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Florian P Bayer

@flobayer.bsky.social
111 followers 121 following 48 posts

PhD student in PTM proteomics @kusterlab

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Reposted by Florian P Bayer
Lindsay K Pino @lindsaykpino.com · 28/05/2026
Chemoproteomics is back at #ASMS2026 with a bang! After the oral session mysteriously vanished last year, now we're not only back on the schedule but kicking off the conference with Ben Cravatt?! 1/n
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Florian P Bayer @flobayer.bsky.social · 08/05/2026
This or you might introduce some extra isotopes to the balancer to make 3 distinct balancer types which create different MS1 masses like cPILOT.. but the more I think about it, 3x32plex = 96 would be too much for a coincidence
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Florian P Bayer @flobayer.bsky.social · 08/05/2026
3x32plex = 96 plex 😅
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Florian P Bayer @flobayer.bsky.social · 05/05/2026
I am actually wondering if other companies can and will at some produce and sell tmt with a more competitive price tag once the patents are over.. 12-16 plexing is all I need :)
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Florian P Bayer @flobayer.bsky.social · 05/05/2026
Let’s see what that chemistry is and how many different isotopes do the trick and how much resolution will be needed to resolve them.
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Florian P Bayer @flobayer.bsky.social · 05/05/2026
Sooo sad … But I think it’s not the problem of people want to plex more as each plexing dilutes your signal 1/plex… I think it’s more the fact that the current tribrids have not the same speed / depth. And for many, more IDs seems better then more precision. But I frankly dislike this trend :(
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Florian P Bayer @flobayer.bsky.social · 28/02/2026
Interesting thought .. I will shoot our TMT standard on the astral. Should be quite easy to check :)
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Florian P Bayer @flobayer.bsky.social · 27/02/2026
My experience with TMT MS2 with FAIMS on an exploris is that it performed somewhere in between Tribrid MS2 and Tribrid MS3 with respect of ratio accuracy.. Our internal TMT standard / analysis is a bit different to the published approaches though …
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Florian P Bayer @flobayer.bsky.social · 27/02/2026
Let’s see how this will look like. With that second HR-TMT MS2 scan with HCD 55, the setup is actually quite close to an MS3 setup. Just the selection of fragment ions from the previous scan is missing.. And it’s quite cool that it’s possible with such a prism to do multiple rounds ..
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Florian P Bayer @flobayer.bsky.social · 27/02/2026
I was waiting for this paper :) It’s always nice to see the real profile-mode astral peaks. I wish we could do this also ourselves (for fun).. I think the zoom is definitely better for TMT than the original astral but I 100% agree with you, one should do TMT in MS3-mode !!
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Florian P Bayer @flobayer.bsky.social · 17/02/2026
For some projects like FFPE, we are also routinely doing TIC (pre-)normalization because every biochemical assay tells you something different and there is no better tool than a mass spec 🙃 pubmed.ncbi.nlm.nih.gov/39558110/ (see figure 2)
pubmed.ncbi.nlm.nih.gov
Towards routine proteome profiling of FFPE tissue: insights from a 1,220-case pan-cancer study - PubMed
Proteome profiling of formalin-fixed paraffin-embedded (FFPE) specimens has gained traction for the analysis of cancer tissue for the discovery of molecular biomarkers. However, reports so far focused on single cancer entities, comprised relatively few cases and did not assess the long-term performa …
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Florian P Bayer @flobayer.bsky.social · 09/01/2026
This is very useful. Thanks for the effort !!
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Reposted by Florian P Bayer
PastelBio @pastelbio.bsky.social · 20/12/2025
Proteoforms as the true units of physiological function link.springer.com/ar... --- #proteomics #prot-paper
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Florian P Bayer @flobayer.bsky.social · 16/12/2025
Yes. 100% agree.. That is bad MS2 co-isolation and ratio distortion :)
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Florian P Bayer @flobayer.bsky.social · 16/12/2025
Good question how the *spectra* S/N is calculated by Thermo for the Astral...
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Florian P Bayer @flobayer.bsky.social · 16/12/2025
Looking at the recent MacCoss paper, one needs to divide intensities of a OTs by 10x to get to intensities of ITs and Astrals pubs.acs.org/doi/10.1021/...
pubs.acs.org
Evaluation of a Prototype Orbitrap Astral Zoom Mass Spectrometer for Quantitative Proteomics─Beyond Identification Lists
Mass spectrometry instrumentation continues to evolve rapidly, yet quantifying these advances beyond conventional peptide and protein detections remains challenging. Here, we evaluate a modified Orbitrap Astral Zoom mass spectrometer (MS) prototype and compare its performance to the standard Orbitrap Astral MS. Across a range of acquisition methods and sample inputs, the prototype instrument outperformed the standard Orbitrap Astral MS in precursor and protein identifications, ion beam utilization, and quantitative precision. To enable meaningful cross-platform comparisons, we implemented an ion calibration framework that converts signal intensity from arbitrary units to ions per second. This benchmarking strategy showed that the prototype sampled 23.1% more ions per peptide than the original Orbitrap Astral MS. This increase in the ion beam utilization resulted in improved sensitivity and quantitative precision. To make these metrics broadly accessible, we added new metrics to the Skyline document grid to report the number of ions measured in a spectrum at the apex of the elution peak or the sum of ions between the peak integration boundaries. Taken together, our results demonstrate the Orbitrap Astral Zoom prototype as a high-performance platform for data-independent acquisition proteomics and establish a generalizable framework for evaluation of MS performance based on the number of ions detected for each analyte. Data are available on Panorama Public and ProteomeXchange under the identifier PXD064536.
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Florian P Bayer @flobayer.bsky.social · 16/12/2025
One would need to multiple with MS1 intensity to get better quantities, because otherwise it depends when the TMT was picked how much intensity (ions/sec) you end up with in that moment of time, how many peptides you sum, etc... TMT is "only" excellent in conserving ratios within a TMT experiment.
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Florian P Bayer @flobayer.bsky.social · 16/12/2025
I don't see *spectra* S/N ratios reported in table S3. They have mean vs. STD *protein intensity* over three replicates. I didn't go deep enough to their analysis, but normally people just sum up TMT report intensity to protein level. This intensity is however not indicative of actual quantities.
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Florian P Bayer @flobayer.bsky.social · 16/12/2025
my understating was that the S/N cutoffs are the sum over all TMT reporters. So a threshold of 1440 S/N for an 18plex would be average 80 S/N per reporter.. are the purple numbers retained spectra? Thanks for sharing this analysis. Just sad that good signal leads to poor resolution in TOF world.
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Florian P Bayer @flobayer.bsky.social · 20/11/2025
What I was always wondering is if you could do a normal ion processor/HCD-MS2 scan and then for the MS3 scan do first HCD in the IRM and then select N Fragments (by optics n=1, SPS in the IRM?) and do the second HCD in the processor? But happy that you guys are thinking about it :) :)
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Florian P Bayer @flobayer.bsky.social · 20/11/2025
(2/2) For me, the problem with the Astral rather is that it currently does not support MS3. I don't mind running the MS at a lower Hz if I can get much better data from it. Every time I meet someone from thermo, I try to spark the MS3 idea. It hasn't ignited yet ..
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Florian P Bayer @flobayer.bsky.social · 20/11/2025
The Deu-TMT requires careful planning of which samples go to which channel and requires a Deu/nonDeu-"bridge" sample to remove the Deu-RT effect. Then it works as expected. (1/2)
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Florian P Bayer @flobayer.bsky.social · 19/11/2025
A sneak preview is already online in proteomicsDB (www.proteomicsdb.org/analytics/KSR). If you have questions, comments, or ideas, feel free to reach out.
proteomicsdb.org
ProteomicsDB
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Florian P Bayer @flobayer.bsky.social · 19/11/2025
In summary: * 133 clinical kinase inhibitors x 5 cell lines * >17 million peptidoform DRCs * Critical re-evaluation of existing KSRs * Proper FDR control for KSRs * Identification of thousands of high-confidence KSRs * Exposing how kinases shape cell line models and cancer patients
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Florian P Bayer @flobayer.bsky.social · 19/11/2025
Did you ever come across a phosphosite in your proteomics data for which nothing was known? - I bet so! We have developed a new strategy termed "potency coherence analysis" that leverages the drug potency dimension in decryptM to decode the kinases that shape the human phosphoproteome. Read more:
doi.org
Chemical proteomics decrypts the kinases that shape the dynamic human phosphoproteome
Mass-spectrometry-based phosphoproteomics enables the analysis of thousands of protein phosphorylation events across the human proteome. However, there is a lack of scalable, hypothesis-free, and stat...
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Florian P Bayer @flobayer.bsky.social · 18/11/2025
The authors used CurveCurator to fit and evaluate all dose–response data across different omics assay types. CurveCurator’s scores let you set custom thresholds and interactively identify high-quality curves in ProteomicsDB.
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Florian P Bayer @flobayer.bsky.social · 18/11/2025
Very happy to see that dose-response curves are now super easy to access for everyone in proteomicsDB. Just a few clicks and you can see at which concentrations your favorite drug engages protein target(s), tinkers with signaling pathways, and inhibits cell growth. Read more: doi.org/10.1093/nar/...
doi.org
Mapping drug mechanisms with ProteomicsDB: unified omics and cell sensitivity data at scale
Abstract. Proteomic and phenotypic cell sensitivity datasets are increasingly important for understanding chemoproteomics and the underlying drug mechanism
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Reposted by Florian P Bayer
Ludwig Lautenbacher @llautenbacher.bsky.social · 11/11/2025
Exited to share our latest work! Out now in @natcomms.nature.com Koina aims to transform how #proteomics uses machine learning. You no longer need to be a tech wizard to use ML and now can easily run #ML models. Integrated with FragPipe, Skyline and EncyclopeDIA! www.nature.com/articles/s41...
nature.com
Koina: Democratizing machine learning for proteomics research - Nature Communications
Koina is an open-source, online platform that simplifies access to machine learning models in proteomics, enabling easier integration into analysis tools and helping researchers adopt and reuse ML mod...
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Florian P Bayer @flobayer.bsky.social · 11/11/2025
A very clever approach to learn and predict MS2 spectra for modified peptides. By augmenting modification encodings and combining them with PROSIT, the new model has essentially generalized to ANY PTM - not just those in the training dataset. Super exciting !!
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Florian P Bayer @flobayer.bsky.social · 13/08/2025
Great to hear that you like it :) To your question if that data is already in prDB - decryptM: YES it is ! e.g. www.proteomicsdb.org/drug/107070/... also i can recommend the interactive dashboards.html on zenodo to explore the data locally zenodo.org/records/1609...
proteomicsdb.org
ProteomicsDB
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Florian P Bayer @flobayer.bsky.social · 31/07/2025
Very excited to see this story out in Science Signaling!! Especially the use of dose-dependent profiling at different time points could clearly separate immediate from late and consequential signaling changes in KRAS-driven (phospho)proteomes.
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Florian P Bayer @flobayer.bsky.social · 03/07/2025
Yes crazy... I still remember the 1.8 million PDF pages we were printing to manually determine what a real dose-response was in the original decryptM paper. Luckily, this is over now :) Let me know if you need some tricks for the time-dependent hack and good luck with the paper
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Florian P Bayer @flobayer.bsky.social · 03/07/2025
At the Kusterlab, we have developed a statistical analysis tool (CurveCurator) to mine these proteome-wide dose-response curves. You may want to give it a try. github.com/kusterlab/cu... 3/3
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Florian P Bayer @flobayer.bsky.social · 03/07/2025
A 1.5 orders of magnitude dose range is not really wide enough for a full dose-response curve, but if you have such a scaled-up workflow, you could easily extend it to more doses with good dose resolution. 2/3
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Florian P Bayer @flobayer.bsky.social · 03/07/2025
I really like the regulome-wide profiling in a dose-dependent fashion. Going one step further, I would love to see actual TF dose-response curves in Figure 5. So not interpreting each dose individually as bar, but actually have a curve with potency and efficacy estimates for each protein. 1/3
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Reposted by Florian P Bayer
Nature Methods @natmethods.nature.com · 16/06/2025
Assessing error control is fundamental in mass spectrometry-based proteomics. @bo-wen.bsky.social @maccoss.bsky.social @urikeich.bsky.social et al introduce a theoretical foundation for entrapment along with a method for more accurate evaluation of FDR control. www.nature.com/articles/s41...
nature.com
Assessment of false discovery rate control in tandem mass spectrometry analysis using entrapment - Nature Methods
A theoretical foundation for entrapment methods is presented, along with a method that enables more accurate evaluation of false discovery rate (FDR) control in proteomics mass spectrometry analysis p...
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Florian P Bayer @flobayer.bsky.social · 04/06/2025
I am looking forward to discuss with with you: • (phospho)proteome-wide dose-response profiling • statistical analysis of 180 million curves with CurveCurator • mapping kinase-resolved activities changes due to all target engagements • (re-)evaluating the kinase substrate space in humans
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Reposted by Florian P Bayer
Kusterlab @kusterlab.bsky.social · 22/05/2025
🚨Our new paper is online🚨 We use zero-distance⚡photo-crosslinking⚡to reveal direct protein-DNA interactions in living cells, enabling quantitative analysis of the DNA-interacting proteome on a timescale of minutes. #DNA #Chromatin #Proteomics www.cell.com/cell/fulltex...
cell.com
The human proteome with direct physical access to DNA
Zero-distance photo-crosslinking reveals direct protein-DNA interactions in living cells, enabling quantitative analysis of the DNA-interacting proteome on a timescale of minutes with single-amino-aci...
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Reposted by Florian P Bayer
Kusterlab @kusterlab.bsky.social · 22/04/2025
One algorithm to rule them all? CHIMERYS bridges the gap — DDA,DIA and PRM — together at last! With #CHIMERYS, we can now directly compare DDA and DIA data — 🍎 to 🍎 finally made possible. doi.org/10.1038/s41592-025-02663-w #KusterLab #WilhelmLab #MSAID #Proteomics
doi.org
Unifying the analysis of bottom-up proteomics data with CHIMERYS - Nature Methods
CHIMERYS is a spectrum-centric and data acquisition method-agnostic algorithm for the analysis of MS2 spectra. It is capable of deconvoluting any MS2 spectrum, regardless of whether it was acquired by...
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Florian P Bayer @flobayer.bsky.social · 08/04/2025
Interesting.. that’s a long time for sure! We are running the astral mostly without FAIMS and experienced for us normal exploris-like cleaning cycles.
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Florian P Bayer @flobayer.bsky.social · 31/03/2025
It probably also means that a single publication by one group is not proving anything. Only if multiple independent groups report the same result it becomes trustworthy. Given the reproducibility crisis in biology, maybe this AI fabrication just accelerated a deeper problem, that we need to overcome
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Florian P Bayer @flobayer.bsky.social · 21/03/2025
I just checked out our NAS.. there are exactly 222 active and alumni members in the folder structure. Wow quite a crowd by now :)
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Florian P Bayer @flobayer.bsky.social · 10/03/2025
There is paper by now: (Checkout Figure 1E) pubs.acs.org/doi/10.1021/...
pubs.acs.org
Achieving a 35-Plex Tandem Mass Tag Reagent Set through Deuterium Incorporation
Mass spectrometry-based sample multiplexing with isobaric tags permits the development of high-throughput and precise quantitative biological assays with proteome-wide coverage and minimal missing val...
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Florian P Bayer @flobayer.bsky.social · 10/03/2025
It would be interesting to know what a potential company would charge. In Europe, you pay ~ 8k for a TMT 16 plex (the 5 mg bag). This means: ~8k Eur / 50 batches / 16 samples = ~10 Eur / sample. If they could allow 5 to 2 Eur, that would be game changing.
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Florian P Bayer @flobayer.bsky.social · 10/03/2025
No, I was not aware of it.. Thanks for sharing. :) .. interesting This iTRAQ to TMT mass range should be fine and only C/N encoding. I just don't know how stable this free double bond is in the gas phase. The others always used a ring. But it's the same for all TMT channels, so maybe fine anyway.
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Florian P Bayer @flobayer.bsky.social · 10/03/2025
I would always give it a try if it is cheaper, legally fine to import to Europe, and of similar isotopic/reactive quality. But there are many small challenges to solve: bigger tags, which resolutions is needed, thermo would need to open the MS e.g custom phiSDM masses, how clean is the mz area…
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Reposted by Florian P Bayer
Kusterlab @kusterlab.bsky.social · 04/03/2025
🚀 Exciting news from our lab! Our latest paper has been featured on the cover of @molsystbiol.org - "Gemcitabine and ATR inhibitors synergize to kill PDAC cells by blocking DNA damage response" by Höfer et al.! 🧬🎉 doi.org/10.1038/s44320-025-00085-6 (1/4)
doi.org
Gemcitabine and ATR inhibitors synergize to kill PDAC cells by blocking DNA damage response | Molecular Systems Biology
imageimagePhosphoproteomics unveils the mode of action of clinical ATR inhibitors and explains their synergy with Gemcitabine in pancreatic cancer cells. Viability screening of 146 targeted drugs ide...
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Florian P Bayer @flobayer.bsky.social · 23/02/2025
Also, dose-response curves yield 4 key values: - potency -> which target caused the effect? Does it meet my expectation? - effect size -> what is the biological response strength to the perturbation? - direction -> is it inhibitory or activating? - significance -> can I trust this observation?
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Florian P Bayer @flobayer.bsky.social · 23/02/2025
Dose-response curves help to identify real biological signal in omics data sets because one has a clear expectation about how they should look like. Our CurveCurator software has automated this “gold digging” for everyone.
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Florian P Bayer @flobayer.bsky.social · 23/02/2025
That is precisely why we are doing high-throughput, dose-dependent, (PTM)proteome-wide analyses to study MOAs of inhibitors, cell signaling, and cell adaptions. There is such a mess in the literature caused by either low throughput or single-dose perturbation experiments. That needs to be solved!
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