The key sentence assigning guilt for this
"Here we present an annotated high-resolution three-dimensional (3D) morphological dataset, which we have dubbed a morphome,"
Note - I love the move for more high throughput, digital morphological data. It rocks. It will make for some interesting science. It however, does not deserve it's own ome word.
For more on this meme see All my writings on badomics words.