New Tools for Proteome-Wide Cross-Linking Mass Spectrometry
Disciplines
Biology (50%); Chemistry (25%); Computer Sciences (25%)
Keywords
- Mass spectrometry,
- Cross-linking,
- Proteomics,
- Cross-linker synthesis,
- Software development,
- Chromatin
This project deals with the establishment of methods and techniques to investigate protein-protein interaction networks within living cells. Such complex networks are essential for all biochemical processes within a cell and their regulation. To deepen knowledge on protein crosstalk is therefore one of the most important questions to answer in basic research. To visualize such a crosstalk, chemical reagents called cross-linkers are used to selectively connect and stabilize proteins at positions in close proximity. After that, proteins can be isolated and cut into pieces using an enzyme. With the help of a mass- spectrometer the proteins can be identified, and the exact position of their interaction can be localized. This works by detection of a fingerprint resulting from the cut protein parts. Unfortunately, the chemical reaction efficiency of such cross-linkers is quite low, hampering a direct detection of those within the mass-spectrometer. To overcome this issue, we will design, develop and test novel cross-linker reagents with improved reactivity. Reactive sidechains attached to the cross-linkers will furthermore enable a selective enrichment. By combination of these strategies, we aim to obtain purified samples in sufficient amounts, in which the cross-link detection works effectively. In the next step, the recorded data has to be analyzed with the help of an algorithm. To do so, we already developed software that can identify more cross-links while being less prone to errors compared to competitors. During this project, the software will be further advanced, and a machine-learning algorithm will improve the exact localization of the cross-link on the protein. The functionality will be additionally expanded to several types of cross-linkers. In a final project step, we will apply the established holistic workflow to investigate differences in protein-protein interactions between areas of the cell, where the genetic material is condensed vs. better accessible. This research work will significantly deepen the knowledge about how genetic material is read within cells.
Our project has significantly advanced crosslinking mass spectrometry (XL-MS), a technology not only relevant to the field of structural biology but further revealing how proteins interact inside cells. These interactions form the molecular networks that govern life processes. Understanding them is key to tackling diseases like cancer and neurodegeneration. Traditional XL-MS methods struggle with efficiency, robustness, and coverage. We set out to overcome these limitations by creating new chemical tools, enrichment strategies, and computational solutions. Major achievements: Innovative chemical linkers: We developed and optimized novel reagents such as DISPASO, which rapidly enters cells and nuclei within minutes, enabling efficient in vivo crosslinking. We also introduced DSSO-carbamate, a more stable alternative to existing linkers, and initiated work on photocleavable enrichment sites. These innovations allow researchers to capture protein interactions previously inaccessible. Breakthrough in coverage: By refining our workflows, we increased the number of identified crosslinked sites from 1,000 in 2023 to over 5,000 in 2025, mapping interaction networks of nearly 400 proteins and discovering 56 new connections. This includes insights into RNA biology, such as the structural dynamics of DDX39 proteins, and supports (re-)modelling of AI predicted 3D protein structures. Low-input capability: We demonstrated successful crosslinking from as little as 25 nanograms of protein-comparable to results previously requiring 40 times more material-paving the way for studies on scarce samples. Computational advances: Our partner group released MS Annika 3.0, a next-generation search engine for XL-MS data. It introduces a novel algorithm for non-cleavable crosslinkers, enabling proteome-wide studies that were previously impossible. MS Annika 3.0 outperforms competing tools in accuracy and speed, reducing false positives by 75% and supporting GPU acceleration for high-throughput analysis. It is open source and integrated into widely used platforms, ensuring global accessibility. Collaborative impact: Together, we applied these tools to complex biological systems, such as the C. elegans Box C/D RNP complex, and published multiple open-access studies. Our work has set new standards for XL-MS, combining chemistry, biology, and AI-driven computation. These advances transform XL-MS into a powerful tool for exploring protein networks at unprecedented depth and scale. This is of high importance for understanding disease mechanisms and accelerating drug discovery. By making our workflows and software openly available, we empower researchers worldwide to push the boundaries of structural biology.
- Julius Brennecke, IMBA – Institut für Molekulare Biotechnologie GmbH , national collaboration partner
- Viktoria Dorfer, Software Competence Center Hagenberg , associated research partner
- Nuno Maulide, Universität Wien , associated research partner
Research Output
- 443 Citations
- 31 Publications
- 1 Methods & Materials
- 11 Datasets & models
- 3 Software
- 4 Scientific Awards
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2025
Title Developing a new cleavable crosslinker reagent for in-cell crosslinking DOI 10.1038/s42004-025-01568-1 Type Journal Article Author Müller F Journal Communications Chemistry Pages 191 Link Publication -
2025
Title Single cell proteomic analysis defines discrete neutrophil functional states in human glioblastoma DOI 10.1038/s41467-025-67367-3 Type Journal Article Author Sadiku P Journal Nature Communications Pages 621 Link Publication -
2024
Title Hydride Shuttle Catalysis: From Conventional to Inverse Mode DOI 10.1021/jacsau.4c00532 Type Journal Article Author Saridakis I Journal JACS Au Pages 3358-3369 Link Publication -
2024
Title Chemical synthesis as a discovery platform in immunosuppression and determination of mode of action DOI 10.1038/s44160-023-00423-2 Type Journal Article Author Schupp M Journal Nature Synthesis Pages 162-174 -
2025
Title Unified down-stream analysis of crosslinking mass spectrometry results with pyXLMS DOI 10.64898/2025.12.18.695169 Type Preprint Author Birklbauer M Pages 2025.12.18.695169 Link Publication -
2025
Title Single cell proteomic analysis defines discrete neutrophil functional states in human glioblastoma DOI 10.1101/2025.07.23.666094 Type Preprint Author Sadiku P Pages 2025.07.23.666094 Link Publication -
2025
Title In vivo crosslinking and effective 2D enrichment for interactome studies of the nucleosome DOI 10.1101/2025.02.25.640081 Type Preprint Author Bräuer P Pages 2025.02.25.640081 Link Publication -
2024
Title Proteome-wide non-cleavable crosslink identification with MS Annika 3.0 reveals the structure of the C. elegans Box C/D complex DOI 10.1101/2024.09.03.610962 Type Preprint Author Birklbauer M Pages 2024.09.03.610962 Link Publication -
2024
Title Proteome-wide non-cleavable crosslink identification with MS Annika 3.0 reveals the structure of the C. elegans Box C/D complex DOI 10.1038/s42004-024-01386-x Type Journal Article Author Birklbauer M Journal Communications Chemistry Pages 300 Link Publication -
2024
Title Breaking Barriers in Crosslinking Mass Spectrometry: Enhanced Throughput and Sensitivity with the Orbitrap Astral Mass Analyzer DOI 10.1101/2024.12.21.629875 Type Preprint Author Müller F Pages 2024.12.21.629875 Link Publication -
2025
Title Rational Modification of a Cross-Linker for Improved Flexible Protein Structure Modeling DOI 10.1021/acs.analchem.4c05319 Type Journal Article Author Saridakis I Journal Analytical Chemistry Pages 1273-1280 Link Publication -
2025
Title Cohesin positions the epigenetic reader Phf2 within the genome DOI 10.1038/s44318-024-00348-2 Type Journal Article Author Tang W Journal The EMBO Journal Pages 736-766 Link Publication -
2025
Title Challenging the Astral mass analyzer to quantify up to 5,300 proteins per single cell at unseen accuracy to uncover cellular heterogeneity DOI 10.1038/s41592-024-02559-1 Type Journal Article Author Bubis J Journal Nature Methods Pages 510-519 Link Publication -
2025
Title In vivo crosslinking and effective 2D enrichment for proteome wide interactome studies DOI 10.1038/s42004-025-01644-6 Type Journal Article Author Bräuer P Journal Communications Chemistry Pages 245 Link Publication -
2025
Title Breaking barriers in crosslinking mass spectrometry with enhanced throughput and sensitivity using Orbitrap Astral DOI 10.1038/s41467-025-64844-7 Type Journal Article Author Müller F Journal Nature Communications Pages 9877 Link Publication -
2026
Title New Bioinformatic Algorithms for Proteome-Wide Cross-Linking-Mass Spectrometry Type PhD Thesis Author Micha Birklbauer -
2023
Title An Automated Nanowell-Array Workflow for Quantitative Multiplexed Single-Cell Proteomics Sample Preparation at High Sensitivity. DOI 10.1016/j.mcpro.2023.100665 Type Journal Article Author Ctortecka C Journal Molecular & cellular proteomics : MCP Pages 100665 -
2022
Title Deep Proteome Profiling with Reduced Carryover Using Superficially Porous Microfabricated nanoLC Columns DOI 10.1021/acs.analchem.2c01196 Type Journal Article Author Stejskal K Journal Analytical Chemistry Pages 15930-15938 Link Publication -
2021
Title Deep proteome profiling with reduced carry over using superficially porous microfabricated nanoLC columns DOI 10.1101/2021.11.28.470272 Type Preprint Author Stejskal K Pages 2021.11.28.470272 Link Publication -
2021
Title Mimicked synthetic ribosomal protein complex for benchmarking crosslinking mass spectrometry workflows DOI 10.1101/2021.10.21.465295 Type Preprint Author Matzinger M Pages 2021.10.21.465295 Link Publication -
2023
Title Immunopeptidomics in the Era of Single-Cell Proteomics DOI 10.3390/biology12121514 Type Journal Article Author Mayer R Journal Biology Pages 1514 Link Publication -
2023
Title A High-Sensitivity Low-Nanoflow LC-MS Configuration for High-Throughput Sample-Limited Proteomics DOI 10.1021/acs.analchem.3c03058 Type Journal Article Author Zheng R Journal Analytical Chemistry Pages 18673-18678 Link Publication -
2022
Title Mimicked synthetic ribosomal protein complex for benchmarking crosslinking mass spectrometry workflows DOI 10.1038/s41467-022-31701-w Type Journal Article Author Matzinger M Journal Nature Communications Pages 3975 Link Publication -
2023
Title MS Annika 2.0 Identifies Cross-Linked Peptides in MS2–MS3-Based Workflows at High Sensitivity and Specificity DOI 10.1021/acs.jproteome.3c00325 Type Journal Article Author Birklbauer M Journal Journal of Proteome Research Pages 3009-3021 Link Publication -
2023
Title MS Ana: Improving Sensitivity in Peptide Identification with Spectral Library Search DOI 10.1021/acs.jproteome.2c00658 Type Journal Article Author Dorl S Journal Journal of Proteome Research Pages 462-470 Link Publication -
2024
Title A journey towards developing a new cleavable crosslinker reagent for in-cell crosslinking DOI 10.1101/2024.11.05.621843 Type Preprint Author Müller F Pages 2024.11.05.621843 Link Publication -
2024
Title Micropillar arrays, wide window acquisition and AI-based data analysis improve comprehensiveness in multiple proteomic applications DOI 10.1038/s41467-024-45391-z Type Journal Article Author Matzinger M Journal Nature Communications Pages 1019 Link Publication -
2024
Title Challenging the Astral™ mass analyzer - up to 5300 proteins per single-cell at unseen quantitative accuracy to study cellular heterogeneity DOI 10.1101/2024.02.01.578358 Type Preprint Author Bubis J Pages 2024.02.01.578358 Link Publication -
2022
Title Deep Single-Shot NanoLC-MS Proteome Profiling with a 1500 Bar UHPLC System, Long Fully Porous Columns, and HRAM MS DOI 10.1021/acs.jproteome.2c00270 Type Journal Article Author Zheng R Journal Journal of Proteome Research Pages 2545-2551 Link Publication -
2023
Title Label-free single cell proteomics utilizing ultrafast LC and MS instrumentation: A valuable complementary technique to multiplexing DOI 10.1002/pmic.202200162 Type Journal Article Author Matzinger M Journal PROTEOMICS Pages 2200162 Link Publication -
2021
Title MS Annika: A New Cross-Linking Search Engine DOI 10.1021/acs.jproteome.0c01000 Type Journal Article Author Pirklbauer G Journal Journal of Proteome Research Pages 2560-2569 Link Publication
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2025
Link
Title Crosslink enrichment workflow DOI 10.1038/s42004-025-01644-6 Type Technology assay or reagent Public Access Link Link
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2025
Link
Title Unified down-stream analysis of crosslinking mass spectrometry results with pyXLMS DOI 10.64898/2025.12.18.695169 Type Database/Collection of data Public Access Link Link -
2025
Title Rational Modification of a Cross-Linker for Improved Flexible Protein Structure Modeling DOI 10.6019/pxd051742 Type Database/Collection of data Public Access -
2025
Link
Title In vivo crosslinking and effective 2D enrichment for interactome studies of the nucleosome. DOI 10.1038/s42004-025-01644-6 Type Database/Collection of data Public Access Link Link -
2025
Link
Title Developing a new cleavable crosslinker reagent for in-cell crosslinking DOI 10.1038/s42004-025-01568-1 Type Database/Collection of data Public Access Link Link -
2025
Link
Title Breaking barriers in crosslinking mass spectrometry with enhanced throughput and sensitivity using Orbitrap Astral DOI 10.1038/s41467-025-64844-7 Type Database/Collection of data Public Access Link Link -
2025
Link
Title pyXLMS Type Computer model/algorithm Public Access Link Link -
2025
Link
Title MS Annika software packages DOI 10.1038/s42004-024-01386-x Type Computer model/algorithm Public Access Link Link -
2024
Link
Title Proteome-wide non-cleavable crosslink identification with MS Annika 3.0 reveals the structure of the C. elegans Box C/D complex DOI 10.1038/s42004-024-01386-x Type Database/Collection of data Public Access Link Link -
2023
Link
Title MS Annika 2.0 Identifies Cross-Linked Peptides in MS2-MS3-Based Workflows at High Sensitivity and Specificity DOI 10.1021/acs.jproteome.3c00325 Type Database/Collection of data Public Access Link Link -
2022
Link
Title IMP-X-FDR Type Computer model/algorithm Public Access Link Link -
2022
Link
Title Mimicked synthetic ribosomal protein complex for benchmarking cross-linking mass spectrometry workflows DOI 10.1038/s41467-022-31701-w Type Database/Collection of data Public Access Link Link
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2025
Link
Title pyXLMS DOI 10.64898/2025.12.18.695169 Link Link -
2024
Link
Title MS Annika Update 3.0 DOI 10.1038/s42004-024-01386-x Link Link -
2023
Link
Title MS Annika Update 2.0 DOI 10.1021/acs.jproteome.3c00325 Link Link
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2025
Title Speaker at the Symposium for Structural Proteomics, Milano 2025 Type Personally asked as a key note speaker to a conference Level of Recognition Continental/International -
2025
Title Society Medal Type Medal Level of Recognition National (any country) -
2025
Title APMA Young Investigator Award Type Research prize Level of Recognition National (any country) -
2024
Title APMA Best Presentation Award Type Poster/abstract prize Level of Recognition National (any country)