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1.
Nature ; 630(8016): 493-500, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38718835

ABSTRACT

The introduction of AlphaFold 21 has spurred a revolution in modelling the structure of proteins and their interactions, enabling a huge range of applications in protein modelling and design2-6. Here we describe our AlphaFold 3 model with a substantially updated diffusion-based architecture that is capable of predicting the joint structure of complexes including proteins, nucleic acids, small molecules, ions and modified residues. The new AlphaFold model demonstrates substantially improved accuracy over many previous specialized tools: far greater accuracy for protein-ligand interactions compared with state-of-the-art docking tools, much higher accuracy for protein-nucleic acid interactions compared with nucleic-acid-specific predictors and substantially higher antibody-antigen prediction accuracy compared with AlphaFold-Multimer v.2.37,8. Together, these results show that high-accuracy modelling across biomolecular space is possible within a single unified deep-learning framework.


Subject(s)
Deep Learning , Ligands , Models, Molecular , Proteins , Software , Humans , Antibodies/chemistry , Antibodies/metabolism , Antigens/metabolism , Antigens/chemistry , Deep Learning/standards , Ions/chemistry , Ions/metabolism , Molecular Docking Simulation , Nucleic Acids/chemistry , Nucleic Acids/metabolism , Protein Binding , Protein Conformation , Proteins/chemistry , Proteins/metabolism , Reproducibility of Results , Software/standards
2.
Bioorg Med Chem Lett ; 25(19): 4109-13, 2015 Oct 01.
Article in English | MEDLINE | ID: mdl-26321361

ABSTRACT

A high-throughput screen of the Genentech/Roche compound collection using a retinoic acid receptor-related orphan receptor C (RORc, RORγ, or NR1F3) biochemical assay revealed a N-sulfonyl-tetrahydroquinoline hit. Herein, we describe the hit-to-lead optimization and structure-activity relationships of these tetrahydroquinoline RORc inverse agonists. Through iterative synthesis and analog design, we identified compounds with improved biochemical RORc inverse agonist activity and RORc cellular potencies. These improved N-sulfonyl-tetrahydroquinoline compounds also exhibited selectivity for RORc over other nuclear receptors.


Subject(s)
Drug Inverse Agonism , Nuclear Receptor Subfamily 1, Group F, Member 3/agonists , Quinolines/pharmacology , Crystallography, X-Ray , Dose-Response Relationship, Drug , Humans , Models, Molecular , Molecular Structure , Quinolines/chemical synthesis , Quinolines/chemistry , Structure-Activity Relationship
3.
Bioorg Med Chem Lett ; 24(19): 4714-4723, 2014 Oct 01.
Article in English | MEDLINE | ID: mdl-25193232

ABSTRACT

Use of the tools of SBDD including crystallography led to the discovery of novel and potent 6,5 heterobicyclic MEKi's [J. Med. Chem.2012, 55, 4594]. The core change from a 5,6 heterobicycle to a 6,5 heterobicycle was driven by the desire for increased structural diversity and aided by the co-crystal structure of G-925 [J. Med. Chem.2012, 55, 4594]. The key design feature was the shift of the attachment of the five-membered heterocyclic ring towards the B ring while maintaining the key hydroxamate and anilino pharamcophoric elements in a remarkably similar position as in G-925. From modelling, changing the connection point of the five membered ring heterocycle placed the H-bond accepting nitrogen within a good distance and angle to the Ser212 [J. Med. Chem.2012, 55, 4594]. The resulting novel 6,5 benzoisothiazole MEKi G-155 exhibited improved potency versus aza-benzofurans G-925 and G-963 but was a potent inhibitor of cytochrome P450's 2C9 and 2C19. Lowering the logD by switching to the more polar imidazo[1,5-a] pyridine core significantly diminished 2C9/2C19 inhibition while retaining potency. The imidazo[1,5-a] pyridine G-868 exhibited increased potency versus the starting point for this work (aza-benzofuran G-925) leading to deprioritization of the azabenzofurans. The 6,5-imidazo[1,5-a] pyridine scaffold was further diversified by incorporating a nitrogen at the 7 position to give the imidazo[1,5-a] pyrazine scaffold. The introduction of the C7 nitrogen was driven by the desire to improve metabolic stability by blocking metabolism at the C7 and C8 positions (particularly the HLM stability). It was found that improving on G-868 (later renamed GDC-0623) required combining C7 nitrogen with a diol hydroxamate to give G-479. G-479 with polarity distributed throughout the molecule was improved over G-868 in many aspects.


Subject(s)
Drug Discovery , Heterocyclic Compounds/pharmacology , Imidazoles/pharmacology , Mitogen-Activated Protein Kinase Kinases/antagonists & inhibitors , Protein Kinase Inhibitors/pharmacology , Pyrazines/pharmacology , Cell Line, Tumor , Cell Proliferation/drug effects , Dose-Response Relationship, Drug , HCT116 Cells , Heterocyclic Compounds/chemical synthesis , Heterocyclic Compounds/chemistry , Humans , Imidazoles/chemical synthesis , Imidazoles/chemistry , Mitogen-Activated Protein Kinase Kinases/metabolism , Models, Molecular , Molecular Structure , Protein Kinase Inhibitors/chemical synthesis , Protein Kinase Inhibitors/chemistry , Pyrazines/chemical synthesis , Pyrazines/chemistry , Structure-Activity Relationship
4.
J Med Chem ; 55(17): 7686-95, 2012 Sep 13.
Article in English | MEDLINE | ID: mdl-22877085

ABSTRACT

Inhibition of PI3Kδ is considered to be an attractive mechanism for the treatment of inflammatory diseases and leukocyte malignancies. Using a structure-based design approach, we have identified a series of potent and selective benzimidazole-based inhibitors of PI3Kδ. These inhibitors do not occupy the selectivity pocket between Trp760 and Met752 that is induced by other families of PI3Kδ inhibitors. Instead, the selectivity of the compounds for inhibition of PI3Kδ relative to other PI3K isoforms appears to be due primarily to the strong interactions these inhibitors are able to make with Trp760 in the PI3Kδ binding pocket. The pharmacokinetic properties and the ability of compound 5 to inhibit the function of B-cells in vivo are described.


Subject(s)
Benzimidazoles/pharmacology , Phosphoinositide-3 Kinase Inhibitors , Protein Kinase Inhibitors/pharmacology , Benzimidazoles/chemistry , Magnetic Resonance Spectroscopy , Models, Molecular , Protein Kinase Inhibitors/chemistry , Spectrometry, Mass, Electrospray Ionization , Spectrophotometry, Ultraviolet
5.
J Med Chem ; 55(12): 5887-900, 2012 Jun 28.
Article in English | MEDLINE | ID: mdl-22626259

ABSTRACT

PI3Kδ is a lipid kinase and a member of a larger family of enzymes, PI3K class IA(α, ß, δ) and IB (γ), which catalyze the phosphorylation of PIP2 to PIP3. PI3Kδ is mainly expressed in leukocytes, where it plays a critical, nonredundant role in B cell receptor mediated signaling and provides an attractive opportunity to treat diseases where B cell activity is essential, e.g., rheumatoid arthritis. We report the discovery of novel, potent, and selective PI3Kδ inhibitors and describe a structural hypothesis for isoform (α, ß, γ) selectivity gained from interactions in the affinity pocket. The critical component of our initial pharmacophore for isoform selectivity was strongly associated with CYP3A4 time-dependent inhibition (TDI). We describe a variety of strategies and methods for monitoring and attenuating TDI. Ultimately, a structure-based design approach was employed to identify a suitable structural replacement for further optimization.


Subject(s)
Arthritis, Rheumatoid/drug therapy , Cytochrome P-450 CYP3A Inhibitors , Drug Discovery , Enzyme Inhibitors/pharmacology , Phosphoinositide-3 Kinase Inhibitors , Arthritis, Rheumatoid/enzymology , Benzimidazoles/chemistry , Benzimidazoles/pharmacology , Benzimidazoles/therapeutic use , Cell Line , Cytochrome P-450 CYP3A , Enzyme Inhibitors/chemistry , Enzyme Inhibitors/therapeutic use , Humans , Inhibitory Concentration 50 , Models, Molecular , Phosphatidylinositol 3-Kinases/chemistry , Protein Conformation , Substrate Specificity , Time Factors
6.
J Med Chem ; 55(10): 4594-604, 2012 May 24.
Article in English | MEDLINE | ID: mdl-22506516

ABSTRACT

Using structure-based design, two novel series of highly potent biaryl amine mitogen-activated protein kinase kinase (MEK) inhibitors have been discovered. These series contain an H-bond acceptor, in a shifted position compared with previously disclosed compounds, and an adjacent H-bond donor, resulting in a bidentate interaction with the Ser212 residue of MEK1. The most potent compound identified, 1 (G-894), is orally active in in vivo pharmacodynamic and tumor xenograft models.


Subject(s)
Antineoplastic Agents/chemical synthesis , Benzofurans/chemical synthesis , Benzothiazoles/chemical synthesis , Indazoles/chemical synthesis , MAP Kinase Kinase 1/antagonists & inhibitors , MAP Kinase Kinase 2/antagonists & inhibitors , Serine/metabolism , Allosteric Regulation , Animals , Antineoplastic Agents/pharmacokinetics , Antineoplastic Agents/pharmacology , Benzofurans/pharmacokinetics , Benzofurans/pharmacology , Benzothiazoles/pharmacokinetics , Benzothiazoles/pharmacology , Cell Line, Tumor , Cell Proliferation/drug effects , Crystallography, X-Ray , Drug Screening Assays, Antitumor , Female , Hydrogen Bonding , Indazoles/pharmacokinetics , Indazoles/pharmacology , Mice , Models, Molecular , Molecular Structure , Neoplasm Transplantation , Rats , Structure-Activity Relationship , Transplantation, Heterologous
7.
Bioorg Med Chem Lett ; 20(8): 2516-9, 2010 Apr 15.
Article in English | MEDLINE | ID: mdl-20299215

ABSTRACT

The identification and hit-to-lead exploration of a novel, potent and selective series of histamine H(4) receptor inverse agonists is described. The initial hit, 3A (IC(50) 19 nM) was identified by means of a ligand-based virtual screening approach. Subsequent medicinal chemistry exploration yielded 18I which possessed increased potency (R-enantiomer IC(50) 1 nM) as well as enhanced microsomal stability.


Subject(s)
Histamine Antagonists/pharmacology , Receptors, G-Protein-Coupled/antagonists & inhibitors , Animals , Biological Availability , Drug Discovery , Histamine Antagonists/chemistry , Histamine Antagonists/pharmacokinetics , Inhibitory Concentration 50 , Macaca fascicularis , Rats , Receptors, Histamine , Receptors, Histamine H4 , Stereoisomerism
8.
J Med Chem ; 49(2): 800-5, 2006 Jan 26.
Article in English | MEDLINE | ID: mdl-16420064

ABSTRACT

The synthesis of a novel series of potent inhibitors of histone deacetylases is described, based on arylsulfinyl-2,4-hexadienoic acid hydroxyamides and their derivatives. In vitro IC(50) values down to 40 nM were obtained, and several compounds showed inhibition of CEM (human leukemic) cell viability with IC(50) of approximately 1.5 microM, comparable to or better than that of suberoylanilide hydroxamic acid, an inhibitor of histone deacetylase currently in clinical trials.


Subject(s)
Amides/chemical synthesis , Antineoplastic Agents/chemical synthesis , Histone Deacetylase Inhibitors , Sorbic Acid/analogs & derivatives , Sorbic Acid/chemical synthesis , Sulfides/chemical synthesis , Sulfinic Acids/chemical synthesis , Amides/pharmacology , Antineoplastic Agents/pharmacology , Cell Line, Tumor , Drug Screening Assays, Antitumor , Humans , Sorbic Acid/pharmacology , Structure-Activity Relationship , Sulfides/pharmacology , Sulfinic Acids/pharmacology
9.
Bioorg Med Chem Lett ; 12(6): 981-3, 2002 Mar 25.
Article in English | MEDLINE | ID: mdl-11959008

ABSTRACT

Oligonucleotides containing in the place of thymidine the nucleoside 2, a 2'-deoxyuridine harbouring at C-5 a thymine ended linker, were found to undergo base pairing with the opposite 2'-deoxyadenosine. However, the corresponding duplexes are significantly destabilised as compared to the fully natural ones.


Subject(s)
Deoxyadenosines/chemistry , Deoxyuridine/chemistry , Oligonucleotides/pharmacokinetics , Binding Sites , Cross-Linking Reagents/chemistry , Drug Stability , Nucleic Acid Hybridization , Thymine/chemistry
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