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Deep learning‐based pathology image analysis predicts cancer progression risk in patients with oral leukoplakia

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Oral leukoplakia (OL) is associated with an increased risk for oral cancer (OC) development. Prediction of OL cancer progression may contribute to decreased OC morbidity and mortality by favoring early… Click to show full abstract

Oral leukoplakia (OL) is associated with an increased risk for oral cancer (OC) development. Prediction of OL cancer progression may contribute to decreased OC morbidity and mortality by favoring early intervention. Current OL progression risk assessment approaches face large interobserver variability and is weakly prognostic. We hypothesized that convolutional neural networks (CNN)‐based histology image analyses could accelerate the discovery of better OC progression risk models.

Keywords: progression risk; pathology; risk; oral leukoplakia; cancer

Journal Title: Cancer Medicine
Year Published: 2023

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