Big Data on Climatic and Environmental Parameters Associated with Acute Ocular Surface Symptoms and Therapeutic Assessment: Eye Drops Sales, Google Trends and Environmental Changes

Ocular surface (OS) and dry eye (DE) symptoms are frequent ophthalmic complaints influenced by climate and pollution related with acute and chronic ocular surface symptoms. This study assessed their association with environmental conditions in São Paulo metropolitan area (2016-2020), including air temperature, humidity, atmospheric pressure, ozone (O<sub>3</sub>), particulate matter (PM), using IQVIA eye drop sales data and Google search trends. Sympathomimetic decongestant sales correlated with higher temperature (r = 0.434, <i>p</i> = 0.0021), UV radiation (r = 0.643, <i>p</i> < 0.0001), and ozone (r = 0.491, <i>p</i> = 0.0004). Artificial tears and lubricants correlated with ozone (r = 0.452, <i>p</i> = 0.0012) and with searches for "red eye" (r = 0.505, <i>p</i> = 0.0005) and "stye" (r = 0.599, <i>p</i> < 0.0001). To address multicollinearity, Principal Component Analysis (PCA) was applied, with the first two components (PC1 and PC2) explaining 87.3% of variance. Regression models using these components were significant for decongestant sales and "stye" searches. Eye drop sales and search trends thus emerge as potential indicators of OS and DE symptoms, reflecting environmental conditions and informing prevention strategies.

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Publication Details

Journal
Vision
Published
2025-11-28
DOI
https://doi.org/10.3390/vision9040096
Primary Topic
Ocular Surface and Contact Lens
Type
article
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article

Big Data on Climatic and Environmental Parameters Associated with Acute Ocular Surface Symptoms and Therapeutic Assessment: Eye Drops Sales, Google Trends and Environmental Changes

Adriana de Andrade Batista Murashima, M. Marzola, Marina Zílio Fantucci, Felipe Barbosa Galvão Azzem Ferraz et al.
Vision
Ocular Surface and Contact Lens
article

Big Data on Climatic and Environmental Parameters Associated with Acute Ocular Surface Symptoms and Therapeutic Assessment: Eye Drops Sales, Google Trends and Environmental Changes

Adriana de Andrade Batista Murashima, M. Marzola, Marina Zílio Fantucci, Felipe Barbosa Galvão Azzem Ferraz, Denny Marcos Garcia, Eduardo Melani Rocha, Beatriz Carneiro Cintra
article en

Abstract

Ocular surface (OS) and dry eye (DE) symptoms are frequent ophthalmic complaints influenced by climate and pollution related with acute and chronic ocular surface symptoms. This study assessed their association with environmental conditions in São Paulo metropolitan area (2016-2020), including air temperature, humidity, atmospheric pressure, ozone (O<sub>3</sub>), particulate matter (PM), using IQVIA eye drop sales data and Google search trends. Sympathomimetic decongestant sales correlated with higher temperature (r = 0.434, <i>p</i> = 0.0021), UV radiation (r = 0.643, <i>p</i> < 0.0001), and ozone (r = 0.491, <i>p</i> = 0.0004). Artificial tears and lubricants correlated with ozone (r = 0.452, <i>p</i> = 0.0012) and with searches for "red eye" (r = 0.505, <i>p</i> = 0.0005) and "stye" (r = 0.599, <i>p</i> < 0.0001). To address multicollinearity, Principal Component Analysis (PCA) was applied, with the first two components (PC1 and PC2) explaining 87.3% of variance. Regression models using these components were significant for decongestant sales and "stye" searches. Eye drop sales and search trends thus emerge as potential indicators of OS and DE symptoms, reflecting environmental conditions and informing prevention strategies.

VisionVol. 9(4)
Clinics Hospital of Ribeirão Preto (BR)
Openalex Percentile: Top 52%
Ocular Surface and Contact Lens
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