Applications and challenges in designing VHH-based bispecific antibodies: leveraging machine learning solutions.

The development of bispecific antibodies that bind at least two different targets relies on bringing together multiple binding domains with different binding properties and biophysical characteristics to produce a drug-like therapeutic. These building blocks play an important role in the overall quality of the molecule and can influence many important aspects from potency and specificity to stability and half-life. Single-domain antibodies, particularly camelid-derived variable heavy domain of heavy chain (VHH) antibodies, are becoming an increasingly popular choice for bispecific construction due to their single-domain modularity, favorable biophysical properties, and potential to work in multiple antibody formats. Here, we review the use of VHH domains as building blocks in the construction of multispecific antibodies and the challenges in creating optimized molecules. In addition to exploring traditional approaches to VHH development, we review the integration of machine learning techniques at various stages of the process. Specifically, the utilization of machine learning for structural prediction, lead identification, lead optimization, and humanization of VHH antibodies.

The phosphorylation mechanism of mevalonate diphosphate decarboxylase: a QM/MM study.

Mevalonate diphosphate decarboxylase (MDD) catalyses a crucial step of the mevalonate pathway via Mg2+-ATP-dependent phosphorylation and decarboxylation reactions to ultimately produce isopentenyl diphosphate, the precursor of isoprenoids, which is essential to bacterial functions and provides ideal building blocks for the biosynthesis of isopentenols. However, the metal ion(s) in MDD has not been unambiguously resolved, which limits the understanding of the catalytic mechanism and the exploitation of enzymes for the development of antibacterial therapies or the mevalonate metabolic pathway for the biosynthesis of biofuels. Here by analogizing structurally related kinases and molecular dynamics simulations, we constructed a model of the MDD-substrate-ATP-Mg2+ complex and proposed that MDD requires two Mg2+ ions for maintaining a catalytically active conformation. Subsequent QM/MM studies indicate that MDD catalyses the phosphorylation of its substrate mevalonate diphosphate (MVAPP) via a direct phosphorylation reaction, instead of the previously assumed catalytic base mechanism. The results here would shed light on the active conformation of MDD-related enzymes and their catalytic mechanisms and therefore be useful for developing novel antimicrobial therapies or reconstructing mevalonate metabolic pathways for the biosynthesis of biofuels.

Mechanism of Phosphatidylglycerol Activation Catalyzed by Prolipoprotein Diacylglyceryl Transferase.

Lipoproteins are essential for bacterial survival. Bacterial lipoprotein biosynthesis is accomplished by sequential modification by three enzymes in the inner membrane, all of which are emerging antimicrobial targets. The X-ray crystal structure of prolipoprotein diacylglyceryl transferase (Lgt) and apolipoprotein N-acyl transferase (Lnt) has been reported. However, the mechanisms of the post-translational modification catalyzed by these enzymes have not been understood. Here, we studied the mechanism of the transacylation reaction catalyzed by Lgt, the first enzyme for lipoprotein modification using molecular docking, molecular dynamics, and quantum mechanics/molecular mechanics (QM/MM) calculations. Our results suggest that Arg143, Arg239, and Glu202 play a critical role in stabilizing the glycerol-1-phosphate head group and activating the glycerol C3-O ester bond of the phosphatidylglycerol (PG) substrate. With PG binding, the opening of the L6-7 loop mediated by the highly conserved Arg236 residue as a gatekeeper is observed, which facilitates the release of the modified lipoprotein product, as well as the entry of another PG substrate. Further QM/MM studies revealed that His103 acts as a catalytic base to abstract a proton from the cysteine residue of the preproliprotein, initiating the diacylglyceryl transfer from PG to preprolipoprotein. This is the first study on the mechanism of lipoprotein modification catalyzed by a post-translocational processing enzyme. The transacylation mechanism of Lgt would shed light on the development of novel antimicrobial therapies targeting the challenging enzymes involved in the post-translocational modification pathway of lipoproteins.

Phosphorylation Mechanism of N-Acetyl-l-glutamate Kinase, a QM/MM Study.

In microorganisms and plants, N-acetyl-l-glutamate kinase (NAGK) catalyzes the second step in l-arginine synthesis, the phosphorylation of N-Acetyl-l-glutamate (NAG) to give N-acetyl-l-glutamate-5-phosphate. NAGK is only present in microorganisms and plants but absent in mammals, which makes it an attractive target for antimicrobial or biocidal development. Understanding the substrate binding mode and reaction mechanism of NAGK is crucial for targeting the kinase to develop potential therapies. Here, the substrate binding mode was studied by comparing the conformational change of NAGK in the presence and in the absence of the NAG substrate based on molecular dynamics simulations. We revealed that with substrate binding, the catalytic site of the kinase involving three loops in NAGK exhibits a closed conformation, which is predominantly controlled by an interaction between Arg98 and the α-COO- of NAG. Lys41 is found to guide phosphate transfer through the interactions with the ß-,γ-, and γ-phosphate oxygen atoms of adenosine 5'-triphosphate surrounded by two highly conserved glycine residues (Gly44 and Gly76), while Arg98 helps to position the NAG substrate in the catalytic site, which facilitates the phosphate transfer. Furthermore, we elucidated phosphate-transfer reaction mechanism using hybrid density functional theory-based quantum mechanics/molecular mechanics calculations (B97D/AMBER99) and found that the catalysis follows a dissociative mechanism.

Catalytic mechanism of mevalonate kinase revisited, a QM/MM study.

Mevalonate Kinase (MVK) catalyses the ATP-Mg2+ mediated phosphate transfer of mevalonate to produce mevalonate 5-phosphate and is a key kinase in the mevalonate pathway in the biosynthesis of isopentenyl diphosphate, the precursor of isoprenoid-based biofuels. However, the crystal structure in complex with the native substrate mevalonate, ATP and Mg2+ has not been resolved, which has limited the understanding of its reaction mechanism and therefore its application in the production of isoprenoid-based biofuels. Here using molecular docking, molecular dynamics (MD) simulations and a hybrid QM/MM study, we revisited the location of Mg2+ resolved in the crystal structure of MVK and determined a catalytically competent MVK structure in complex with the native substrate mevalonate and ATP. We demonstrated that significant conformational change on a flexible loop connecting the α6 and α7 helix is induced by the substrate binding. Further, we found that Asp204 is coordinated to the Mg2+ ion. Arg241 plays a crucial role in organizing the triphosphoryl tail of ATP for in-line phosphate transfer and stabilizing the negative charge that accumulates at the ß,γ-bridging oxygen of ATP upon bond cleavage. Remarkably, we revealed that the phosphorylation of mevalonate catalyzed by MVK occurs via a direct phosphorylation mechanism, instead of the conventionally postulated catalytic base mechanism. The catalytically competent complex structure of MVK as well as the mechanism of reaction will pave the way for the rational engineering of MVK to exploit its applications in the production of biofuels.

Water-mediated network in the resistance mechanism of fosfomycin.

Fosfomycin Resistance Kinase A (FomA) catalyzes the phosphorylation of fosfomycin, which is an effective antibiotic for treating urinary tract infections. Understanding the chemical reaction mechanism is essential for developing strategies to counter the resistance of fosfomycin in clinical settings. Here the catalytic mechanism of FomA was investigated using molecular dynamic simulations in conjunction with quantum mechanics/molecular mechanics calculations (B97d/AMBER99). Our QM/MM study disclosed that the phosphorylation reaction catalyzed by FomA follows a dissociative mechanism, in contrast to the previously proposed associative mechanism. In addition, we found that His58, a characteristic residue in the AAK family, plays a key role in positioning the phosphate group of fosfomycin in the transition state. Molecular dynamic simulations revealed the important roles of Lys9 and Lys18 in arranging the nucleotide for phosphate transfer. Furthermore, we identified a four-membered water network mediated by Asp171 and Ser13 that is critical in ordering ATP for phosphate transfer. The active structure and reaction mechanism of FomA will provide valuable insights for developing new strategies to tackle the resistance to Fosfomycin-based antibiotic therapies.

Reaction Mechanism of Isopentenyl Phosphate Kinase: A QM/MM Study.

Isopentenyl phosphate kinase (IPK) catalyzes the Mg2+-ATP dependent phosphorylation reactions to produce isopentenyl diphosphate, an important precursor in the synthesis of isopentenols. However, the position of the divalent metal ion in the crystal structures of IPK in complex with ATP and its native substrate IP has not been definitively resolved, and as a result ambiguity surrounds the catalytic mechanism of IP, limiting its exploitation as a biofuel and in drug design. Here we report the catalytically competent structure in complex with the metal ion Mg2+ and elucidate the phosphorylation reaction mechanism using molecular dynamic simulations and density functional theory-based quantum mechanics/molecular mechanics calculations (B97d/AMBER99). Comparing the substrate-bound and substrate-free IPK complexes, we observed that substrate binding results in significant conformational change of three residues Lys204, Glu207, and Lys211 located on the αG helix to form a strong salt bridge network with Asp145, which in turn tethers the invariant Ser142 via H-bond interaction. The conformational change shuts the subtrate entrance channel formed between the αG and αE helices. Further, we demonstrate the phosphorylation reaction occurs with a reaction barrier of 17.58 kcal/mol, which is in agreement with the previous experimental kinetic data. We found that a highly conserved Gly8 on a glycine-rich loop, together with Lys14, stabilizes the transition state.

Phosphorylation Mechanism of Phosphomevalonate Kinase: Implications for Rational Engineering of Isoprenoid Biosynthetic Pathway Enzymes.

The mevalonate pathway is of important clinical, pharmaceutical, and biotechnological relevance. However, lack of the understanding of the phosphorylation mechanism of the kinases in this pathway has limited rationally engineering the kinases in industry. Here the phosphorylation reaction mechanism of a representative kinase in the mevalonate pathway, phosphomevalonate kinase, was studied by using molecular dynamics and hybrid QM/MM methods. We find that a conserved residue (Ser106) is reorientated to anchor ATP via a stable H-bond interaction. In addition, Ser213 located on the α-helix at the catalytic site is repositioned to further approach the substrate, facilitating the proton transfer during the phosphorylation. Furthermore, we elucidate that Lys101 functions to neutralize the negative charge developed at the ß-, γ-bridging oxygen atom of ATP during phosphoryl transfer. We demonstrate that the dissociative catalytic reaction occurs via a direct phosphorylation pathway. This is the first study on the phosphorylation mechanism of a mevalonate pathway kinase. The elucidation of the catalytic mechanism not only sheds light on the common catalytic mechanism of the GHMP kinase superfamily but also provides the structural basis for engineering the mevalonate pathway kinases to further exploit their applications in the production of a wide range of fine chemicals such as biofuels or pharmaceuticals.