Stephan Hacker
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stephanhacker2.bsky.social
Stephan Hacker
@stephanhacker2.bsky.social
Assistant Professor at Leiden University. Covalent inhibitors and chemoproteomics for antibiotics. Views my own. he/him/his. https://orcid.org/0000-0001-5420-4824
Interesting talk by Xiangbing Qi at #ISCPDD. He talked about the design of compound libraries for high-throughput screening and their biological applications. Interesting applications of Herbert Waldmann’s Spacial Score metric. doi.org/10.1021/acs....
#HTS #Screening #ChemSky #DrugDiscovery
Spacial Score─A Comprehensive Topological Indicator for Small-Molecule Complexity
The fraction of sp3-hybridized carbons (Fsp3) and the fraction of stereogenic carbons (FCstereo) are two widely employed scores of molecular complexity with strong links to biologically relevant features. However, they do not comprehensively express molecular topology, and they often do not match the chemical intuition of complexity. We propose the spacial score (SPS) as an empirical scoring system that builds upon the principle underlying Fsp3 and FCstereo and expresses the spacial complexity of a compound in a uniform manner on a highly granular scale. The size-normalized SPS (nSPS) can differentiate distributions of natural products and synthetic compounds and is applicable in the analysis of biological activity data. Analysis of the ChEMBL database revealed general trends of increasing selectivity and potency with increasing nSPS. SPS can also be used advantageously in planning and analysis of synthesis programs for direct comparison of chemical transformations and intermediates in reaction sequences.
doi.org
November 22, 2025 at 6:03 AM
Reposted by Stephan Hacker
a must read
Great to see our Nature Chemistry paper out in its final published and printed form.

If you want to check it out, you can find it here: www.nature.com/articles/s41...

#ChemSky #ChemBio #ChemicalProteomics #Chemoproteomics #ProteoProbes #ChemPro
November 21, 2025 at 8:31 PM
Reposted by Stephan Hacker
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:
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...
doi.org
November 19, 2025 at 10:43 AM
A tour-de-force study by the group of Bernhard Küster (@kusterlab.bsky.social). They profiled 133 kinase inhibitors in 5 cell lines at 11 doses using #phosphoproteomics to identify 5,318 confident kinase::substrate relationships for 96 human #kinases www.biorxiv.org/content/10.1...
#ChemSky #ChemBio
www.biorxiv.org
November 21, 2025 at 3:31 PM
Interesting talk by Yun He at #ISCPDD. He talked about his group’s work on small molecule-drug conjugates for targeting specific cells. Great insights into the use of siderophore conjugates to get molecules into Gram-negative #bacteria.
onlinelibrary.wiley.com/doi/10.1002/...
#Antibiotics #ChemSky
onlinelibrary.wiley.com
November 21, 2025 at 2:14 PM
Great to see our Nature Chemistry paper out in its final published and printed form.

If you want to check it out, you can find it here: www.nature.com/articles/s41...

#ChemSky #ChemBio #ChemicalProteomics #Chemoproteomics #ProteoProbes #ChemPro
November 21, 2025 at 11:08 AM
Insightful presentation by Minjia Tan at #ISCPDD. She talked about her group’s research into the use of the photoactivated ortho-nitrobenzyl alcohol (oNBA) reactive group and its application to studying protein complexes in live cells.
onlinelibrary.wiley.com/doi/10.1002/...
#ChemSky #ChemBio
Visible‐Light‐Controlled Lysine‐Selective Crosslinking Decodes Protein Complexes and Dynamic Interactomes in Live Cells
A visible-light-controlled lysine-selective crosslinking (VL-XL) strategy is introduced for exploring protein complexes and dynamic interactomes in live cells. By synergistically integrating the adva...
onlinelibrary.wiley.com
November 21, 2025 at 10:22 AM
Exciting study by the group of Alexander Adibekian in JACS. They used antibodies modified with reversible, lysine-directed ketoboronates to develop KB-TACs as lysosomal degraders of membrane and extracellular proteins.

doi.org/10.1021/jacs...
#ChemSky #ChemBio #ChemicalProteomics #DrugDiscovery
Ketoboronate as a Minimal Covalent-Reversible Tag for Targeted Lysosomal Degradation of Extracellular and Membrane Proteins
Extracellular and membrane-associated proteins play essential roles in nearly all our body’s biochemical processes and are implicated in cancer, autoimmune disorders, and neurodegenerative diseases. Consequently, a selective and universally applicable technique for the degradation of these proteins in disease-relevant conditions could significantly improve human health prospects. Lysosome-targeting chimeras (LYTACs) are bifunctional degraders comprising of an antibody conjugated with a cell–surface receptor ligand that enables cargo lysosome shuttling and degradation. Herein, we demonstrate that conjugation of antibodies with a small ketoboronate-based, lysine-reactive, covalent-reversible uptake tag (KB) enables the internalization of plasma membrane and extracellular proteins, directing them to lysosomal degradation via receptor-mediated endocytosis. Chemoproteomic target deconvolution revealed that reversible modification of lysine residues on the transferrin receptor protein 1 (TFRC) and HLA class I histocompatibility antigen A, B and C (HLA-ABC) enabled efficient uptake and lysosomal targeting through both clathrin-dependent and -independent mechanisms. KB-antibody conjugates (KB-TACs) efficiently degrade the epidermal growth factor receptor (EGFR), vascular endothelial growth factor A (VEGFA) and epidermal growth factor receptor 2 (HER2) in cancer cells. Furthermore, we showed KB-TTZ degrades HER2 in vivo in BT-474 tumor xenografts, with a significant reduction in tumor volumes compared to TTZ and vehicle treatments. Altogether, the KB tag represents a versatile, minimal-size chemical unit to functionalize therapeutic antibodies for targeted protein degradation through dual receptor-mediated endocytosis and lysosomal delivery.
doi.org
November 21, 2025 at 8:42 AM
Great talk by Clive Chung at #ISCPDD. He presented his work on #ChemcalProteomics to find cysteine-directed covalent inhibitors. Exciting insights into NAIA chemistry and into the application to specific proteins of interest.
www.nature.com/articles/s41...
#ChemSky #ChemBio #ChemPro #ProteoProbes
November 21, 2025 at 8:39 AM
Great talk by Itaru Hamachi at #ISCPDD. He talked about his group’s research into PhoxID. In this method, endogenous proteins are labeled with a photocatalyst by ligand-directed chemistry and used for proximity labeling of their environment.
www.pnas.org/doi/10.1073/...
#ChemSky #ChemBio
November 20, 2025 at 2:40 PM
Amazing lecture by Zhengqiu Li at #ISCPDD. He presented his group’s exciting research into the recruitment of new E3 ligases for targeted protein degradation using diverse new electrophiles including of NEDD4 via an azirine.
pubs.acs.org/doi/full/10....
#TPD #ChemSky #ChemBio #ChemicalProteomics
November 20, 2025 at 9:24 AM
Geat talk by Yu Rao at #ISCPDD. He talked about his group’s work on PROTACs and the use of degradation-based protein profiling (DBPP) to characterize target engagement.
advanced.onlinelibrary.wiley.com/doi/10.1002/...
#TPD #ChemSky #ChemBio #DrugDiscovery #ChemicalProteomics #ChemPro #ProteoProbes
advanced.onlinelibrary.wiley.com
November 20, 2025 at 8:26 AM
Interesting bioRxiv preprint by the group of Ben Cravatt and Bruno Melillo with first author Rachel Hayward. They profile tryptoline stereoprobes elaborated at remote positions with #ABPP and find striking influence of remote substituents on the target profile. (1/2)
doi.org/10.1101/2025...
Tryptoline Stereoprobe Elaboration Identifies Inhibitors of the GRPEL1-HSPA9 Chaperone Complex
Activity-based protein profiling has identified hundreds of proteins from diverse classes that react at specific cysteine residues with stereochemically defined electrophilic compounds (stereoprobes) ...
doi.org
November 20, 2025 at 5:29 AM
Great talk by Xuechen Li at #ISCPDD. He talked about the use of #miniproteins in #DrugDiscovery. Exciting insights into the synthesis of large libraries and their screening by #PhageDisplay including the use of mirror image phage display.
pubs.acs.org/doi/10.1021/...
#ChemSky #ChemBio #Peptides
Discovery of d-Miniprotein Inhibitors of PD-1/PD-L1 Interaction via Mirror-Image Phage Display against Synthetic d-PD-1
As a member of the immune checkpoint, PD-1 is acknowledged as a key player in immune regulation and a hot target for cancer immunotherapy. The broad and flat binding interface of PD-1 to PD-L1 poses a...
pubs.acs.org
November 20, 2025 at 4:50 AM
Reposted by Stephan Hacker
We just took a deep dive into this tour-de-force chemoproteomics paper from @stephanhacker2.bsky.social and colleagues in our journal club today — really interesting findings about selectivity and coverage of 56 different electrophilic warheads, and great experimental and analysis workflows. Bravo!
How can we study target engagement and selectivity of covalent inhibitors? Which electrophilic probes are best suited to study a certain amino acid?

Our study on "Profiling the proteome-wide selectivity of diverse electrophiles" is published in Nature Chemistry.(1/7)

www.nature.com/articles/s41...
Profiling the proteome-wide selectivity of diverse electrophiles - Nature Chemistry
Covalent inhibitors are powerful entities in drug discovery. Now the amino acid selectivity and reactivity of a diverse electrophile library have been assessed proteome-wide using an unbiased workflow...
www.nature.com
November 20, 2025 at 1:24 AM
Insightful talk by Mingliang Ye at #ISCPDD. She talked about the use of #ChemicalProteomics for the study of target engagement in complex biological systems. Exciting insights into peptide-centric local stability assay (PELSA) and SICFA. doi.org/10.1038/s415...
#ChemSky #ChemBio #DrugDiscovery
A peptide-centric local stability assay enables proteome-scale identification of the protein targets and binding regions of diverse ligands - Nature Methods
The peptide-centric local stability assay (PELSA) can be used to determine ligand-binding targets and binding regions on a proteome-wide scale with high sensitivity.
doi.org
November 19, 2025 at 3:57 PM
Reposted by Stephan Hacker
We are looking forward to the LED3 Lecture of Lotte Bjerre Knudsen from Novo Nordisk on November 27th: "GLP-1 receptor agonists: State of the art and the newest insights"

If you are interested, make sure to come by!

www.universiteitleiden.nl/en/science/l...

#ChemBio #ChemSky #DrugDiscovery
November 19, 2025 at 10:44 AM
We have another absolute highlight in our @led3hub.bsky.social Lecture series coming up.

Next week, Lotte Bjerre Knudsen from Novo Nordisk will visit us to present on the development of GLP-1 receptor agonists.

If you are interested, make sure to come by.

#ChemBio #ChemSky #DrugDiscovery
We are looking forward to the LED3 Lecture of Lotte Bjerre Knudsen from Novo Nordisk on November 27th: "GLP-1 receptor agonists: State of the art and the newest insights"

If you are interested, make sure to come by!

www.universiteitleiden.nl/en/science/l...

#ChemBio #ChemSky #DrugDiscovery
November 19, 2025 at 10:47 AM
Reposted by Stephan Hacker
Are you excited about DNA-encoded libraries?
According to this new study by the @sebastianpomplun.bsky.social group of our LED3 hub, you may even get away without needing the DNA barcode. They describe self-encoded libraries (SELs) for #DrugDiscovery.
www.nature.com/articles/s41...
#ChemSky #ChemBio
Barcode-free hit discovery from massive libraries enabled by automated small molecule structure annotation - Nature Communications
Affinity-selection platforms are powerful tools in early drug discovery, but current technologies such as DNA-encoded libraries (DELs) are limited by synthesis complexity and incompatibility with nucl...
www.nature.com
November 19, 2025 at 9:06 AM
Exciting @biorxivpreprint.bsky.social by the groups of @pjcossar.bsky.social and @alessiociulli.bsky.social. They use a molecular glue between 14-3-3 and an intrinsically disordered domain of ERα to develop a molecular glue-based PROTAC recruiting VHL. doi.org/10.1101/2025...
#TPD #ChemSky #ChemBio
Induced ubiquitination of the partially disordered Estrogen Receptor alpha protein via a 14-3-3-directed molecular glue-based PROTAC design
Proteins lacking defined ligandable pockets remain challenging drug targets. Here, we develop a molecular glue-based PROTAC (MGPROTACs) approach that chemically conjugates a molecular glue stabilizer ...
doi.org
November 19, 2025 at 9:04 AM
Are you interested in peptide-based #DrugDiscovery?

Check out the newest study by the group of @sebastianpomplun.bsky.social of our @led3hub.bsky.social. Being able to predict peptide binders solely based on structure may be closer than you think.

pubs.acs.org/doi/10.1021/...
#ChemSky #ChemBio
Evaluating BindCraft for Generative Design of High-Affinity Peptides
Discovering high-affinity ligands directly from protein structures remains a key challenge in drug discovery. BindCraft is a structure-guided generative modeling platform able to de novo design miniproteins with a high affinity for a large set of targets. While miniproteins are valuable research tools, short peptides offer substantially greater therapeutic potential. However, given their lack of stabilized tertiary structures, de novo generation of functional peptides is a remarkable challenge. Here, we show that BindCraft is able to generate high affinity peptides, solely based on target structure, with remarkable success rates. For the oncoprotein MDM2, BindCraft generated 70 unique peptides; 15 were synthesized, and 7 showed specific binding with nanomolar affinities. Competition assays confirmed site-specific binding for the intended target site. For another oncology target, WDR5, six out of nine candidates bound the MYC binding WBM site with submicromolar affinity. Bindcraft’s high fidelity structure prediction enabled one shot peptide optimization via rational chemical modification, improving the potency of one WDR5 binder by 6-fold to a KD of 39 nM. BindCraft also generated candidate peptides for targeting PD-1 and PD-L1. However, none of the tested peptides showed detectable binding. Together, these results establish a first evaluation of BindCraft for peptide binder prediction. Despite remaining limitations, this tool shows the potential to rival display technologies in delivering high-affinity ligands for therapeutic development.
pubs.acs.org
November 19, 2025 at 4:22 AM
Reposted by Stephan Hacker
Looking for a high-affinity #peptide binder for your favorite target?

According to the newest paper by the group of @sebastianpomplun.bsky.social, the software tool #BindCraft allows you to predict such binders with high success rates.

pubs.acs.org/doi/10.1021/...
#ChemSky #ChemBio #DrugDiscovery
Evaluating BindCraft for Generative Design of High-Affinity Peptides
Discovering high-affinity ligands directly from protein structures remains a key challenge in drug discovery. BindCraft is a structure-guided generative modeling platform able to de novo design miniproteins with a high affinity for a large set of targets. While miniproteins are valuable research tools, short peptides offer substantially greater therapeutic potential. However, given their lack of stabilized tertiary structures, de novo generation of functional peptides is a remarkable challenge. Here, we show that BindCraft is able to generate high affinity peptides, solely based on target structure, with remarkable success rates. For the oncoprotein MDM2, BindCraft generated 70 unique peptides; 15 were synthesized, and 7 showed specific binding with nanomolar affinities. Competition assays confirmed site-specific binding for the intended target site. For another oncology target, WDR5, six out of nine candidates bound the MYC binding WBM site with submicromolar affinity. Bindcraft’s high fidelity structure prediction enabled one shot peptide optimization via rational chemical modification, improving the potency of one WDR5 binder by 6-fold to a KD of 39 nM. BindCraft also generated candidate peptides for targeting PD-1 and PD-L1. However, none of the tested peptides showed detectable binding. Together, these results establish a first evaluation of BindCraft for peptide binder prediction. Despite remaining limitations, this tool shows the potential to rival display technologies in delivering high-affinity ligands for therapeutic development.
pubs.acs.org
November 19, 2025 at 4:16 AM
Zhengqiu Li opens the 3rd International Symposium on Chemical Proteomics and Drug Discovery #ISCPDD in Guangzhou marking the start of two days of exciting reports on research in #ChemicalProteomics, #ChemBio, #Chemistry and #DrugDiscovery.
#ChemSky
November 18, 2025 at 4:03 PM
It was a great pleasure to be at the 3rd International Symposium on Chemical Proteomics and Drug Discovery #ISCPDD in Guangzhou. A huge thank you to Zhengqiu Li for the invitation and amazing hospitality. We had an amazing program. I will post some updates here soon.
#ChemBio #ChemSky #DrugDiscovery
November 18, 2025 at 11:09 AM
I envy the glycoscience community for their #glycotime hashtag. A great way to make posts visible. Anyone in #ChemicalProteomics that has a good idea, which hashtag we might use to make all of our work more visible and findable?
#ChemSky #ChemBio #DrugDiscovery #ABPP
www.nature.com/articles/s41...
Probing the proteome - Nature Biotechnology
Chemical proteomics has brought rigor to covalent drug discovery and drugs to the clinic. Can it deliver a new generation of drug targets?
www.nature.com
November 18, 2025 at 11:03 AM