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diff --git a/mutagenicity.md b/mutagenicity.md
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@@ -631,11 +631,11 @@ points.
 
 @fig:tsne-mp2d shows the t-SNE of pyrrolizidine alkaloids (PA) and the mutagenicity training data in MP2D space (Tanimoto/Jaccard similarity).
 
-![t-SNE visualisation of mutagenicity training data and pyrrolizidine alkaloids (PA)](figures/tsne-mp2d.png){#fig:tsne-mp2d}
+![t-SNE visualisation of mutagenicity training data and pyrrolizidine alkaloids (PA)](figures/tsne-mp2d-mutagenicity.png){#fig:tsne-mp2d}
 
 @fig:tsne-cdk shows the t-SNE of pyrrolizidine alkaloids (PA) and the mutagenicity training data in CDK space (Euclidean similarity).
 
-![t-SNE visualisation of mutagenicity training data and pyrrolizidine alkaloids (PA)](figures/tsne-cdk.png){#fig:tsne-cdk}
+![t-SNE visualisation of mutagenicity training data and pyrrolizidine alkaloids (PA)](figures/tsne-cdk-mutagenicity.png){#fig:tsne-cdk}
 
 Discussion
 ==========