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ChemSpider is an online database of over 20 million chemical structures assembled from well over a hundred data sources including chemical and screening library vendors, publicly accessible databases and resources, commercial databases and Open Access literature articles. Such a public resource provides a rich source of ligands for the purpose of virtual screening experiments. These can take many forms. This work will present results from two specific types of studies: 1) Quantitative Structure Activity Relationship (QSAR) based analyses and 2) In-silico docking into protein receptor sites. We will review results from the application of both approaches to a number of specific examples. QSAR analyses utilizing the ChemModLab environment for assessing quantitative structure-activity relationships will and screening using a molecular surface descriptor model.