PROTAC Design Research Articles

Design, synthesis, anti-tumor activity and mechanism of novel PROTACs as degraders of PD-L1 and inhibitors of PD-1/PD-L1 interaction

Currently, antibody drugs targeting programmed cell death ligand 1 (PD-L1) have achieved promising results in cancer treatment, while the development of small-molecule drugs lags behind. In this study, we designed and synthesized a series of PD-L1-degrading agents based on the PROTAC design principle, utilizing the PD-L1 inhibitor A56. Through systematic screening of ligands and linkers and investigating the structure–activity relationship of the degraders, we identified two highly active compounds, 9i and 9j. These compounds enhance levels of CD4+, CD8+, granzyme B, and perforin, demonstrating significant in vivo antitumor effects with a tumor growth inhibition (TGI) of up to 57.35 %. Both compounds facilitate the internalization of PD-L1 from the cell surface and promote its degradation through proteasomal and lysosomal pathways, while also maintaining inhibition of the PD-1/PD-L1 interaction. In summary, our findings provide a novel strategy and mechanism for developing biphenyl-based PROTAC antitumor drugs targeting and degrading PD-L1.

Structural Basis of Conformational Dynamics in the PROTAC-Induced Protein Degradation.

Pronounced conformational dynamics is unveiled upon analyzing multiple crystal structures of the same proteins recruited to the same E3 ligases by PROTACs, and yet, is largely permissive for targeted protein degradation due to the intrinsic mobility of E3 assemblies creating a large ubiquitylation zone. Mathematical modelling of ternary dynamics on ubiquitylation probability confirms the experimental finding that ternary complex rigidification need not correlate with enhanced protein degradation. Salt bridges are found to prevail in the PROTAC-induced ternary complexes, and may contribute to a positive cooperativity and prolonged half-life. The analysis highlights the importance of presenting lysines close to the active site of the E2 enzyme while constraining ternary dynamics in PROTAC design to achieve high degradation efficiency.

A comprehensive review of emerging approaches in machine learning for de novo PROTAC design

Machine learning (ML) accelerates PROTAC design by optimizing linkers and protein–ligase interactions, enabling selective protein degradation for therapeutic applications, particularly targeting previously undruggable proteins.

Deconvoluting low yield from weak potency in direct-to-biology workflows with machine learning.

High throughput and rapid biological evaluation of small molecules is an essential factor in drug discovery and development. Direct-to-biology (D2B), whereby compound purification is foregone, has emerged as a viable technique in time efficient screening, specifically for PROTAC design and biological evaluation. However, one notable limitation is the prerequisite of high yielding reactions to ensure the desired compound is indeed the compound responsible for biological activity. Herein, we report a machine learning based yield-assay deconfounder capable of deconvoluting low yield from low potency to identify false negatives. We validated this approach by identifying promising SARS-CoV-2 main protease inhibitors with nanomolar activity that rivaled potency observed from the standard D2B workflow. Furthermore, we show how our framework can be utilized in a broad, in silico screen to produce compounds of similar potency as a D2B assay.

FFLOM: A Flow-Based Autoregressive Model for Fragment-to-Lead Optimization.

Recently, deep generative models have been regarded as promising tools in fragment-based drug design (FBDD). Despite the growing interest in these models, they still face challenges in generating molecules with desired properties in low data regimes. In this study, we propose a novel flow-based autoregressive model named FFLOM for linker and R-group design. In a large-scale benchmark evaluation on ZINC, CASF, and PDBbind test sets, FFLOM achieves state-of-the-art performance in terms of validity, uniqueness, novelty, and recovery of the generated molecules and can recover over 92% of the original molecules in the PDBbind test set (with at least five atoms). FFLOM also exhibits excellent potential applicability in several practical scenarios encompassing fragment linking, PROTAC design, R-group growing, and R-group optimization. In all four cases, FFLOM can perfectly reconstruct the ground-truth compounds and generate over 74% of molecules with novel fragments, some of which have higher binding affinity than the ground truth.

From classic medicinal chemistry to state‐of‐the‐art interdisciplinary medicine: Recent advances in proteolysis‐targeting chimeras technology

AbstractProteolysis‐targeting chimeras (PROTACs) is a targeted protein degradation (TPD) technique effected by hijacking the ubiquitin‐proteasome system (UPS) of the cells. A PROTAC molecule specifically binds to its protein of interest (POI) and recruits an E3 ligase to assemble a ternary complex. The POI was subsequently ubiquitinated, followed by being degraded by proteasomes. After 20 years of development, PROTAC technology has made a significant progress, and quite some candidates have entered clinical trials. Along with the excitement of realizing that PROTAC technology can develop therapeutics toward those traditionally believed “undruggable” targets; there are still unmet demands in PROTAC design, screening, and intracellular availability. PROTAC technology is rapidly advancing from employing traditional medicinal chemistry methodologies to integrating state‐of‐the‐art chemical biology technologies, becoming a typical example of interdisciplinary medicine. This review summarizes the progress made in PROTAC technology in recent years, including expanding new targets, developing dual‐target PROTACs, rational design and screening strategies, regulatory activation, targeted delivery, and developing biological macromolecule‐contained PROTACs.

CRBN ligand expansion for hematopoietic prostaglandin D2 synthase (H-PGDS) targeting PROTAC design and their in vitro ADME profiles

An increasing number of research reports are describing modifications of the E3 ligand, in particular, cereblon (CRBN) ligands, to improve the chemical and metabolic stabilities as well as the physical properties of PROTACs. In this study, phenyl-glutarimide (PG) and 6-fluoropomalidomide (6-F-POM), recently used as CRBN ligands for PROTAC design, were applied to hematopoietic prostaglandin D2 synthase (H-PGDS)-targeted PROTACs. Both PROTAC-5 containing PG and PROTAC-6 containing 6-F-POM were found to have potent activities to induce H-PGDS degradation. Furthermore, we obtained in vitro ADME data on the newly designed PROTACS as well as our previously reported PROTACs(H-PGDS) series. Although all PROTACs(H-PGDS) are relatively stable toward metabolism, they had poor PAMPA values. Nevertheless, PROTAC-5 showed Papp values similar to TAS-205, which is in Phase 3 clinical trials, and is expected to be the key to improving the pharmacokinetics of PROTACs.

Systematic Potency and Property Assessment of VHL Ligands and Implications on PROTAC Design.

Herein, we describe a systematic SAR- and SPR-investigation of the peptidomimetic hydroxy-proline based VHL-ligand VH032, from which most to-date published VHL-targeting PROTACs have been derived. This study provides for the first time a consistent data set which allows for direct comparison of structural variations including those which were so far hidden in patent literature. The gained knowledge about improved VHL binders was used to design a small library of highly potent BRD4-degraders comprising different VHL exit vectors. Newly designed degraders showed favorable molecular properties and significantly improved degradation potency compared to MZ1.

Phenyl Dihydrouracil: An Alternative Cereblon Binder for PROTAC Design.

Thalidomide and its analogues are frequently used in PROTAC design. However, they are known to be inherently unstable, undergoing hydrolysis even in commonly utilized cell culture media. We recently reported that phenyl glutarimide (PG)-based PROTACs displayed improved chemical stability and, consequently, improved protein degradation efficacy and cellular potency. Our optimization efforts, aiming to further improve the chemical stability and eliminate the racemization-prone chiral center in PG, led us to the development of phenyl dihydrouracil (PD)-based PROTACs. Here we describe the design and synthesis of LCK-directing PD-PROTACs and compare their physicochemical and pharmacological properties to those of the corresponding IMiD and PG analogues.

Accelerated rational PROTAC design via deep learning and molecular simulations

Accelerated rational PROTAC design via deep learning and molecular simulations

Hijacking Methyl Reader Proteins for Nuclear-Specific Protein Degradation.

Targeted protein degradation (TPD) by PROTACs is a promising strategy to control disease-causing protein levels within the cell. While TPD is emerging as an innovative drug discovery paradigm, there are currently only a limited number of E3 ligase:ligand pairs that are employed to induce protein degradation. Herein, we report a novel approach to induce protein degradation by hijacking a methyl reader:E3 ligase complex. L3MBTL3 is a methyl-lysine reader protein that binds to the Cul4DCAF5 E3 ligase complex and targets methylated proteins for proteasomal degradation. By co-opting this natural mechanism, we report the design and biological evaluation of L3MBTL3-recruiting PROTACs and demonstrate nuclear-specific degradation of FKBP12 and BRD2. We envision this as a generalizable approach to utilize other reader protein-associated E3 ligase complexes in PROTAC design to expand the E3 ligase toolbox and explore the full potential of TPD.

Improved Accuracy for Modeling PROTAC-Mediated Ternary Complex Formation and Targeted Protein Degradation via New In Silico Methodologies.

Extending upon our previous publication [Drummond, M.; J. Chem. Inf. Model. 2019, 59, 1634-1644], two additional computational methods are presented to model PROTAC-mediated ternary complex structures, which are then used to predict the efficacy of any accompanying protein degradation. Method 4B, an extension to one of our previous approaches, incorporates a clustering procedure uniquely suited for considering ternary complexes. Method 4B yields the highest proportion to date of crystal-like poses in modeled ternary complex ensembles, nearing 100% in two cases and always giving a hit rate of at least 10%. Techniques to further improve this performance for particularly troublesome cases are suggested and validated. This demonstrated ability to reliably reproduce known crystallographic ternary complex structures is further established through modeling of a newly released crystal structure. Moreover, for the far more common scenario where the structure of the ternary complex intermediate is unknown, the methods detailed in this work nonetheless consistently yield results that reliably follow experimental protein degradation trends, as established through seven retrospective case studies. These various case studies cover challenging yet common modeling situations, such as when the precise orientation of the PROTAC binding moiety in one (or both) of the protein pockets has not been experimentally established. Successful results are presented for one PROTAC targeting many proteins, for different PROTACs targeting the same protein, and even for degradation effected by an E3 ligase that has not been structurally characterized in a ternary complex. Overall, the computational modeling approaches detailed in this work should greatly facilitate PROTAC screening and design efforts, so that the many advantages of a PROTAC-based degradation approach can be effectively utilized both rapidly and at reduced cost.

Publisher Correction: BAF complex vulnerabilities in cancer demonstrated via structure-based PROTAC design

In the version of this article originally published, several lines of text in the last paragraph of the right column on page 1 of the PDF were transposed into the bottom paragraph of the left column. The affected text of the left column should read "The ATP-dependent activities of the BAF (SWI/SNF) chromatin remodeling complexes affect the positioning of nucleosomes on DNA and thereby many cellular processes related to chromatin structure, including transcription, DNA repair and decatenation of chromosomes during mitosis12,13." The affected text of the right column should read "SMARCA2/4BD inhibitors are thus precluded from use for the treatment of SMARCA4 mutant cancers but could provide attractive ligands for PROTAC conjugation. Small molecules binding to other bromodomains have been successfully converted into PROTACs by conjugating them with structures capable of binding to the E3 ligases von Hippel-Lindau (VHL) or cereblon5,6,10,11,25,26,27." The errors have been corrected in the PDF version of the paper.

Abstract 3849: Structure-based PROTAC design demonstrates BAF complex ATPase vulnerabilities in cancer

Abstract Targeting subunits of BAF/PBAF complexes has been proposed as an approach to exploit cancer vulnerabilities, yet small molecules developed to date have remained largely ineffectual. Here we develop PROTAC degraders of the BAF ATPase subunits SMARCA2 and SMARCA4 using a bromodomain ligand and recruitment of the E3 ubiquitin ligase VHL. High-resolution ternary complex crystal structures and biophysical investigation guided the rational optimization of ACBI1, a potent cooperative SMARCA2/4 degrader. ACBI1 induced antiproliferative effects and cell death caused by SMARCA2 depletion in SMARCA4 mutant cancer cells, and in acute myeloid leukemia cells dependent on SMARCA4 ATPase activity. These findings exemplify a successful biophysics and structure driven campaign to degrade targets previously considered undruggable, and pave the way towards new therapeutics for the treatment of tumors sensitive to the loss of BAF complex ATPases. Citation Format: Manfred Koegl, William Farnaby, Claire Whitworth, Michael Roy, Emelyne Diers, Nicole Trainor, Steffen Steurer, Carina Riedmueller, Teresa Gmaschitz, Johannes Wachter, Christian Dank, Michael Gallant, Bernadette Sharps, Klaus Rumpel, Elisabeth Traxler, Romario Lorenz, Oliver Petermann, Peter Greb, Harald Weinstabl, Gerd Bader, Andreas Zoephel, Alexander Weiss-Puxbaum, Joerg Rinnenthal, Heribert Arnnhof, Nicola Wiechens, Meng-Ying Wu, Tom Owen-Hughes, Peter Ettmayer, Mark Pearson, Darryl B. McConnell, Alessio Ciulli. Structure-based PROTAC design demonstrates BAF complex ATPase vulnerabilities in cancer [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2019; 2019 Mar 29-Apr 3; Atlanta, GA. Philadelphia (PA): AACR; Cancer Res 2019;79(13 Suppl):Abstract nr 3849.

BAF complex vulnerabilities in cancer demonstrated via structure-based PROTAC design.

Targeting subunits of BAF/PBAF chromatin remodeling complexes has been proposed as an approach to exploit cancer vulnerabilities. Here we develop PROTAC degraders of the BAF ATPase subunits SMARCA2 and SMARCA4 using a bromodomain ligand and recruitment of the E3 ubiquitin ligase VHL. High-resolution ternary complex crystal structures and biophysical investigation guided rational and efficient optimization towards ACBI1, a potent and cooperative degrader of SMARCA2, SMARCA4 and PBRM1. ACBI1 induced antiproliferative effects and cell death caused by SMARCA2 depletion in SMARCA4 mutant cancer cells, and in acute myeloid leukemia cells dependent on SMARCA4 ATPase activity. These findings exemplify a successful biophysics- and structure-based PROTAC design approach to degrade high profile drug targets and pave the way towards new therapeutics for the treatment of tumors sensitive to the loss of BAF complex ATPases.

PROTAC-Mediated Degradation of Bruton's Tyrosine Kinase Is Inhibited by Covalent Binding.

The impact of covalent binding on PROTAC-mediated degradation of BTK was investigated through the preparation of both covalent binding and reversible binding PROTACs derived from the covalent BTK inhibitor ibrutinib. It was determined that a covalent binding PROTAC inhibited BTK degradation despite evidence of target engagement, while BTK degradation was observed with a reversible binding PROTAC. These observations were consistently found when PROTACs that were able to recruit either IAP or cereblon E3 ligases were employed. Proteomics analysis determined that the use of a covalently bound PROTAC did not result in the degradation of covalently bound targets, while degradation was observed for some reversibly bound targets. This observation highlights the importance of catalysis for successful PROTAC-mediated degradation and highlights a potential caveat for the use of covalent target binders in PROTAC design.

A MedChem toolbox for cereblon-directed PROTACs.

A modular chemistry toolbox was developed for cereblon-directed PROTACs. A variety of linkers was attached to a CRBN ligand via the 4-amino position of pomalidomide. We used linkers of different constitution to modulate physicochemical properties. We equipped one terminus of the linker with a set of functional groups, e.g. protected amines, protected carboxylic acids, alkynes, chloroalkanes, and protected alcohols, all of which are considered to be attractive for PROTAC design. We also highlight different opportunities for the expansion of the medicinal chemists' PROTAC toolbox towards heterobifunctional molecules, e.g. with biotin, fluorescent, hydrophobic and peptide tags.

Targeted Degradation of Proteins by PROTACs

In recent years, small interference RNAs (siRNAs) have greatly enhanced our understanding of protein functions by allowing knockdown of targeted proteins at the mRNA level. Similarly, in an effort to achieve degradation of targeted proteins at the post-translational level, chimeric small molecules called "PROTACs" (PROteolysis TArgeting Chimeric molecules) have been developed. The PROTAC approach utilizes chimeric small molecules which recruit targeted proteins to the ubiquitin-proteasome pathway, a major intracellular protein degradation system. Unlike conventional small molecules that bind to protein and inhibit its function, the PROTAC approach induces destruction of target protein via the ubiquitin-proteasome system. This article presents a typical strategy for PROTAC design and preparation and biological characterization. Curr. Protoc. Chem Biol. 2:71-87. © 2010 by John Wiley & Sons, Inc.