The slow progression of early age-related macular degeneration (AMD) stages to advanced AMD requires the use of surrogate end points in clinical trials. The use of combined end points may allow for shorter and smaller trials due to increased precision. We performed a literature search for the use of composite end points as primary outcome measures in clinical studies of early AMD stages. PubMed was searched for composite end points used in early/intermediate AMD studies published during the last 10 years. A total of 673 articles of interest were identified. After reviewing abstracts and applicable full-text articles, 33 articles were eligible and thus included in the qualitative synthesis. The main composite end point categories were: combined structural and functional end points, combined structural end points, combined functional end points and combined multicategorical end points. The majority of the studies included binary composite end points. There was a lack of sensitivity analyses of different end points against accepted outcomes (i.e., progression) in the literature. Various composite outcome measures have been used but there is a lack of standardization. To date no agreement on the optimal approach to implement combined end points in clinical studies of early stages of AMD exists, and no surrogate end points have been accepted for AMD progression.

Age-related macular degeneration (AMD) is one of the major causes of visual loss in the elderly worldwide, impairing physical, emotional and social well-being of those affected [1-3]. Due to population aging, patient numbers are expected to increase significantly over the next decades [4, 5]. While people with early stages of AMD are often asymptomatic under everyday lighting conditions, individuals with advanced AMD may develop irreversible central scotoma due to atrophy of outer retinal layers or choroidal neovascularization [2, 6, 7]. At present, therapies are only available for neovascular AMD. However, new therapies preventing nonadvanced disease from progressing are required to reduce the global burden of blindness due to AMD.

No clinical trial end points have been developed for this indication yet. In neovascular AMD trials, high luminance high contrast best-corrected visual acuity (BCVA) is an end point accepted by the regulatory authorities but BCVA is not sensitive enough to measure the functional deficit specific to early and intermediate AMD. Those are stages in which BCVA is largely unaffected but the visual deficit is prominent under low luminance or low contrast conditions [6, 7]. Progression from early AMD stages to advanced AMD is a slow process [8]. Thus, new surrogate end points for the progression of early and intermediate AMD to advanced AMD are needed [9].

Various end points, including structural, functional and patient-reported variables, have been implemented in previous studies of early AMD stages [10-19]. Composite end points summarize single end points across these different categories, increasing the overall sensitivity of the end point for reaching accepted outcomes (i.e., progression). If used in clinical trials, more sensitive composite end points would thus allow for smaller and shorter trials to be performed, without a reduction in statistical power [20, 21]. Sophisticated composite end points have been proposed for longitudinal studies in glaucoma but their relevance to current AMD research is unclear [22]. In order to assess the current state of relevant available research we reviewed the literature for the use of composite end points as primary outcome measures in clinical studies of early AMD stages.

PubMed was searched in August 2020 using the following search terms: age-related macular degeneration, early, intermediate, nonexudative, nonadvanced, Age-Related Eye Disease Study (AREDS) 2/3, end point, outcome and biomarker. All relevant abstracts were reviewed, and full-text articles were downloaded when indicated. Inclusion criteria were interventional or longitudinal studies on early or intermediate AMD including primary composite end points. Only studies published within the last 10 years were considered. Exclusion criteria were articles dealing primarily with neovascular AMD, geographic atrophy or diseases other than AMD, articles focusing mainly on serum biomarkers as well as articles in languages other than English.

Our initial search yielded a total of 673 articles of interest. After screening the abstracts, 601 articles did not meet the inclusion criteria and were therefore excluded. We thus assessed 72 full-text articles for eligibility. Thirty-nine of these articles were excluded based on full-text assessment. Reasons for exclusion were: 25 studies did not implement composite end points, 4 investigated a healthy cohort, 3 were cross-sectional studies, 2 included participants with only late AMD, 2 were reviews, 1 was focused on serum biomarkers, 1 was focused on device-related instead of disease-related outcomes, 1 investigated single cases only. Thus, we included 33 articles in the qualitative synthesis. Twenty-two of these articles were published between 2016 and 2020 while 11 articles were published between 2010 and 2015.

Combined Structural and Functional Outcomes

Our search revealed 8 articles (7 studies) that implemented combinations of structural and functional outcome measures (Table 1); 4 of the studies were interventional [10-15, 19, 23]. Chew et al. [10, 12] combined fundus photography-based structural outcome measures providing evidence of progression to late AMD with BCVA loss in follow-up reports of the AREDS. Nittala et al. [14] combined thickness assessment of the retinal pigment epithelium (RPE)-drusen complex on optical coherence tomography and low luminance visual acuity in a longitudinal cohort study of 85 fellow eyes of neovascular AMD eyes. Robinson et al. [13] used onset of late AMD, increase in drusen volume and changes in the cone time constant in adaptometry as primary co-outcome measures in a randomized trial of light therapy with 60 participants [23]. Guymer et al. [11] investigated the primary outcome measures BCVA, drusen area and macular sensitivity on flicker perimetry in a pilot trial on nanosecond laser therapy with 50 participants. Recently, Saßmannshausen et al. [15] investigated point-wise sensitivity changes and retinal thickness changes as main outcome measures in a longitudinal study of 54 patients with intermediate AMD and in 25 patients with intermediate AMD and predominantly subretinal drusenoid deposits [19].

Table 1.

Composite end points identified in systematic literature search (2010–2020)

Composite end points identified in systematic literature search (2010–2020)
Composite end points identified in systematic literature search (2010–2020)

Combined Structural Outcomes

We identified 20 articles focusing on combined structural outcome measures (Table 1), 3 of which were interventional [17, 18, 24-41]. Twelve of these 20 articles included progression to late-stage AMD (development of choroidal neovascularization or geographic atrophy) as a composite end point [25-27, 29, 31, 33-36, 38-40]. Four of the articles reported the use of specific severity scales based on the anatomical AMD classification and implementing an additive structure (including increased drusen size and/or pigmentation as well as progression to late AMD) as the main outcome measure [24, 28, 30, 32]. Four other reports combined structural outcome measures different from the ones described. Wu et al. [17] defined 2 optical coherence tomography-based biomarkers (subsidence of the outer plexiform layer and inner nuclear layer and development of a hyporeflective wedge-shaped band within the limits of the outer plexiform layer) and combined them to the outcome measure “nascent geographic atrophy” in their analysis of 181 participants. Veerappan et al. [18] used a set of pre-atrophic findings (including RPE-drusen complex thinning, RPE disruption, photoreceptor layer thinning) and progression to late-stage AMD as primary outcome measures in their analysis of 349 participants of the ARED Study 2 ancillary spectral-domain optical coherence tomography study. Alexandre de Amorim Garcia Filho et al. [37] combined progression to late AMD with changes of the area of pigment epithelial detachments on optical coherence tomography to a main outcome measure. Kim et al. [41] combined drusen area on fundus photography and pigment epithelial detachment height on optical coherence tomography as primary co-outcomes.

Combined Functional Outcomes

Two studies combined different functional outcomes (Table 1). Wu et al. [6] described pointwise sensitivities obtained from fundus-controlled perimetry (microperimetry) as well as low luminance visual acuity (LLVA) in a longitudinal study of 49 participants with nonadvanced AMD. Hsu et al. [42] investigated several functional end points (BCVA, LLVA, low luminance deficit, percent-reduced threshold and average threshold from fundus-controlled perimetry as well as cone contrast tests) in 85 participants with early/intermediate AMD and healthy control participants longitudinally.

Combined Multicategorical Outcomes

In addition, we identified 3 reports that included end points from more than 1 of the outcome categories mentioned above (Table 1). Two reports described the MACUSTAR study, a longitudinal study validating various functional, structural and patient-reported outcome measures in a large cohort of intermediate AMD patients which is still ongoing [43, 44].

Curcio et al. [45] described the use of various outcomes (obtained from rod-mediated dark adaptation, 2-color dark-adapted microperimetry, light-adapted perimetry, photopic acuity, mesopic acuity, photopic contrast sensitivity, mesopic contrast sensitivity, color fundus photography, near-infrared reflectance, optical coherence tomography angiography, quantitative autofluorescence, low luminance questionnaire, Vision in Low Luminance questionnaire and other assessments) in the Alabama Study on Early Age-Related Macular Degeneration 2 (ALSTAR2) which is also ongoing.

Sensitivity of Composite End Points

None of the articles compared sensitivities of single end points for reaching accepted outcomes to sensitivities of composite end points.

Several variations of combined outcome measures and composite end points have been used in clinical studies of early and intermediate AMD. The most frequent combinations were those of various structural end points, followed by combinations of structural and functional end points. However, no structural clinical trial end point except the relatively rare event of progression to advanced neovascular or atrophic AMD is currently accepted by regulatory authorities and health technology assessment bodies [43]. Due to increasing numbers of patients with AMD, new therapies are urgently required and for this, validated end points are a prerequisite to enable future therapeutic developments [4].

In the 2017 National Eye Institute/United States Food and Drug Administration end point workshop on AMD, the potential benefit of using surrogate end points as predictors of a clinically meaningful outcome (such as photoreceptor loss) was highlighted [7]. We have identified several combined AMD outcome measures used as surrogates for the loss of photoreceptors reported in the literature. The majority are simple binary outcome measures indicating that a catalogue of single yes- or no-type end points are combined [20, 21]. Usually, the overall end point is reached when at least one of the single end points is reached (Boolean OR operator). An example used by many of the studies identified in our review is conversion to late AMD which includes the single end points “conversion to neovascular AMD” and “conversion to geographic atrophy” [25-27, 29, 39, 46]. This composite end point reflects the strong association between vision loss and the presence of any advanced disease stage [1, 3] and is an accepted end point by regulatory authorities [43]. However, due to the relatively slow progression of AMD (on average 5–20 events per 100 person-years) and the need for shorter trial durations for novel future therapeutics [43, 47], it is unsuitable for studies of early or intermediate AMD. Thus, end points associated with earlier AMD disease stages and with a high sensitivity for progression are required. Progression of classic structural parameters such as drusen size or hyperpigmentation (and their correlates on optical coherence tomography) do not show strong enough associations with vision loss to be acceptable to regulators [48]. The composite end point nascent geographic atrophy appears to be a promising predictor of atrophy development, yet it is not associated with neovascular AMD and does not include a functional dimension, as desired by regulatory agencies [7, 17]. With respect to functional end points, BCVA has been shown to be insensitive to the deficit specific to early AMD stages and seems to be inappropriate both as a single end point and as part of an intermediate AMD-targeted composite end point from what is currently known [6, 7]. Other functional variables like LLVA, microperimetry and dark adaptometry appear more promising but lack data over the long term [6, 11, 13, 15]. In summary, we have found different approaches of using binary outcome measures in the literature but none seems to be ready for use in prospective large-scale clinical trials.

Another potential composite end point category is continuous end points which use scores calculated from the single end points of different levels of measurement. Composite scores have been sparsely used in AMD studies to date. However, continuous composite end points have a high potential because they allow integration of different outcome categories and thus can lead to an increase in statistical power within treatment studies when carefully validated [49]. Sensitivity testing and a validation of different composite end points in AMD research have yet to be performed which is why the MACUSTAR and ALSTAR2 studies as well as the AMD Ryan Initiative Study (ARIS) are currently being conducted [43-45, 50].

Similarly to composite end points, a variety of single outcomes have been associated with progression to late-stage disease [3, 36, 51-64]. Schaal et al. [65] have published a comprehensive review of anatomical end points in nonexudative AMD. Overall, many different composite end points are available in the literature, but broader consensus definitions of AMD outcome measures are required [7].

The use of composite end points is also met with interest in other areas of ophthalmology. Due to the absence of a gold standard of determining physiological changes versus disease progression, glaucoma researchers use surrogate end points regularly including intraocular pressure and certain visual field indices [66]. These single surrogate end points can be combined to composite scores. Such composite end points in glaucoma have been demonstrated to increase accuracy of prediction of progression, reduce measurement variability and require smaller sample sizes than single end points derived from, for example, perimetry [22, 67]. Similarly, the role of surrogate end points as well as composite end points in clinical studies of dry eye disease is growing [68, 69]. Specifically, various clinical scores are used as end points, enabling the development of continuous composite end points [68].

Beyond ophthalmology, composite end points have been met with considerable interest in the context of Alz-heimer’s disease where combined cognitive and functional outcome measures have gained in importance over the last few years [70]. An analysis of 2 expedited pharmaceutics approval pathways of the European Medicines Agency across specialities between 2011 and 2018 showed that the majority of authorizations was based on surrogate end points, and a relevant number of authorizations included composite end points [71]. Thus, reliable and valid composite end points are required to enable future therapeutic developments in intermediate AMD, which represent a huge unmet need.

The strengths of our work include the systematic review of the available literature as well as the data synthesis and categorization into different types of composite end points. The focused search of only one data base (PubMed) may limit generalizability of results and reduce completeness. However, a high number of relevant studies can generally be expected to be published in journals indexed in PubMed.

In conclusion, the use of composite end points and combined outcome measures in longitudinal and interventional studies of early and intermediate AMD is increasing. Various composite measures have been used but there is a lack of standardization and validation. To date no agreement on the best approach to implement combined end points in clinical trials of early stages of AMD exists.

P. Basile, C. Behning, M. Berger, A. Binns, M. Böttger, C. Bouchet, J.E. Brazier, T. Butt, C. Carapezzi, J. Carlton, A. Charil, R. Coimbra, S. Nunes, D.P. Crabb, J. Cunha-Vaz, H. Dunbar, M. Durbin, R.P. Finger, F.G. Holz, C. Hoyng, J. Krätzschmar, S. Leal, U. Luhmann, A. Lüning, C. Martinho, B. Melício, S. Pondorfer, S. Mohand-Said, M. Pfau, D. Rowen, G.S. Rubin, J. Sahel, C. Sánchez, D. Sanches Fernandes, M. Saßmannshausen, M. Schmid, S. Schmitz-Valckenberg, H. Schrinner-Fenske, A. Skelly, L. Stöhr, D. Tavares, D.J. Taylor, J.H. Terheyden, S. Thiele, A. Tufail, G. Weissgerber, L. Wintergerst, C. Wojek, N. Zakaria.

We are very grateful for the continuous support provided by Nathalie Seigneuret at the IMI Office in Brussels. We also gratefully acknowledge the work put into this project by consortium members who have since moved on to work elsewhere.

The communication reflects the author’s view, and neither IMI nor the European Union, EFPIA or any associated partners are responsible for any use that may be made of the information contained therein.

J.H.T.: Heidelberg Engineering, Optos, Zeiss Meditec, CenterVue. S.S.-V.: Acucela/Kubota Vision Apellis, Novartis, Allergan, Bayer, Bioeq/Formycon, Carl Zeiss Meditec, CenterVue, Galimedix, Roche; Heidelberg Engineering, Katairo, Optos, Oxurion, Roche/Genentech. D.P.C.: Allergan, Roche, Santen, Centervue. H.D.: Boehringer-Ingelheim. U.F.O.L.: employee of F. Hoffmann-La Roche Ltd. C.B.: none. M.S.: Pixum Vision. R.S.: Allergan, Allimera Sciences, Bayer, Novo Nordisk, Novartis, Thea, Roche. J.C.-V.: Aerpio Therapeutics, Alimera Sciences, Allergan, Bayer, Boehringer-Ingelheim, Novartis, Zeiss Meditec, Oxular Ltd. A.T.: none. G.W.: employee of Novartis Pharma AG. S.L.: employee of Bayer AG. F.G.H.: Acucela, Allergan, Apellis, Bayer, Boehringer-Ingelheim, Bioeq/Formycon, CenterVue, Ellex, Roche/Genentech, Geuder, Grayburg Vision, Heidelberg Engineering, Kanghong, LinBioscience, NightStarX, Novartis, Optos, Pixium, Vision, Oxurion, Stealth BioTherapeutics, Zeiss. R.P.F.: Novartis, Bayer, Allergan, Alimera, Roche/Genentech, Santhera, Opthea, Inositec, Ellex, CentreVue, Zeiss, Heidelberg Engineering.

This project has received funding from the Innovative Medicines Initiative 2 Joint Undertaking 439 under grant agreement No. 116076. This Joint Undertaking receives support from the 440 European Union’s Horizon 2020 research and innovation programme and EFPIA.

F.G.H., R.P.F., S.S.-V., M.S., U.F.O.L., D.P.C., H.D., A.T., J.C.-V. and R.S. designed the study. J.H.T. compiled the data set. J.H.T, R.P.F., S.S.-V., C.B., D.P.C., S.L. and M.S. wrote the manuscript. All authors contributed substantially to the conception or design of the study, data acquisition, data analysis or data interpretation as well as to drafting the manuscript or critically revising it. They approved the final version to be published.

1.
Bourne
RR
,
Stevens
GA
,
White
RA
,
Smith
JL
,
Flaxman
SR
,
Price
H
, et al.;
Vision Loss Expert Group
.
Causes of vision loss worldwide, 1990-2010: a systematic analysis
.
Lancet Glob Health
.
2013
Dec
;
1
(
6
):
e339
49
.
[PubMed]
2214-109X
2.
Colijn
JM
,
Buitendijk
GH
,
Prokofyeva
E
,
Alves
D
,
Cachulo
ML
,
Khawaja
AP
, et al.;
EYE-RISK consortium
;
European Eye Epidemiology (E3) consortium
.
Prevalence of Age-Related Macular Degeneration in Europe: The Past and the Future
.
Ophthalmology
.
2017
Dec
;
124
(
12
):
1753
63
.
[PubMed]
0161-6420
3.
Mitchell
J
,
Bradley
C
.
Quality of life in age-related macular degeneration: a review of the literature
.
Health Qual Life Outcomes
.
2006
Dec
;
4
(
1
):
97
.
[PubMed]
1477-7525
4.
Li
JQ
,
Welchowski
T
,
Schmid
M
,
Mauschitz
MM
,
Holz
FG
,
Finger
RP
.
Prevalence and incidence of age-related macular degeneration in Europe: a systematic review and meta-analysis
.
Br J Ophthalmol
.
2020
Aug
;
104
(
8
):
1077
84
.
[PubMed]
0007-1161
5.
Brandl
C
,
Stark
KJ
,
Wintergerst
M
,
Heinemann
M
,
Heid
IM
,
Finger
RP
.
Epidemiologie der altersbedingten Makuladegeneration
.
Ophthalmologe
.
2016
Sep
;
113
(
9
):
735
45
.
[PubMed]
0941-293X
6.
Wu
Z
,
Ayton
LN
,
Luu
CD
,
Guymer
RH
.
Longitudinal changes in microperimetry and low luminance visual acuity in age-related macular degeneration
.
JAMA Ophthalmol
.
2015
Apr
;
133
(
4
):
442
8
.
[PubMed]
2168-6165
7.
Csaky
K
,
Ferris
F
 3rd
,
Chew
EY
,
Nair
P
,
Cheetham
JK
,
Duncan
JL
.
Report From the NEI/FDA Endpoints Workshop on Age-Related Macular Degeneration and Inherited Retinal Diseases
.
Invest Ophthalmol Vis Sci
.
2017
Jul
;
58
(
9
):
3456
63
.
[PubMed]
0146-0404
8.
Tikellis
G
,
Robman
LD
,
Dimitrov
P
,
Nicolas
C
,
McCarty
CA
,
Guymer
RH
.
Characteristics of progression of early age-related macular degeneration: the cardiovascular health and age-related maculopathy study
.
Eye (Lond)
.
2007
Feb
;
21
(
2
):
169
76
.
[PubMed]
0950-222X
9.
Wickström K, Moseley J. Biomarkers and Surrogate Endpoints in Drug Development: A European Regulatory View. Invest Ophthalmol Vis Sci. 2017;58(6):BIO27–33.
10.
Chew
EY
,
Clemons
TE
,
Agrón
E
,
Sperduto
RD
,
Sangiovanni
JP
,
Kurinij
N
, et al.;
Age-Related Eye Disease Study Research Group
.
Long-term effects of vitamins C and E, β-carotene, and zinc on age-related macular degeneration: AREDS report no. 35
.
Ophthalmology
.
2013
Aug
;
120
(
8
):
1604
11.e4
.
[PubMed]
0161-6420
11.
Guymer
RH
,
Brassington
KH
,
Dimitrov
P
,
Makeyeva
G
,
Plunkett
M
,
Xia
W
, et al.
Nanosecond-laser application in intermediate AMD: 12-month results of fundus appearance and macular function
.
Clin Exp Ophthalmol
.
2014
Jul
;
42
(
5
):
466
79
.
[PubMed]
1442-6404
12.
Chew
EY
,
Clemons
TE
,
Agrón
E
,
Sperduto
RD
,
Sangiovanni
JP
,
Davis
MD
, et al.;
Age-Related Eye Disease Study Research Group
.
Ten-year follow-up of age-related macular degeneration in the age-related eye disease study: AREDS report no. 36
.
JAMA Ophthalmol
.
2014
Mar
;
132
(
3
):
272
7
.
[PubMed]
2168-6165
13.
Robinson
DG
,
Margrain
TH
,
Dunn
MJ
,
Bailey
C
,
Binns
AM
.
Low-Level Nighttime Light Therapy for Age-Related Macular Degeneration: A Randomized Clinical Trial
.
Invest Ophthalmol Vis Sci
.
2018
Sep
;
59
(
11
):
4531
41
.
[PubMed]
0146-0404
14.
Nittala
MG
,
Hogg
RE
,
Luo
Y
,
Velaga
SB
,
Silva
R
,
Alves
D
, et al.
Changes in Retinal Layer Thickness in the Contralateral Eye of Patients with Unilateral Neovascular Age-Related Macular Degeneration
.
Ophthalmol Retina
.
2019
Feb
;
3
(
2
):
112
21
.
[PubMed]
2468-7219
15.
Saßmannshausen
M
,
Zhou
J
,
Pfau
M
,
Thiele
S
,
Steinberg
J
,
Fleckenstein
M
, et al.
Longitudinal analysis of retinal thickness and retinal function in eyes with large drusen secondary to intermediate age-related macular degeneration
.
Ophthalmol Retina
.
2020
Jul
;S2468-6530(20)30304-3.
[PubMed]
2468-7219
16.
de Sisternes
L
,
Simon
N
,
Tibshirani
R
,
Leng
T
,
Rubin
DL
.
Quantitative SD-OCT imaging biomarkers as indicators of age-related macular degeneration progression
.
Invest Ophthalmol Vis Sci
.
2014
Oct
;
55
(
11
):
7093
103
.
[PubMed]
0146-0404
17.
Wu
Z
,
Luu
CD
,
Ayton
LN
,
Goh
JK
,
Lucci
LM
,
Hubbard
WC
, et al.
Optical coherence tomography-defined changes preceding the development of drusen-associated atrophy in age-related macular degeneration
.
Ophthalmology
.
2014
Dec
;
121
(
12
):
2415
22
.
[PubMed]
0161-6420
18.
Veerappan
M
,
El-Hage-Sleiman
AM
,
Tai
V
,
Chiu
SJ
,
Winter
KP
,
Stinnett
SS
, et al.;
Age-related Eye Disease Study 2 Ancillary Spectral Domain Optical Coherence Tomography Study Group
.
Optical Coherence Tomography Reflective Drusen Substructures Predict Progression to Geographic Atrophy in Age-related Macular Degeneration
.
Ophthalmology
.
2016
Dec
;
123
(
12
):
2554
70
.
[PubMed]
0161-6420
19.
Sassmannshausen
M
,
Pfau
M
,
Thiele
S
,
Fimmers
R
,
Steinberg
JS
,
Fleckenstein
M
, et al.
Longitudinal Analysis of Structural and Functional Changes in Presence of Reticular Pseudodrusen Associated With Age-Related Macular Degeneration
.
Invest Ophthalmol Vis Sci
.
2020
Aug
;
61
(
10
):
19
.
[PubMed]
0146-0404
20.
Chi
GY
.
Some issues with composite endpoints in clinical trials
.
Fundam Clin Pharmacol
.
2005
Dec
;
19
(
6
):
609
19
.
[PubMed]
0767-3981
21.
Sankoh
AJ
,
Li
H
,
D’Agostino
RB
 Sr
.
Use of composite endpoints in clinical trials
.
Stat Med
.
2014
Nov
;
33
(
27
):
4709
14
.
[PubMed]
0277-6715
22.
Russell
RA
,
Malik
R
,
Chauhan
BC
,
Crabb
DP
,
Garway-Heath
DF
.
Improved estimates of visual field progression using bayesian linear regression to integrate structural information in patients with ocular hypertension
.
Invest Ophthalmol Vis Sci
.
2012
May
;
53
(
6
):
2760
9
.
[PubMed]
0146-0404
23.
McKeague
C
,
Margrain
TH
,
Bailey
C
,
Binns
AM
.
Low-level night-time light therapy for age-related macular degeneration (ALight): study protocol for a randomized controlled trial
.
Trials
.
2014
Jun
;
15
(
1
):
246
.
[PubMed]
1745-6215
24.
Guymer RH, Baird PN, Varsamidis M, Busija L, Dimitrov PN, Aung KZ, et al. Proof of concept, randomized, placebo-controlled study of the effect of simvastatin on the course of age-related macular degeneration. PLoS One. 2013;8(12):e83759.
25.
Folgar
FA
,
Yuan
EL
,
Sevilla
MB
,
Chiu
SJ
,
Farsiu
S
,
Chew
EY
, et al.;
Age Related Eye Disease Study 2 Ancillary Spectral-Domain Optical Coherence Tomography Study Group
.
Drusen Volume and Retinal Pigment Epithelium Abnormal Thinning Volume Predict 2-Year Progression of Age-Related Macular Degeneration
.
Ophthalmology
.
2016
Jan
;
123
(
1
):
39
50.e1
.
[PubMed]
0161-6420
26.
Schmidt-Erfurth
U
,
Waldstein
SM
,
Klimscha
S
,
Sadeghipour
A
,
Hu
X
,
Gerendas
BS
, et al.
Prediction of Individual Disease Conversion in Early AMD Using Artificial Intelligence
.
Invest Ophthalmol Vis Sci
.
2018
Jul
;
59
(
8
):
3199
208
.
[PubMed]
0146-0404
27.
Piatti
A
,
Croce
A
,
Mazzacane
D
,
Traina
G
,
Ambrosino
L
,
Boni
L
, et al.
Effect of 2-year nutritional supplementation on progression of age-related macular degeneration
.
Eur J Ophthalmol
.
2020
Mar
;
30
(
2
):
376
81
.
[PubMed]
1120-6721
28.
Joachim
N
,
Kifley
A
,
Colijn
JM
,
Lee
KE
,
Buitendijk
GH
,
Klein
BE
, et al.
Joint Contribution of Genetic Susceptibility and Modifiable Factors to the Progression of Age-Related Macular Degeneration over 10 Years: The Three Continent AMD Consortium Report
.
Ophthalmol Retina
.
2018
Jul
;
2
(
7
):
684
93
.
[PubMed]
2468-7219
29.
Thiele
S
,
Nadal
J
,
Pfau
M
,
Saßmannshausen
M
,
von der Emde
L
,
Fleckenstein
M
, et al.;
Molecular Diagnostic of Age-related Macular Degeneration Study Group
.
Prognostic Value of Retinal Layers in Comparison with Other Risk Factors for Conversion of Intermediate Age-related Macular Degeneration
.
Ophthalmol Retina
.
2020
Jan
;
4
(
1
):
31
40
.
[PubMed]
2468-7219
30.
Chiang
TT
,
Keenan
TD
,
Agrón
E
,
Liao
J
,
Klein
B
,
Chew
EY
, et al.
Macular Thickness in Intermediate Age-Related Macular Degeneration Is Influenced by Disease Severity and Subretinal Drusenoid Deposit Presence
.
Invest Ophthalmol Vis Sci
.
2020
Jun
;
61
(
6
):
59
.
[PubMed]
0146-0404
31.
Waldstein
SM
,
Vogl
WD
,
Bogunovic
H
,
Sadeghipour
A
,
Riedl
S
,
Schmidt-Erfurth
U
.
Characterization of Drusen and Hyperreflective Foci as Biomarkers for Disease Progression in Age-Related Macular Degeneration Using Artificial Intelligence in Optical Coherence Tomography
.
JAMA Ophthalmol
.
2020
Jul
;
138
(
7
):
740
7
.
[PubMed]
2168-6165
32.
Myers
CE
,
Klein
BE
,
Gangnon
R
,
Sivakumaran
TA
,
Iyengar
SK
,
Klein
R
.
Cigarette smoking and the natural history of age-related macular degeneration: the Beaver Dam Eye Study
.
Ophthalmology
.
2014
Oct
;
121
(
10
):
1949
55
.
[PubMed]
0161-6420
33.
Burlina
PM
,
Joshi
N
,
Pacheco
KD
,
Freund
DE
,
Kong
J
,
Bressler
NM
.
Use of Deep Learning for Detailed Severity Characterization and Estimation of 5-Year Risk Among Patients With Age-Related Macular Degeneration
.
JAMA Ophthalmol
.
2018
Dec
;
136
(
12
):
1359
66
.
[PubMed]
2168-6165
34.
Joachim
N
,
Mitchell
P
,
Burlutsky
G
,
Kifley
A
,
Wang
JJ
.
The Incidence and Progression of Age-Related Macular Degeneration over 15 Years: The Blue Mountains Eye Study
.
Ophthalmology
.
2015
Dec
;
122
(
12
):
2482
9
.
[PubMed]
0161-6420
35.
Liew
G
,
Joachim
N
,
Mitchell
P
,
Burlutsky
G
,
Wang
JJ
.
Validating the AREDS Simplified Severity Scale of Age-Related Macular Degeneration with 5- and 10-Year Incident Data in a Population-Based Sample
.
Ophthalmology
.
2016
Sep
;
123
(
9
):
1874
8
.
[PubMed]
0161-6420
36.
Abdelfattah
NS
,
Zhang
H
,
Boyer
DS
,
Rosenfeld
PJ
,
Feuer
WJ
,
Gregori
G
, et al.
Drusen Volume as a Predictor of Disease Progression in Patients With Late Age-Related Macular Degeneration in the Fellow Eye
.
Invest Ophthalmol Vis Sci
.
2016
Apr
;
57
(
4
):
1839
46
.
[PubMed]
0146-0404
37.
Alexandre de Amorim Garcia Filho
C
,
Yehoshua
Z
,
Gregori
G
,
Farah
ME
,
Feuer
W
,
Rosenfeld
PJ
.
Spectral-domain optical coherence tomography imaging of drusenoid pigment epithelial detachments
.
Retina
.
2013
Sep
;
33
(
8
):
1558
66
.
[PubMed]
0275-004X
38.
Seddon
JM
,
Reynolds
R
,
Yu
Y
,
Rosner
B
.
Validation of a prediction algorithm for progression to advanced macular degeneration subtypes
.
JAMA Ophthalmol
.
2013
Apr
;
131
(
4
):
448
55
.
[PubMed]
2168-6165
39.
Sitnilska
V
,
Kersten
E
,
Altay
L
,
Schick
T
,
Enders
P
,
de Jong
EK
, et al.
Major predictive factors for progression of early to late age-related macular degeneration
.
Ophthalmologica
.
2020
;
243
(
6
):
444
52
.
[PubMed]
0030-3755
40.
Nassisi
M
,
Lei
J
,
Abdelfattah
NS
,
Karamat
A
,
Balasubramanian
S
,
Fan
W
, et al.
OCT Risk Factors for Development of Late Age-Related Macular Degeneration in the Fellow Eyes of Patients Enrolled in the HARBOR Study
.
Ophthalmology
.
2019
Dec
;
126
(
12
):
1667
74
.
[PubMed]
0161-6420
41.
Kim
MS
,
Ryoo
NK
,
Park
KH
.
Laser and anti-vascular endothelial growth factor treatment for drusenoid pigment epithelial detachment in age-related macular degeneration
.
Sci Rep
.
2020
Sep
;
10
(
1
):
14370
.
[PubMed]
2045-2322
42.
Hsu
ST
,
Thompson
AC
,
Stinnett
SS
,
Luhmann
UF
,
Vajzovic
L
,
Horne
A
, et al.
Longitudinal Study of Visual Function in Dry Age-Related Macular Degeneration at 12 Months
.
Ophthalmol Retina
.
2019
Aug
;
3
(
8
):
637
48
.
[PubMed]
2468-7219
43.
Finger
RP
,
Schmitz-Valckenberg
S
,
Schmid
M
,
Rubin
GS
,
Dunbar
H
,
Tufail
A
, et al.;
on behalf of the MACUSTAR consortium
.
MACUSTAR: Development and Clinical Validation of Functional, Structural, and Patient-Reported Endpoints in Intermediate Age-Related Macular Degeneration
.
Ophthalmologica
.
2019
;
241
(
2
):
61
72
.
[PubMed]
0030-3755
44.
Terheyden
JH
,
Holz
FG
,
Schmitz-Valckenberg
S
,
Lüning
A
,
Schmid
M
,
Rubin
GS
, et al.;
MACUSTAR consortium
.
Clinical study protocol for a low-interventional study in intermediate age-related macular degeneration developing novel clinical endpoints for interventional clinical trials with a regulatory and patient access intention-MACUSTAR
.
Trials
.
2020
Jul
;
21
(
1
):
659
.
[PubMed]
1745-6215
45.
Curcio
CA
,
McGwin
G
 Jr
,
Sadda
SR
,
Hu
Z
,
Clark
ME
,
Sloan
KR
, et al.
Functionally validated imaging endpoints in the Alabama study on early age-related macular degeneration 2 (ALSTAR2): design and methods
.
BMC Ophthalmol
.
2020
May
;
20
(
1
):
196
.
[PubMed]
1471-2415
46.
Lamin
A
,
Dubis
AM
,
Sivaprasad
S
.
Changes in macular drusen parameters preceding the development of neovascular age-related macular degeneration
.
Eye (Lond)
.
2019
Jun
;
33
(
6
):
910
6
.
[PubMed]
0950-222X
47.
Chakravarthy
U
,
Bailey
CC
,
Scanlon
PH
,
McKibbin
M
,
Khan
RS
,
Mahmood
S
, et al.
Progression from Early/Intermediate to Advanced Forms of Age-Related Macular Degeneration in a Large UK Cohort: Rates and Risk Factors
.
Ophthalmol Retina
.
2020
Jul
;
4
(
7
):
662
72
.
[PubMed]
2468-7219
48.
Virgili
G
,
Michelessi
M
,
Parodi
MB
,
Bacherini
D
,
Evans
JR
.
Laser treatment of drusen to prevent progression to advanced age-related macular degeneration
.
Cochrane Database Syst Rev
.
2015
Oct
;(
10
):
CD006537
.
[PubMed]
1469-493X
49.
Goldberg
R
,
Gore
JM
,
Barton
B
,
Gurwitz
J
.
Individual and composite study endpoints: separating the wheat from the chaff
.
Am J Med
.
2014
May
;
127
(
5
):
379
84
.
[PubMed]
0002-9343
50.
Wright
C
,
Mazzucco
AE
,
Becker
SM
,
Sieving
PA
,
Tumminia
SJ
.
NEI-Supported Age-Related Macular Degeneration Research: Past, Present, and Future
.
Transl Vis Sci Technol
.
2020
Jun
;
9
(
7
):
49
.
[PubMed]
2164-2591
51.
Curcio CA, Zanzottera EC, Ach T, Balaratnasingam C, Freund KB. Activated Retinal Pigment Epithelium, an Optical Coherence Tomography Biomarker for Progression in Age-Related Macular Degeneration. Invest Ophthalmol Vis Sci. 2017;58(6):BIO211–26.
52.
Bogunovic
H
,
Montuoro
A
,
Baratsits
M
,
Karantonis
MG
,
Waldstein
SM
,
Schlanitz
F
, et al.
Machine Learning of the Progression of Intermediate Age-Related Macular Degeneration Based on OCT Imaging
.
Invest Ophthalmol Vis Sci
.
2017
May
;
58
(
6
):
BIO141
50
.
[PubMed]
0146-0404
53.
Cocce
KJ
,
Stinnett
SS
,
Luhmann
UF
,
Vajzovic
L
,
Horne
A
,
Schuman
SG
, et al.
Visual Function Metrics in Early and Intermediate Dry Age-related Macular Degeneration for Use as Clinical Trial Endpoints
.
Am J Ophthalmol
.
2018
May
;
189
:
127
38
.
[PubMed]
0002-9394
54.
Pondorfer
SG
,
Heinemann
M
,
Wintergerst
MW
,
Pfau
M
,
Strömer
AL
,
Holz
FG
, et al.
Detecting vision loss in intermediate age-related macular degeneration: A comparison of visual function tests
.
PLoS One
.
2020
Apr
;
15
(
4
):
e0231748
.
[PubMed]
1932-6203
55.
Gin
TJ
,
Wu
Z
,
Chew
SK
,
Guymer
RH
,
Luu
CD
.
Quantitative Analysis of the Ellipsoid Zone Intensity in Phenotypic Variations of Intermediate Age-Related Macular Degeneration
.
Invest Ophthalmol Vis Sci
.
2017
Apr
;
58
(
4
):
2079
86
.
[PubMed]
0146-0404
56.
Thiele
S
,
Pfau
M
,
Larsen
PP
,
Fleckenstein
M
,
Holz
FG
,
Schmitz-Valckenberg
S
.
Multimodal Imaging Patterns for Development of Central Atrophy Secondary to Age-Related Macular Degeneration
.
Invest Ophthalmol Vis Sci
.
2018
Mar
;
59
(
4
):
AMD1
11
.
[PubMed]
0146-0404
57.
Lu
L
,
Xu
S
,
He
F
,
Liu
Y
,
Zhang
Y
,
Wang
J
, et al.
Assessment of Choroidal Microstructure and Subfoveal Thickness Change in Eyes With Different Stages of Age-Related Macular Degeneration
.
Medicine (Baltimore)
.
2016
Mar
;
95
(
10
):
e2967
.
[PubMed]
0025-7974
58.
Echols
BS
,
Clark
ME
,
Swain
TA
,
Chen
L
,
Kar
D
,
Zhang
Y
, et al.
Hyperreflective Foci and Specks Are Associated with Delayed Rod-Mediated Dark Adaptation in Nonneovascular Age-Related Macular Degeneration
.
Ophthalmol Retina
.
2020
Nov
;
4
(
11
):
1059
68
.
[PubMed]
2468-7219
59.
Pondorfer
SG
,
Terheyden
JH
,
Heinemann
M
,
Wintergerst
MW
,
Holz
FG
,
Finger
RP
.
Association of Vision-related Quality of Life with Visual Function in Age-Related Macular Degeneration
.
Sci Rep
.
2019
Oct
;
9
(
1
):
15326
.
[PubMed]
2045-2322
60.
Hogg
RE
,
Silva
R
,
Staurenghi
G
,
Murphy
G
,
Santos
AR
,
Rosina
C
, et al.
Clinical characteristics of reticular pseudodrusen in the fellow eye of patients with unilateral neovascular age-related macular degeneration
.
Ophthalmology
.
2014
Sep
;
121
(
9
):
1748
55
.
[PubMed]
0161-6420
61.
Schweitzer
D
,
Quick
S
,
Schenke
S
,
Klemm
M
,
Gehlert
S
,
Hammer
M
, et al.
Vergleich von Parametern der zeitaufgelösten Autofluoreszenz bei Gesunden und Patienten mit früher AMD
.
Ophthalmologe
.
2009
Aug
;
106
(
8
):
714
22
.
[PubMed]
0941-293X
62.
Lamin
A
,
El Nokrashy
A
,
Chandra
S
,
Sivaprasad
S
.
Association of Longitudinal Changes in Drusen Characteristics and Retinal Layer Volumes with Subsequent Subtype of Choroidal Neovascularisation
.
Ophthalmic Res
.
2020
;
63
(
4
):
375
82
.
[PubMed]
0030-3747
63.
Schlanitz
FG
,
Baumann
B
,
Kundi
M
,
Sacu
S
,
Baratsits
M
,
Scheschy
U
, et al.
Drusen volume development over time and its relevance to the course of age-related macular degeneration
.
Br J Ophthalmol
.
2017
Feb
;
101
(
2
):
198
203
.
[PubMed]
0007-1161
64.
Sleiman
K
,
Veerappan
M
,
Winter
KP
,
McCall
MN
,
Yiu
G
,
Farsiu
S
, et al.;
Age-Related Eye Disease Study 2 Ancillary Spectral Domain Optical Coherence Tomography Study Group
.
Optical Coherence Tomography Predictors of Risk for Progression to Non-Neovascular Atrophic Age-Related Macular Degeneration
.
Ophthalmology
.
2017
Dec
;
124
(
12
):
1764
77
.
[PubMed]
0161-6420
65.
Schaal
KB
,
Rosenfeld
PJ
,
Gregori
G
,
Yehoshua
Z
,
Feuer
WJ
.
Anatomic Clinical Trial Endpoints for Nonexudative Age-Related Macular Degeneration
.
Ophthalmology
.
2016
May
;
123
(
5
):
1060
79
.
[PubMed]
0161-6420
66.
Chauhan
BC
.
Choosing endpoints in clinical studies and trials
.
Eye (Lond)
.
2007
;
21
S1
:
S34
7
. 0950-222X
67.
Wu
Z
,
Medeiros
FA
.
Sample Size Requirements of Glaucoma Clinical Trials When Using Combined Optical Coherence Tomography and Visual Field Endpoints
.
Sci Rep
.
2019
Dec
;
9
(
1
):
18886
.
[PubMed]
2045-2322
68.
Roy
NS
,
Wei
Y
,
Kuklinski
E
,
Asbell
PA
.
The Growing Need for Validated Biomarkers and Endpoints for Dry Eye Clinical Research
.
Invest Ophthalmol Vis Sci
.
2017
May
;
58
(
6
):
BIO1
19
.
[PubMed]
0146-0404
69.
Villani
E
,
Bonsignore
F
,
Cantalamessa
E
,
Serafino
M
,
Nucci
P
.
Imaging Biomarkers for Dry Eye Disease
.
Eye Contact Lens
.
2020
Mar
;
46
Suppl 2
:
S141
5
.
[PubMed]
1542-2321
70.
Schneider
LS
,
Goldberg
TE
.
Composite cognitive and functional measures for early stage Alzheimer’s disease trials
.
Alzheimers Dement (Amst)
.
2020
May
;
12
(
1
):
e12017
.
[PubMed]
2352-8729
71.
Schuster Bruce
C
,
Brhlikova
P
,
Heath
J
,
McGettigan
P
.
The use of validated and nonvalidated surrogate endpoints in two European Medicines Agency expedited approval pathways: A cross-sectional study of products authorised 2011-2018
.
PLoS Med
.
2019
Sep
;
16
(
9
):
e1002873
.
[PubMed]
1549-1277
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