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RESEARCH ARTICLE Open Access Clinical risk factors for age-related macular degeneration: a systematic review and meta-analysis Usha Chakravarthy 1* , Tien Y Wong 2,3 , Astrid Fletcher 4 , Elisabeth Piault 5 , Christopher Evans 5 , Gergana Zlateva 6 , Ronald Buggage 7 , Andreas Pleil 6 , Paul Mitchell 8 Abstract Background: Age-related macular degeneration (AMD) is the leading cause of blindness in Western countries. Numerous risk factors have been reported but the evidence and strength of association is variable. We aimed to identify those risk factors with strong levels of evidence which could be easily assessed by physicians or ophthalmologists to implement preventive interventions or address current behaviours. Methods: A systematic review identified 18 prospective and cross-sectional studies and 6 case control studies involving 113,780 persons with 17,236 cases of late AMD that included an estimate of the association between late AMD and at least one of 16 pre-selected risk factors. Fixed-effects meta-analyses were conducted for each factor to combine odds ratio (OR) and/or relative risk (RR) outcomes across studies by study design. Overall raw point estimates of each risk factor and associated 95% confidence intervals (CI) were calculated. Results: Increasing age, current cigarette smoking, previous cataract surgery, and a family history of AMD showed strong and consistent associations with late AMD. Risk factors with moderate and consistent associations were higher body mass index, history of cardiovascular disease, hypertension, and higher plasma fibrinogen. Risk factors with weaker and inconsistent associations were gender, ethnicity, diabetes, iris colour, history of cerebrovascular disease, and serum total and HDL cholesterol and triglyceride levels. Conclusions: Smoking, previous cataract surgery and a family history of AMD are consistent risk factors for AMD. Cardiovascular risk factors are also associated with AMD. Knowledge of these risk factors that may be easily assessed by physicians and general ophthalmologists may assist in identification and appropriate referral of persons at risk of AMD. Background Age-related macular degeneration (AMD) is the leading cause of blindness among people aged 55 years and older in the U.S and other Western countries [1-3]. Late stage AMD includes two morphological sub-types: neo- vascular AMD and geographic atrophy [4,5]. Population studies indicate that neovascular AMD accounts for two thirds of late AMD cases, and 90% of blindness from AMD [6]. Left untreated, neovascular AMD results in severe visual impairment with an average loss of around 4 lines of visual acuity within 2 years of disease onset [7]. Patients with geographic atrophy also develop visual loss although this tends to be more gradual. With the introduction of new and effective treatments for neovascular AMD, there is a strong rationale for early identification of persons at highest risk of progres- sion to the late stages as timely treatment given at the onset of neovascular AMD will lead to better visual out- comes [8-11]. In this regard, a number of major risk fac- tors for AMD have been identified, including genetic (e.g., complement factor H polymorphisms), demo- graphic (e.g., ethnicity), nutritional (e.g., antioxidant vitamins, dietary fats or fish), lifestyle (e.g., smoking), medical (e.g., cardiovascular risk factors), environmental (e.g., sun exposure), and ocular factors [12-16]. * Correspondence: [email protected] 1 Centre for Vision Science, Queens University Belfast, Northern Ireland, UK Full list of author information is available at the end of the article Chakravarthy et al. BMC Ophthalmology 2010, 10:31 http://www.biomedcentral.com/1471-2415/10/31 © 2010 Chakravarthy et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

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Page 1: RESEARCH ARTICLE Open Access Clinical risk factors for age ... · higher body mass index, history of cardiovascular disease, hypertension, and higher plasma fibrinogen. Risk factors

RESEARCH ARTICLE Open Access

Clinical risk factors for age-related maculardegeneration: a systematic review andmeta-analysisUsha Chakravarthy1*, Tien Y Wong2,3, Astrid Fletcher4, Elisabeth Piault5, Christopher Evans5, Gergana Zlateva6,Ronald Buggage7, Andreas Pleil6, Paul Mitchell8

Abstract

Background: Age-related macular degeneration (AMD) is the leading cause of blindness in Western countries.Numerous risk factors have been reported but the evidence and strength of association is variable. We aimed toidentify those risk factors with strong levels of evidence which could be easily assessed by physicians orophthalmologists to implement preventive interventions or address current behaviours.

Methods: A systematic review identified 18 prospective and cross-sectional studies and 6 case control studiesinvolving 113,780 persons with 17,236 cases of late AMD that included an estimate of the association between lateAMD and at least one of 16 pre-selected risk factors. Fixed-effects meta-analyses were conducted for each factor tocombine odds ratio (OR) and/or relative risk (RR) outcomes across studies by study design. Overall raw pointestimates of each risk factor and associated 95% confidence intervals (CI) were calculated.

Results: Increasing age, current cigarette smoking, previous cataract surgery, and a family history of AMD showedstrong and consistent associations with late AMD. Risk factors with moderate and consistent associations werehigher body mass index, history of cardiovascular disease, hypertension, and higher plasma fibrinogen. Risk factorswith weaker and inconsistent associations were gender, ethnicity, diabetes, iris colour, history of cerebrovasculardisease, and serum total and HDL cholesterol and triglyceride levels.

Conclusions: Smoking, previous cataract surgery and a family history of AMD are consistent risk factors for AMD.Cardiovascular risk factors are also associated with AMD. Knowledge of these risk factors that may be easilyassessed by physicians and general ophthalmologists may assist in identification and appropriate referral of personsat risk of AMD.

BackgroundAge-related macular degeneration (AMD) is the leadingcause of blindness among people aged 55 years andolder in the U.S and other Western countries [1-3]. Latestage AMD includes two morphological sub-types: neo-vascular AMD and geographic atrophy [4,5]. Populationstudies indicate that neovascular AMD accounts for twothirds of late AMD cases, and 90% of blindness fromAMD [6]. Left untreated, neovascular AMD resultsin severe visual impairment with an average loss ofaround 4 lines of visual acuity within 2 years of disease

onset [7]. Patients with geographic atrophy also developvisual loss although this tends to be more gradual.With the introduction of new and effective treatments

for neovascular AMD, there is a strong rationale forearly identification of persons at highest risk of progres-sion to the late stages as timely treatment given at theonset of neovascular AMD will lead to better visual out-comes [8-11]. In this regard, a number of major risk fac-tors for AMD have been identified, including genetic(e.g., complement factor H polymorphisms), demo-graphic (e.g., ethnicity), nutritional (e.g., antioxidantvitamins, dietary fats or fish), lifestyle (e.g., smoking),medical (e.g., cardiovascular risk factors), environmental(e.g., sun exposure), and ocular factors [12-16].

* Correspondence: [email protected] for Vision Science, Queen’s University Belfast, Northern Ireland, UKFull list of author information is available at the end of the article

Chakravarthy et al. BMC Ophthalmology 2010, 10:31http://www.biomedcentral.com/1471-2415/10/31

© 2010 Chakravarthy et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the CreativeCommons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, andreproduction in any medium, provided the original work is properly cited.

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However, the evidence and strength of associationremain variable in the literature. Furthermore, a numberof these risk factors (e.g., diet and genetic factors) arenot easily measured in routine clinical practice [17-21].While ocular clinical signs such as drusen and pigmen-tary irregularities are important markers for progressionto late AMD [22], the skills required for an appropriateretinal evaluation to be performed followed by the inter-pretation of the severity of the signs to make a meaning-ful judgement of risk observed are limited to those withretinal specialist knowledge. The impending explosionin immunomodulatory pharmacotherapies which are incurrently in early phase clinical trials constitute anotherimportant reason for non-specialist clinicians and gen-eral ophthalmologists to be able to refer persons at veryhigh risk of development of late AMD. Therefore it wasour view that more precise estimates of risk for factorsthat could be assessed through routine history takingwould be of value for appropriate counselling andreferral.

MethodsSelection of Risk factorsWe performed a systematic review and meta-analysis ofa selection of risk factors for late AMD (neovascularAMD and geographic atrophy). Initially, we scrutinizedin detail the literature on late AMD to identify all possi-ble risk factors. The initial search yielded 73 possiblerisk factors (Table 1). Following review by an expertpanel (UC, AF, PM, TYW), 16 factors that were consid-ered to be readily measured in nonspecialist settingswere selected for the full systematic review. We did notaddress ocular or genetic risk factors as these requireeither specialist skills to conduct the retinal examinationor access to laboratory resources and genetic expertise.We also excluded nutrition as an estimation of thenutrition status through dietary questionnaires is also aspecialised field [23].

Data SourcesSearches were conducted in Medline and Cochranedatabases using these terms: macular degeneration ORage-related macular degeneration OR age-related macu-lopathy AND gender OR age OR race OR ethnicity ORiris colour OR diabetes OR cardiovascular OR cerebro-vascular OR hypertension OR smoking OR cataract sur-gery OR family history OR body mass index ORcholesterol OR fibrinogen OR C-reactive protein ORtriglyceride.

Studies and ParticipantsProspective cohort, case-control, or cross-sectional stu-dies, were included if they incorporated an estimate of

Table 1 Potential 73 Risk Factors for Late Age-relatedmacular degeneration, Identified in the Initial Review

• Ocular factors (n = 15)

• Nuclear opacity

• Cortical opacity

• Pterygium

• Lens opacity

• Horizontal cup-to-disc ratio

• Fellow eye

• Iris color*†

• Eye disease*

• Cataract/Cataract surgery*†

• Arcus cornea

• Arterioar-to-venular ratio

• Frekling

• Spherical equivalents

• Eye glasses for distance vision

• Family history of AMD†

• Cardiovascular factors (n = 7)

• Atherosclerosis

• History of CVD and cerebrovascular disease*†

• Serum Total Cholesterol level† and Serum HDL Cholesterol level†

• Hypertension*†

• Plasma antioxidants

• Other medical conditions or marker (n = 8)

• Biochemical variables* including serum albumin, C-ReactiveProtein,*† plasma fibrinogen,† and serum triglyceride†)

• Bone mineral density

• Diabetes*†

• Arthritis

• Menopause

• Diet (n = 11)

• Dietary intake

• Fat*

• Animal fat*

• Vegetable fat*

• Linoleic acid

• ∞-3 fatty acids EPA/DHA

• Antioxidants*

• Saturated fat

• Monounsaturated fat

• Polyunsaturated fat

• Trans-unsaturated fat

• Medications (n = 9)

• Birth control use

• Diuretics use

• Antacid use

• Antihypertensive medication use

• Anti-inflammatory drug use

• Hydrochlorothiazide use

• Hormone replacement therapy

• Hormones (women)

• Hypnotics/sedative

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association [odds ratio (OR) or relative risk (RR)]between late AMD and at least one of the 16 risk fac-tors. Non-English language articles were not includedbecause, after a preliminary assessment, we did notidentify any that fitted our inclusion criteria. Abstractsand unpublished studies were also not included.For articles that passed initial screen, additional

criteria were applied for inclusion in the meta-analysis:1) estimates for association with neovascular AMD andgeographic atrophy were excluded when concomitantlypresented as late AMD to avoid double counting; 2) forthree epidemiological studies that examined the risk oflate AMD (i.e., Beaver Dam [24-26], Blue Mountains[24-26], and Rotterdam [25,26]) both the original esti-mates and pooled estimates of the three studies exist.Therefore, to avoid double counting of these studies,only the pooled estimate was retained. We did notinclude studies that reported only the unadjusted results(i.e., crude ORs). All studies included adjusted for age;when studies reported more than one adjusted estimate,the multivariate adjusted estimate was selected (i.e., if a

study reported either age adjusted or age, gender andsmoking adjusted results, the latter was chosen).

Outcome MeasuresThe primary outcome measure was late AMD, or eachtype of late AMD if the overall results for late AMDwere not presented.

Study SelectionSearches were completed by 28 February 2007 andyielded 295 references. The abstracts of these articleswere independently reviewed by two researchers (LPand CE) and relevant data (e.g., study design, risk factor,type of AMD) was recorded on a study-specific abstrac-tion form. Full-text articles were then obtained based onthe initial screening of abstracts and the data extractionform was completed. Any disagreements between thetwo reviewers in the abstract review or following selec-tion of articles for full text review were resolved by dis-cussion. The bibliographies of the full text articles thatwere reviewed were searched for relevant references.In all, 128 unduplicated references were initially iden-

tified as being of potential relevance (the search wasrepeated in November 2008 and seven additional articlespublished in 2008 were included [27-32]), with 12 addi-tional articles retrieved from the reference lists. Fromthe total of 147 articles, 70 fulfilled all eligibility criteriaand were selected for meta-analysis. One study wasexcluded since the outcome was determined by clinicalcriteria rather than retinal photography. In addition, 24articles were excluded since authors reported progressionfor early AMD as well as late AMD. In the final pool, 45articles were retained for the meta-analyses including arti-cles with results from 18 prospective studies [24,26,33-49],and cross-sectional studies [12,25,28,30,31,50-63], and 8case control studies (Figure 1) [50,64-70].

Data SynthesisWe used Comprehensive Meta-Analysis software version2 for all meta-analyses. An overall meta-analysis was per-formed for each risk factor if there were two or morerisk estimates irrespective of study design. In addition,since the study design could influence the risk estimate,meta-analyses were performed for each major type ofstudy within each risk factor. We conducted fixed-effectsand random-effects meta-analyses to combine these out-comes across included studies by study design, estimatingoverall raw point estimates of each risk factor and theirassociated 95% confidence intervals (CI). The selection offixed-effects vs. random-effects models was based on thereported I-squared value and associated p-value. If the p-value was < 0.10 then random-effects was chosen, other-wise fixed-effects was selected, except when there wasclear heterogeneity based on individual study results and

Table 1 Potential 73 Risk Factors for Late Age-relatedmacular degeneration, Identified in the Initial Review(Continued)

• Life style (n = 3)

• Smoking*†

• Alcohol consumption

• Physical activity level

• Light and other exposures (n = 3)

• Place of birth

• Solar radiation/outdoor exposure*

• Chemical exposure

• Genetics (n = 9)

• fibulin 5

• CST3

• CX3CR

• TLR4

• VEGF

• LRP6

• MMP9

• HLA family of genes

• CFH

• Demographics (n = 8)

• Gender*†

• Age*†

• Race/ethnicity*†

• Education*

• Weight/Body mass index*†

• Waist circumference

• Height

• Marital status

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in these instances the more conservative random-effectswas selected. Forest plots were used to graphically pre-sent the significant findings. Funnel plots were producedto explore the potential for publication bias.

ResultsIn total, data from 18 prospective, cross-sectional studiesand 8 case control studies [12,24-26,28,30,31,

33-47,49-54,57-73] were included in the final analysis,contributing a sample of some 94,058 patients (rangingfrom 261 to 22,071) including 3,178 (ranging from 8 to776) late AMD cases. Table 2 summarizes the characteris-tics of the 18 prospective and cross-sectional studies fromwhich estimates were included in the meta-analysis. Fun-nel plots were reviewed and no evidence of publicationbias was observed.

Figure 1 Study selection process.

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The findings for each risk factor except age are sum-marized in Table 3 and discussed separately in the fol-lowing sections.

AgeAll studies found a strong association with increasingage (Table 4 and Figure 2) [31,74].

GenderTwo estimates from two case control studies [64,65],two estimates from cross-sectional studies [25,30],

and two prospective studies [27,75] contributed to thismeta-analysis. Findings from this analysis suggestthat there is no significant association between femalegender and late AMD. In the case control studies,the overall OR for female gender was 1.00 (95%CI 0.83 - 1.21), in the cross-sectional studies, itwas 1.06 (95% CI 0.78 - 1.44) (Figure 3). In theprospective studies, it was 1.01 (95% CI 0.89 - 1.16).Since the authors had not provided the confidenceintervals, one study could not be included in themodel [49].

Table 2 Summary of characteristics of the 18 prospective and cross sectional studies

STUDY NAME LOCATION DATEOFSTUDY

POPULATION NUMBER OFLATE AMDSUBJECTS

AGERANGE

%MALE

METHOD OFFUNDUSCAPTURE

METHOD OFCLASSIFICATION

AREDS [64] USA 1992-1998

4,519 776 60-80 NA Retinal photo WARMGS

Baltimore Eye Study*[91] USA 1985-1988

4,396 48 40+ NA Retinal photo International AMD

Barbados Eye Study*[42] Barbados 1988-1992

2,374 12 40-84 43 Retinal photo Described in paper

Beaver Dam Eye Study[24-26,39,47,57,92]

USA 1988-1990

4,926 72 43-86 44 Retinal photo WARMGS

Blue Mountains Eye Study*[24-26,35,43,46]

Australia 1992-1994

3,654 65 49+ 43 Retinal photo WARMGS

Cardiovascular Health Study[40]

USA 1989-1990

5,201 35 65+ 60 Retinal photo WARMGS

Copenhagen City Study*[33,49]

Denmark 1986-1988,2000-2002

946 112 60-80 49 Retinal photo Described in paper

European Study of EyeDisease (EUREYE)[12]

Europe 2000-2003

4,752 158 Aged65+

45 Retinal photo International AMD

Funagata Study[30] Japan 2000-2002

3,676 8 35+ 51 Retinal photo WARMGS

Los Angeles Latino EyeStudy (LALES) *[53,54,61]

USA 1997-2002

5,875 25 40+ 42 Retinal photo WARMGS

Multi-ethnic Study ofAtherosclerosis (MESA)[41,59]

USA 2002-2004

6,176 27 45-85 48 Retinal photo WARMGS

NHANES III*[58] USA 1998-1994

8,270 54 40+ 47 Retinal photo WARMGS

PHS[34,44] USA 1982-1989

22,071 64 40+ 100 Retinal photo WARMGS

Progression of Age-relatedMacular Degeneration Study(PARMDS)[45]

USA 1989-1998

261 NA 60+ NA Retinal photo Modification of the Age-Related Eye Disease StudyGrading system

Pathologie Occulaires Liees al’age (POLA) *[51,52]

France 2002,2006

2,183 41 60+ 43 Retinal photo Fundus photo

Proyecto VER*[93] USA 1997-1999

2,780 15 50+ 39 Retinal photo WARMGS

Rotterdam Study*[25,26,36,62,94]

Netherlands 1990-1993

6,251 104 55+ 40 Retinal photo WARMGS

Singapore Malay Eye Study(SiMES)[28,31]

Singapore 1992 3,280 23 40-80 52 Retinal photo WARMGS

WARMGS: Wisconsin Age-Related Maculopathy Grading System; * Studies included in the meta-analyses

* From article referenced

Note: Case control studies were not included in this table

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Race/ethnicityOne case control study (AREDS) [64], two cross sec-tional studies (NHANES III and LALES) [53,58] andtwo prospective studies (MESA, CHS) [41,76] contribu-ted to this analysis. All studies were based in the USpopulation. In the MESA Study [41], there were no sig-nificant differences between whites (European origin),Asians (i.e. predominantly Chinese ancestry), Blacks(African Americans) or Hispanics in late AMD preva-lence. In the NHANES III [58], there were no significantdifferences between Non-Hispanic White, Non-HispanicBlack (OR 0.34, 95%CI 0.10 - 1.18) and Mexican Ameri-cans (OR 0.25, 95% CI 0.07 - 0.90). In the LALES [53],individuals of Native American ancestry were nearly 15times more likely to have geographic atrophy (95% CI1.8 - 12.6) than Latinos. The OR was 0.91 (0.49 - 1.69)in prospective cohort studies and 1.09 (0.09 - 13.56) incross-sectional studies for whites versus other races/eth-nicities (Figure 4). An additional study, the BaltimoreEye Study [77], was identified; however, the use of

differing nomenclatures in the Baltimore Eye Study toidentify racial types (e.g., African American, Chinese,Mexican American) prevented its inclusion in the meta-analysis.

Family historyTwo case control studies were included in the meta-analysis [68,69]. Findings from the meta-analysis showan insignificant association between family history andlate AMD (OR 6.18; 95% CI 1.94 - 6.61). This was sup-ported by findings from a cross-sectional study (OR3.95. 95% CI 1.35 - 11.54) (Figure 5) [60].

Cataract surgeryEstimates from three prospective cohort studies(i.e., Copenhagen, Blue Mountains, and Beaver Dam)[24,27,35,38] at five-years and ten-years, and from fivecross-sectional studies (Salisbury Eye Evaluation, ProyectoVER, Baltimore Eye Survey, and Blue Mountains) [63,78],were analyzed. Only two case control studies [50,66] were

Table 3 Summary Results from the Meta-analysis

RISK FACTOR PROSPECTIVE CROSS-SECTIONAL CASE CONTROL

n Overall estimate n Overall estimate n Overall estimate

Gender (female) 2 1.01 (0.89 - 1.16) 2 1.06 (0.78 - 1.44) 2 1.00 (0.83 - 1.21)

Race (white vs. other) 3 0.91 (0.49 - 1.69) 3 1.09 (0.09 - 13.56)* 1 4.2 (2.23 - 8.00)

Family History* 0 1 3.95 (1.35 - 11.54) 2 6.18 (0.98 - 38.90)*

Cataract surgery* 4 3.05 (2.05 - 4.55) 2 1.59 (1.08 - 2.34) 3 1.54 (1.24 - 1.91)

Iris colour* 5 0.98 (0.72 - 1.32) 4 0.88 (0.65 - 1.17) 2 0.60 (0.12 - 2.98)*

Body Mass Index* 9 1.28 (0.98 - 1.67)* 10 1.21 (0.97 - 1.53) 2 1.52 (1.15 - 2.00)

Smoking* 5 1.86 (1.27 - 2.73) 7 3.58 (2.68 - 4.79) 6 1.78 (1.52 - 2.09)

Hypertension* 4 1.02 (0.77 - 1.35) 6 1.15 (0.88 - 1.51) 3 1.48 (1.22 - 1.78)

Diabetes* 3 1.66 (1.05 - 2.63) 3 1.09 (0.61 - 1.92) 1 0.55 (0.06 - 4.87)

Cardiovascular Disease* 7 1.22 (0.92 - 1.63) 9 1.12 (0.86 - 1.47) 6 2.20 (1.49 - 3.26)*

Cerebrovascular Diseases 2 1.54 (0.82 - 2.90) 5 1.10 (0.69 - 1.75) 0

Serum Cholesterol (Total) 4 0.99 (0.95 - 1.03) 5 0.94 (0.84 - 1.04) 1 4.66 (1.35 - 16.11)

Serum Cholesterol (HDL) 3 1.00 (0.97 - 1.02) 5 1.06 (0.80 - 1.39) 1 3.35 (0.92 - 12.23)

Serum Triglycerides 2 1.00 (0.77 - 1.30) 3 1.08 (0.89 - 1.30) 1 0.90 (0.25 - 3.24)

Plasma Fibrinogen* 1 1.03 (0.81 - 1.32) 3 1.45 (1.22 - 1.73) 0

n = number of estimates entered in the models; *Figure is displayed

* Estimates from random effects models. All other estimates are fixed effects.

Table 4 Prevalence of late AMD by age (Adapted from Varma et al68 and Kawasaki et al29)

Age Los Angeles Baltimore Blue Mountains Beaver Dam Baltimore Barbados SiMES

Group Latino White White White Black Black Asian

(yrs) [% (CI)] [% (CI)] [% (CI)] [% (CI)] [% (CI)] [% (CI)] [%]

40 – 49 0.0 0.0 0.0 0.4 (0.0 – 0.8) 0

50 – 59 0.2 (0.0 – 0.4) 0.5 (0.0 – 1.1) 0.0 0.2 (0.0 – 0.4) 0.4 (0.0 – 0.8) 0.7 (0.2 – 1.2) 0.21

60 – 69 0.3 (0.0 – 0.6) 0.7 (0.1 – 1.3) 0.5 (0.1 – 0.8) 0.8 (0.3 – 1.3) 0.4 (0.0 – 1.0) 0.4 (0.0 – 0.8) 0.39

70 – 79 1.5 (0.5 – 2.5) 2.9 (1.5 – 4.4) 2.6 (1.6 – 3.6) 3.7 (2.5 – 4.9) 0.0 1.0 (0.0 – 2.0) 2.49

≥ 80 8.5 (3.5 – 13.5) 7.0 (2.0 – 12.0) 12.0 (8.7 – 15.4) 9.5 (6.2 – 12.8) 0.0 0.0

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found. Analysis of the prospective cohort studies showedthat previous cataract surgery is a strong risk factor forneovascular AMD (RR 3.05; CI 2.05 - 4.55). This finding issupported by the results of the meta-analysis of the cross-sectional studies (OR = 1.59; CI 1.08 - 2.34) (Figure 6).

SmokingEstimates were reported from six prospective cohortstudies [26,33,34,42,79], five case control studies[64,65,67,68,70] and five cross-sectional studies[12,25,28,30,51] contributed to the meta-analysis. Signifi-cant increases in AMD risk were seen in all the meta-analyses for current versus never smokers. The OR forcase control studies was 1.78 (95% CI 1.52 - 2.09), andthat from cross-sectional studies was 3.58 (95% CI 2.68- 4.79). The RR obtained through analysis of prospectivecohort studies was 1.86 (95% CI 1.27 - 2.73) (Figure 7).

Iris colourData from three prospective cohort studies [26,27,47],from two control studies [65,68] and a pooled estimatefrom a cross sectional study [25] were used in the meta-analysis. Two studies were not used because the authorshad not provided the confidence interval of the estimate[37,64], or because the data had already been considered

within a pooled analysis [58]. The meta-analysis of theprospective cohort and cross-sectional studies suggeststhat darker iris pigmentation (brown vs. blue eyes) isprotective, but the overall results were not significant(OR 0.88; 95% CI 0.65 - 1.17 cross-sectional studies andRR 0.98; 95% CI: 0.72 - 1.32 for prospective studies).The case control results support this finding (0.60; 95%CI 0.12 - 2.98) (Figure 8).

Body Mass Index (BMI)Seven prospective cohort studies (Copenhagen, CHS,PHS, PARMDS, Beaver Dam, Rotterdam, Blue Moun-tains) [26,33,44-46,80] and six cross-sectional studies(POLA, Beaver Dam, Rotterdam, Blue Mountains,LALES, SiMES) [25,28,52,54] contributed to the meta-analysis. Analysis of the prospective studies showed anadverse effect of being overweight/obese and the risk oflate AMD (RR 1.28; 95% CI 0.98 - 1.67). Cross-sectionalstudy findings were in the same direction but did notreach statistical significance (OR 1.21; 95% CI 0.97 -1.53). However, the two case control studies [64,67] didachieve statistical significance (OR 1.52; 95% 1.15 - 2.00)(Figure 9).

HypertensionEstimates from five prospective cohort studies[26,27,42,46], three cases control studies [64,65,67], andfrom seven cross-sectional studies [25,28,30,52,54]

0

2

4

6

8

10

12

14

40-49 50-59 60-69 70-79 80

Kawasaki Baltimore (White) Beaver Dam (White)

Barbados (Black) Blue Mountains (White) Baltimore (Black)

LALES (Latino)

Figure 2 Prevalence of late AMD by age (adapted from Varmaet al [61] and Kawasaki et al [19]).

Group bySubgroup within study

Study name Subgroup within studyComparison Point (raw) and 95% CI

Point Lower Upper (raw) limit limit

CC AREDS, GA-AMD CC Male 1.350 0.882 2.066

CC AREDS, NV-AMD CC Male 0.950 0.767 1.176

CC Blumenkranz 1986, NV-AMD CC Male 0.457 0.122 1.719

CC 1.003 0.830 1.212

CS Smith 2001, GA-AMD CS Male 1.450 0.876 2.400

CS Smith 2001, NV-AMD CS Male 0.950 0.640 1.410

CS Kawasaki 2008, Late AMD CS Male 0.280 0.058 1.353

CS 1.059 0.781 1.437

PC Buch 2005, Late AMD PC Male 1.250 0.732 2.135

PC Van Leeuwen 2003, Late AMD PC Male 1.000 0.870 1.150

PC 1.014 0.886 1.161

0.01 0.1 1 10 100

Gender

Figure 3 Pooled odds ratio for late AMD by gender (female vs.male).

Group bySubgroup within study

Study nameSubgroup within study Comparison Point (raw) and 95% CI

Point Lower Upper (raw) limit limit

CC AREDS, NV-AMD CC White 4.220 2.229 7.988

CC 4.220 2.229 7.988

PC Klein 2006, Late AMD a PC Black 0.520 0.169 1.595

PC Klein 2006, Late AMD b PC Chinese 1.910 0.750 4.867

PC Klein 2006, Late AMD PC Hispanics 0.480 0.138 1.673

PC 0.907 0.487 1.690

Race/Ethnicity

Fraser-Bell 2005, GA-AMD CS Native american 16.440 3.935 68.685

Klein 1999, Late AMD a CS Mexican Americans 0.250 0.070 0.896

Klein 1999, Late AMD b CS Non-hispanic blacks 0.340 0.099 1.168

1.094 0.088 13.560

0.01 0.1 1 10 100

CS

CS

CS

Group bySubgroup within study

Study nameSubgroup within study Comparison Point (raw) and 95% CI

Point Lower Upper (raw) limit limit

CC AREDS, NV-AMD CC White 4.220 2.229 7.988

CC 4.220 2.229 7.988

PC Klein 2006, Late AMD a PC Black 0.520 0.169 1.595

PC Klein 2006, Late AMD b PC Chinese 1.910 0.750 4.867

PC Klein 2006, Late AMD PC Hispanics 0.480 0.138 1.673

PC 0.907 0.487 1.690

Race/Ethnicity

Fraser-Bell 2005, GA-AMD CS Native american 16.440 3.935 68.685

Klein 1999, Late AMD a CS Mexican Americans 0.250 0.070 0.896

Klein 1999, Late AMD b CS Non-hispanic blacks 0.340 0.099 1.168

1.094 0.088 13.560

0.01 0.1 1 10 100

CS

CS

CS

Figure 4 Pooled odds ratio for late AMD and by race/ethnicity(whites vs. other races/ethnicities).

Group bySubgroup within study

Study nameSubgroup within study Comparison Point (raw) and 95% CI

Point Lower Upper (raw) limit limit

0.01 0.1 1 10 100

Family History

CC Hyman 1983, Late AMD CC Family history

CC Klaver 1998, Late AMD CC Family history

CC

CS Smith 1998, Late AMD CS Family history 3.950 1.352 11.539

CS 3.950 1.352 11.539

2.900 1.514 5.553

19.800 3.106 126.232

6.180 0.982 38.896

Group bySubgroup within study

Study nameSubgroup within study Comparison Point (raw) and 95% CI

Point Lower Upper (raw) limit limit

0.01 0.1 1 10 100

Family History

CC Hyman 1983, Late AMD CC Family history

CC Klaver 1998, Late AMD CC Family history

CC

CS Smith 1998, Late AMD CS Family history 3.950 1.352 11.539

CS 3.950 1.352 11.539

2.900 1.514 5.553

19.800 3.106 126.232

6.180 0.982 38.896

Figure 5 Pooled odds ratio for late AMD by family history(presence or absence).

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contributed to this analysis. None of the analysesshowed statistically significant associations (prospectivecohort RR 1.02; 95% CI 0.77 - 1.35; cross-sectional stu-dies OR 1.15; 95% CI: 0.88 - 1.51). The three case con-trol studies did identify a significant association betweenpresence of hypertension and late AMD (OR 1.48; 95%CI 1.22 - 1.78) (Figure 10).

DiabetesEstimates from four prospective cohort studies[24,42,46] and two cross-sectional estimates [52,54,60]contributed to the meta-analysis. Based on the datafrom the prospective cohort studies, the presence ofdiabetes was associated with an increased risk of lateAMD (RR 1.66; 95% CI 1.05 - 2.63). In the cross-sec-tional estimates that used data from two studies, asso-ciations were nonsignificant (OR 1.09; 95% CI 0.61 -1.92). Only one case control study [65] showed non-significant association with diabetes (OR 0.55; 95% CI0.06 - 4.87) (Figure 11).

History of Cardiovascular DiseaseFive prospective cohort studies (including pooled esti-mates) [26,33,42,46] four case control studies [65-68]and seven cross-sectional studies [28,52,54,58] (includingpooled estimates [25]) contributed to the meta-analysis

of history of cardiovascular disease (self or medicalreport) and late AMD. As previously mentioned, someestimates [49,81] were not retained in the analysis. Nosignificant association was found in the prospectivecohort and the cross-sectional studies (RR 1.22, 95% CI0.92 - 1.63 and OR 1.12; 95% CI 0.86 - 1.47). A signifi-cant association was observed in the case control stu-dies, with around double the odds of late AMD inindividuals with cardiovascular disease (OR 2.20; 95% CI1.48 - 3.26) (Figure 12).

History of Cerebrovascular DiseasesThree prospective cohort studies [26,46] and six cross-sectional studies [25,28,52,54] were included in themeta-analysis of history of cerebrovascular diseases andlate AMD (Figure 13). No significant associations werefound (RR 1.54; 95% CI 0.82 - 2.90 and OR 1.10, 95%CI0.69 - 1.75 for the prospective and the cross-sectionalstudies, respectively).

Group bySubgroup within study

Study name Subgroup within study Comparison Point (raw) and 95% CI

Point Lower Upper (raw) limit limit

CC Chaine 1998, GA-AMD CC Previous surgery 1.780 1.227 2.583

CC Chaine 1998, NV-AMD CC Previous surgery 1.440 1.094 1.896

CC Baatz 2008, NV-AMD CC Cataract surgery 1.300 0.522 3.240

CC 1.537 1.239 1.906

CS Freeman 2003, Late AMD CS Cataract surgery 1.700 1.106 2.614

CS Wang 1999, Late AMD CS Past cataract 1.200 0.498 2.890

CS 1.589 1.080 2.339

PC Buch 2005, Late AMD PC Cataract extraction 1.600 0.800 3.200

PC Cugati 2006, Late AMD PC Nonphakic 3.310 1.110 9.870

PC Klein 2002, Late AMD PC Cataract surgery 3.810 1.889 7.685

PC Wang 2003, Late AMD PC Nonphakic 5.700 2.394 13.569

PC 3.054 2.049 4.552

0.01 0.1 1 10 100

Cataract Surgery

Figure 6 Pooled odds ratio for late AMD by history of previouscataract surgery.

Group bySubgroup within study

Study name Subgroup within study Comparison Point (raw) and 95% CI

Point Lower Upper (raw) limit limit

CC AREDS group, NV-AMD CC Current smoker1.910 1.568 2.327CC AREDS group, GA-AMD CC Current smoker1.610 1.066 2.433CC Blumenkranz 1986, NV-AMD CC Current smoker1.250 0.328 4.762CC Hyman 1983, Late AMD CC Current smoker1.200 0.781 1.843CC Tamakoshi 1997, NV-AMD CC Current smoker2.970 0.999 8.830CC Hogg, NV-AMD CC Current smoker3.710 1.247 11.036CC 1.777 1.515 2.085CS Chakravarthy 2007, GA-AMD CS Current smoker4.810 2.084 11.102CS Chakravarthy 2007, NV-AMD CS Current smoker2.550 1.352 4.811CS Delcourt 1998, Late AMD CS Current smoker3.500 1.002 12.225CS Smith 2001, GA-AMD CS Current smoker2.540 1.249 5.166CS Smith 2001, NV-AMD CS Current smoker4.550 2.743 7.548CS Cakett 2008, Late AMD CS Current smoker3.790 1.402 10.245CS Kawasaki 2008, Late AMD CS Current smoker5.030 0.997 25.385CS 3.582 2.679 4.791PC Buch 2005, Late AMD PC Current smoker1.600 0.629 4.072PC Christen 1996, NV-AMD PC Current smoker1.950 0.893 4.256PC Klein 2002, NV-AMD PC Current smoker0.850 0.284 2.545PC Leske 2006, Late AMD PC Current smoker2.300 0.507 10.439PC Tomany 2004, Late AMD PC Current smoker2.350 1.297 4.259PC 1.862 1.272 2.726

0.01 0.1 1 10 100

Smoking

Figure 7 Pooled odds ratio for late AMD by smoking status(current vs. never).

Group bySubgroup within study

Study nameSubgroup within study Comparison Point (raw) and 95% CI

Point Lower Upper (raw) limit limit

Iris Color

CC Blumenkranz 1986, NV-AMD CC Brown 1.490 0.439 5.055

CC Hyman 1983, Late AMD CC Brown 0.290 0.150 0.560

CC 0.604 0.123 2.979

CS Smith 2001, GA-AMD a CS Hazel/green 0.710 0.329 1.534

CS Smith 2001, NV-AMD a CS Hazel/green 0.790 0.446 1.398

CS Smith 2001, GA-AMD b CS Tan/brown 0.640 0.319 1.285

CS Smith 2001, NV-AMD b CS Tan/brown 1.150 0.730 1.811

CS 0.876 0.654 1.174

PC Buch 2005, Late AMD a PC Gray/green 0.900 0.413 1.962

PC Buch 2005, Late AMD b PC Brown 1.300 0.531 3.184

PC Tomany 2003, Late AMD a PC Green 0.960 0.511 1.804

PC Tomany 2003, Late AMD b PC Brown 0.720 0.369 1.405

PC Tomany 2004, Late AMD PC Brown 1.130 0.659 1.937

PC 0.977 0.723 1.319

Figure 8 Pooled odds ratio for late AMD by iris color (brownvs. blue eyes).

Group bySubgroup within study

Study name Subgroup within study

Comparison Point (raw) and 95% CI

Point Lower Upper (raw) limit limit

Body Mass Index

PC Buch 2005, Late AMD PC BMI>27 1.300 0.672 2.515

PC Klein 2003, Late AMD PC BMI>30 1.100 0.632 1.915PC Schaumberg 2001, Late AMD a PC BMI 25-30 0.780 0.452 1.346PC Schaumberg 2001, Late AMD b PC BMI>30 1.280 0.489 3.351PC Seddon 2003, Late AMD a PC BMI 25-30 2.320 1.321 4.074PC Seddon 2003, Late AMD b PC BMI>30 2.350 1.271 4.345PC Tan 2007, Late AMD a PC Overweight 1.220 0.678 2.195PC Tan 2007, Late AMD b PC Obese 1.200 0.566 2.544PC Tomany 2004, Late AMD PC BMI>30 0.870 0.512 1.478

PC 1.278 0.976 1.673

0.01 0.1 1 10 100

CC AREDS group, Late AMD CC BMI >31 1.430 1.075 1.902

CC Hogg, NV-AMD CC BMI 27-30 3.820 1.218 11.985

CC 1.515 1.149 1.997

CS Delcourt 2001, Late AMD a CS BMI 25-30 0.940 0.442 1.999

CS Delcourt 2001, Late AMD b CS BMI >30 2.290 1.001 5.238

CS Smith 2001, GA-AMD a CS BMI 26-30 1.520 0.820 2.818

CS Smith 2001, GA-AMD b CS BMI>30 1.510 0.719 3.172

CS Smith 2001, NV-AMD a CS BMI 26-30 0.940 0.596 1.482

CS Smith 2001, NV-AMD b CS BMI>30 1.190 0.694 2.041

CS Cakett 2008, Late AMD a CS BMI 25-30 0.930 0.349 2.481

CS Cakett 2008, Late AMD b CS BMI>30 1.370 0.408 4.604

CS Fraser-Bell 2008, Late AMD a CS BMI 25-30 1.220 0.362 4.107

CS Fraser-Bell 2008, Late AMD b CS BMI>30 1.280 0.376 4.356

CS 1.214 0.965 1.527

Group bySubgroup within study

Study nameStudy name Subgroup within study

Comparison Point (raw) and 95% CI

Point Lower Upper (raw) limit limit

Body Mass Index

PC Buch 2005, Late AMD PC BMI>27 1.300 0.672 2.515

PC Klein 2003, Late AMD PC BMI>30 1.100 0.632 1.915PC Schaumberg 2001, Late AMD a PC BMI 25-30 0.780 0.452 1.346PC Schaumberg 2001, Late AMD b PC BMI>30 1.280 0.489 3.351PC Seddon 2003, Late AMD a PC BMI 25-30 2.320 1.321 4.074PC Seddon 2003, Late AMD b PC BMI>30 2.350 1.271 4.345PC Tan 2007, Late AMD a PC Overweight 1.220 0.678 2.195PC Tan 2007, Late AMD b PC Obese 1.200 0.566 2.544PC Tomany 2004, Late AMD PC BMI>30 0.870 0.512 1.478

PC 1.278 0.976 1.673

PC Buch 2005, Late AMD PC BMI>27 1.300 0.672 2.515

PC Klein 2003, Late AMD PC BMI>30 1.100 0.632 1.915PC Schaumberg 2001, Late AMD a PC BMI 25-30 0.780 0.452 1.346PC Schaumberg 2001, Late AMD b PC BMI>30 1.280 0.489 3.351PC Seddon 2003, Late AMD a PC BMI 25-30 2.320 1.321 4.074PC Seddon 2003, Late AMD b PC BMI>30 2.350 1.271 4.345PC Tan 2007, Late AMD a PC Overweight 1.220 0.678 2.195PC Tan 2007, Late AMD b PC Obese 1.200 0.566 2.544PC Tomany 2004, Late AMD PC BMI>30 0.870 0.512 1.478

PC 1.278 0.976 1.673

0.01 0.1 1 10 1000.01 0.1 1 10 100

CC AREDS group, Late AMD CC BMI >31 1.430 1.075 1.902

CC Hogg, NV-AMD CC BMI 27-30 3.820 1.218 11.985

CC 1.515 1.149 1.997

CS Delcourt 2001, Late AMD a CS BMI 25-30 0.940 0.442 1.999

CS Delcourt 2001, Late AMD b CS BMI >30 2.290 1.001 5.238

CS Smith 2001, GA-AMD a CS BMI 26-30 1.520 0.820 2.818

CS Smith 2001, GA-AMD b CS BMI>30 1.510 0.719 3.172

CS Smith 2001, NV-AMD a CS BMI 26-30 0.940 0.596 1.482

CS Smith 2001, NV-AMD b CS BMI>30 1.190 0.694 2.041

CS Cakett 2008, Late AMD a CS BMI 25-30 0.930 0.349 2.481

CS Cakett 2008, Late AMD b CS BMI>30 1.370 0.408 4.604

CS Fraser-Bell 2008, Late AMD a CS BMI 25-30 1.220 0.362 4.107

CS Fraser-Bell 2008, Late AMD b CS BMI>30 1.280 0.376 4.356

CS 1.214 0.965 1.527

Figure 9 Pooled odds ratio for late AMD by body mass index(obese vs. non-obese).

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Biological markersFive prospective cohort studies [26,33,40,46] (includingone pooled estimate), and six cross-sectional studies[28,30,52] (including one pooled estimate [25]), one casecontrol [67] of serum total cholesterol and of serumhigh-density lipoprotein cholesterol contributed to themeta-analysis (data not shown). Three studies [49,57,82]were not included in the meta-analysis. The pooledodds ratios and relative risks were non-significant forboth serum cholesterol measures.Neither the two prospective cohort studies [27,46] (RR

1.0; 95% CI 0.77 - 1.30) nor the cross-sectional studies[28,52,60] (OR 1.08; 95% CI 0.89 - 1.30), found an asso-ciation between serum triglycerides and late AMD (datanot shown).A significant increase in risk of late AMD with

increased plasma fibrinogen was observed in two cross-sectional studies [58-60], (OR 1.45; 95% CI 1.22 - 1.73).There was only one estimate from a prospective study[46] and it did not support this finding (OR 1.03; 95%CI 0.81 - 1.32) of significance in the cross-sectional stu-dies (Figure 14).None of the studies which measured C-reactive pro-

tein [36] were eligible for inclusion in our meta-analysis.

DiscussionIdentifying patients at high risk of late AMD, particu-larly neovascular AMD, is important from both public

health and clinical perspectives as this would facilitatedetection of disease before the onset of irreversiblevisual loss enabling earlier intervention. Of the 16 riskfactors identified in our systematic review and meta-analysis, age, current smoking, cataract surgery, andpotentially family history were strongly and consistentlyassociated with late AMD. All of these are easilyassessed through discussions with patients and do notentail a lengthy medical history taking or laboratory eva-luations. Other significant factors with a lower strengthof association (risk estimates generally 1.5 or less) wereBMI, hypertension, a history of cardiovascular diseaseand plasma fibrinogen. All of these factors are associatedwith cardiovascular disease and are also likely to bemeasured and monitored in the primary care setting.Our meta-analysis confirmed the increased risks of

late AMD associated with advancing age (especially forthe oldest age groups of 80 years and over), currentcigarette smoking, and previous cataract surgery. Therelationship of cataract surgery and late AMD was pre-viously reported in a pooled analysis of 3 studies in dif-ferent continents [26]. Although this association couldreflect shared risk factors and the fact that both are dis-eases that affect the ageing eye, there is concern thatsurgery may predispose the operated eye to the

Group bySubgroup within study

Study name Subgroup within studyComparison Point (raw) and 95% CI

Point Lower Upper (raw) limit limit

CC AREDS group, Late AMD CC Hypertension1.450 1.197 1.756

CC Blumenkranz 1986, Late AMD CC Hypertension0.600 0.089 4.045

CC Hogg, NV-AMD CC Hypertension3.210 1.144 9.009

CC 1.476 1.224 1.780

CS Delcourt 2001, NV-AMD CS Hypertension1.050 0.548 2.012

CS Smith 2001, GA-AMD CS Hypertension0.720 0.391 1.325

CS Smith 2001, NV-AMD CS Hypertension1.480 0.988 2.217

CS Fraser-Bell 2008, Late AMD CS Hypertension1.300 0.577 2.927

CS Cakett 2008, Late AMD CS Hypertension0.870 0.248 3.054

CS Kawasaki 2008, Late AMD CS Hypertension1.060 0.253 4.447

CS 1.154 0.882 1.510

PC Buch 2005, Late AMD PC Hypertension0.980 0.503 1.910

PC Leske 2006, Late AMD PC Hypertension1.500 0.506 4.448

PC Tan 2007, Late AMD PC Hypertension0.920 0.548 1.544

PC Tomany 2004, Late AMD PC Hypertension1.050 0.699 1.577

PC 1.022 0.773 1.351

0.01 0.1 1 10 100

Hypertension

Figure 10 Pooled odds ratio for late AMD by hypertension(presence or absence).

Group bySubgroup within study

Study name Subgroup within studyComparison Point (raw) and 95% CI

Point Lower Upper (raw) limit limit

CC Blumenkranz 1986, NV-AMD CC Diabetes 0.550 0.062 4.873

CC 0.550 0.062 4.873

CS Delcourt 2001, Late AMD CS Diabetes 1.220 0.451 3.300

CS Smith 1998, Late AMD CS Diabetes 1.180 0.450 3.093

CS Fraser-Bell 2008, Late AMD CS Diabetes 0.880 0.321 2.410

CS 1.086 0.614 1.921

PC Leske 2006, Late AMD PC Diabetes 2.700 0.999 7.296

PC Tan 2007, Late AMD PC Diabetes 1.920 0.838 4.399

PC Tomany 2004, Late AMD PC Diabetes 1.210 0.620 2.361

PC 1.659 1.046 2.630

0.01 0.1 1 10 100

Diabetes

Figure 11 Pooled odds ratio for late AMD by diabetes(presence or absence).

Group bySubgroup within study

Study name Subgroup within study

Comparison Point (raw) and 95% CIPoint Lower Upper (raw) limit limit

CC Blumenkranz, NV-AMD CC Angina 4.000 0.239 67.002

CC Chaine, NV-AMD CC CVD 3.190 1.807 5.631

CC Chaine, GA-AMD CC CVD 1.490 1.031 2.153

CC Hyman, Late AMD a CC CVD History 1.700 1.078 2.682

CC Hyman, Late AMD b CC Angina 1.700 1.085 2.663

CC Hogg, NV-AMD CC CVD History 7.530 2.779 20.403

CC 2.198 1.484 3.255

CS Delcourt, Late AMD CS Any CVD 1.460 0.719 2.965

CS Klein, GA-AMD CS MI 2.020 0.679 6.010

CS Smith 2001, NV-AMD a CS Angina 1.030 0.603 1.759

CS Smith 2001, GA-AMD a CS Angina 0.560 0.220 1.423

CS Smith 2001, NV-AMD b CS Acute MI 0.940 0.520 1.700

CS Smith 2001, GA-AMD b CS Acute MI 0.760 0.327 1.765

CS Cakett, Late AMD CS MI History 1.290 0.371 4.484

CS Fraser-Bell, Late AMD a CS MI History 1.880 0.532 6.639

CS Fraser-Bell, Late AMD b CS Angina 2.720 0.890 8.316

CS 1.121 0.857 1.468

PC Buch, Late AMD a PC Angina 1.100 0.588 2.058

PC Buch, Late AMD b PC CVD 0.600 0.080 4.475

PC Leske, Late AMD PC CVD History 1.200 0.280 5.138

PC Tan 2007, Late AMD a PC Any CVD 1.450 0.804 2.614

PC Tan 2007, Late AMD b PC Angina 1.560 0.821 2.964

PC Tan 2007, Late AMD c PC MI 1.400 0.616 3.181

PC Tomany, Late AMD PC MI History 0.810 0.401 1.635

PC1.222 0.917 1.629

0.01 0.1 1 10 100

Cardiovascular Disease

Figure 12 Pooled odds ratio for late AMD by cardiovasculardisease (presence or absence).

Group bySubgroup within study

Study name Subgroup within studyComparison Point (raw) and 95% CI

Point Lower Upper (raw) limit limit

CS Delcourt 2001, Late AMD CS Stroke 0.910 0.208 3.981

CS Smith 2001, GA-AMD CS Stroke 0.720 0.260 1.997

CS Smith 2001, NV-AMD CS Stroke 1.070 0.550 2.081

CS Fraser-Bell 2008, Late AMD CS Stroke 2.330 0.712 7.628

CS Cakett 2008, Late AMD CS Stroke 1.230 0.161 9.423

CS 1.101 0.692 1.752

PC Tan 2007, Late AMD PC Stroke 1.980 0.789 4.966

PC Tomany 2004, Late AMD PC Stroke 1.240 0.523 2.938

PC 1.544 0.823 2.896

0.01 0.1 1 10 100

Stroke/Cerebrovascular

Figure 13 Pooled odds ratio for late AMD by cerebrovasculardisease (presence or absence).

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development of neovascular AMD. We further con-firmed the association with family history of AMD, con-sistent with the growing recognition of major genesinvolved in AMD (e.g., complement factor H and C3,LOCS 3877, HTRA 1) [21,83-86].Vascular diseases, including myocardial infarction,

stroke, angina, and hypertension are thought to bepathogenic factors for the development of late AMD.Our meta-analysis showed that while the magnitude ofthe ORs were inconsistent across studies, the pooledestimates for case-control studies were statistically sig-nificant for both cardiovascular disease (OR 2.20; 95%CI 1.49 - 3.26) and hypertension (OR 1.48, 95% CI 1.22- 1.78). The association of diabetes and late AMD isalso less consistent, and while prospective studiesshowed a significant association, this was not significantin the cross-sectional or case-control studies. The rela-tionship between higher BMI and late AMD could beexplained by shared risk factors (e.g., hypertension), orpotential unmeasured confounders (e.g., nutritional fac-tors). Our analysis also indicated that, based only on USdata, people of European origin were at increased riskcompared to other ethnic groups but at present the evi-dence for risks associated with other specific ethnicgroups is inadequate. These are areas of future research.Our study has several limitations. Although we

selected only studies that reported some adjustment forconfounding factors, we could not ascertain the appro-priateness or completeness of adjustment in the studies.Second, the data included in some studies may havebeen too crude and also subject to measurement error.For example, a ‘history of cardiovascular disease’ mayencompass a spectrum of conditions, from asympto-matic angina to myocardial infarction; this was notoften specified. Such potential measurement errorswould likely dilute effects in the meta-analysis. Third,we did not consider ocular factors (e.g., presence oflarge drusen), that have been found to be strong predic-tors of progression to late AMD, as we felt they couldnot be easily ascertained by family physicians. Neitherdid we consider dietary factors, such as the consumptionof vegetables rich in carotenoids (lutein and zeaxanthin)

or zinc and antioxidant vitamin supplementation, fish oromega-3 fatty acids in the diet, or glycemic index,because the methods for estimating such risk factors inthe setting of primary health care is difficult withoutaccess to specialised personnel and resources [6,87-89].Fourth, despite strong associations of AMD with geneticfactors, we felt that genetic testing was not readily avail-able in general clinical practice. Fifth, we included onlyEnglish language articles because a preliminary assess-ment did not identify any non-English language articlesthat fitted our inclusion criteria. Nonetheless, many stu-dies included in this review were from non-white popu-lations (e.g., Chinese, Malay Asians) and thus, webelieve our results can be generalisable to differentpopulations in different countries around the world.Sixth, we only included articles that were identified inthe Medline and Cochrane databases. Expanding thesearch to EMBASE may have identified additional arti-cles; however, given the extensive hand searching of bib-liographies and the experience of the authors we feel itis unlikely any relevant articles were missed. Seventh,the assessment of the quality of the publications wasperformed as part of this study to provide supplemen-tary evidence of the internal and external validity of thedata. However, ultimately, we decided to presentthe data based on the type of study design reported inthe publication: cohort, cross sectional and case control.Large, epidemiological, cohort studies had the advantageover other study designs in that they removed any tem-poral or causal ambiguity as the exposure precedes thedisease and if follow-up is not biased selection bias isless of a problem than in other study designs [90].Finally, whether the study findings could be used asprognostic information to refer patients with higher riskof AMD requires further research. The observed oddsratios were generally small, and there are limited inter-ventions to prevent AMD.

ConclusionsOur systematic review and meta-analysis identified fourstrong and consistent risk factors for late AMD (increas-ing age, current smoking, previous cataract surgery andan AMD family history) and a further four risk factorsshowing significant and moderate strength of associa-tions (high BMI, history of cardiovascular disease,hypertension and plasma fibrinogen). This study pro-vides additional information for primary care physicians,general ophthalmologists and other eye care profes-sionals to counsel their patients on AMD risk.

AcknowledgementsFunding/SupportThe research was supported by Pfizer Inc, New York, New York.Other acknowledgements

Group bySubgroup within study

Study name Subgroup within studyComparison Point (raw) and 95% CI

Point Lower Upper (raw) limit limit

CS Klein 1999, Late AMD CS Fibronogen 1.670 1.023 2.727

CS Klein 2008, Late AMD CS Fibronogen 1.330 0.889 1.989

CS Smith 1998, NV-AMD CS Fibronogen 1.450 1.174 1.791

CS 1.452 1.220 1.730

PC Tan 2007, Late AMD PC Fibronogen 1.030 0.807 1.315

PC 1.030 0.807 1.315

0.01 0.1 1 10 100

Fibrinogen

Figure 14 Pooled odds ratio for late AMD by plasmafibrinogen.

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This study was sponsored by Pfizer Inc. Assistance with the literaturescreening, database development, data retrieval, analysis, and manuscriptdevelopment was provided by L. Chen, an employee of Pfizer Inc, and DariaPelech and Steve Hwang both employees of MAPI Values and funded byPfizer Inc. Christopher Evans and Elisabeth Piault in their capacity ofemployees of Mapi Values were paid consultants in connection with thedevelopment of this manuscript.Usha Chakravarthy, Tien Wong, Astrid Fletcher, and Paul Mitchell received anhonorarium from Pfizer Inc for their participation in two consensus meetingsrelated to this study.

Author details1Centre for Vision Science, Queen’s University Belfast, Northern Ireland, UK.2Singapore Eye Research Institute, National University of Singapore,Singapore. 3Centre for Eye Research Australia, University of Melbourne, RoyalVictorian Eye and Ear Hospital, Melbourne, Australia. 4Dept of Epidemiology& Population Health, London School of Hygiene & Tropical Medicine,London, UK. 5Mapi Values, Boston, Massachusetts, USA. 6Pfizer Inc, New York,New York, USA. 7Novartis, East Hanover, New Jersey, USA. 8Centre for VisionResearch, Westmead Millennium Institute, University of Sydney, Sydney,Australia.

Authors’ contributionsUC, TW, AF, EP, CE, GZ, RB, AP, PM participated in the design and review ofthe systematic research; EP and CE managed the data collection. EP, CE GZ,RB, AP provided technical expertise for the analysis and interpretation of thedata. UC, TW, AF, PM provided clinical and technical expertise for theanalysis and interpretation of the data. All authors (UC, TW, AF, EP, CE, GZ,RB, AP, PM) were involved with the manuscript development, and reviewedand approved the final version of the manuscript. AU and TW had fullaccess to all the data in the study and take responsibility for the integrity ofthe data and the accuracy of the data analysis.

Competing interestsDrs. Chakravarthy, Wong, Fletcher, and Mitchell were paid consultants toPfizer Inc and Ms Piault and Dr. Evans were employees of Mapi Values,Boston, Massachusetts at the time the research was conducted and themanuscript was developed. Mapi Values is a consultancy whose activities onthe project were funded by Pfizer. Drs. Zlateva and Pleil are employees ofPfizer Inc. Dr. Buggage was an employee of Pfizer during part of the studyand now is an employee of Novartis, East Hanover, NJ. Usha Chakravarthyhas served on advisory boards to Pfizer, Oraya Therapeutics, Allergan andNovartis and has received honoraria and travel support. She has been andcontinues to be an investigator on controlled clinical trials and observationalstudies sponsored by Pfizer, Novartis, Alcon and Bausch and Lomb and herdepartment has received funds for the conduct of these studies.Tien Wong has been on advisory boards for Pfizer, Allergan and Novartis,and has received honoraria and travel and accommodation payments fromthem. He has also received research support from Pfizer. He has also beenan investigator on clinical trials sponsored by them and has receivedpayments to support the conduct of these trials.Astrid Fletcher has been on advisory boards for Pfizer and has receivedhonoraria and travel and accommodation payments from them.Elisabeth Piault and Chris Evans are employed by Mapi Values that hasreceived research support from Pfizer. They have not been an investigatoron clinical trials sponsored by them and has not received payments tosupport the conduct of any trialsGergana Zlateva and Andreas Pleil are paid employees of Pfizer and have noother conflicts.Paul Mitchell has been on advisory boards for Novartis, Pfizer, Allergan andSolvay, and has received honoraria and travel and accommodationpayments from them. He has also been an investigator on clinical trialssponsored by these companies, as well as Lilly and Bayer, and has receivedpayments to support the conduct of these trials.

Received: 23 April 2010 Accepted: 13 December 2010Published: 13 December 2010

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Pre-publication historyThe pre-publication history for this paper can be accessed here:http://www.biomedcentral.com/1471-2415/10/31/prepub

doi:10.1186/1471-2415-10-31Cite this article as: Chakravarthy et al.: Clinical risk factors for age-related macular degeneration: a systematic review and meta-analysis.BMC Ophthalmology 2010 10:31.

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