Methods of predicting whether a subject has a cervical intraepithelial neoplasia (CIN) lesion are provided. Aspects of the methods include obtaining both morphometric and biomarker data from a liquid cervical cellular sample and then using both types of data to predict whether the subject has a CIN lesion. Also provided are systems that find use in practicing the methods. The methods and systems find use in a variety of applications, including cervical cancer screening applications.
