{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,30]],"date-time":"2026-10-30T04:20:16Z","timestamp":1793334016391,"version":"4.5.0"},"reference-count":75,"publisher":"American Medical Association (AMA)","issue":"5","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JAMA Psychiatry"],"published-print":{"date-parts":[[2023,5,1]]},"abstract":"<jats:sec id=\"ab-yoi230007-4\"><jats:title>Importance<\/jats:title><jats:p>The potential association of schizophrenia with distinct retinal changes is of clinical interest but has been challenging to investigate because of a lack of sufficiently large and detailed cohorts.<\/jats:p><\/jats:sec><jats:sec id=\"ab-yoi230007-5\"><jats:title>Objective<\/jats:title><jats:p>To investigate the association between retinal biomarkers from multimodal imaging (oculomics) and schizophrenia in a large real-world population.<\/jats:p><\/jats:sec><jats:sec id=\"ab-yoi230007-6\"><jats:title>Design, Setting, and Participants<\/jats:title><jats:p>This cross-sectional analysis used data from a retrospective cohort of 154\u202f830 patients 40 years and older from the AlzEye study, which linked ophthalmic data with hospital admission data across England. Patients attended Moorfields Eye Hospital, a secondary care ophthalmic hospital with a principal central site, 4 district hubs, and 5 satellite clinics in and around London, United Kingdom, and had retinal imaging during the study period (January 2008 and April 2018). Data were analyzed from January 2022 to July 2022.<\/jats:p><\/jats:sec><jats:sec id=\"ab-yoi230007-7\"><jats:title>Main Outcomes and Measures<\/jats:title><jats:p>Retinovascular and optic nerve indices were computed from color fundus photography. Macular retinal nerve fiber layer (RNFL) and ganglion cell\u2013inner plexiform layer (mGC-IPL) thicknesses were extracted from optical coherence tomography. Linear mixed-effects models were used to examine the association between schizophrenia and retinal biomarkers.<\/jats:p><\/jats:sec><jats:sec id=\"ab-yoi230007-8\"><jats:title>Results<\/jats:title><jats:p>A total of 485 individuals (747 eyes) with schizophrenia (mean [SD] age, 64.9 years [12.2]; 258 [53.2%] female) and 100\u202f931 individuals (165\u202f400 eyes) without schizophrenia (mean age, 65.9 years [13.7]; 53\u202f253 [52.8%] female) were included after images underwent quality control and potentially confounding conditions were excluded. Individuals with schizophrenia were more likely to have hypertension (407 [83.9%] vs 49\u202f971 [48.0%]) and diabetes (364 [75.1%] vs 28\u202f762 [27.6%]). The schizophrenia group had thinner mGC-IPL (\u22124.05 \u03bcm, 95% CI, \u22125.40 to \u22122.69; <jats:italic>P<\/jats:italic>\u2009=\u20095.4\u2009\u00d7\u200910<jats:sup>\u22129<\/jats:sup>), which persisted when investigating only patients without diabetes (\u22123.99 \u03bcm; 95% CI, \u22126.67 to \u22121.30; <jats:italic>P<\/jats:italic>\u2009=\u2009.004) or just those 55 years and younger (\u22122.90 \u03bcm; 95% CI, \u22125.55 to \u22120.24; <jats:italic>P<\/jats:italic>\u2009=\u2009.03). On adjusted analysis, retinal fractal dimension among vascular variables was reduced in individuals with schizophrenia (\u22120.14 units; 95% CI, \u22120.22 to \u22120.05; <jats:italic>P<\/jats:italic>\u2009=\u2009.001), although this was not present when excluding patients with diabetes.<\/jats:p><\/jats:sec><jats:sec id=\"ab-yoi230007-9\"><jats:title>Conclusions and Relevance<\/jats:title><jats:p>In this study, patients with schizophrenia had measurable differences in neural and vascular integrity of the retina. Differences in retinal vasculature were mostly secondary to the higher prevalence of diabetes and hypertension in patients with schizophrenia. The role of retinal features as adjunct outcomes in patients with schizophrenia warrants further investigation.<\/jats:p><\/jats:sec>","DOI":"10.1001\/jamapsychiatry.2023.0171","type":"journal-article","created":{"date-parts":[[2023,3,22]],"date-time":"2023-03-22T15:12:14Z","timestamp":1679497934000},"page":"478","source":"Crossref","is-referenced-by-count":59,"title":["Association Between Retinal Features From Multimodal Imaging and Schizophrenia"],"prefix":"10.1001","volume":"80","author":[{"given":"Siegfried K.","family":"Wagner","sequence":"first","affiliation":[{"name":"NIHR Moorfields Biomedical Research Centre, London, United Kingdom"},{"name":"Institute of Ophthalmology, University College London, London, United Kingdom"},{"name":"Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mario","family":"Cortina-Borja","sequence":"additional","affiliation":[{"name":"Great Ormond Street Institute of Child Health, University College London, London, United Kingdom"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Steven M.","family":"Silverstein","sequence":"additional","affiliation":[{"name":"Department of Psychiatry, University of Rochester Medical Center, Rochester, New York"},{"name":"Department of Ophthalmology, University of Rochester Medical Center, Rochester, New York"},{"name":"Department of Neuroscience, University of Rochester Medical Center, Rochester, New York"},{"name":"Center for Visual Science, University of Rochester, Rochester, New York"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yukun","family":"Zhou","sequence":"additional","affiliation":[{"name":"NIHR Moorfields Biomedical Research Centre, London, United Kingdom"},{"name":"Institute of Ophthalmology, University College London, London, United Kingdom"},{"name":"Centre for Medical Image Computing, Department of Computer Science, University College London, London, United Kingdom"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"David","family":"Romero-Bascones","sequence":"additional","affiliation":[{"name":"Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom"},{"name":"Biomedical Engineering Department, Faculty of Engineering (MU-ENG), Mondragon Unibertsitatea, Mondrag\u00f3n, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Robbert R.","family":"Struyven","sequence":"additional","affiliation":[{"name":"NIHR Moorfields Biomedical Research Centre, London, United Kingdom"},{"name":"Institute of Ophthalmology, University College London, London, United Kingdom"},{"name":"Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom"},{"name":"Centre for Medical Image Computing, Department of Computer Science, University College London, London, United Kingdom"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Emanuele","family":"Trucco","sequence":"additional","affiliation":[{"name":"VAMPIRE Project, School of Science and Engineering, University of Dundee, Dundee, United Kingdom"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Muthu R. K.","family":"Mookiah","sequence":"additional","affiliation":[{"name":"VAMPIRE Project, School of Science and Engineering, University of Dundee, Dundee, United Kingdom"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tom","family":"MacGillivray","sequence":"additional","affiliation":[{"name":"VAMPIRE Project, Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, United Kingdom"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Stephen","family":"Hogg","sequence":"additional","affiliation":[{"name":"VAMPIRE Project, School of Science and Engineering, University of Dundee, Dundee, United Kingdom"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Timing","family":"Liu","sequence":"additional","affiliation":[{"name":"Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Dominic J.","family":"Williamson","sequence":"additional","affiliation":[{"name":"NIHR Moorfields Biomedical Research Centre, London, United Kingdom"},{"name":"Institute of Ophthalmology, University College London, London, United Kingdom"},{"name":"Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom"},{"name":"Centre for Medical Image Computing, Department of Computer Science, University College London, London, United Kingdom"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nikolas","family":"Pontikos","sequence":"additional","affiliation":[{"name":"NIHR Moorfields Biomedical Research Centre, London, United Kingdom"},{"name":"Institute of Ophthalmology, University College London, London, United Kingdom"},{"name":"Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Praveen J.","family":"Patel","sequence":"additional","affiliation":[{"name":"NIHR Moorfields Biomedical Research Centre, London, United Kingdom"},{"name":"Institute of Ophthalmology, University College London, London, United Kingdom"},{"name":"Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Konstantinos","family":"Balaskas","sequence":"additional","affiliation":[{"name":"NIHR Moorfields Biomedical Research Centre, London, United Kingdom"},{"name":"Institute of Ophthalmology, University College London, London, United Kingdom"},{"name":"Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Daniel C.","family":"Alexander","sequence":"additional","affiliation":[{"name":"Centre for Medical Image Computing, Department of Computer Science, University College London, London, United Kingdom"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kelsey V.","family":"Stuart","sequence":"additional","affiliation":[{"name":"NIHR Moorfields Biomedical Research Centre, London, United Kingdom"},{"name":"Institute of Ophthalmology, University College London, London, United Kingdom"},{"name":"Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Anthony P.","family":"Khawaja","sequence":"additional","affiliation":[{"name":"NIHR Moorfields Biomedical Research Centre, London, United Kingdom"},{"name":"Institute of Ophthalmology, University College London, London, United Kingdom"},{"name":"Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alastair K.","family":"Denniston","sequence":"additional","affiliation":[{"name":"University of Birmingham, Birmingham, United Kingdom"},{"name":"University Hospitals Birmingham NHS Foundation Trust, Birmingham, United Kingdom"},{"name":"NIHR Birmingham Biomedical Research Centre, University of Birmingham, Birmingham, United Kingdom"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jugnoo S.","family":"Rahi","sequence":"additional","affiliation":[{"name":"NIHR Moorfields Biomedical Research Centre, London, United Kingdom"},{"name":"Institute of Ophthalmology, University College London, London, United Kingdom"},{"name":"Great Ormond Street Institute of Child Health, University College London, London, United Kingdom"},{"name":"Great Ormond Street Hospital NHS Foundation Trust, London, United Kingdom"},{"name":"Ulverscroft Vision Research Group, University College London, London, United Kingdom"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Axel","family":"Petzold","sequence":"additional","affiliation":[{"name":"NIHR Moorfields Biomedical Research Centre, London, United Kingdom"},{"name":"Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom"},{"name":"Queen Square Institute of Neurology, University College London, London, United Kingdom"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Pearse A.","family":"Keane","sequence":"additional","affiliation":[{"name":"NIHR Moorfields Biomedical Research Centre, London, United Kingdom"},{"name":"Institute of Ophthalmology, University College London, London, United Kingdom"},{"name":"Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"10","reference":[{"issue":"2","key":"yoi230007r1","doi-asserted-by":"publisher","first-page":"137","DOI":"10.1016\/S2215-0366(21)00395-3","article-title":"Global, regional, and national burden of 12 mental disorders in 204 countries and territories, 1990-2019: a systematic analysis for the Global Burden of Disease Study 2019.","volume":"9","author":"GBD 2019 Mental Disorders Collaborators","year":"2022","journal-title":"Lancet Psychiatry"},{"issue":"4","key":"yoi230007r2","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1177\/1359786810382059","article-title":"Schizophrenia: a multisystem disease?","volume":"24","author":"Mitchell","year":"2010","journal-title":"J Psychopharmacol"},{"issue":"3","key":"yoi230007r3","doi-asserted-by":"publisher","first-page":"261","DOI":"10.1001\/jamapsychiatry.2016.3803","article-title":"Impaired glucose homeostasis in first-episode schizophrenia: a systematic review and meta-analysis.","volume":"74","author":"Pillinger","year":"2017","journal-title":"JAMA Psychiatry"},{"key":"yoi230007r4","doi-asserted-by":"publisher","first-page":"70","DOI":"10.1016\/j.psyneuen.2016.02.001","article-title":"Abnormal glycemic homeostasis at the onset of serious mental illnesses: a common pathway.","volume":"67","author":"Garcia-Rizo","year":"2016","journal-title":"Psychoneuroendocrinology"},{"issue":"1","key":"yoi230007r5","doi-asserted-by":"publisher","first-page":"252","DOI":"10.1038\/s41398-018-0304-6","article-title":"Evidence for genetic contribution to the increased risk of type 2 diabetes in schizophrenia.","volume":"8","author":"Hackinger","year":"2018","journal-title":"Transl Psychiatry"},{"issue":"1","key":"yoi230007r6","doi-asserted-by":"publisher","first-page":"87","DOI":"10.1016\/j.schres.2005.12.855","article-title":"Prevalence of the metabolic syndrome in patients with schizophrenia treated with antipsychotic medication.","volume":"83","author":"De Hert","year":"2006","journal-title":"Schizophr Res"},{"issue":"11","key":"yoi230007r7","doi-asserted-by":"publisher","first-page":"1095","DOI":"10.1001\/jamapsychiatry.2015.1546","article-title":"Long-term risk of dementia in persons with schizophrenia: a Danish population-based cohort study.","volume":"72","author":"Ribe","year":"2015","journal-title":"JAMA Psychiatry"},{"issue":"1","key":"yoi230007r8","doi-asserted-by":"publisher","first-page":"61","DOI":"10.1002\/gps.v24:1","article-title":"Late and very-late first-contact schizophrenia and the risk of dementia: a nationwide register based study.","volume":"24","author":"K\u00f8rner","year":"2009","journal-title":"Int J Geriatr Psychiatry"},{"issue":"6","key":"yoi230007r9","doi-asserted-by":"publisher","first-page":"899","DOI":"10.4088\/JCP.v68n0612","article-title":"Increased mortality among patients admitted with major psychiatric disorders: a register-based study comparing mortality in unipolar depressive disorder, bipolar affective disorder, schizoaffective disorder, and schizophrenia.","volume":"68","author":"Laursen","year":"2007","journal-title":"J Clin Psychiatry"},{"issue":"6","key":"yoi230007r10","doi-asserted-by":"publisher","first-page":"1024","DOI":"10.1093\/schbul\/sbm140","article-title":"Is schizophrenia a syndrome of accelerated aging?","volume":"34","author":"Kirkpatrick","year":"2008","journal-title":"Schizophr Bull"},{"issue":"6","key":"yoi230007r11","doi-asserted-by":"publisher","first-page":"498","DOI":"10.1038\/s41551-020-00626-4","article-title":"A deep-learning system for the assessment of cardiovascular disease risk via the measurement of retinal-vessel calibre.","volume":"5","author":"Cheung","year":"2021","journal-title":"Nat Biomed Eng"},{"issue":"9","key":"yoi230007r12","doi-asserted-by":"publisher","first-page":"2402","DOI":"10.1161\/STROKEAHA.113.001738","article-title":"Retinal microvascular changes and risk of stroke: the Singapore Malay Eye Study.","volume":"44","author":"Cheung","year":"2013","journal-title":"Stroke"},{"issue":"2","key":"yoi230007r13","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0118076","article-title":"Retinal microvascular abnormalities and risk of renal failure in Asian populations.","volume":"10","author":"Yip","year":"2015","journal-title":"PLoS One"},{"issue":"11","key":"yoi230007r14","doi-asserted-by":"publisher","first-page":"2209","DOI":"10.1097\/HJH.0b013e328330141d","article-title":"Retinal arteriolar narrowing increases the likelihood of chronic kidney disease in hypertension.","volume":"27","author":"Sabanayagam","year":"2009","journal-title":"J Hypertens"},{"issue":"2","key":"yoi230007r15","doi-asserted-by":"publisher","first-page":"6","DOI":"10.1167\/tvst.9.2.6","article-title":"Insights into systemic disease through retinal imaging-based oculomics.","volume":"9","author":"Wagner","year":"2020","journal-title":"Transl Vis Sci Technol"},{"issue":"1","key":"yoi230007r16","doi-asserted-by":"publisher","first-page":"73","DOI":"10.1186\/s13195-020-00638-x","article-title":"Optical coherence tomography angiography as a potential screening tool for cerebral small vessel diseases.","volume":"12","author":"Lee","year":"2020","journal-title":"Alzheimers Res Ther"},{"issue":"6","key":"yoi230007r17","doi-asserted-by":"crossref","first-page":"1194","DOI":"10.1093\/schbul\/sbac085","article-title":"Mapping retinal abnormalities in psychosis: meta-analytical evidence for focal peripapillary and macular reductions.","volume":"48","author":"Gonzalez-Diaz","year":"2022","journal-title":"Schizophr Bull"},{"issue":"9","key":"yoi230007r18","doi-asserted-by":"publisher","first-page":"3592","DOI":"10.1038\/s41380-022-01591-x","article-title":"Retinal layers and associated clinical factors in schizophrenia spectrum disorders: a systematic review and meta-analysis.","volume":"27","author":"Komatsu","year":"2022","journal-title":"Mol Psychiatry"},{"key":"yoi230007r19","doi-asserted-by":"publisher","first-page":"205","DOI":"10.2147\/EB.S317186","article-title":"Retinal microvasculature in schizophrenia.","volume":"13","author":"Silverstein","year":"2021","journal-title":"Eye Brain"},{"issue":"18","key":"yoi230007r20","doi-asserted-by":"publisher","first-page":"4131","DOI":"10.3390\/jcm10184131","article-title":"Analysis of the peripapillary and macular regions using OCT angiography in patients with schizophrenia and bipolar disorder.","volume":"10","author":"Koman-Wierdak","year":"2021","journal-title":"J Clin Med"},{"key":"yoi230007r21","doi-asserted-by":"publisher","DOI":"10.3389\/fdgth.2022.836851","article-title":"OCT and OCT angiography offer new insights and opportunities in schizophrenia research and treatment.","volume":"4","author":"Green","year":"2022","journal-title":"Front Digit Health"},{"issue":"12","key":"yoi230007r22","doi-asserted-by":"publisher","first-page":"1495","DOI":"10.1016\/j.ijsu.2014.07.013","article-title":"The Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) statement: guidelines for reporting observational studies.","volume":"12","author":"von Elm","year":"2014","journal-title":"Int J Surg"},{"issue":"5","key":"yoi230007r23","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0125620","article-title":"The Reporting of Studies Conducted Using Observational Routinely-Collected Health Data (RECORD) statement: methods for arriving at consensus and developing reporting guidelines.","volume":"10","author":"Nicholls","year":"2015","journal-title":"PLoS One"},{"issue":"3","key":"yoi230007r24","doi-asserted-by":"publisher","DOI":"10.1136\/bmjopen-2021-058552","article-title":"AlzEye: longitudinal record-level linkage of ophthalmic imaging and hospital admissions of 353?157 patients in London, UK.","volume":"12","author":"Wagner","year":"2022","journal-title":"BMJ Open"},{"issue":"7","key":"yoi230007r28","doi-asserted-by":"publisher","first-page":"12","DOI":"10.1167\/tvst.11.7.12","article-title":"AutoMorph: automated retinal vascular morphology quantification via a deep learning pipeline.","volume":"11","author":"Zhou","year":"2022","journal-title":"Transl Vis Sci Technol"},{"issue":"2","key":"yoi230007r29","doi-asserted-by":"publisher","first-page":"12","DOI":"10.1167\/tvst.7.2.12","article-title":"Towards standardization of quantitative retinal vascular parameters: comparison of SIVA and VAMPIRE measurements in the Lothian birth cohort 1936.","volume":"7","author":"McGrory","year":"2018","journal-title":"Transl Vis Sci Technol"},{"issue":"8","key":"yoi230007r30","doi-asserted-by":"publisher","first-page":"1572","DOI":"10.1016\/j.ophtha.2014.02.023","article-title":"Proposed lexicon for anatomic landmarks in normal posterior segment spectral-domain optical coherence tomography: the IN?OCT consensus.","volume":"121","author":"Staurenghi","year":"2014","journal-title":"Ophthalmology"},{"issue":"10","key":"yoi230007r31","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0164095","article-title":"Optical coherence tomography in the UK Biobank Study: rapid automated analysis of retinal thickness for large population-based studies.","volume":"11","author":"Keane","year":"2016","journal-title":"PLoS One"},{"issue":"3","key":"yoi230007r32","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0195002","article-title":"Using data linkage to electronic patient records to assess the validity of selected mental health diagnoses in English Hospital Episode Statistics (HES).","volume":"13","author":"Davis","year":"2018","journal-title":"PLoS One"},{"key":"yoi230007r34","doi-asserted-by":"publisher","first-page":"98","DOI":"10.1016\/j.jad.2019.08.061","article-title":"Retinal vascular fractal dimension in bipolar disorder and schizophrenia.","volume":"259","author":"Appaji","year":"2019","journal-title":"J Affect Disord"},{"issue":"1","key":"yoi230007r35","doi-asserted-by":"publisher","first-page":"43","DOI":"10.1093\/schbul\/sbz029","article-title":"A meta-analysis of retinal cytoarchitectural abnormalities in schizophrenia and bipolar disorder.","volume":"46","author":"Lizano","year":"2020","journal-title":"Schizophr Bull"},{"issue":"2256","key":"yoi230007r36","doi-asserted-by":"publisher","DOI":"10.1098\/rspa.2021.0549","article-title":"USP: an independence test that improves on Pearson\u2019s chi-squared and the G-test.","volume":"477","author":"Berrett","year":"2021","journal-title":"Proc Math Phys Eng Sci"},{"issue":"24","key":"yoi230007r37","doi-asserted-by":"publisher","first-page":"2303","DOI":"10.1212\/WNL.0000000000002774","article-title":"The APOSTEL recommendations for reporting quantitative optical coherence tomography studies.","volume":"86","author":"Cruz-Herranz","year":"2016","journal-title":"Neurology"},{"issue":"11","key":"yoi230007r38","doi-asserted-by":"publisher","first-page":"5525","DOI":"10.1167\/iovs.09-4129","article-title":"Effect of image quality, color, and format on the measurement of retinal vascular fractal dimension.","volume":"51","author":"Wainwright","year":"2010","journal-title":"Invest Ophthalmol Vis Sci"},{"issue":"6","key":"yoi230007r39","doi-asserted-by":"publisher","first-page":"110","DOI":"10.2307\/3002019","article-title":"An approximate distribution of estimates of variance components.","volume":"2","author":"Satterthwaite","year":"1946","journal-title":"Biometrics"},{"issue":"1","key":"yoi230007r40","doi-asserted-by":"publisher","DOI":"10.18637\/jss.v067.i01","article-title":"Fitting linear mixed-effects models using lme4.","volume":"67","author":"Bates","year":"2015","journal-title":"J Stat Softw"},{"key":"yoi230007r41","doi-asserted-by":"publisher","first-page":"1","DOI":"10.18637\/jss.v082.i13","article-title":"lmerTest package: tests in linear mixed effects models.","volume":"82","author":"Kuznetsova","year":"2017","journal-title":"J Stat Softw"},{"issue":"4","key":"yoi230007r43","doi-asserted-by":"publisher","first-page":"497","DOI":"10.1016\/j.ophtha.2018.08.009","article-title":"Spectral-domain OCT measurements in Alzheimer\u2019s disease: a systematic review and meta-analysis.","volume":"126","author":"Chan","year":"2019","journal-title":"Ophthalmology"},{"issue":"1","key":"yoi230007r44","doi-asserted-by":"publisher","first-page":"45","DOI":"10.3233\/JAD-141659","article-title":"Retinal ganglion cell analysis using high-definition optical coherence tomography in patients with mild cognitive impairment and Alzheimer\u2019s disease.","volume":"45","author":"Cheung","year":"2015","journal-title":"J Alzheimers Dis"},{"issue":"3","key":"yoi230007r45","doi-asserted-by":"publisher","first-page":"e373","DOI":"10.1111\/aos.v98.3","article-title":"Optical coherence tomography analysis of inner and outer retinal layers in eyes with chiasmal compression caused by suprasellar tumours.","volume":"98","author":"Lee","year":"2020","journal-title":"Acta Ophthalmol"},{"issue":"Pt 2","key":"yoi230007r46","doi-asserted-by":"publisher","first-page":"534","DOI":"10.1093\/brain\/awr324","article-title":"The time course of retrograde trans-synaptic degeneration following occipital lobe damage in humans.","volume":"135","author":"Jindahra","year":"2012","journal-title":"Brain"},{"issue":"9","key":"yoi230007r47","doi-asserted-by":"publisher","first-page":"921","DOI":"10.1016\/S1474-4422(10)70168-X","article-title":"Optical coherence tomography in multiple sclerosis: a systematic review and meta-analysis.","volume":"9","author":"Petzold","year":"2010","journal-title":"Lancet Neurol"},{"key":"yoi230007r48","doi-asserted-by":"publisher","first-page":"180","DOI":"10.1016\/j.neuroimage.2019.01.007","article-title":"Amyloid-beta induced retrograde axonal degeneration in a mouse tauopathy model.","volume":"189","author":"Nishioka","year":"2019","journal-title":"Neuroimage"},{"key":"yoi230007r49","doi-asserted-by":"publisher","first-page":"2047","DOI":"10.2147\/NDT","article-title":"Schizophrenia and risk of dementia: a meta-analysis study.","volume":"14","author":"Cai","year":"2018","journal-title":"Neuropsychiatr Dis Treat"},{"issue":"2","key":"yoi230007r50","doi-asserted-by":"publisher","first-page":"46","DOI":"10.1016\/j.scog.2015.03.004","article-title":"Schizophrenia and the eye.","volume":"2","author":"Silverstein","year":"2015","journal-title":"Schizophr Res Cogn"},{"issue":"3","key":"yoi230007r51","doi-asserted-by":"publisher","first-page":"286","DOI":"10.1176\/appi.ajp.2016.16050610","article-title":"Accelerated gray and white matter deterioration with age in schizophrenia.","volume":"174","author":"Cropley","year":"2017","journal-title":"Am J Psychiatry"},{"issue":"7","key":"yoi230007r52","doi-asserted-by":"publisher","first-page":"3646","DOI":"10.1038\/s41380-020-0834-1","article-title":"Older molecular brain age in severe mental illness.","volume":"26","author":"Lin","year":"2021","journal-title":"Mol Psychiatry"},{"issue":"11","key":"yoi230007r53","doi-asserted-by":"publisher","first-page":"1116","DOI":"10.1001\/jamapsychiatry.2020.1619","article-title":"Association between the duration of untreated psychosis and selective cognitive performance in community-dwelling individuals with chronic untreated schizophrenia in rural China.","volume":"77","author":"Stone","year":"2020","journal-title":"JAMA Psychiatry"},{"key":"yoi230007r54","doi-asserted-by":"publisher","first-page":"141","DOI":"10.1016\/j.jpsychires.2021.05.072","article-title":"Altered neuroaxonal integrity in schizophrenia and major depressive disorder assessed with neurofilament light chain in serum.","volume":"140","author":"Bavato","year":"2021","journal-title":"J Psychiatr Res"},{"issue":"1","key":"yoi230007r55","doi-asserted-by":"publisher","first-page":"14271","DOI":"10.1038\/s41598-020-71060-4","article-title":"Plasma \u00df-III tubulin, neurofilament light chain and glial fibrillary acidic protein are associated with neurodegeneration and progression in schizophrenia.","volume":"10","author":"Rodrigues-Amorim","year":"2020","journal-title":"Sci Rep"},{"key":"yoi230007r56","doi-asserted-by":"publisher","DOI":"10.1016\/j.bionps.2020.100013","article-title":"Retinal structural alterations in chronic versus first episode schizophrenia spectrum disorders.","volume":"2","author":"Lai","year":"2020","journal-title":"Biomark Neuropsychiatry"},{"issue":"3","key":"yoi230007r57","doi-asserted-by":"publisher","first-page":"1533","DOI":"10.1007\/s11682-020-00351-1","article-title":"Patients with first-episode untreated schizophrenia who experience concomitant visual disturbances and auditory hallucinations exhibit co-impairment of the brain and retinas: a pilot study.","volume":"15","author":"Zhuo","year":"2021","journal-title":"Brain Imaging Behav"},{"key":"yoi230007r58","doi-asserted-by":"publisher","first-page":"167","DOI":"10.1016\/j.ajo.2018.11.016","article-title":"Changes in ganglion cell-inner plexiform layer thickness and retinal microvasculature in hypertension: an optical coherence tomography angiography study.","volume":"199","author":"Lim","year":"2019","journal-title":"Am J Ophthalmol"},{"issue":"12","key":"yoi230007r59","doi-asserted-by":"publisher","first-page":"2023","DOI":"10.1017\/S0033291717003555","article-title":"Optical coherence tomography indices of structural retinal pathology in schizophrenia.","volume":"48","author":"Silverstein","year":"2018","journal-title":"Psychol Med"},{"issue":"2","key":"yoi230007r60","doi-asserted-by":"publisher","first-page":"174","DOI":"10.1111\/aos.2018.96.issue-2","article-title":"Macular thinning in prediabetes or type 2 diabetes without diabetic retinopathy: the Maastricht Study.","volume":"96","author":"De Clerck","year":"2018","journal-title":"Acta Ophthalmol"},{"issue":"12","key":"yoi230007r61","doi-asserted-by":"publisher","first-page":"1731","DOI":"10.1136\/bjophthalmol-2020-317414","article-title":"Prediabetes influences the structure of the macula: thinning of the macula in the Northern Finland Birth Cohort.","volume":"105","author":"Huru","year":"2021","journal-title":"Br J Ophthalmol"},{"issue":"112906","key":"yoi230007r62","doi-asserted-by":"publisher","DOI":"10.1016\/j.psychres.2020.112906","article-title":"Antipsychotic agent-induced deterioration of the visual system in first-episode untreated patients with schizophrenia maybe self-limited: findings from a secondary small sample follow-up study based on a pilot follow-up study.","volume":"286","author":"Zhuo","year":"2020","journal-title":"Psychiatry Res"},{"key":"yoi230007r63","doi-asserted-by":"publisher","first-page":"234","DOI":"10.1016\/j.drugalcdep.2018.07.011","article-title":"Prevalence of comorbid substance use in schizophrenia spectrum disorders in community and clinical settings, 1990-2017: systematic review and meta-analysis.","volume":"191","author":"Hunt","year":"2018","journal-title":"Drug Alcohol Depend"},{"issue":"1","key":"yoi230007r64","doi-asserted-by":"publisher","first-page":"62","DOI":"10.1016\/j.ophtha.2019.08.015","article-title":"Comparison of associations with different macular inner retinal thickness parameters in a large cohort: the UK Biobank.","volume":"127","author":"Khawaja","year":"2020","journal-title":"Ophthalmology"},{"key":"yoi230007r65","doi-asserted-by":"publisher","first-page":"26","DOI":"10.1016\/j.schres.2019.08.020","article-title":"Retinal vascular tortuosity in schizophrenia and bipolar disorder.","volume":"212","author":"Appaji","year":"2019","journal-title":"Schizophr Res"},{"issue":"7","key":"yoi230007r66","doi-asserted-by":"publisher","first-page":"634","DOI":"10.1111\/bdi.v21.7","article-title":"Retinal vascular abnormalities in schizophrenia and bipolar disorder: a window to the brain.","volume":"21","author":"Appaji","year":"2019","journal-title":"Bipolar Disord"},{"issue":"7","key":"yoi230007r67","doi-asserted-by":"publisher","first-page":"788","DOI":"10.1080\/08164622.2021.1878816","article-title":"Retinal nerve fibre layer and peripapillary vascular density by optical coherence tomography angiography in schizophrenia.","volume":"104","author":"Budakoglu","year":"2021","journal-title":"Clin Exp Optom"},{"issue":"1","key":"yoi230007r68","doi-asserted-by":"publisher","first-page":"80","DOI":"10.1093\/schbul\/sbab111","article-title":"Quantifying retinal microvascular morphology in schizophrenia using swept-source optical coherence tomography angiography.","volume":"48","author":"Bannai","year":"2022","journal-title":"Schizophr Bull"},{"key":"yoi230007r70","first-page":"3391","article-title":"VAMPIRE: vessel assessment and measurement platform for images of the retina.","volume":"2011","author":"Perez-Rovira","year":"2011","journal-title":"Annu Int Conf IEEE Eng Med Biol Soc"},{"issue":"3","key":"yoi230007r71","doi-asserted-by":"publisher","first-page":"710","DOI":"10.2337\/dc21-1124","article-title":"Prediction of major adverse cardiovascular events from retinal, clinical, and genomic data in individuals with type 2 diabetes: a population cohort study.","volume":"45","author":"Mordi","year":"2022","journal-title":"Diabetes Care"},{"issue":"5","key":"yoi230007r72","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0127914","article-title":"Suitability of UK Biobank retinal images for automatic analysis of morphometric properties of the vasculature.","volume":"10","author":"MacGillivray","year":"2015","journal-title":"PLoS One"},{"issue":"4","key":"yoi230007r73","doi-asserted-by":"publisher","first-page":"468","DOI":"10.4088\/JCP.11r07222","article-title":"Tobacco use before, at, and after first-episode psychosis: a systematic meta-analysis.","volume":"73","author":"Myles","year":"2012","journal-title":"J Clin Psychiatry"},{"issue":"5","key":"yoi230007r74","doi-asserted-by":"publisher","first-page":"e1112","DOI":"10.1111\/aos.v100.5","article-title":"Age-related changes in the fractal dimension of the retinal microvasculature, effects of cardiovascular risk factors and smoking behaviour.","volume":"100","author":"Lemmens","year":"2022","journal-title":"Acta Ophthalmol"},{"issue":"6","key":"yoi230007r75","doi-asserted-by":"publisher","first-page":"767","DOI":"10.1007\/s00401-016-1613-6","article-title":"Ocular indicators of Alzheimer\u2019s: exploring disease in the retina.","volume":"132","author":"Hart","year":"2016","journal-title":"Acta Neuropathol"},{"key":"yoi230007r69","doi-asserted-by":"crossref","first-page":"39","DOI":"10.1201\/b12081-6","volume-title":"Human Eye Imaging and Modeling","author":"Ng","year":"2012"},{"key":"yoi230007r25","unstructured":"NHS Digital. Hospital Episode Statistics (HES). Accessed August 2, 2022. https:\/\/digital.nhs.uk\/data-and-information\/data-tools-and-services\/data-services\/hospital-episode-statistics"},{"key":"yoi230007r26","unstructured":"National Audit Office. Healthcare across the UK: a comparison of the NHS in England, Scotland, Wales and Northern Ireland. Published June 29, 2012. Accessed August 2, 2022. https:\/\/www.nao.org.uk\/report\/healthcare-across-the-uk-a-comparison-of-the-nhs-in-england-scotland-wales-and-northern-ireland\/"},{"key":"yoi230007r27","unstructured":"ICD10Data.com. The web\u2019s free 2022 ICD-10-CM\/PCS medical coding reference. Accessed August 2, 2022. https:\/\/www.icd10data.com\/"},{"key":"yoi230007r33","unstructured":"Ministry of Housing, Communities, and Local Government. English indices of deprivation 2015. Published online September 30, 2015. Accessed October 10, 2022. https:\/\/www.gov.uk\/government\/statistics\/english-indices-of-deprivation-2015"},{"key":"yoi230007r42","unstructured":"Comprehensive R Archive Network. U-statistic permutation tests of independence for all data types. R package version 0.1. October 12, 2022. https:\/\/cran.r-project.org\/web\/packages\/USP\/USP.pdf"}],"container-title":["JAMA Psychiatry"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/jamanetwork.com\/journals\/jamapsychiatry\/articlepdf\/2802551\/jamapsychiatry_wagner_2023_oi_230007_1682621891.66116.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,5,3]],"date-time":"2023-05-03T15:20:18Z","timestamp":1683127218000},"score":1,"resource":{"primary":{"URL":"https:\/\/jamanetwork.com\/journals\/jamapsychiatry\/fullarticle\/2802551"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,5,1]]},"references-count":75,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2023,5,1]]}},"URL":"https:\/\/doi.org\/10.1001\/jamapsychiatry.2023.0171","relation":{},"ISSN":["2168-622X"],"issn-type":[{"value":"2168-622X","type":"print"}],"subject":[],"published":{"date-parts":[[2023,5,1]]}}}