Ralf Gabriels
banner
ralf.gabriels.dev
Ralf Gabriels
@ralf.gabriels.dev
Postdoctoral researcher at @CompOmics.com in @VIBLifeSciences.bsky.social and Ghent University

Proteomics, Mass Spectrometry, Bioinformatics, Machine learning
Reposted by Ralf Gabriels
Getting ready for a busy and exciting #HUPO2025 in Toronto! We’ll present on AI-driven peptide identification, tissue deconvolution, metaproteomics, and more. Join the #bioinformatics hub sessions on ProteoBench, mzPeak, and PSI-AI—community input welcome!

#Proteomics #MassSpec

🧵 ½
November 9, 2025 at 2:47 AM
These events have always been the highlight of my academic year. Want to connect to the computational mass spec community in Europe and beyond in a highly positive and welcoming environment? Join this conference!
Registration is now open for the EuBIC-MS Winter School 2026!

Join us in Harrachov, Czechia for a week of keynotes, workshops, and networking on computational MS.

Info and registration: eubic-ms.org/events/2026-...

#EuBIC2026 #MassSpectrometry #MassSpec #Bioinformatics #Proteomics #Metabolomics
October 16, 2025 at 9:49 AM
Reposted by Ralf Gabriels
Marie Locard-Paulet presenting the EuBIC-MS #ProteoBench project at the #EuPA2025 conference.

👉 Learn more about our open proteomics software benchmarking platform at proteobench.readthedocs.io.

#Proteomics #Bioinformatics #Benchmarking
June 19, 2025 at 12:13 PM
Really liking @tineclaeys.bsky.social's metaphor on metadata:
It's like the philosopher's stone, turning your experimental data into gold and giving it the elixir of life.

Congrats with the EuPA Bioinformatics Award, Tine!

#EuPA2025
June 18, 2025 at 3:06 PM
Reposted by Ralf Gabriels
From PTMs to proteins, from metadata to metaproteomics. CompOmics has got you covered at #EuPA2025!
June 16, 2025 at 8:05 AM
Reposted by Ralf Gabriels
An older posts I meant to share, but @matrixscience.bsky.social had a really fun write-up on the significant benefits you get by mixing in a little @compomics.com to your workflow (MS2PIP via @ralf.gabriels.dev et al.).

www.matrixscience.com/blog/using-m...
Using machine learning with Mascot and Proteome Discoverer
www.matrixscience.com
March 19, 2025 at 1:06 PM
MS2Rescore found its way into #ProteomeDiscoverer 🥳 At least, somewhat, through #MascotServer. Thanks for the implementation and for the nice blog post, @matrixscience.bsky.social!

www.matrixscience.com/blog/using-m...
Using machine learning with Mascot and Proteome Discoverer
www.matrixscience.com
March 7, 2025 at 10:32 AM
Reposted by Ralf Gabriels
🚀 New preprint alert! We've improved IM2Deep for accurate peptide collisional cross-section (CCS) prediction, even for peptides exhibiting multiple conformations in the gas phase! 🎯

Check it out here:

www.biorxiv.org/content/10.1...
Collisional cross-section prediction for multiconformational peptide ions with IM2Deep
Peptide collisional cross-section (CCS) prediction is complicated by the tendency of peptide ions to exhibit multiple conformations in the gas phase. This adds further complexity to downstream analysi...
www.biorxiv.org
February 23, 2025 at 1:12 PM
Reposted by Ralf Gabriels
Seems reasonable to dedicate my first Bluesky post to the following:

Our latest research, TIMS²Rescore, is now published in Journal of Proteome Research! 🎉
Read it here: pubs.acs.org/doi/full/10....

A huge thanks to all our collaborators for making this happen!
TIMS2Rescore: A Data Dependent Acquisition-Parallel Accumulation and Serial Fragmentation-Optimized Data-Driven Rescoring Pipeline Based on MS2Rescore
The high throughput analysis of proteins with mass spectrometry (MS) is highly valuable for understanding human biology, discovering disease biomarkers, identifying therapeutic targets, and exploring pathogen interactions. To achieve these goals, specialized proteomics subfields, including plasma proteomics, immunopeptidomics, and metaproteomics, must tackle specific analytical challenges, such as an increased identification ambiguity compared to routine proteomics experiments. Technical advancements in MS instrumentation can mitigate these issues by acquiring more discerning information at higher sensitivity levels. This is exemplified by the incorporation of ion mobility and parallel accumulation and serial fragmentation (PASEF) technologies in timsTOF instruments. In addition, AI-based bioinformatics solutions can help overcome ambiguity issues by integrating more data into the identification workflow. Here, we introduce TIMS2Rescore, a data-driven rescoring workflow optimized for DDA-PASEF data from timsTOF instruments. This platform includes new timsTOF MS2PIP spectrum prediction models and IM2Deep, a new deep learning-based peptide ion mobility predictor. Furthermore, to fully streamline data throughput, TIMS2Rescore directly accepts Bruker raw mass spectrometry data and search results from ProteoScape and many other search engines, including Sage and PEAKS. We showcase TIMS2Rescore performance on plasma proteomics, immunopeptidomics (HLA class I and II), and metaproteomics data sets. TIMS2Rescore is open-source and freely available at https://github.com/compomics/tims2rescore.
pubs.acs.org
February 7, 2025 at 2:13 PM
Reposted by Ralf Gabriels
The EUBIC-MS Developers Meeting 2025 in Brixen is off to a great start with keynotes by Pavel Sinitcyn, Katerina Nastou, and @willfondrie.com.

#EuBIC2025
February 3, 2025 at 12:59 PM
Reposted by Ralf Gabriels
Do you want to explore the PTMs you identified in your last MS experiment in a fun, interactive way? Try it out on our PTMVision web server at ptmvision-tuevis.cs.uni-tuebingen.de and check out the new publication in JPR at doi.org/10.1021/acs....!
PTMVision
PTMVision: Interactive Visualization of Post Translational Modifications | Understanding the intricate landscape of post-translational modifications (PTMs) is crucial for unraveling the co...
ptmvision-tuevis.cs.uni-tuebingen.de
January 21, 2025 at 4:02 PM
Reposted by Ralf Gabriels
🚨 Big news, #TeamMassSpec! 🚨
How do we unlock proteomics data reuse, tackle metadata challenges, and harness public (clinical) data for AI?
Find out at HUPO-PSI Spring Meeting 2025!

📅 March 31 – April 3, 2025
📍 Tübingen, Germany
(1/4)
HUPO-PSI Spring Meeting 2025 – HUPO Proteomics Standards Initiative
psidev.info
January 7, 2025 at 3:50 PM
Reposted by Ralf Gabriels
This new resource is AMAZING. You can easily search (re-search) your proteomics data in the context of human genomics (you know, that whole thing where we don't all have the exact same genome?) Read the paper, but instructions in the blog post - proteomicsnews.blogspot.com/2024/12/proh...
ProHap - Search your proteomics data against population variants! Critically important new community resource!
STOP. IGNORE THE FLOWCHART ABOVE. These are bioinformatics people, they think this stuff is mandatory. I assume their conferences all have...
proteomicsnews.blogspot.com
December 10, 2024 at 4:45 PM
Reposted by Ralf Gabriels
Recently, We saw a discussion on the role of open-source in proteomics. Here, experienced developers & researchers maintaining OS tools for years shared this comment to guide newcomers in the field about OS and its role in the field. 💻 #Proteomics #OpenSource chemrxiv.org/engage/chemr...
Open-source and FAIR Research Software for Proteomics
Scientific discovery relies on innovative software as much as experimental methods, especially in proteomics, where computational tools are essential for mass spectrometer setup, data analysis, and in...
chemrxiv.org
December 9, 2024 at 1:03 PM
Reposted by Ralf Gabriels
Hi #TeamMassSpec! #FeMS+ has joined BlueSky! Please share and get the word out so we can build up a base here.
November 30, 2024 at 2:00 PM
Happy to announce MS²Rescore v3.0, our much-improved platform for #MachineLearning driven rescoring of #Proteomics search results.

A big thanks to Louise Buur and Viktoria Dorfer for the great collaboration!

Open access full text: biblio.ugent.be/publication/...
Project: github.com/compomics/ms...
MS2Rescore 3.0 Is a Modular, Flexible, and User-Friendly Platform to Boost Peptide Identifications, as Showcased with MS Amanda 3.0
Rescoring of peptide–spectrum matches (PSMs) has emerged as a standard procedure for the analysis of tandem mass spectrometry data. This emphasizes the need for software maintenance and continuous imp...
bit.ly
March 19, 2024 at 2:58 PM
Reposted by Ralf Gabriels
The state of vendor market share in bottom-up proteomics - a tale from published ProteomeXchange datasets.

1. Bruker has the greatest momentum with a 4-fold increase since 2017
- timsTOFs are largely responsible for this increase

2. Sciex is gradually losing market share
February 2, 2024 at 12:02 PM
Super happy to see MS²PIP spectrum predictions implemented on the ProteomeXchange USI lookup service!
proteomecentral.proteomexchange.org/usi/?usi=mzs...
Universal Spectrum Identifier // ProteomeXchange
proteomecentral.proteomexchange.org
February 2, 2024 at 10:03 AM
Reposted by Ralf Gabriels
Have you ever noticed how benchmarking #proteomics data analysis can be a wild west?

EuBIC-MS community members did, and started #ProteoBench: An open platform for comparing proteomics data analysis workflows.

Learn more at the webinar (27 Feb, 18h CET) Register here: bit.ly/3SfS4Lf
January 30, 2024 at 9:28 AM
Reposted by Ralf Gabriels
I think it was Robbin Bouwmeester’s talk at EuBIC where it was SAGE to MS2Rescore and it seemed quietly bad ass. This update is making it look even more attractive as my new fav proteomics pipeline.
MS²Rescore 3.0 is a modular, flexible, and
user-friendly platform to boost peptide
identifications, as showcased with MS Amanda 3.0 chemrxiv.org/engage/...

---
#proteomics #prot-preprint
January 29, 2024 at 12:52 PM
Very surprised to see this published without any external FDR control testing...
AttnPep: A Self-Attention-Based Deep Learning Method for Peptide Identification in Shotgun Proteomics pubs.acs.org/doi/10....

---
#proteomics #prot-paper
January 23, 2024 at 10:37 PM
Reposted by Ralf Gabriels
After the educational day with hands-on tutorials, day 2 of the #EuBIC2024 Winter School started with great keynotes by Thomas Burger, Cecilia Lindskog, and @benneely.com.
January 16, 2024 at 1:15 PM
Reposted by Ralf Gabriels
Not sure how much of EuBIC is actually on Bluesky, but @magnuspalmblad.bsky.social has a feed for the conference to capture the hashtag. Get it!
January 15, 2024 at 5:52 PM
Reposted by Ralf Gabriels
Only four more days for early bird registration for the #EuBIC2024 Winter School ⏲️

Registration info on eubic-ms.org/events/2024-...
November 9, 2023 at 3:14 PM
Reposted by Ralf Gabriels
Only four more days for early bird registration to a proteomic bioinformatics partay in Winterberg!
EuBIC-MS Winter School 2024
The EuBIC-MS Winter School is organized each second year by the European Bioinformatics Community for Mass Spectrometry (EuBIC-MS), an initiative of the European Proteomics Association (EuPA) for user...
eubic-ms.org
November 9, 2023 at 2:55 PM