<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" article-type="research-article" dtd-version="2.3" xml:lang="EN">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Ophthalmol.</journal-id>
<journal-title>Frontiers in Ophthalmology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Ophthalmol.</abbrev-journal-title>
<issn pub-type="epub">2674-0826</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fopht.2025.1620616</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Ophthalmology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Age-related macular degeneration associated with optic disc drusen</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Alkhabaz</surname>
<given-names>Anas</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3051692/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kim</surname>
<given-names>Min Young</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2858674/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Pujari</surname>
<given-names>Rishita</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3114255/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Jamie</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3114234/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ren</surname>
<given-names>Yulan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3114274/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Leung</surname>
<given-names>Loh-Shan Bryan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2749158/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Liao</surname>
<given-names>Yaping Joyce</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/33281/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Ophthalmology, Stanford University School of Medicine</institution>, <addr-line>Stanford, CA</addr-line>,&#xa0;<country>United States</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Oakland University William Beaumont School of Medicine</institution>, <addr-line>Rochester, MI</addr-line>,&#xa0;<country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Sachin Kedar, Emory University, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Abhishek Mahesh Appaji, BMS College of Engineering, India</p>
<p>Jui-Kai (Ray) Wang, University of Texas Southwestern Medical Center, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Yaping Joyce Liao, <email xlink:href="mailto:yjliao@stanford.edu">yjliao@stanford.edu</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>03</day>
<month>07</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>5</volume>
<elocation-id>1620616</elocation-id>
<history>
<date date-type="received">
<day>29</day>
<month>04</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>13</day>
<month>06</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Alkhabaz, Kim, Pujari, Zhang, Ren, Leung and Liao</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Alkhabaz, Kim, Pujari, Zhang, Ren, Leung and Liao</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Objective</title>
<p>The aim of this study was to investigate the risk of age-related macular degeneration (AMD) in association with optic disc drusen (ODD).</p>
</sec>
<sec>
<title>Design</title>
<p>This was an observational, cross-sectional study.</p>
</sec>
<sec>
<title>Participants</title>
<p>Participants were consecutive patients with and without ODD from the neuro-ophthalmology clinic. Ten patients with concomitant ODD-AMD were sub-analyzed.</p>
</sec>
<sec>
<title>Methods</title>
<p>The two cohorts were identified from a prospectively recruited dataset between July 2022 and June 2024. Patients received formal diagnoses of ODD and AMD after ophthalmic and imaging assessment. A logistic regression model was utilized in calculating AMD risk to account for demographic differences.</p>
</sec>
<sec>
<title>Results</title>
<p>A total of 94 patients with ODD (median age: 44 [Q1: 20, Q3: 69], 64% women) and 100 patients without ODD (median age: 60 [Q1: 44, Q3: 69], 48% women) were identified. AMD was observed in 9.6% and 3% of the ODD and non-ODD cohorts, respectively. The risk of AMD was higher in the ODD group (OR = 3.93, 95% CI: 0.89&#x2013;21.85, <italic>p</italic> = 0.084). Although the association was not statistically significant, a logistic regression model attributed that to the age difference between the two cohorts. Of the 10 patients with ODD-AMD, 70% had a family history of AMD. These patients were all Caucasians and had a median age of 75 years (range: 56&#x2013;91); 70% were women. Only 30% were smokers. On optic disc imaging, 70% of eyes demonstrated moderate-to-severe ODD.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>Patients with ODD might be at a higher risk of AMD compared to patients without ODD, and AMD screening might be warranted. A family history of AMD is often present, indicating shared genetic risk factors.</p>
</sec>
</abstract>
<kwd-group>
<kwd>optic disc drusen</kwd>
<kwd>age-related macular degeneration</kwd>
<kwd>multimodal imaging</kwd>
<kwd>macular drusen</kwd>
<kwd>calcification</kwd>
</kwd-group>
<counts>
<fig-count count="4"/>
<table-count count="3"/>
<equation-count count="1"/>
<ref-count count="36"/>
<page-count count="9"/>
<word-count count="4161"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Neuro-Ophthalmology Disorders</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Macular and optic disc drusen (ODD) are the most common extracellular deposits in the eye. Macular drusen are lipid-rich deposits that accumulate under the retinal pigment epithelium (RPE), most commonly in age-related macular degeneration (AMD), which accounts for visual impairment in 8.69% of the global population aged 45 to 85 years (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). Recently, AMD has been reported to be associated with ectopic calcification, which is an independent risk factor for AMD progression (<xref ref-type="bibr" rid="B3">3</xref>). In fact, Thompson et&#xa0;al. et&#xa0;al. suggested that an element of calcium might be present in all subretinal deposits (<xref ref-type="bibr" rid="B4">4</xref>).</p>
<p>ODD, the most common cause of pathologic mineralization of the optic nerve, are calcified concretions in the unmyelinated anterior optic nerve. It occurs in 2% of the general population, most commonly in Caucasians and sometimes in an autosomal dominant fashion in families (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B5">5</xref>). ODD is most commonly bilateral (66%) and occurs more frequently in women (62%). In symptomatic patients, ODD most commonly presents with visual field defects, especially when the drusen are visible ophthalmoscopically. In the absence of associated macular degeneration or ischemic optic neuropathy, central vision is usually preserved (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>).</p>
<p>Lorentzen briefly reported the first fundus image of a patient with both ODD and AMD (ODD-AMD) in 1961 (<xref ref-type="bibr" rid="B8">8</xref>). In 2004, Scartozzi and Tasman reported another case of ODD-AMD with familial ODD (<xref ref-type="bibr" rid="B9">9</xref>). No other reports have been published since then. Hence, to understand this co-occurrence, we investigate the risk of AMD among an ODD cohort from the neuro-ophthalmology clinic. We further analyze the optic nerve and macular drusen features through multimodal imaging.</p>
</sec>
<sec id="s2">
<title>Methods</title>
<sec id="s3_1">
<title>Participant information</title>
<p>To determine the frequency of AMD among patients with ODD and to compare the clinical and imaging features, we performed a retrospective analysis from a dataset of 650 prospectively recruited patients with various optic neuropathies, including ODD, at Byers Eye Institute, Stanford University, USA. The Stanford Institutional Review Board approval was obtained and electronic medical records were reviewed for each patient in accordance with the Declaration of Helsinki and the Health Insurance Portability and Accountability Act.</p>
<p>We identified 94 consecutive patients with ODD and a cohort of 100 consecutive neuro-ophthalmology patients without ODD presenting for evaluation of optic neuropathy (July 2022 and June 2024). The non-ODD group included patients presenting for evaluation of optic neuropathy. Among these, the most frequent diagnosis was ischemic optic neuropathy in 38%. Other diagnoses included papilledema, optic atrophy, Leber&#x2019;s hereditary optic neuropathy, mitochondrial deletion syndrome, nonspecific visual disturbances, and others. An additional patient with ODD-AMD met our inclusion criteria through chart review, leading to a total of 10 patients (20 eyes) with ODD-AMD. All patients had comprehensive ophthalmic examination and multimodal imaging. AMD was diagnosed and classified into early, intermediate, or late (dry form with geographic atrophy or exudative form with neovascularization) stages based on the Beckmann Classification for AMD (<xref ref-type="bibr" rid="B10">10</xref>). The diagnosis for ODD was established based on the EDI-OCT images, the gold standard for diagnosis according to The Optic Disc Drusen Studies Consortium. Furthermore, the drusen were categorized into superficial and buried in relation to Bruch&#x2019;s membrane (<xref ref-type="bibr" rid="B11">11</xref>). Patients with nonspecific retinal deposits, retinal dystrophies, or neuro-ophthalmic diseases that can impact analysis were excluded.</p>
</sec>
<sec id="s3_2">
<title>Multimodal imaging</title>
<p>We performed multimodal imaging using FAF and OCT. FAF was acquired using an ultra-wide field Optos system (Optos PLC, Dunfermline, Scotland). Spectral-domain OCT images were acquired for the optic disc and macula using Cirrus HD-OCT (Carl Zeiss Meditec Inc., Jena, Germany). We acquired an Optic Disc Cube (200 &#xd7; 200) with 200 horizontal scan lines and a Macular Cube (512 &#xd7; 128) with 128 horizontal scan lines. We also acquired the 97-line spectral-domain EDI-OCT scans of the optic nerve (Spectralis HRA; Heidelberg Engineering, Heidelberg, Germany) (<xref ref-type="bibr" rid="B11">11</xref>).</p>
</sec>
<sec id="s3_3">
<title>Quantification of drusen reflectivity on OCT</title>
<p>We identified 26 likely calcified macular drusen, 34 noncalcified macular drusen, and 19 ODD from the study eyes based on published criteria (<xref ref-type="bibr" rid="B3">3</xref>). Then, we measured the near-infrared light reflectivity of the drusen core, the drusen cap, and the difference between them using the image processing software, FIJI (An enhanced version of ImageJ). We used a previously described method with some modifications tailored to our parameters (<xref ref-type="bibr" rid="B12">12</xref>&#x2013;<xref ref-type="bibr" rid="B15">15</xref>). <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref> illustrates the regions defined as drusen core and cap in ODD and macular drusen. Reflectivity was defined as the average gray value of the selected pixels, and a value of 0 corresponds to pure black and a value of 255 corresponds to pure white. To eliminate the signal variation between the OCT images, average gray values from quadrangular areas of the vitreous and retinal nerve fiber layer (RNFL) were used for standardization. We calculated the average reflectivity of the drusen core (a region of low to no reflectivity). The drusen cap (a region of high reflectivity) signal was calculated as the average of the top five pixels above the core. We calculated the difference between the drusen cap and drusen core for each macular drusen using the formula:</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Infrared OCT B-scan of calcified macular drusen and optic disc drusen at 815 nm showing hypodense core in both locations, consistent with ectopic calcification. Red arrows: hyporeflective core; pink arrowheads: hyperreflective cap.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fopht-05-1620616-g001.tif">
<alt-text content-type="machine-generated">Optical coherence tomography images showing calcified macular drusen and optic disc drusen. The macular drusen image has a large inset highlighting calcification features with arrows and triangle indicators. The optic disc drusen image shows various pointed areas marked with arrows and triangles, indicating drusen presence. Insets of fundus images provide location context.</alt-text>
</graphic>
</fig>
<disp-formula>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:mtext>Cap</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>Core&#xa0;score&#xa0;</mml:mtext>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mtext>Cap</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>Core&#xa0;</mml:mtext>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>vitreous&#xa0;reflectivity</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>RNFL&#xa0;reflectivity</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>&#xa0;vitreous&#xa0;reflectivity</mml:mtext>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
<p>To calculate macular drusen disease burden, defined as the total volume of macular drusen per eye, we manually outlined all macular drusen on the SD-OCT Macular Cube 512 &#xd7; 128 scans (128 OCT B-scan sections/eye) and calculated drusen volume using ImageJ. To minimize variability, this process was done by a single investigator.</p>
</sec>
<sec id="s3_4">
<title>Statistical analysis</title>
<p>Statistical analysis was performed using R 2023.12.1 + 402 (<ext-link ext-link-type="uri" xlink:href="https://www.r-project.org/">https://www.r-project.org/</ext-link>). Quantitative variables were reported as mean and standard deviation and qualitative variables were reported as a percentage. The odds ratio was used to calculate the risk of AMD among ODD and non-ODD cohorts. A logistic regression model was used to account for possible confounding variables between the two cohorts. The Cap-Core scores in each group were tested for normality of distribution using the Shapiro&#x2013;Wilk test, and the mean and standard deviation were reported. GraphPad Prism (Prism 10.2.2; GraphPad Software, Inc., La Jolla, CA) was then used to compare the means of the three groups using one-way ANOVA and <italic>post hoc</italic> Tukey test. <italic>p</italic>-values of less than 0.05 were considered statistically significant.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<p>Three representative examples of ODD-AMD eyes are shown in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>: a 72-year-old man with severe ODD and mild AMD (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>), a 77-year-old woman with intermediate-stage AMD and relatively focal ODD in the inferior-nasal sector (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>), and a 72-year-old woman with advanced geographic atrophy and moderately severe ODD (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2C</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Three left eyes are representative examples of optic disc drusen-associated age-related macular degeneration (ODD-AMD) showing the range of vision loss on static perimetry (top) and severity of ODD and AMD on fundus autofluorescence imaging (FAF, bottom). <bold>(A)</bold> A 72-year-old man with severe ODD and severe visual field constriction, consistent with severe optic neuropathy. <bold>(B)</bold> A 77-year-old woman with good visual function with morphometric features of intermediate AMD and superficial ODD in the inferior optic disc border. <bold>(C)</bold> A 72-year-old woman with severe decrease in visual acuity and mild paracentral visual field loss, associated with severe AMD with geographic atrophy and superficial ODD in superior and nasal quadrants. AMD, age-related macular degeneration; HVF, Humphrey visual field; FAF, fundus autofluorescence.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fopht-05-1620616-g002.tif">
<alt-text content-type="machine-generated">Visual field analysis images and fundus autofluorescence (FAF) maps illustrating different stages of optic disc drusen (ODD) and age-related macular degeneration (AMD). Panel A shows ODD with early AMD, Panel B shows ODD with intermediate AMD, and Panel C shows ODD with geographic atrophy. The top row includes Humphrey visual field (HVF) results, while the bottom row displays corresponding FAF images, highlighting changes in retinal structure and visual function.</alt-text>
</graphic>
</fig>
<sec id="s4_1">
<title>Patients with ODD can be at a higher risk of developing AMD</title>
<p>To assess whether ODD is associated with increased risk of AMD, we performed a multivariable logistic regression analysis adjusting for age and family history of AMD. Among 94 patients with ODD, 9 (9.6%) had AMD, compared to 3 out of 100 patients without ODD (3.0%) (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). In the adjusted model, ODD was associated with higher odds of AMD (AOR = 3.93, 95% CI: 0.89&#x2013;21.85, <italic>p</italic> = 0.084), although this association did not reach statistical significance. Age and family history were both significant predictors of AMD (age: AOR = 1.12 per year, 95% CI: 1.06&#x2013;1.22, <italic>p</italic> = 0.001; family history: AOR = 11.95, 95% CI: 2.44&#x2013;68.64, <italic>p</italic> = 0.003) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;1</bold>
</xref>). The ODD group was significantly younger than the non-ODD group (median age 44 vs. 60 years, <italic>p</italic> = 0.003) (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>), and AMD cases were primarily observed in older patients (median age: 78, IQR: 73&#x2013;81). Therefore, the small sample size and the younger age in the ODD group likely limited statistical power and contributed to the wide confidence interval and lack of statistical significance.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Baseline characteristics of the study cohorts.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">
</th>
<th valign="middle" align="center">ODD <italic>N</italic> = 94</th>
<th valign="middle" align="center">Non-ODD <italic>N</italic> = 100</th>
<th valign="middle" align="center">
<italic>p</italic>-value<sup>1</sup>
</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">AMD</td>
<td valign="middle" align="center">9 (9.6%)</td>
<td valign="middle" align="center">3 (3%)</td>
<td valign="middle" align="center">0.057</td>
</tr>
<tr>
<td valign="middle" align="left">Median age (Q1, Q3)</td>
<td valign="middle" align="center">
<bold>44</bold> (20, 69)</td>
<td valign="middle" align="center">
<bold>60</bold> (44, 69)</td>
<td valign="middle" align="center">0.003</td>
</tr>
<tr>
<td valign="middle" align="left">Sex</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0.027</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;&#x2003;Female</td>
<td valign="middle" align="center">60 (64%)</td>
<td valign="middle" align="center">48 (48%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;&#x2003;Male</td>
<td valign="middle" align="center">34 (36%)</td>
<td valign="middle" align="center">52 (52%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Ethnicity</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0.14</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;&#x2003;White</td>
<td valign="middle" align="center">49 (73%)</td>
<td valign="middle" align="center">68 (72%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;&#x2003;Asian</td>
<td valign="middle" align="center">5 (7.5%)</td>
<td valign="middle" align="center">12 (13%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;&#x2003;Others</td>
<td valign="middle" align="center">13 (19.5%)</td>
<td valign="middle" align="center">14 (15%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;&#x2003;Unknown</td>
<td valign="middle" align="center">27</td>
<td valign="middle" align="center">5</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Family History of AMD</td>
<td valign="middle" align="center">11 (14%)</td>
<td valign="middle" align="center">7 (7.0%)</td>
<td valign="middle" align="center">0.13</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;&#x2003;Unknown</td>
<td valign="middle" align="center">14</td>
<td valign="middle" align="center">0</td>
<td valign="middle" align="center"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>
<sup>1</sup>Pearson&#x2019;s chi-squared test; Wilcoxon rank sum test; Fisher&#x2019;s exact test.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s4_2">
<title>Patients with ODD-AMD are Caucasians and the majority have a family history of AMD</title>
<p>Analysis of the 10 patients with ODD-AMD showed that all 10 patients were Caucasians and older than 55 years old (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Detailed clinical information about each participant is available online (<xref ref-type="supplementary-material" rid="SM2">
<bold>Supplementary Table&#xa0;2</bold>
</xref>). All patients had bilateral features of ODD. The AMD ranged from early dry AMD to late dry and wet AMD. Extramacular drusen were present in one patient. In addition, seven patients (70%) had a family history of AMD, six of whom were from first-degree relatives. The patients had an adult-onset presentation, with no syndromic features. History of smoking was reported in three patients only.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Demographics and clinical features of the ODD-AMD subjects.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="bottom" align="left"/>
<th valign="bottom" align="center">ODD-AMD (<italic>n</italic> = 10, eyes = 20)</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="middle" colspan="2" align="left">Patient Demographics</th>
</tr>
<tr>
<td valign="middle" align="left">Age (range)</td>
<td valign="middle" align="left">Median: 75 years (56&#x2013;91 years)</td>
</tr>
<tr>
<td valign="middle" align="left">Sex</td>
<td valign="middle" align="left">F: 70%, M: 30%</td>
</tr>
<tr>
<td valign="middle" align="left">Ethnicity</td>
<td valign="middle" align="left">White: 100%</td>
</tr>
<tr>
<td valign="middle" align="left">Family history</td>
<td valign="middle" align="left">70% with family history of AMD<break/>None with family history of ODD</td>
</tr>
<tr>
<th valign="middle" colspan="2" align="left">Disease Severity of the Eyes</th>
</tr>
<tr>
<td valign="middle" rowspan="2" align="left">ODD severity</td>
<td valign="middle" align="left">Superficial: 2 (10%)<break/>Buried: 4 (20%)<break/>Both: 14 (70%)</td>
</tr>
<tr>
<td valign="middle" align="left">Mild (&#x2264; 1 quadrant): 6 (30%)<break/>Moderate (2&#x2013;3 quadrants): 7 (35%)<break/>Severe (whole disc): 7 (35%)</td>
</tr>
<tr>
<td valign="middle" align="left">AMD stage</td>
<td valign="middle" align="left">Early: 8 (40%)<break/>Intermediate: 6 (30%)<break/>Advanced GA: 4 (20%)<break/>Advanced exudative: 2 (10%)</td>
</tr>
<tr>
<th valign="middle" colspan="2" align="left">Ophthalmic Measurements</th>
</tr>
<tr>
<td valign="middle" align="left">BCVA</td>
<td valign="middle" align="left">20/40 or better: 13/20 eyes (65%)<break/>Worse than 20/40: 7/20 eyes (35%)</td>
</tr>
<tr>
<td valign="middle" align="left">HVF MD (range)</td>
<td valign="middle" align="left">Median: &#x2212;7.8 dB (&#x2212;25 to 0.11 dB)</td>
</tr>
<tr>
<td valign="middle" align="left">Pattern of vision loss</td>
<td valign="middle" align="left">Vision loss due to optic neuropathy: 4 (40%)<break/>Vision loss due to maculopathy: 3 (30%)<break/>Both: 3 (30%)</td>
</tr>
<tr>
<td valign="middle" align="left">Global peripapillary RNFL thickness (range)</td>
<td valign="middle" align="left">Median: 66 &#xb5;m (46&#x2013;127 &#xb5;m)</td>
</tr>
<tr>
<td valign="middle" align="left">Global macular GCC thickness (range)</td>
<td valign="middle" align="left">Median: 64 &#xb5;m (30&#x2013;88 &#xb5;m)</td>
</tr>
<tr>
<td valign="middle" align="left">Central macular thickness (range)</td>
<td valign="middle" align="left">Median: 248.5 &#xb5;m (193&#x2013;300 &#xb5;m)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>F, female; M, male; AMD, age-related macular degeneration; ODD, optic disc drusen; GA, geographic atrophy; BCVA, best corrected visual acuity; HM, hand motion; HVF MD, Humphrey visual field mean deviation; RNFL, retinal nerve fiber layer; GCC, ganglion cell complex.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>The severity of vision loss was diverse and occurred as central vision loss or peripheral field constriction. The visual acuities and field defects are described in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;2</bold>
</xref>. The visual acuity was worse than 20/40 in 35% of the eyes. The visual field defects (defined as mean deviation worse than &#x2212;2 dB) were present in 10 eyes (55.6%).</p>
</sec>
<sec id="s4_3">
<title>Imaging features of ectopic calcification at the optic disc and macula in ODD-AMD</title>
<p>We investigated the different ophthalmic imaging modalities to assess ODD-AMD. Typical features of ODD and AMD were identified bilaterally in the 10 patients. The macular drusen were mainly in association with non-exudative AMD. Four patients showed early AMD with small to medium-sized drusen. One of these also showed scattered peripheral extramacular retinal drusen (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). Three patients had large (&gt;125 &#x3bc;m) drusen (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>), and two developed geographic atrophy (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2C</bold>
</xref>). Signs of neovascularization were apparent in one patient only.</p>
<p>ODD was detectable in eight patients on the en face color fundus photographs (refractile bodies) or FAF imaging (hyper-autofluorescent signal). They were observed in the inferior sector, superonasal sector, and diffusely in different patients (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). ODD was present in at least two quadrants of the optic disc in 70% of the eyes. EDI-OCT was necessary for the detection of ODD in two cases, which showed mild features.</p>
</sec>
<sec id="s4_4">
<title>Ectopic calcification in both optic nerve and retina appears as a hyperreflective outer edge and hyporeflective core</title>
<p>Typical calcified macular drusen were noted in 40% of patients. <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref> shows an example of ectopic calcification of the optic disc and the macula. The elevated RPE with a hyporeflective core and a hyperreflective cap (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>) represents calcified macular drusen in patients with AMD. A similar pattern in ODD is shown with hyperreflective horizontal lines and signal-poor core (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). A grayscale plot of the different patterns of drusen appearance on OCT imaging is demonstrated in <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>. An increased grayscale signal followed by a decreased signal is observed in the calcified AMD and ODD images (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3A, B, E, F</bold>
</xref>). This pattern was not apparent in non-calcified AMD drusen (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3C, D</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>OCT B-scan of macular drusen <bold>(A&#x2013;D)</bold> and optic disc drusen <bold>(E, F)</bold> showing an abrupt transition from the hyperreflective drusen border to the hyporeflective core &#x2014;an imaging feature of ectopic calcification. This change in reflectivity profile is quantified along the yellow line through the center of the drusen using ImageJ and displayed to the right of each B-scan in grayscale. The red band in grayscale demarcates the drusen core, which has the lowest reflectivity. Macular drusen have only one small hyporeflective core, while optic disc drusen may have a large hyporeflective core, and multiple calcified deposits are seen stacked on top of each other, rising above the Bruch&#x2019;s membrane opening.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fopht-05-1620616-g003.tif">
<alt-text content-type="machine-generated">OCT images showing cross-sections of the retina. Panels A and B depict calcified AMD, while C and D show non-calcified AMD. E and F feature optic disc drusen (ODD). Each panel includes a grayscale graph alongside the retinal images, highlighting differences in texture and topography. Inset images display wider views of retinal scans with yellow lines marking specific features.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s4_5">
<title>Calcification in ODD is greater and encompasses the entire drusen deposit while macular drusen exhibit more heterogeneity within the drusen</title>
<p>When quantifying the difference in reflectivity between the hyperreflective cap and the hyporeflective core, ODD showed the highest mean difference while non-calcified macular drusen had the least difference (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>). The measured means were 0.76 (SD = 0.14) in ODD, 0.5 (SD = 0.16) in the likely calcified macular drusen, and 0.16 (SD = 0.14) in the non-calcified macular drusen. A statistical significance was observed between all three groups (<italic>P</italic>&lt; 0.001). To correlate the macular Cap-Core score with disease burden (based on the number of discrete macular drusen and total area of macular drusen), the drusen with the highest Cap-Core scores were plotted against the total drusen volume and drusen count in each eye (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>). This revealed that macular drusen with a higher Cap-Core score tend to be in eyes with higher drusen count and total drusen volume. Finally, the drusen size was not correlated with its corresponding Cap-Core score in ODD and macular drusen (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure&#xa0;5</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Quantification of the Cap-Core score, in optic disc drusen (ODD), macular drusen without calcification (non-calcified AMD), and macular drusen with calcification (calcified AMD) from 11 ODD-AMD eyes. The Cap-Core score is a measurement of the severity of calcification and defined as the difference in reflectivity between the hyperreflective drusen border and mean drusen core (see Methods for equation). <bold>(A)</bold> Box- and-whisker plot of the Cap-Core score. The central line signifies the mean, and the box delineates the 25th to 75th percentiles (IQR); the whiskers extend to the minimal and maximal values. <bold>(B)</bold> Scatter plot of the macular Cap-Core score and the total macular drusen volume and number of discrete macular drusen deposits (darker means fewer macular drusen). Note that each Cap-Core score is normalized to the vitreous to account for slight variability of signal strength and each symbol is a drusen score measured in a line scan through the drusen center. ***<italic>p</italic>-value&lt; 0.001 (one-way ANOVA and <italic>post-hoc</italic> Tukey test). Non-calc, noncalcified; Calc, calcified.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fopht-05-1620616-g004.tif">
<alt-text content-type="machine-generated">Panel A shows a box plot comparing Cap-Core Scores for three groups: ODD, Non-calc AMD, and Calc AMD. ODD shows significantly higher scores than Non-calc and Calc AMD, as indicated by asterisks. Panel B presents a scatter plot of Cap-Core Score versus Total Drusen Volume in pixels, with point colors representing Total Drusen Count.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>ODD and AMD are among the common eye diseases that impact visual function. The co-existence of the two entities questions the possible relationship and similarities in their pathophysiology. There have been only two cases previously published of a 52-year-old man and a 46-year-old woman with bilateral ODD and macular drusen (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B9">9</xref>). Here, we found a possibly increased AMD risk among an ODD cohort and highlighted 10 cases of bilateral ODD and concomitant AMD. As patients with ODD present at an earlier age, the possible ODD-AMD association would allow clinicians to identify and monitor these patients for AMD before vision loss ensues.</p>
<p>The odds of AMD were approximately four times higher in the ODD cohort compared to the patients with no ODD. Although this was not statistically significant, the logistic regression model suggested that the age disparity and limited statistical power hindered the ability to detect a significant association, indicating that a larger age-matched cohort can demonstrate a significant association. Both ODD and AMD are most frequently found among Caucasian female patients, which was consistent with our patients (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B16">16</xref>). In addition, when comparing the patients with ODD-AMD to the typical AMD population, they tend to have the same demographics (age above 70 years and Caucasian population) (<xref ref-type="bibr" rid="B17">17</xref>). Smoking is a major risk factor in AMD; however, only three patients in this study reported a history of smoking. More interestingly, the majority of the patients had at least one first-degree family member with an AMD diagnosis. A previous study shows that approximately 20% of patients with AMD report a family history of the disease (<xref ref-type="bibr" rid="B18">18</xref>). This suggests that genetic factors may play a more important role in ODD-AMD than environmental factors. Yet, a larger study exploring the role of genetic factors between ODD-AMD and AMD-only is needed. More than 45 genetic loci potentially contributing to AMD development have been identified to date (<xref ref-type="bibr" rid="B19">19</xref>). Only recently, Steensberg et&#xa0;al. identified eight genes that might play a role in ODD development (<xref ref-type="bibr" rid="B20">20</xref>). The similar patient demography and the genetic component further underscore the need to investigate whether patients with ODD should be screened for AMD at some point. <xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref> summarizes the current knowledge on ODD and AMD (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B21">21</xref>&#x2013;<xref ref-type="bibr" rid="B29">29</xref>).</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Several similarities between calcified drusen in ODD and AMD as causes of vision loss.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left"/>
<th valign="middle" align="center">ODD</th>
<th valign="middle" align="center">AMD</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Reflectance</td>
<td valign="middle" align="center">Refractile extracellular deposits</td>
<td valign="middle" align="center">Refractile extracellular deposits</td>
</tr>
<tr>
<td valign="middle" align="left">Drusen Size</td>
<td valign="middle" align="center">50 to 750 &#xb5;m diameter</td>
<td valign="middle" align="center">&lt;50 to 480 &#xb5;m diameter</td>
</tr>
<tr>
<td valign="middle" align="left">Disease Prevalence</td>
<td valign="middle" align="center">0.4% &#x2013;3.7%</td>
<td valign="middle" align="center">7.4% &#x2013;12.3%</td>
</tr>
<tr>
<td valign="middle" align="left">Predilection</td>
<td valign="middle" align="center">Caucasians, F&gt;M</td>
<td valign="middle" align="center">Caucasians, F&gt;M</td>
</tr>
<tr>
<td valign="middle" align="left">Genetic Factors</td>
<td valign="middle" align="center">Likely polygenic, rarely autosomal dominant</td>
<td valign="middle" align="center">Polygenic, rarely autosomal recessive</td>
</tr>
<tr>
<td valign="middle" align="left">Ectopic Calcification</td>
<td valign="middle" align="center">Calcified intra- and extracellular mitochondria in optic nerve</td>
<td valign="middle" align="center">Calcified extracellular deposits between RPE and BM</td>
</tr>
<tr>
<td valign="middle" align="left">Drusen Composition</td>
<td valign="middle" align="center">Extracellular calcified deposits in the anterior optic nerve axons</td>
<td valign="middle" align="center">Extracellular deposition of lipofuscin between the RPE and BM</td>
</tr>
<tr>
<td valign="middle" align="left">Mechanism of Vision Loss</td>
<td valign="middle" align="center">Vascular &gt; neurodegenerative</td>
<td valign="middle" align="center">Neurodegeneration &gt; vascular</td>
</tr>
<tr>
<td valign="middle" align="left">Vascular Complications</td>
<td valign="middle" align="center">NAION, CNV, CRVO, CRAO</td>
<td valign="middle" align="center">Impaired CC flow, CNV</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>ODD, optic disc drusen; AMD, age-related macular degeneration; F, female; M, male; RPE, retinal pigment epithelium; BM, Bruch&#x2019;s membrane; NAION, non-arteritic ischemic optic neuropathy; CNV, choroidal neovascularization; CRVO, central retinal vein occlusion; CRAO, central retinal artery occlusion; CC, choriocapillaris.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Pathologically, both ODD and macular drusen involve calcified extracellular deposits, and 4 of our 10 patients with ODD-AMD showed imaging features of the calcification in the macular drusen. Drusen in AMD appear as discrete areas of RPE elevation with variable reflectivity. Calcified drusen have a hyporeflective core with a hyperreflective cap on the image (<xref ref-type="bibr" rid="B30">30</xref>). The grayscale plots in our cases quantitatively demonstrated this heterogeneity in the AMD drusen. Overall, the AMD drusen clustered into two distinguished groups despite some outliers, consistent with their appearance on SD-OCT images. Although the pattern of reflectivity was similar between calcified macular drusen and ODD, it remained quantitatively different. This could be attributed to the heterogeneity within the core of the macular drusen, even when they appear to be calcified with the bare eye. Clinical&#x2013;pathological studies suggest that calcified macular drusen represent a stage of drusen regression and RPE atrophy (<xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B31">31</xref>). This is also demonstrated in our study with higher Cap-Core scores showing higher total drusen volume in the eyes.</p>
<p>Several studies assessed the prevalence and features of calcified drusen in AMD using different imaging modalities, reporting a prevalence as high as 42.7% of eyes with AMD (<xref ref-type="bibr" rid="B32">32</xref>&#x2013;<xref ref-type="bibr" rid="B34">34</xref>). However, none of these studies reported the number of ODD among their patient population. Hence, a comprehensive evaluation with multimodal imaging should be considered in these patients to detect the prevalence of co-occurrence. Over 100 OCT biomarkers are being studied as AMD prognosis predictors, with hyporeflective drusen cores being among the most clinically relevant ones (<xref ref-type="bibr" rid="B35">35</xref>). Given that calcification in macular drusen is a progressive process with variable appearance on OCT images, the Cap-Core score can be a useful measurement for macular drusen calcification, in particular, since it resembles another known form of ectopic calcification, ODD. In addition, there was a trend of higher total drusen volume with higher Cap-Core scores, making it a potential predictor of disease burden if confirmed by a larger study. Still, the grader variability can limit its application. Applying this technique with an automated system can improve its reliability. Lu et&#xa0;al. et&#xa0;al. developed a strategy to automatically segment and quantify calcified drusen using slab-defined en face sub-RPE OCT images, previously described by Liu et&#xa0;al. (<xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B36">36</xref>).</p>
<p>Although our findings suggest a possible association between ODD and AMD, several factors limit the conclusion of this study. A primary concern is the wide confidence interval observed in the risk of AMD in patients with ODD, which is expected given the small sample size in this study. However, it remains the largest available database of ODD and represents an important communication to emphasize this association. Although ODD is frequently asymptomatic and underdiagnosed, such an association would be important for the early identification of AMD. A future approach using data from aggregated electronic medical records (i.e., IRIS registry) or using an AMD cohort might allow a larger-scale age-matched study to confirm our findings. Moreover, a detailed comparison between patients with ODD-AMD and those with AMD alone to identify visual outcomes and whether these patients would present earlier was not possible due to the nature of the study. The comparison cohort may also be a limiting factor in this study, as it only included patients from the neuro-ophthalmology clinic, with a high number of ischemic optic neuropathy patients. Although this ensured that they received a formal ophthalmic evaluation, the generalizability of the findings can be limited. Finally, the image analysis was performed by a single grader, which might result in some variability in the drusen analysis.</p>
</sec>
</body>
<back>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The studies involving humans were approved by The Administrative Panels for the Protection of Human Subjects at Stanford University. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>AA: Methodology, Writing &#x2013; original draft, Investigation, Data curation, Visualization, Formal Analysis, Project administration, Writing &#x2013; review &amp; editing, Validation, Conceptualization. MK: Data curation, Investigation, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing, Methodology. RP: Writing &#x2013; review &amp; editing, Data curation, Investigation. JZ: Data curation, Writing &#x2013; review &amp; editing, Investigation. YR: Formal Analysis, Writing &#x2013; original draft. L-SL: Supervision, Validation, Writing &#x2013; review &amp; editing. YL: Conceptualization, Supervision, Validation, Writing &#x2013; review &amp; editing, Project administration, Methodology.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This study was supported by funding from the Stanford Center for Optic Disc Drusen, National Eye Institute (P30-375 026877), and Research to Prevent Blindness, Inc.</p>
</sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec id="s11" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s12" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fopht.2025.1620616/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fopht.2025.1620616/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Image1.pdf" id="SF1" mimetype="application/pdf"/>
<supplementary-material xlink:href="Table1.pdf" id="SM1" mimetype="application/pdf"/>
<supplementary-material xlink:href="Table2.pdf" id="SM2" mimetype="application/pdf"/>
</sec>
<fn-group>
<title>Abbreviations</title>
<fn fn-type="abbr" id="abbrev1">
<p>ODD, optic disc drusen; OCT, optical coherence tomography; AMD, age-related macular degeneration; EDI-OCT, enhanced depth imaging&#x2013;optical coherence tomography; FAF, fundus autofluorescence; HVF, Humphrey visual field 24-2; RNFL, retinal nerve fiber layer; RPE, retinal pigment epithelium.</p>
</fn>
</fn-group>
<ref-list>
<title>References</title>
<ref id="B1">
<label>1</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wong</surname> <given-names>WL</given-names>
</name>
<name>
<surname>Su</surname> <given-names>X</given-names>
</name>
<name>
<surname>Li</surname> <given-names>X</given-names>
</name>
<name>
<surname>Cheung</surname> <given-names>CM</given-names>
</name>
<name>
<surname>Klein</surname> <given-names>R</given-names>
</name>
<name>
<surname>Cheng</surname> <given-names>CY</given-names>
</name>
<etal/>
</person-group>. <article-title>Global prevalence of age-related macular degeneration and disease burden projection for 2020 and 2040: a systematic review and meta-analysis</article-title>. <source>Lancet Glob Health</source>. (<year>2014</year>) <volume>2</volume>:<page-range>e106&#x2013;16</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/S2214-109X(13)70145-1</pub-id>
</citation>
</ref>
<ref id="B2">
<label>2</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Friedman</surname> <given-names>AH</given-names>
</name>
<name>
<surname>Gartner</surname> <given-names>S</given-names>
</name>
<name>
<surname>Modi</surname> <given-names>SS</given-names>
</name>
</person-group>. <article-title>Drusen of the optic disc. A retrospective study in cadaver eyes</article-title>. <source>Br J Ophthalmol</source>. (<year>1975</year>) <volume>59</volume>:<page-range>413&#x2013;21</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1136/bjo.59.8.413</pub-id>
</citation>
</ref>
<ref id="B3">
<label>3</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tan</surname> <given-names>ACS</given-names>
</name>
<name>
<surname>Pilgrim</surname> <given-names>MG</given-names>
</name>
<name>
<surname>Fearn</surname> <given-names>S</given-names>
</name>
<name>
<surname>Bertazzo</surname> <given-names>S</given-names>
</name>
<name>
<surname>Tsolaki</surname> <given-names>E</given-names>
</name>
<name>
<surname>Morrell</surname> <given-names>AP</given-names>
</name>
<etal/>
</person-group>. <article-title>Calcified nodules in retinal drusen are associated with disease progression in age-related macular degeneration</article-title>. <source>Sci Transl Med</source>. (<year>2018</year>) <volume>10</volume>(<issue>466</issue>):<fpage>eaat4544</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1126/scitranslmed.aat4544</pub-id>
</citation>
</ref>
<ref id="B4">
<label>4</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Thompson</surname> <given-names>RB</given-names>
</name>
<name>
<surname>Reffatto</surname> <given-names>V</given-names>
</name>
<name>
<surname>Bundy</surname> <given-names>JG</given-names>
</name>
<name>
<surname>Kortvely</surname> <given-names>E</given-names>
</name>
<name>
<surname>Flinn</surname> <given-names>JM</given-names>
</name>
<name>
<surname>Lanzirotti</surname> <given-names>A</given-names>
</name>
<etal/>
</person-group>. <article-title>Identification of hydroxyapatite spherules provides new insight into subretinal pigment epithelial deposit formation in the aging eye</article-title>. <source>Proc Natl Acad Sci U S A</source>. (<year>2015</year>) <volume>112</volume>:<page-range>1565&#x2013;70</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1073/pnas.1413347112</pub-id>
</citation>
</ref>
<ref id="B5">
<label>5</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hamann</surname> <given-names>S</given-names>
</name>
<name>
<surname>Malmqvist</surname> <given-names>L</given-names>
</name>
<name>
<surname>Costello</surname> <given-names>F</given-names>
</name>
</person-group>. <article-title>Optic disc drusen: understanding an old problem from a new perspective</article-title>. <source>Acta Ophthalmol</source>. (<year>2018</year>) <volume>96</volume>:<page-range>673&#x2013;84</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/aos.13748</pub-id>
</citation>
</ref>
<ref id="B6">
<label>6</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Savino</surname> <given-names>PJ</given-names>
</name>
<name>
<surname>Glaser</surname> <given-names>JS</given-names>
</name>
<name>
<surname>Rosenberg</surname> <given-names>MA</given-names>
</name>
</person-group>. <article-title>A clinical analysis of pseudopapilledema. II. Visual field defects</article-title>. <source>Arch Ophthalmol</source>. (<year>1979</year>) <volume>97</volume>:<page-range>71&#x2013;5</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1001/archopht.1979.01020010011002</pub-id>
</citation>
</ref>
<ref id="B7">
<label>7</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lee</surname> <given-names>AG</given-names>
</name>
<name>
<surname>Zimmerman</surname> <given-names>MB</given-names>
</name>
</person-group>. <article-title>The rate of visual field loss in optic nerve head drusen</article-title>. <source>Am J Ophthalmol</source>. (<year>2005</year>) <volume>139</volume>:<page-range>1062&#x2013;6</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ajo.2005.01.020</pub-id>
</citation>
</ref>
<ref id="B8">
<label>8</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lorentzen</surname> <given-names>SE</given-names>
</name>
</person-group>. <article-title>Drusen of the optic disk, an irregularly dominant hereditary affection</article-title>. <source>Acta Ophthalmol (Copenh)</source>. (<year>1961</year>) <volume>39</volume>:<page-range>626&#x2013;43</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/j.1755-3768.1961.tb00278.x</pub-id>
</citation>
</ref>
<ref id="B9">
<label>9</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Scartozzi</surname> <given-names>R</given-names>
</name>
<name>
<surname>Tasman</surname> <given-names>W</given-names>
</name>
</person-group>. <article-title>Familial drusen of the optic nerve head associated with choroidal neovascular membranes</article-title>. <source>Ann Ophthalmol</source>. (<year>2005</year>) <volume>37</volume>:<page-range>111&#x2013;5</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1385/AO:37:2:111</pub-id>
</citation>
</ref>
<ref id="B10">
<label>10</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ferris</surname> <given-names>FL</given-names>
<suffix>3rd</suffix>
</name>
<name>
<surname>Wilkinson</surname> <given-names>CP</given-names>
</name>
<name>
<surname>Bird</surname> <given-names>A</given-names>
</name>
<name>
<surname>Chakravarthy</surname> <given-names>U</given-names>
</name>
<name>
<surname>Chew</surname> <given-names>E</given-names>
</name>
<name>
<surname>Csaky</surname> <given-names>K</given-names>
</name>
<etal/>
</person-group>. <article-title>Clinical classification of age-related macular degeneration</article-title>. <source>Ophthalmology</source>. (<year>2013</year>) <volume>120</volume>:<page-range>844&#x2013;51</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ophtha.2012.10.036</pub-id>
</citation>
</ref>
<ref id="B11">
<label>11</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Malmqvist</surname> <given-names>L</given-names>
</name>
<name>
<surname>Bursztyn</surname> <given-names>L</given-names>
</name>
<name>
<surname>Costello</surname> <given-names>F</given-names>
</name>
<name>
<surname>Digre</surname> <given-names>K</given-names>
</name>
<name>
<surname>Fraser</surname> <given-names>JA</given-names>
</name>
<name>
<surname>Fraser</surname> <given-names>C</given-names>
</name>
<etal/>
</person-group>. <article-title>The optic disc drusen studies consortium recommendations for diagnosis of optic disc drusen using optical coherence tomography</article-title>. <source>J Neuroophthalmol</source>. (<year>2018</year>) <volume>38</volume>:<fpage>299</fpage>&#x2013;<lpage>307</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1097/WNO.0000000000000585</pub-id>
</citation>
</ref>
<ref id="B12">
<label>12</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Horii</surname> <given-names>T</given-names>
</name>
<name>
<surname>Murakami</surname> <given-names>T</given-names>
</name>
<name>
<surname>Nishijima</surname> <given-names>K</given-names>
</name>
<name>
<surname>Akagi</surname> <given-names>T</given-names>
</name>
<name>
<surname>Uji</surname> <given-names>A</given-names>
</name>
<name>
<surname>Arakawa</surname> <given-names>N</given-names>
</name>
<etal/>
</person-group>. <article-title>Relationship between fluorescein pooling and optical coherence tomographic reflectivity of cystoid spaces in diabetic macular edema</article-title>. <source>Ophthalmology</source>. (<year>2012</year>) <volume>119</volume>:<page-range>1047&#x2013;55</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ophtha.2011.10.030</pub-id>
</citation>
</ref>
<ref id="B13">
<label>13</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sonoda</surname> <given-names>S</given-names>
</name>
<name>
<surname>Sakamoto</surname> <given-names>T</given-names>
</name>
<name>
<surname>Shirasawa</surname> <given-names>M</given-names>
</name>
<name>
<surname>Yamashita</surname> <given-names>T</given-names>
</name>
<name>
<surname>Otsuka</surname> <given-names>H</given-names>
</name>
<name>
<surname>Terasaki</surname> <given-names>H</given-names>
</name>
</person-group>. <article-title>Correlation between reflectivity of subretinal fluid in OCT images and concentration of intravitreal VEGF in eyes with diabetic macular edema</article-title>. <source>Invest Ophthalmol Vis Sci</source>. (<year>2013</year>) <volume>54</volume>:<page-range>5367&#x2013;74</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1167/iovs.13-12382</pub-id>
</citation>
</ref>
<ref id="B14">
<label>14</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Demirel</surname> <given-names>S</given-names>
</name>
<name>
<surname>Yanik</surname> <given-names>O</given-names>
</name>
<name>
<surname>Ozcan</surname> <given-names>G</given-names>
</name>
<name>
<surname>Batioglu</surname> <given-names>F</given-names>
</name>
<name>
<surname>Ozmert</surname> <given-names>E</given-names>
</name>
</person-group>. <article-title>Choroidal structural features of acquired vitelliform lesions in non-exudative age-related macular degeneration</article-title>. <source>Eur J Ophthalmol</source>. (<year>2023</year>) <volume>33</volume>:<page-range>489&#x2013;97</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1177/11206721221124686</pub-id>
</citation>
</ref>
<ref id="B15">
<label>15</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schindelin</surname> <given-names>J</given-names>
</name>
<name>
<surname>Arganda-Carreras</surname> <given-names>I</given-names>
</name>
<name>
<surname>Frise</surname> <given-names>E</given-names>
</name>
<name>
<surname>Kaynig</surname> <given-names>V</given-names>
</name>
<name>
<surname>Longair</surname> <given-names>M</given-names>
</name>
<name>
<surname>Pietzsch</surname> <given-names>T</given-names>
</name>
<etal/>
</person-group>. <article-title>Fiji: an open-source platform for biological-image analysis</article-title>. <source>Nat Methods</source>. (<year>2012</year>) <volume>9</volume>:<page-range>676&#x2013;82</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/nmeth.2019</pub-id>
</citation>
</ref>
<ref id="B16">
<label>16</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Serpen</surname> <given-names>JY</given-names>
</name>
<name>
<surname>Prasov</surname> <given-names>L</given-names>
</name>
<name>
<surname>Zein</surname> <given-names>WM</given-names>
</name>
<name>
<surname>Cukras</surname> <given-names>CA</given-names>
</name>
<name>
<surname>Cunningham</surname> <given-names>D</given-names>
</name>
<name>
<surname>Murphy</surname> <given-names>EC</given-names>
</name>
<etal/>
</person-group>. <article-title>Clinical features of optic disc drusen in an ophthalmic genetics cohort</article-title>. <source>J Ophthalmol</source>. (<year>2020</year>) <volume>2020</volume>:<fpage>5082706</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1155/2020/5082706</pub-id>
</citation>
</ref>
<ref id="B17">
<label>17</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rudnicka</surname> <given-names>AR</given-names>
</name>
<name>
<surname>Jarrar</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Wormald</surname> <given-names>R</given-names>
</name>
<name>
<surname>Cook</surname> <given-names>DG</given-names>
</name>
<name>
<surname>Fletcher</surname> <given-names>A</given-names>
</name>
<name>
<surname>Owen</surname> <given-names>CG</given-names>
</name>
</person-group>. <article-title>Age and gender variations in age-related macular degeneration prevalence in populations of European ancestry: a meta-analysis</article-title>. <source>Ophthalmology</source>. (<year>2012</year>) <volume>119</volume>:<page-range>571&#x2013;80</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ophtha.2011.09.027</pub-id>
</citation>
</ref>
<ref id="B18">
<label>18</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tuo</surname> <given-names>J</given-names>
</name>
<name>
<surname>Bojanowski</surname> <given-names>CM</given-names>
</name>
<name>
<surname>Chan</surname> <given-names>CC</given-names>
</name>
</person-group>. <article-title>Genetic factors of age-related macular degeneration</article-title>. <source>Prog Retin Eye Res</source>. (<year>2004</year>) <volume>23</volume>:<page-range>229&#x2013;49</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.preteyeres.2004.02.001</pub-id>
</citation>
</ref>
<ref id="B19">
<label>19</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guymer</surname> <given-names>RH</given-names>
</name>
<name>
<surname>Campbell</surname> <given-names>TG</given-names>
</name>
</person-group>. <article-title>Age-related macular degeneration</article-title>. <source>Lancet</source>. (<year>2023</year>) <volume>401</volume>:<page-range>1459&#x2013;72</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/S0140-6736(22)02609-5</pub-id>
</citation>
</ref>
<ref id="B20">
<label>20</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Steensberg</surname> <given-names>AH</given-names>
</name>
<name>
<surname>Ovens</surname> <given-names>C</given-names>
</name>
<name>
<surname>Fraser</surname> <given-names>CL</given-names>
</name>
<name>
<surname>Malmqvist</surname> <given-names>L</given-names>
</name>
<name>
<surname>Bertelsen</surname> <given-names>M</given-names>
</name>
<name>
<surname>Gronskov</surname> <given-names>K</given-names>
</name>
<etal/>
</person-group>. <article-title>Whole genome sequencing of 10 families with optic disc drusen</article-title>. <source>Ophthalmic Genet</source>. (<year>2025</year>) <volume>46</volume>:<fpage>1</fpage>&#x2013;<lpage>6</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1080/13816810.2025.2450469</pub-id>
</citation>
</ref>
<ref id="B21">
<label>21</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fleckenstein</surname> <given-names>M</given-names>
</name>
<name>
<surname>Keenan</surname> <given-names>TDL</given-names>
</name>
<name>
<surname>Guymer</surname> <given-names>RH</given-names>
</name>
<name>
<surname>Chakravarthy</surname> <given-names>U</given-names>
</name>
<name>
<surname>Schmitz-Valckenberg</surname> <given-names>S</given-names>
</name>
<name>
<surname>Klaver</surname> <given-names>CC</given-names>
</name>
<etal/>
</person-group>. <article-title>Age-related macular degeneration</article-title>. <source>Nat Rev Dis Primers</source>. (<year>2021</year>) <volume>7</volume>:<fpage>31</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41572-021-00265-2</pub-id>
</citation>
</ref>
<ref id="B22">
<label>22</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Antcliff</surname> <given-names>RJ</given-names>
</name>
<name>
<surname>Spalton</surname> <given-names>DJ</given-names>
</name>
</person-group>. <article-title>Are optic disc drusen inherited</article-title>? <source>Ophthalmology</source>. (<year>1999</year>) <volume>106</volume>:<page-range>1278&#x2013;81</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/S0161-6420(99)00708-3</pub-id>
</citation>
</ref>
<ref id="B23">
<label>23</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pilgrim</surname> <given-names>MG</given-names>
</name>
<name>
<surname>Marouf</surname> <given-names>S</given-names>
</name>
<name>
<surname>Fearn</surname> <given-names>S</given-names>
</name>
<name>
<surname>Csincsik</surname> <given-names>L</given-names>
</name>
<name>
<surname>Kortvely</surname> <given-names>E</given-names>
</name>
<name>
<surname>Knowles</surname> <given-names>JC</given-names>
</name>
<etal/>
</person-group>. <article-title>Characterization of calcium phosphate spherical particles in the subretinal pigment epithelium-basal lamina space in aged human eyes</article-title>. <source>Ophthalmol Sci</source>. (<year>2021</year>) <volume>1</volume>:<fpage>100053</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.xops.2021.100053</pub-id>
</citation>
</ref>
<ref id="B24">
<label>24</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kapur</surname> <given-names>R</given-names>
</name>
<name>
<surname>Pulido</surname> <given-names>JS</given-names>
</name>
<name>
<surname>Abraham</surname> <given-names>JL</given-names>
</name>
<name>
<surname>Sharma</surname> <given-names>M</given-names>
</name>
<name>
<surname>Buerk</surname> <given-names>B</given-names>
</name>
<name>
<surname>Edward</surname> <given-names>DP</given-names>
</name>
</person-group>. <article-title>Histologic findings after surgical excision of optic nerve head drusen</article-title>. <source>Retina</source>. (<year>2008</year>) <volume>28</volume>:<page-range>143&#x2013;6</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1097/IAE.0b013e31815e98d8</pub-id>
</citation>
</ref>
<ref id="B25">
<label>25</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Spencer</surname> <given-names>WH</given-names>
</name>
</person-group>. <article-title>Drusen of the optic disk and aberrant axoplasmic transport. The XXXIV Edward Jackson memorial lecture</article-title>. <source>Am J Ophthalmol</source>. (<year>1978</year>) <volume>85</volume>:<fpage>1</fpage>&#x2013;<lpage>12</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/S0002-9394(14)76658-9</pub-id>
</citation>
</ref>
<ref id="B26">
<label>26</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shi</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Chu</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>L</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Q</given-names>
</name>
<name>
<surname>Feuer</surname> <given-names>W</given-names>
</name>
<name>
<surname>de Sisternes</surname> <given-names>L</given-names>
</name>
<etal/>
</person-group>. <article-title>Validation of a compensation strategy used to detect choriocapillaris flow deficits under drusen with swept source OCT angiography</article-title>. <source>Am J Ophthalmol</source>. (<year>2020</year>) <volume>220</volume>:<page-range>115&#x2013;27</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ajo.2020.06.033</pub-id>
</citation>
</ref>
<ref id="B27">
<label>27</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Friedman</surname> <given-names>AH</given-names>
</name>
<name>
<surname>Beckerman</surname> <given-names>B</given-names>
</name>
<name>
<surname>Gold</surname> <given-names>DH</given-names>
</name>
<name>
<surname>Walsh</surname> <given-names>JB</given-names>
</name>
<name>
<surname>Gartner</surname> <given-names>S</given-names>
</name>
</person-group>. <article-title>Drusen of the optic disc</article-title>. <source>Surv Ophthalmol</source>. (<year>1977</year>) <volume>21</volume>:<page-range>373&#x2013;90</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/0039-6257(77)90041-8</pub-id>
</citation>
</ref>
<ref id="B28">
<label>28</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sarks</surname> <given-names>JP</given-names>
</name>
<name>
<surname>Sarks</surname> <given-names>SH</given-names>
</name>
<name>
<surname>Killingsworth</surname> <given-names>MC</given-names>
</name>
</person-group>. <article-title>Evolution of geographic atrophy of the retinal pigment epithelium</article-title>. <source>Eye (Lond)</source>. (<year>1988</year>) <volume>2</volume>:<page-range>552&#x2013;77</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/eye.1988.106</pub-id>
</citation>
</ref>
<ref id="B29">
<label>29</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sarks</surname> <given-names>JP</given-names>
</name>
<name>
<surname>Sarks</surname> <given-names>SH</given-names>
</name>
<name>
<surname>Killingsworth</surname> <given-names>MC</given-names>
</name>
</person-group>. <article-title>Evolution of soft drusen in age-related macular degeneration</article-title>. <source>Eye (Lond)</source>. (<year>1994</year>) <volume>8</volume>:<page-range>269&#x2013;83</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/eye.1994.57</pub-id>
</citation>
</ref>
<ref id="B30">
<label>30</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Khan</surname> <given-names>KN</given-names>
</name>
<name>
<surname>Mahroo</surname> <given-names>OA</given-names>
</name>
<name>
<surname>Khan</surname> <given-names>RS</given-names>
</name>
<name>
<surname>Mohamed</surname> <given-names>MD</given-names>
</name>
<name>
<surname>McKibbin</surname> <given-names>M</given-names>
</name>
<name>
<surname>Bird</surname> <given-names>A</given-names>
</name>
<etal/>
</person-group>. <article-title>Differentiating drusen: Drusen and drusen-like appearances associated with ageing, age-related macular degeneration, inherited eye disease and other pathological processes</article-title>. <source>Prog Retin Eye Res</source>. (<year>2016</year>) <volume>53</volume>:<fpage>70</fpage>&#x2013;<lpage>106</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.preteyeres.2016.04.008</pub-id>
</citation>
</ref>
<ref id="B31">
<label>31</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cukras</surname> <given-names>C</given-names>
</name>
<name>
<surname>Agron</surname> <given-names>E</given-names>
</name>
<name>
<surname>Klein</surname> <given-names>ML</given-names>
</name>
<name>
<surname>Ferris</surname> <given-names>FL</given-names>
<suffix>3rd</suffix>
</name>
<name>
<surname>Chew</surname> <given-names>EY</given-names>
</name>
<name>
<surname>Gensler</surname> <given-names>G</given-names>
</name>
<etal/>
</person-group>. <article-title>Natural history of drusenoid pigment epithelial detachment in age-related macular degeneration: Age-Related Eye Disease Study Report No. 28</article-title>. <source>Ophthalmology</source>. (<year>2010</year>) <volume>117</volume>:<page-range>489&#x2013;99</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ophtha.2009.12.002</pub-id>
</citation>
</ref>
<ref id="B32">
<label>32</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname> <given-names>J</given-names>
</name>
<name>
<surname>Laiginhas</surname> <given-names>R</given-names>
</name>
<name>
<surname>Shen</surname> <given-names>M</given-names>
</name>
<name>
<surname>Shi</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Li</surname> <given-names>J</given-names>
</name>
<name>
<surname>Trivizki</surname> <given-names>O</given-names>
</name>
<etal/>
</person-group>. <article-title>Multimodal imaging and en face OCT detection of calcified drusen in eyes with age-related macular degeneration</article-title>. <source>Ophthalmol Sci</source>. (<year>2022</year>) <volume>2</volume>(<issue>2</issue>):<fpage>100162</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.xops.2022.100162</pub-id>
</citation>
</ref>
<ref id="B33">
<label>33</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Oishi</surname> <given-names>A</given-names>
</name>
<name>
<surname>Thiele</surname> <given-names>S</given-names>
</name>
<name>
<surname>Nadal</surname> <given-names>J</given-names>
</name>
<name>
<surname>Oishi</surname> <given-names>M</given-names>
</name>
<name>
<surname>Fleckenstein</surname> <given-names>M</given-names>
</name>
<name>
<surname>Schmid</surname> <given-names>M</given-names>
</name>
<etal/>
</person-group>. <article-title>Prevalence, natural course, and prognostic role of refractile drusen in age-related macular degeneration</article-title>. <source>Invest Ophthalmol Vis Sci</source>. (<year>2017</year>) <volume>58</volume>:<page-range>2198&#x2013;206</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1167/iovs.16-20781</pub-id>
</citation>
</ref>
<ref id="B34">
<label>34</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bonnet</surname> <given-names>C</given-names>
</name>
<name>
<surname>Querques</surname> <given-names>G</given-names>
</name>
<name>
<surname>Zerbib</surname> <given-names>J</given-names>
</name>
<name>
<surname>Oubraham</surname> <given-names>H</given-names>
</name>
<name>
<surname>Garavito</surname> <given-names>RB</given-names>
</name>
<name>
<surname>Puche</surname> <given-names>N</given-names>
</name>
<etal/>
</person-group>. <article-title>Hyperreflective pyramidal structures on optical coherence tomography in geographic atrophy areas</article-title>. <source>Retina</source>. (<year>2014</year>) <volume>34</volume>:<page-range>1524&#x2013;30</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1097/IAE.0000000000000165</pub-id>
</citation>
</ref>
<ref id="B35">
<label>35</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Trinh</surname> <given-names>M</given-names>
</name>
<name>
<surname>Cheung</surname> <given-names>R</given-names>
</name>
<name>
<surname>Duong</surname> <given-names>A</given-names>
</name>
<name>
<surname>Nivison-Smith</surname> <given-names>L</given-names>
</name>
<name>
<surname>Ly</surname> <given-names>A</given-names>
</name>
</person-group>. <article-title>OCT prognostic biomarkers for progression to late age-related macular degeneration: A systematic review and meta-analysis</article-title>. <source>Ophthalmol Retina</source>. (<year>2024</year>) <volume>8</volume>:<page-range>553&#x2013;65</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.oret.2023.12.006</pub-id>
</citation>
</ref>
<ref id="B36">
<label>36</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lu</surname> <given-names>J</given-names>
</name>
<name>
<surname>Cheng</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Li</surname> <given-names>J</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Shen</surname> <given-names>M</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Q</given-names>
</name>
<etal/>
</person-group>. <article-title>Automated segmentation and quantification of calcified drusen in 3D swept source OCT imaging</article-title>. <source>BioMed Opt Express</source>. (<year>2023</year>) <volume>14</volume>:<page-range>1292&#x2013;306</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1364/BOE.485999</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>