, 13: 17-25. 10.1023/A:1015059024154.CrossRef
68.
go back to reference Wedel M, Kamakura WA: Market Segmentation: Conceptual and Methodological Foundations. 2000, Kluwer Academic Publishers, 2CrossRef Wedel M, Kamakura WA: Market Segmentation: Conceptual and Methodological Foundations. 2000, Kluwer Academic Publishers, 2CrossRef
69.
go back to reference Punj G, Stewart DW: Cluster Analysis in Marketing Research: Review and Suggestions for Application. Journal of Marketing Research. 1983, 20: 134-148. 10.2307/3151680.CrossRef Punj G, Stewart DW: Cluster Analysis in Marketing Research: Review and Suggestions for Application. Journal of Marketing Research. 1983, 20: 134-148. 10.2307/3151680.CrossRef
70.
go back to reference Zhang T, Ramakrishnon R, Livny M: BIRCH: An efficient data clustering method for very large databases. 1996CrossRef Zhang T, Ramakrishnon R, Livny M: BIRCH: An efficient data clustering method for very large databases. 1996CrossRef
71.
go back to reference Sneath PHA: Numerical Taxonomy: The Principles and Practice of Numerical Classification. 1973, W H Freeman & Co (Sd) Sneath PHA: Numerical Taxonomy: The Principles and Practice of Numerical Classification. 1973, W H Freeman & Co (Sd)
72.
go back to reference Han K, Kim S, Narayanan S: Strategies to Improve the Robustness of Agglomerative Hierarchical Clustering Under Data Source Variation for Speaker Diarization. Audio, Speech, and Language Processing, IEEE Transactions. 2008, 16: 1590-1601.CrossRef Han K, Kim S, Narayanan S: Strategies to Improve the Robustness of Agglomerative Hierarchical Clustering Under Data Source Variation for Speaker Diarization. Audio, Speech, and Language Processing, IEEE Transactions. 2008, 16: 1590-1601.CrossRef
73.
go back to reference Enseleit F, Michels S, Ruschitzka F: Anti-VEGF therapies and blood pressure: more than meets the eye. Curr Hypertens Rep. 2010, 12: 33-38. 10.1007/s11906-009-0082-x.CrossRefPubMed Enseleit F, Michels S, Ruschitzka F: Anti-VEGF therapies and blood pressure: more than meets the eye. Curr Hypertens Rep. 2010, 12: 33-38. 10.1007/s11906-009-0082-x.CrossRefPubMed
Metadata
Title
Identifying subtypes of patients with neovascular age-related macular degeneration by genotypic and cardiovascular risk characteristics
Authors
Michael Feehan
John Hartman
Richard Durante
Margaux A Morrison
Joan W Miller
Ivana K Kim
Margaret M DeAngelis
Publication date
01-12-2011
Publisher
BioMed Central
Published in
BMC Medical Genetics / Issue 1/2011
Electronic ISSN: 1471-2350
DOI
https://doi.org/10.1186/1471-2350-12-83

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