Papers › Reaction profiles for quantum chemistry-computed [3 + 2] cycloaddition reactions

Reaction profiles for quantum chemistry-computed [3 + 2] cycloaddition reactions

12 Dec 2022arXiv:2212.06014links table onlyarchive 2025-07-28

Thijs Stuyver, Kjell Jorner, Connor Coley

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Bio-orthogonal click chemistry based on [3 + 2] dipolar cycloadditions has had a profound impact on the field of biochemistry and significant effort has been devoted to identify promising new candidate reactions for this purpose. To gauge whether a prospective reaction could be a suitable bio-orthogonal click reaction, information about both on- and off-target activation and reaction energies is highly valuable. Here, we use an automated workflow, based on the autodE program, to compute over 5000 reaction profiles for [3 + 2] cycloadditions involving both synthetic dipolarophiles and a set of biologically-inspired structural motifs. Based on a succinct benchmarking study, the B3LYP-D3(BJ)/def2-TZVP//B3LYP-D3(BJ)/def2-SVP level of theory was selected for the DFT calculations, and standard conditions and an (aqueous) SMD model were imposed to mimic physiological conditions. We believe that this data, as well as the presented workflow for high-throughput reaction profile computation, will be useful to screen for new bio-orthogonal reactions, as well as for the development of novel machine learning models for the prediction of chemical reactivity more broadly.

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find_dipole coleygroup/dipolar_cycloaddition_dataset/postprocess_reaction_profiles/postprocess_reaction_profiles.py official repository ran · our draft was wrong fingerprinted MIT (permissive) · e7ea6987a6a285b3 · report
parse_coordinates coleygroup/dipolar_cycloaddition_dataset/postprocess_reaction_profiles/postprocess_reaction_profiles.py official repository ran · honoured contract MIT (permissive) · af1e588c2296ec38 · report
convert_str_to_array coleygroup/bio_orthogonal_click_reactions/baseline_models/get_descs.py community (archive-listed) unverified MIT (permissive) · b92f7fdc9ef31600 · report
cross_val coleygroup/bio_orthogonal_click_reactions/baseline_models/lib/cross_val.py community (archive-listed) unverified MIT (permissive) · 4ec2d7bdcbb4cbe2 · report
cross_val_fp coleygroup/bio_orthogonal_click_reactions/baseline_models/lib/cross_val.py community (archive-listed) unverified MIT (permissive) · cd36799d6c5fec52 · report
expand_df_pred coleygroup/bio_orthogonal_click_reactions/active_learning/extract_promising_reactions.py community (archive-listed) unverified MIT (permissive) · 78a0a50746be60b7 · report
get_reactive_sites coleygroup/bio_orthogonal_click_reactions/baseline_models/get_descs.py community (archive-listed) unverified MIT (permissive) · 955cd072d21601b6 · report
objective_rf coleygroup/bio_orthogonal_click_reactions/baseline_models/lib/bayesian_opt.py community (archive-listed) unverified MIT (permissive) · 040e0cf313eb9751 · report
objective_rf_fp coleygroup/bio_orthogonal_click_reactions/baseline_models/lib/bayesian_opt.py community (archive-listed) unverified MIT (permissive) · 4e7b400b9d272627 · report

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