Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2019 Dec;73(12):738-744.
doi: 10.1111/pcn.12921. Epub 2019 Sep 11.

Examination of retinal vascular trajectory in schizophrenia and bipolar disorder

Affiliations
Free article

Examination of retinal vascular trajectory in schizophrenia and bipolar disorder

Abhishek Appaji et al. Psychiatry Clin Neurosci. 2019 Dec.
Free article

Abstract

Aim: Evidence suggests microvascular dysfunction (wider retinal venules and narrower arterioles) in schizophrenia (SCZ) and bipolar disorder (BD). The vascular development is synchronous with neuronal development in the retina and brain. The retinal vessel trajectory is related to retinal nerve fiber layer thinning and cerebrovascular abnormalities in SCZ and BD and has not yet been examined. Hence, in this study we examined the retinal vascular trajectory in SCZ and BD in comparison with healthy volunteers (HV).

Methods: Retinal images were acquired from 100 HV, SCZ patients, and BD patients, respectively, with a non-mydriatic fundus camera. Images were quantified to obtain the retinal arterial and venous trajectories using a validated, semiautomated algorithm. Analysis of covariance and regression analyses were conducted to examine group differences. A supervised machine-learning ensemble of bagged-trees method was used for automated classification of trajectory values.

Results: There was a significant difference among groups in both the retinal venous trajectory (HV: 0.17 ± 0.08; SCZ: 0.25 ± 0.17; BD: 0.27 ± 0.20; P < 0.001) and the arterial trajectory (HV: 0.34 ± 0.15; SCZ: 0.29 ± 0.10; BD: 0.29 ± 0.11; P = 0.003) even after adjusting for age and sex (P < 0.001). On post-hoc analysis, the SCZ and BD groups differed from the HV on retinal venous and arterial trajectories, but there was no difference between SCZ and BD patients. The machine learning showed an accuracy of 86% and 73% for classifying HV versus SCZ and BD, respectively.

Conclusion: Smaller trajectories of retinal arteries indicate wider and flatter curves in SCZ and BD. Considering the relation between retinal/cerebral vasculatures and retinal nerve fiber layer thinness, the retinal vascular trajectory is a potential marker for SCZ and BD. As a relatively affordable investigation, retinal fundus photography should be further explored in SCZ and BD as a potential screening measure.

Keywords: bipolar disorder; machine learning; retinal nerve fiber layer; retinal vascular trajectory; schizophrenia.

PubMed Disclaimer

References

    1. Schonfeldt-Lecuona C, Kregel T, Schmidt A et al. From imaging the brain to imaging the retina: Optical coherence tomography (OCT) in schizophrenia. Schizophr. Bull. 2016; 42: 9-14.
    1. Patton N, Aslam T, Macgillivray T, Pattie A, Deary IJ, Dhillon B. Retinal vascular image analysis as a potential screening tool for cerebrovascular disease: A rationale based on homology between cerebral and retinal microvasculatures. J. Anat. 2005; 206: 319-348.
    1. London A, Benhar I, Schwartz M. The retina as a window to the brain: From eye research to CNS disorders. Nat. Rev. Neurol. 2013; 9: 44-53.
    1. Gordon-Lipkin E, Chodkowski B, Reich DS et al. Retinal nerve fiber layer is associated with brain atrophy in multiple sclerosis. Neurology 2007; 69: 1603-1609.
    1. Lee WW, Tajunisah I, Sharmilla K, Peyman M, Subrayan V. Retinal nerve fiber layer structure abnormalities in schizophrenia and its relationship to disease state: Evidence from optical coherence tomography. Invest. Ophthalmol. Vis. Sci. 2013; 54: 7785-7792.