#Regioselectivity
New preprint from my group: Enhancing Chemical Synthesis Planning: Automated Quantum Mechanics-Based Regioselectivity Prediction for C-H Activation with Directing Groups doi.org/10.26434/che... #compchem
January 16, 2025 at 6:31 AM
Computational tools for the prediction of site- and regioselectivity of organic reactions doi.org/10.1039/D5SC... #compchem
Computational tools for the prediction of site- and regioselectivity of organic reactions
The regio- and site-selectivity of organic reactions is one of the most important aspects when it comes to synthesis planning. Due to that, massive research efforts were invested into computational mo...
doi.org
March 11, 2025 at 8:07 PM
Designing Target-specific Data Sets for Regioselectivity Predictions on Complex Substrates www.compchemhighlights.org/2025/03/desi... #compchem
Designing Target-specific Data Sets for Regioselectivity Predictions on Complex Substrates
Jules  Schleinitz,  Alba  Carretero-Cerdán, Anjali  Gurajapu, Yonatan  Harnik, Gina  Lee, Amitesh  Pandey, Anat  Milo, and Sarah Reisman (20...
www.compchemhighlights.org
March 31, 2025 at 8:16 AM
Have you ever thought that more data may not be the answer? That feeding the algorithms with empty calories may not satiate their hunger? Check out the fruits of our collaboration with the Reisman lab - nothing beats working with smart friends. pubs.acs.org/doi/10.1021/...
@caltechcce.bsky.social
Designing Target-specific Data Sets for Regioselectivity Predictions on Complex Substrates
The development of machine learning models to predict the regioselectivity of C(sp3)–H functionalization reactions is reported. A data set for dioxirane oxidations was curated from the literature and ...
pubs.acs.org
February 23, 2025 at 7:51 AM
Happy to share our last work just published in @acs.org JOC on the Mechanism and origin of regioselectivity in the phosphine-catalyzed Heine reaction pubs.acs.org/doi/full/10....
Mechanism and Origin of Regioselectivity in the Phosphine-Catalyzed Heine Reaction
Herein, we present a comprehensive computational study of the reaction mechanism and regioselectivity patterns of the phosphine-catalyzed Heine reaction involving N-benzoylaziridines. Density function...
pubs.acs.org
May 8, 2025 at 7:40 AM
Now out in @beilstein-institut.bsky.social Journal of Organic Chemistry doi.org/10.3762/bjoc... #compchem
June 21, 2025 at 4:07 AM
Later today I'll give a talk entitled "Using QM and ML to predict the regioselectivity of C-H functionalisation reactions". Here are the slides: www.dropbox.com/scl/fi/7l2hf... #compchem
November 25, 2025 at 9:58 AM
Really grateful to be part of this review on predictions of selectivity, driven by @lukasmsigmund.bsky.social ! doi.org/10.1039/D5SC...
Computational tools for the prediction of site- and regioselectivity of organic reactions
The regio- and site-selectivity of organic reactions is one of the most important aspects when it comes to synthesis planning. Due to that, massive research efforts were invested into computational mo...
doi.org
March 10, 2025 at 4:34 PM
New preprint: Chemically Intuitive Descriptors for Predicting C–H Borylation Regioselectivity
doi.org/10.26434/che... #compchem
with Rasmus Borup & @valencekjell.com
May 29, 2026 at 12:02 PM
A 3D, Structure-Based, Deep Learning Approach for Predicting the Regioselectivity of Transition-Metal Catalysis | ChemRxiv chemrxiv.org/doi/full/10.... #compchem
chemrxiv.org
January 28, 2026 at 9:30 AM
Rega: A Platform for the Prediction of the Regioselectivity of C–H Functionalisation Reactions | ChemRxiv - doi.org/10.26434/che... #compchem
Rega: A Platform for the Prediction of the Regioselectivity of C–H Functionalisation Reactions
Sulfinate-mediated radical C–H functionalisation reactions are widely used for the modification and diversification of scaffolds in drug discovery. However, prediction of the regiochemistry can be cha...
doi.org
May 22, 2025 at 7:45 AM
New(ish*) preprint: Computational prediction of C-H hydricities and their use in predicting the regioselectivity of electron rich C-H functionalisation reactions doi.org/10.26434/che... #compchem

*I rewrote about half the text
November 30, 2025 at 8:20 AM
Hybrid QM/ML approaches for the prediction of regioselectivity in Minisci C–H functionalisation reactions | ChemRxiv chemrxiv.org/doi/abs/10.2... #compchem
Hybrid QM/ML approaches for the prediction of regioselectivity in Minisci C–H functionalisation reactions | ChemRxiv
Regioselectivity models are of key importance to the implementation of C–H functionalisations in synthetic route planning. In structure- and fragment-based drug discovery (SBDD/FBDD), ligand-target affinity is enhanced by elaborating weak hits into potent ...
chemrxiv.org
August 12, 2026 at 8:39 AM
Just accepted in PCCP 😊
We employed an incremental deep learning approach to predict regioselectivity in hydrogenated carboncones and chlorinated fullerenes, outperforming existing methods and enabling predictions for highly distorted adducts using solely topological information.
December 17, 2024 at 2:34 AM
Introduction of the Formyl Group at the meta- or para-Position of Pyridines Through Regioselectivity Switch www.chinesechemsoc.org/doi/10.31635...

#chemistry #openaccess #science
October 14, 2025 at 10:19 PM
Daria's collaborative paper with Professor Billy Kerr and Dr Dave Lindsay was published today in @chemicalscience.rsc.org. This explores how many C-H deuteration events occur per binding event in iridium-catalysed hydrogen isotope exchange.

The article is open access: doi.org/10.1039/D5SC...
Probing substrate binding and release events in iridium-catalysed hydrogen isotope exchange reactions
Directed, metal-catalysed C–H activation reactions rely on the binding of a Lewis basic functional group to the metal centre to ensure precise control of regioselectivity. However, groups that bind th...
pubs.rsc.org
July 1, 2025 at 3:30 PM
Lots of chemistry in Science this week! First up, @levinchem.bsky.social group turn aryl azides into pyridines with precise regioselectivity using a well-chosen oxidant www.science.org/doi/full/10....

Chemsky 🧪
Science | AAAS
www.science.org
September 28, 2023 at 7:10 PM
Now out in @chemicalscience.rsc.org: our review on regio- and site-selectivity prediction of organic reactions. Great collaboration with my colleagues at AstraZeneca and my academic mentor @valencekjell.com.
doi.org/10.1039/D5SC00541H
Computational tools for the prediction of site- and regioselectivity of organic reactions
The regio- and site-selectivity of organic reactions is one of the most important aspects when it comes to synthesis planning. Due to that, massive research efforts were invested into computational mo...
doi.org
March 10, 2025 at 9:29 PM
#RobSelects preprint of the week #ChemRxiv: High-throughput virtual screening of regioselectivity for directed concerted metalationdeprotonation. #compchem https://doi.org/10.26434/chemrxiv-2025-vssxt
Enhancing Chemical Synthesis Planning: Automated Quantum Mechanics-Based Regioselectivity Prediction for C-H Activation with Directing Groups
The mild and selective functionalization of carbon-hydrogen (C-H) bonds remains a pivotal challenge in organic synthesis, crucial for developing complex molecular architectures in pharmaceuticals, polymers, and agrochemicals. Despite advancements in directing group (DG) methodologies and computational approaches, predicting accurate regioselectivity in C-H activation poses significant difficulties due to the diversity and complexity of organic compounds. This study introduces a novel quantum mechanics-based computational workflow tailored for the regioselective prediction of C-H activation in the presence of directing groups. Utilizing (semi-empirical) quantum calculations hierarchically, the workflow efficiently predicts outcomes by considering concerted metallation deprotonation mechanisms mediated by common catalysts like Pd(OAc)2. Our methodology not only identifies potential activation sites but also addresses the limitations of existing models by including a broader range of directing groups and reaction conditions while maintaining moderate computational cost. Validation against a comprehensive dataset reveals that the workflow achieves high accuracy, significantly surpassing traditional models in both speed and predictive capability. This development promises substantial advancements in the design of new synthetic routes, offering rapid and reliable regioselectivity predictions that are essential for accelerating innovation in material science and medicinal chemistry.
chemrxiv.org
January 21, 2025 at 8:13 PM
Insights into the regioselectivity of the N-directed electrophilic borylation of N,N-dipyridyl-N,N-dihydrophenazine ( @daltontrans.rsc.org ): pubs.rsc.org/dt/article/d... ( Frieder Jäkle @Rutgers-Chem ).
September 11, 2026 at 9:49 AM
The study covers many different aspects, like MLR analysis of ligand effects on C-H activation regioselectivity, DFT calculations, a Curtin-Hammett scenario explaining a selectivity switch, the explanation of solvent effects, a new role for silver salt additives, etc.
October 23, 2025 at 4:25 PM
The longest I’ve had between the first acquisition of data to publication is 22 years: doi.org/10.1021/om10...

The longest between outlining the idea (in my PhD) to final realization and publication is 36 years: doi.org/10.1038/s414...
November 26, 2024 at 12:27 PM
Switch the site-selectivity of your carbofunctionalization reaction with this one weird ligand!
Lots of fun to build on this completely unexpected result, this project took us into data science and modeling to learn about the selectivity we were seeing. Check it out!
www.nature.com/articles/s41...
Ligand control of regioselectivity in palladium-catalyzed heteroannulation reactions of 1,3-Dienes - Nature Communications
Olefins are common starting points for syntheses as they are widely available and can often be functionalized twice in one step, but controlling the regioselectivity of these difunctionalizations rema...
www.nature.com
June 28, 2024 at 7:58 PM