The Colombo Lab
@lab-colombo.bsky.social
Computational Chemistry and Biology Lab; Proteins and Small Molecules; Always Room for Improvement.
Dept. of Chemistry, University of Pavia, Italy
Dept. of Chemistry, University of Pavia, Italy
Pinned
The Colombo Lab
@lab-colombo.bsky.social
· Aug 26
Design of multi-target peptide modulators for protein chaperone networks
Essential chaperones heat shock protein 70 (Hsp70) and heat shock protein 90 (Hsp90) collaborate in oncoprotein folding. Dual inhibition of these chap…
www.sciencedirect.com
🚀New adventures in #DrugDiscovery: We designed multi-target leads that hit Hsp70, Hsp90 & Cdc37 at once—disrupting chaperone networks that fuel tumor growth. 🧬💥 Great collaboration with Mollapour @medmol.bsky.social and Gestwicki Labs
#CancerResearch #CompChem
shorturl.at/gGk7m
#CancerResearch #CompChem
shorturl.at/gGk7m
Reposted by The Colombo Lab
Your protein moves, but when exactly? ⏱️
Meet eRMSF, our new Python tool that tracks fluctuations over time!
Traditional RMSF shows “how much.”
eRMSF shows “when.” 🔥
Preprint 🔗 doi.org/10.26434/che...
GitHub github.com/pablo-arante...
Try it on Colab → colab.research.google.com/github/pablo...
Meet eRMSF, our new Python tool that tracks fluctuations over time!
Traditional RMSF shows “how much.”
eRMSF shows “when.” 🔥
Preprint 🔗 doi.org/10.26434/che...
GitHub github.com/pablo-arante...
Try it on Colab → colab.research.google.com/github/pablo...
October 7, 2025 at 1:12 PM
Your protein moves, but when exactly? ⏱️
Meet eRMSF, our new Python tool that tracks fluctuations over time!
Traditional RMSF shows “how much.”
eRMSF shows “when.” 🔥
Preprint 🔗 doi.org/10.26434/che...
GitHub github.com/pablo-arante...
Try it on Colab → colab.research.google.com/github/pablo...
Meet eRMSF, our new Python tool that tracks fluctuations over time!
Traditional RMSF shows “how much.”
eRMSF shows “when.” 🔥
Preprint 🔗 doi.org/10.26434/che...
GitHub github.com/pablo-arante...
Try it on Colab → colab.research.google.com/github/pablo...
Reposted by The Colombo Lab
Our work @benschulz.bsky.social on the specificity and the mechanism of activation of the eukaryotic oligosaccharyltransferase is now on Glycopedia ⬇️🎉🥳, the largest repository of #glycotime news and educational material online!
Thank you Serge Perez 🤓❤️
glycopedia.eu/2025/09/09/r...
Thank you Serge Perez 🤓❤️
glycopedia.eu/2025/09/09/r...
Regulation of N-glycosylation efficiency by eukaryotic oligosaccharyltransferase - Glycopedia
Oligosaccharyltransferase (OST) catalyses the key step of N-glycosylation, transferring immature N-glycans to select Asn residues in nascent proteins in the endoplasmic reticulum (ER). Asn are more li...
glycopedia.eu
September 16, 2025 at 7:16 PM
Our work @benschulz.bsky.social on the specificity and the mechanism of activation of the eukaryotic oligosaccharyltransferase is now on Glycopedia ⬇️🎉🥳, the largest repository of #glycotime news and educational material online!
Thank you Serge Perez 🤓❤️
glycopedia.eu/2025/09/09/r...
Thank you Serge Perez 🤓❤️
glycopedia.eu/2025/09/09/r...
Reposted by The Colombo Lab
Really proud of my sister’s sustainable knitwear business. She’s making some bold statement pieces! www.etsy.com/uk/shop/Grac...
September 16, 2025 at 11:06 AM
Really proud of my sister’s sustainable knitwear business. She’s making some bold statement pieces! www.etsy.com/uk/shop/Grac...
🚀 AI in drug discovery! We built a dual-modal deep neural net using 280 kinase structures to predict allosteric vs orthosteric ligands. Robust, dynamics-aware & fast — even with imputed data. 🔬 #AI #DrugDiscovery #CompChem pubs.acs.org/doi/10.1021/...
MOLECULE: Molecular-dynamics and Optimized deep Learning for Entropy-regularized Classification and Uncertainty-aware Ligand Evaluation
Machine learning (ML) and deep learning (DL) methodologies have significantly advanced drug discovery and design in several aspects. Additionally, the integration of structure-based data has proven to...
pubs.acs.org
September 14, 2025 at 10:07 AM
🚀 AI in drug discovery! We built a dual-modal deep neural net using 280 kinase structures to predict allosteric vs orthosteric ligands. Robust, dynamics-aware & fast — even with imputed data. 🔬 #AI #DrugDiscovery #CompChem pubs.acs.org/doi/10.1021/...
🚀New adventures in #DrugDiscovery: We designed multi-target leads that hit Hsp70, Hsp90 & Cdc37 at once—disrupting chaperone networks that fuel tumor growth. 🧬💥 Great collaboration with Mollapour @medmol.bsky.social and Gestwicki Labs
#CancerResearch #CompChem
shorturl.at/gGk7m
#CancerResearch #CompChem
shorturl.at/gGk7m
Design of multi-target peptide modulators for protein chaperone networks
Essential chaperones heat shock protein 70 (Hsp70) and heat shock protein 90 (Hsp90) collaborate in oncoprotein folding. Dual inhibition of these chap…
www.sciencedirect.com
August 26, 2025 at 9:31 AM
🚀New adventures in #DrugDiscovery: We designed multi-target leads that hit Hsp70, Hsp90 & Cdc37 at once—disrupting chaperone networks that fuel tumor growth. 🧬💥 Great collaboration with Mollapour @medmol.bsky.social and Gestwicki Labs
#CancerResearch #CompChem
shorturl.at/gGk7m
#CancerResearch #CompChem
shorturl.at/gGk7m
Reposted by The Colombo Lab
Just out in Journal of Biological Chemistry!
Our latest paper uses deep learning to dissect PTM crosstalk on Hsp90 and its role in drug binding.
Proud of this team effort! www.jbc.org/article/S002...
Our latest paper uses deep learning to dissect PTM crosstalk on Hsp90 and its role in drug binding.
Proud of this team effort! www.jbc.org/article/S002...
Integrating deep learning for post-translational modifications crosstalk on Hsp90 and drug binding
Post-translational modification (PTM) of proteins regulates cellular proteostasis
by expanding protein functional diversity. This naturally leads to increased proteome
complexity as the result of PTM ...
www.jbc.org
July 29, 2025 at 5:19 PM
Just out in Journal of Biological Chemistry!
Our latest paper uses deep learning to dissect PTM crosstalk on Hsp90 and its role in drug binding.
Proud of this team effort! www.jbc.org/article/S002...
Our latest paper uses deep learning to dissect PTM crosstalk on Hsp90 and its role in drug binding.
Proud of this team effort! www.jbc.org/article/S002...
Reposted by The Colombo Lab
We are looking for someone to join the group as a postdoc to help us with scaling implicit transfer operators. If you are interested in this, please reach out to me through email. Include CV, with publications and brief motivational statement. RTs appreciated!
May 27, 2025 at 1:23 PM
We are looking for someone to join the group as a postdoc to help us with scaling implicit transfer operators. If you are interested in this, please reach out to me through email. Include CV, with publications and brief motivational statement. RTs appreciated!
Reposted by The Colombo Lab
In our latest work, we look into how the dynamics of four very similar, and clinically important β lactamase enzymes from Burkholderia have evolved to generate very different substrate profiles.
@ucllifesciences.bsky.social
@ucllifesciences.bsky.social
Evolutionary Dynamics and Functional Differences in Clinically Relevant Pen β-Lactamases from Burkholderia spp.
Antimicrobial resistance (AMR) is a global threat, with Burkholderia species contributing significantly to difficult-to-treat infections. The Pen family of β-lactamases are produced by all Burkholderi...
pubs.acs.org
May 11, 2025 at 8:31 AM
In our latest work, we look into how the dynamics of four very similar, and clinically important β lactamase enzymes from Burkholderia have evolved to generate very different substrate profiles.
@ucllifesciences.bsky.social
@ucllifesciences.bsky.social
Reposted by The Colombo Lab
Out in Cell @cp-cell.bsky.social: Design principles of cell-state-specific enhancers in hematopoiesis
🧬🩸 screen of fully synthetic enhancers in blood progenitors
🤖 AI that creates new cell state specific enhancers
🔍 negative synergies between TFs lead to specificity!
www.cell.com/cell/fulltex...
🧵
🧬🩸 screen of fully synthetic enhancers in blood progenitors
🤖 AI that creates new cell state specific enhancers
🔍 negative synergies between TFs lead to specificity!
www.cell.com/cell/fulltex...
🧵
Design principles of cell-state-specific enhancers in hematopoiesis
Screen of minimalistic enhancers in blood progenitor cells demonstrates widespread
dual activator-repressor function of transcription factors (TFs) and enables the model-guided
design of cell-state-sp...
www.cell.com
May 8, 2025 at 4:07 PM
Out in Cell @cp-cell.bsky.social: Design principles of cell-state-specific enhancers in hematopoiesis
🧬🩸 screen of fully synthetic enhancers in blood progenitors
🤖 AI that creates new cell state specific enhancers
🔍 negative synergies between TFs lead to specificity!
www.cell.com/cell/fulltex...
🧵
🧬🩸 screen of fully synthetic enhancers in blood progenitors
🤖 AI that creates new cell state specific enhancers
🔍 negative synergies between TFs lead to specificity!
www.cell.com/cell/fulltex...
🧵
Reposted by The Colombo Lab
Once again, a great collaboration between the Buchner Lab, the @sattler-lab.bsky.social and the Rosenzweig Lab!
April 30, 2025 at 1:38 PM
Once again, a great collaboration between the Buchner Lab, the @sattler-lab.bsky.social and the Rosenzweig Lab!
Reposted by The Colombo Lab
You thought Glu/Asp don't like RNA or DNA? Maybe you even introduced them into your protein to stop such interactions?
😱🧪
Think again! New paper @angewandtechemie.bsky.social with Wöhnert lab shows structural context matters for phosphodiester interactions!
onlinelibrary.wiley.com/doi/10.1002/...
😱🧪
Think again! New paper @angewandtechemie.bsky.social with Wöhnert lab shows structural context matters for phosphodiester interactions!
onlinelibrary.wiley.com/doi/10.1002/...
Protonated Glutamate and Aspartate Side Chains Can Recognize Phosphodiester Groups via Strong and Short Hydrogen Bonds in Biomacromolecular Complexes
Phosphodiester groups occur ubiquitously in nature, e.g. in nucleic acids or in cyclic (di-)nucleotides important for signal transduction. Proteins often use polar or positively charged amino acids t...
onlinelibrary.wiley.com
April 27, 2025 at 12:00 PM
You thought Glu/Asp don't like RNA or DNA? Maybe you even introduced them into your protein to stop such interactions?
😱🧪
Think again! New paper @angewandtechemie.bsky.social with Wöhnert lab shows structural context matters for phosphodiester interactions!
onlinelibrary.wiley.com/doi/10.1002/...
😱🧪
Think again! New paper @angewandtechemie.bsky.social with Wöhnert lab shows structural context matters for phosphodiester interactions!
onlinelibrary.wiley.com/doi/10.1002/...
Read our latest #research on #Chaperones, #Mutations, #Function Emergence in large compllexes, published with @SpringerNature in Nature Communications. #CompChem #CompBiol #ChaperoneCode
rdcu.be/ehmjZ
rdcu.be/ehmjZ
Pathogenic mutation impairs functional dynamics of Hsp60 in mono- and oligomeric states
Nature Communications - Mutations cause impairment of function in the chaperone Hsp60. Here, the authors investigate their impact with MD simulations from the monomer to the 28-mer complex, and...
rdcu.be
April 11, 2025 at 1:31 PM
Read our latest #research on #Chaperones, #Mutations, #Function Emergence in large compllexes, published with @SpringerNature in Nature Communications. #CompChem #CompBiol #ChaperoneCode
rdcu.be/ehmjZ
rdcu.be/ehmjZ
Reposted by The Colombo Lab
Our article in @chemicalscience.rsc.org registers as one of the most popular articles of 2024. The study on Sufex click chemistry was led by John Moses @cshlnews.bsky.social
Modular synthesis of functional libraries by accelerated SuFEx click chemistry
Accelerated SuFEx Click Chemistry (ASCC) is a powerful method for coupling aryl and alkyl alcohols with SuFEx-compatible functional groups. With its hallmark favorable kinetics and exceptional product...
pubs.rsc.org
April 6, 2025 at 8:32 AM
Our article in @chemicalscience.rsc.org registers as one of the most popular articles of 2024. The study on Sufex click chemistry was led by John Moses @cshlnews.bsky.social
Happy to share our latest paper in @naturecomms.bsky.social. We show how pathogenic mutation V72I disrupts dynamics, rewiring allosteric routes and impairing function in chaperone Hsp60 from the monomer to large complexes. #CompChem #MolecularBiology
www.nature.com/articles/s41...
www.nature.com/articles/s41...
Pathogenic mutation impairs functional dynamics of Hsp60 in mono- and oligomeric states - Nature Communications
Mutations cause impairment of function in the chaperone Hsp60. Here, the authors investigate their impact with MD simulations from the monomer to the 28-mer complex, and show the pervasive effects of ...
www.nature.com
April 3, 2025 at 9:17 AM
Happy to share our latest paper in @naturecomms.bsky.social. We show how pathogenic mutation V72I disrupts dynamics, rewiring allosteric routes and impairing function in chaperone Hsp60 from the monomer to large complexes. #CompChem #MolecularBiology
www.nature.com/articles/s41...
www.nature.com/articles/s41...
Reposted by The Colombo Lab
Run BioEmu in Colab - just click "Runtime → Run all"! Our notebook uses ColabFold to generate MSAs, BioEmu to predict trajectories, and Foldseek to cluster conformations.
Thanks @jjimenezluna.bsky.social for the help!
🌐 colab.research.google.com/github/sokry...
📄 www.biorxiv.org/content/10.1...
Thanks @jjimenezluna.bsky.social for the help!
🌐 colab.research.google.com/github/sokry...
📄 www.biorxiv.org/content/10.1...
Google Colab
colab.research.google.com
March 29, 2025 at 9:50 AM
Run BioEmu in Colab - just click "Runtime → Run all"! Our notebook uses ColabFold to generate MSAs, BioEmu to predict trajectories, and Foldseek to cluster conformations.
Thanks @jjimenezluna.bsky.social for the help!
🌐 colab.research.google.com/github/sokry...
📄 www.biorxiv.org/content/10.1...
Thanks @jjimenezluna.bsky.social for the help!
🌐 colab.research.google.com/github/sokry...
📄 www.biorxiv.org/content/10.1...
Reposted by The Colombo Lab
✨✨ It's #glycotime for #HIV Env ✨✨
N-linked glycans modulate flexibility & MPER epitope exposure #glycotime
Huge effort by @shehata92.bsky.social @lcasalino88.bsky.social with cryoET of Env in VLPs by @thevillalab.bsky.social & team 💪
Would love feedback!
www.biorxiv.org/content/10.1...
N-linked glycans modulate flexibility & MPER epitope exposure #glycotime
Huge effort by @shehata92.bsky.social @lcasalino88.bsky.social with cryoET of Env in VLPs by @thevillalab.bsky.social & team 💪
Would love feedback!
www.biorxiv.org/content/10.1...
March 28, 2025 at 4:23 AM
✨✨ It's #glycotime for #HIV Env ✨✨
N-linked glycans modulate flexibility & MPER epitope exposure #glycotime
Huge effort by @shehata92.bsky.social @lcasalino88.bsky.social with cryoET of Env in VLPs by @thevillalab.bsky.social & team 💪
Would love feedback!
www.biorxiv.org/content/10.1...
N-linked glycans modulate flexibility & MPER epitope exposure #glycotime
Huge effort by @shehata92.bsky.social @lcasalino88.bsky.social with cryoET of Env in VLPs by @thevillalab.bsky.social & team 💪
Would love feedback!
www.biorxiv.org/content/10.1...
Reposted by The Colombo Lab
Interested in shutting down two powerful enzymatic sources of ROS? Check out our latest work in J Med Chem on dual NOX2/MAOB covalent inhibitors. In microglia models, it reduces ROS production and proinflammatory cytokines. #ROS #oxidativestress
pubs.acs.org/doi/full/10....
pubs.acs.org/doi/full/10....
Design of Benzyl-triazolopyrimidine-Based NADPH Oxidase Inhibitors Leads to the Discovery of a Potent Dual Covalent NOX2/MAOB Inhibitor
NADPH oxidases (NOXs) are enzymes dedicated to reactive oxygen species (ROS) production and are implicated in cancer, neuroinflammation, and neurodegenerative diseases. VAS2870 is a covalent inhibitor...
pubs.acs.org
March 24, 2025 at 2:56 PM
Interested in shutting down two powerful enzymatic sources of ROS? Check out our latest work in J Med Chem on dual NOX2/MAOB covalent inhibitors. In microglia models, it reduces ROS production and proinflammatory cytokines. #ROS #oxidativestress
pubs.acs.org/doi/full/10....
pubs.acs.org/doi/full/10....
Reposted by The Colombo Lab
Our latest paper "Enzyme Enhancement Through Computational Stability Design Targeting NMR-Determined Catalytic Hotspots" now out in JACS @jacs.acspublications.org. Collaboration with Jose M. Sanchez-Ruiz in Granada, among others. pubs.acs.org/doi/full/10....
Enzyme Enhancement Through Computational Stability Design Targeting NMR-Determined Catalytic Hotspots
Enzymes are the quintessential green catalysts, but realizing their full potential for biotechnology typically requires improvement of their biomolecular properties. Catalysis enhancement, however, is often accompanied by impaired stability. Here, we show how the interplay between activity and stability in enzyme optimization can be efficiently addressed by coupling two recently proposed methodologies for guiding directed evolution. We first identify catalytic hotspots from chemical shift perturbations induced by transition-state-analogue binding and then use computational/phylogenetic design (FuncLib) to predict stabilizing combinations of mutations at sets of such hotspots. We test this approach on a previously designed de novo Kemp eliminase, which is already highly optimized in terms of both activity and stability. Most tested variants displayed substantially increased denaturation temperatures and purification yields. Notably, our most efficient engineered variant shows a ∼3-fold enhancement in activity (kcat ∼ 1700 s–1, kcat/KM ∼ 4.3 × 105 M–1 s–1) from an already heavily optimized starting variant, resulting in the most proficient proton-abstraction Kemp eliminase designed to date, with a catalytic efficiency on a par with naturally occurring enzymes. Molecular simulations pinpoint the origin of this catalytic enhancement as being due to the progressive elimination of a catalytically inefficient substrate conformation that is present in the original design. Remarkably, interaction network analysis identifies a significant fraction of catalytic hotspots, thus providing a computational tool which we show to be useful even for natural-enzyme engineering. Overall, our work showcases the power of dynamically guided enzyme engineering as a design principle for obtaining novel biocatalysts with tailored physicochemical properties, toward even anthropogenic reactions.
pubs.acs.org
March 20, 2025 at 2:00 AM
Our latest paper "Enzyme Enhancement Through Computational Stability Design Targeting NMR-Determined Catalytic Hotspots" now out in JACS @jacs.acspublications.org. Collaboration with Jose M. Sanchez-Ruiz in Granada, among others. pubs.acs.org/doi/full/10....
Reposted by The Colombo Lab
This sounds great. Also, what a lot of questions visualizations like this raise. Don't you think, @bnerlich.bsky.social?
In a new Science study, cryo–electron tomography captures the in-cell architecture of the mitochondrial respiratory chain, illuminating how the coordinated action of molecular machines drives life’s fundamental energy conversion.
Learn more in this week's issue: scim.ag/3FA3Ygq
Learn more in this week's issue: scim.ag/3FA3Ygq
March 20, 2025 at 6:09 PM
This sounds great. Also, what a lot of questions visualizations like this raise. Don't you think, @bnerlich.bsky.social?
Reposted by The Colombo Lab
Out now! Our latest paper where we show a "one-pot" labelling technique which allows for simultaneous mechanical and fluorescent readouts from a protein (Hsp90):
onlinelibrary.wiley.com/doi/10.1002/...
Congratulations to everyone who worked on this, especially Laura!
onlinelibrary.wiley.com/doi/10.1002/...
Congratulations to everyone who worked on this, especially Laura!
One‐pot dual protein labeling for simultaneous mechanical and fluorescent readouts in optical tweezers
Optical tweezers are widely used in the study of biological macromolecules but are limited by their one-directional probing capability, potentially missing critical conformational changes. Combining ...
onlinelibrary.wiley.com
March 18, 2025 at 6:08 PM
Out now! Our latest paper where we show a "one-pot" labelling technique which allows for simultaneous mechanical and fluorescent readouts from a protein (Hsp90):
onlinelibrary.wiley.com/doi/10.1002/...
Congratulations to everyone who worked on this, especially Laura!
onlinelibrary.wiley.com/doi/10.1002/...
Congratulations to everyone who worked on this, especially Laura!
Read our latest research with the Rasola Lab and @elenapapaleo.bsky.social on how mutations on the mitochondrial protein TRAP1 impact its function and cancer related activities, published with
@springernature on Cell Death and Disease in rdcu.be/edidL
@springernature on Cell Death and Disease in rdcu.be/edidL
Point mutations of the mitochondrial chaperone TRAP1 affect its functions and pro-neoplastic activity
Cell Death & Disease - Point mutations of the mitochondrial chaperone TRAP1 affect its functions and pro-neoplastic activity
rdcu.be
March 12, 2025 at 4:35 PM
Read our latest research with the Rasola Lab and @elenapapaleo.bsky.social on how mutations on the mitochondrial protein TRAP1 impact its function and cancer related activities, published with
@springernature on Cell Death and Disease in rdcu.be/edidL
@springernature on Cell Death and Disease in rdcu.be/edidL
Happy to share our latest work "Large-scale energy decomposition for the analysis of protein stability". We use simple simulations to predict the impact of mutations on stability of more than 250 mutants in different folds. doi.org/10.1016/j.cs...
#CompChem #CompBiol #AI #Biotechnology
#CompChem #CompBiol #AI #Biotechnology
Redirecting
doi.org
February 6, 2025 at 7:42 AM
Happy to share our latest work "Large-scale energy decomposition for the analysis of protein stability". We use simple simulations to predict the impact of mutations on stability of more than 250 mutants in different folds. doi.org/10.1016/j.cs...
#CompChem #CompBiol #AI #Biotechnology
#CompChem #CompBiol #AI #Biotechnology
Reposted by The Colombo Lab
Please check it out - postdoc is available in Struct Biol for Drug Discovery in Cancer in my group at IIT.
Great project with potential for impactful results, papers and more ...
iit.taleo.net/careersectio...
Great project with potential for impactful results, papers and more ...
iit.taleo.net/careersectio...
Postdoc position in Structural Biology for Drug Discovery
Fare clic sul collegamento fornito per visualizzare la descrizione completa dell'offerta di lavoro.
iit.taleo.net
February 4, 2025 at 12:16 PM
Please check it out - postdoc is available in Struct Biol for Drug Discovery in Cancer in my group at IIT.
Great project with potential for impactful results, papers and more ...
iit.taleo.net/careersectio...
Great project with potential for impactful results, papers and more ...
iit.taleo.net/careersectio...
Reposted by The Colombo Lab
Pumped about #MachineLearning the adaptive exact exchange admixture in hybrid #DFT approximations: It can even cure the infamous spin-gap problem (see below). Just out in @ScienceAdvances with D Khan, A Price, B Huang and M Ach! @uoft.bsky.social #CompChem www.science.org/doi/10.1126/...
February 3, 2025 at 5:23 PM
Pumped about #MachineLearning the adaptive exact exchange admixture in hybrid #DFT approximations: It can even cure the infamous spin-gap problem (see below). Just out in @ScienceAdvances with D Khan, A Price, B Huang and M Ach! @uoft.bsky.social #CompChem www.science.org/doi/10.1126/...
Reposted by The Colombo Lab
Our research group CompOpt from the Università degli Studi di Pavia participated at the 3rd Workshop of the UMI Group Math4AIML in Bari, contributing with talks and posters on the latest developments in optimization and data science
@famo2spaghi.bsky.social @davideduma.bsky.social
@famo2spaghi.bsky.social @davideduma.bsky.social
January 31, 2025 at 5:46 PM
Our research group CompOpt from the Università degli Studi di Pavia participated at the 3rd Workshop of the UMI Group Math4AIML in Bari, contributing with talks and posters on the latest developments in optimization and data science
@famo2spaghi.bsky.social @davideduma.bsky.social
@famo2spaghi.bsky.social @davideduma.bsky.social