Life after JABBA: ORCA and SOBBA?
I have published many posts on this blog under the JABBA heading. This stands for ‘Just Another Bogus Bioinformatics Acronym’ and the point of the JABBA Awards was to recognise extremely tenuous acronyms used by people when creating bioinformatics software and services.
It all started in June 2013 with a bioinformatics tool called ‘BeAtMuSiC’ winning the inaugural award. This short name is derived from a highly selective choice of letters from the full name of the tool:
Prediction of Binding Affinity Changes upon MutationS
This was a particularly contrived name because the C (from ‘Changes’) ends up at the end of the short name.
I think I wrote about 40 posts in total that gave out JABBA awards (some posts covered multiple tools). Even though I pretty much stopped posting on this blog after I moved on from my career in science, I did add a few more JABBA awards, the last one of which was awarded in March 2020 for a new tool called CHEER which derived its name from hierarCHical taxonomic classification for viral mEtagEnomic data via deep leaRning.
ORCA
Around the same time that I started giving out JABBA awards, an old colleague of mine from my PhD days (Richard Edwards) started giving out something called ORCA awards. This stands for the Organization for Really Contrived Acronyms. ORCA set out to highlight strange acronyms across many different disciplines (whereas my JABBA awards focused on bioinformatics).
These started in August 2013, peaked the following year (with 29 posts) and seemingly ended in 2015. However, I just noticed that Richard popped up again in 2024 to highlight a new tool by himself: SHARPCLAW: Synteny, Homology And Repeat Pre-curation for Chromosome-Level Assembly Workflows.
SOBBA?
This week I learned of another collection of JABBA-adjacent awards. These are on a tumblr blog called Silly, Outrageous, or Bad Bioinformatics Acronyms. I’m not sure whether this is meant to be acronymised to ‘SOBBA’ or not.
The intro text on this blog states:
Carrying on in the footsteps of JABBA (Just Another Bogus Bioinformatics Acronym) and ORCA (Organization of Really Contrived Acronyms), gone but not forgotten.
I feel honoured for the shout-out there. I'm not sure who was behind this blog, but it burned brightly for the time it was up. The first post was made in October 2017 and the last post is from December of the same year. In the space of just under three months, the author did post an impressive 33 times, however.
New JABBA
It struck me that Richard Edwards’ most recent ORCA post means that he has been able to claim the ‘most recent’ prize in the category of JABBA/ORCA/SOBBA posts.
So I decided to have a look in the latest (September 2026) issue of the journal Bioinformatics (volume 42, issue 9) to see just how easy it would be to find a new candidate for a JABBA award.
First things first. I looked at the table of contents to see which papers included the name of a tool or service where they might be using any sort of acronym or initialism. I then went through each paper to work out any of those names were worthy of a JABBA award.
JABBA?
There was one software tool that came close to getting a JABBA award:
COBRA: cell-type-specific orthogonal batch effect removal algorithm in single cell RNA-sequencing data
According to the paper, this stands for ‘Cell-type-specific Orthogonal Batch effect Removal Algorithm (COBRA)’. Apart from dropping an ‘e’ from ‘effect’, this is not too bad. However, the associated GitHub page uses a different definition: ‘COrrection of BAtch effect for single-cell RNA-seq data’. This would be worthy of a JABBA award (and it could also be included in my JABBA menagerie), but I’ll give them a pass as that’s not the version used in the paper.
This does raise another issue in bioinformatics naming…be consistent! I guess the name is consistent, but the explanation is not.
JABBA!
So maybe you have stuck with this post in the hope of seeing an actual bona fide new JABBA award. Fear not. Like buses, three came along at once:
hicream: A flexible framework to identify significantly different regions in Hi-C data - the paper itself doesn’t say what ‘hi cream’ means, but a look at the associated R project page revealed all: hicream: HIC diffeREntial Analysis Method — so yep, taking two letters from the middle of a word to make your acronym means that it’s definitely worthy of a JABBA award.
BriGHT: transcriptome-regularized multimodal neuroimaging for brain disorder prediction - Another JABBA Award is born. They explain that the name comes from Brain transcriptome-reGularized Hypergraph framework for mulTimodal disorder prediction.
BLOBFISH: bipartite limited subnetworks from multiple observations using breadth-first search with constrained hops - and another JABBA award (as well as another entry for the JABBA menagerie). This name is fun, but it takes some liberties with how it chose its letters: Bipartite Limited Subnetworks from Multiple Observations using Breadth-First Search with Constrained Hops)
Anything good?
I know it is all too easy to be critical, so I’ll single out one tool that had a name that I liked:
SignifiKANTE: efficient P-value computation for gene regulatory networks - a fun acronym-free name and bravo to the authors for spelling out the meaning so clearly in the paper: ‘from “signifikante Kante,” German for “significant edge”’
Bioinformatics names in 2026
I’ve not really looked at the names of bioinformatics tools for quite a few years. It feels a little depressing that it is still so easy to find dubious names that are worthy of a JABBA award. Finding three in one recent issue of a bioinformatics journal suggests that it would be easy to find others.
So I guess I’ll end this post with the advice that I have posted many times before. You don’t have to name something as an acronym or initialism. You can just give your tool a name that sounds interesting and/or fun. It’s more important that people can pronounce the name of your tool and be able to find it from a search engine or AI tool, than it is to have a tenuous name that tries to create an acronym from seemingly random letters in the full name of the tool.
And with that, I will reclaim the crown of ‘most recent blog post about dubious bioinformatics software names’.
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