If you are filtering a set of variants to look for those potentially involved in disease, your first stop will probably be databases of phenotype associations, like ClinVar. There is also a lot of valuable information on variant-disease associations in the literature, which may not yet have been extracted into curated databases. It can be hard to compile lists of citations for a large set of variants, but Ensembl VEP is here to help! 

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A common use case for the VEP is as a first step towards identifying the causal genetic variant of a rare phenotype from whole genome/exome sequencing. The VEP tells you which genes are hit, what effects they have on them, and you have to begin the long laborious process of filtering those down. Things you might consider include allele frequency, association with genes known to be involved in rare disease and whether both genes in a diploid organism are affected. Rather than faffing about doing this manually, you can use the G2P (genotype to phenotype) plugin instead, which was recently published as a preprint.

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