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1.
Angew Chem Int Ed Engl ; : e202407131, 2024 Jun 27.
Article in English | MEDLINE | ID: mdl-38935849

ABSTRACT

Pancreatic cancer is one of the deadliest cancers worldwide, mainly due to late diagnosis. Therefore, there is an urgent need for novel diagnostic approaches to identify the disease as early as possible. We have developed a diagnostic assay for pancreatic cancer based on the detection of naturally occurring tumor associated autoantibodies against Mucin-1 (MUC1) using engineered glycopeptides on nanoparticle probes. We used a structure-guided approach to develop unnatural glycopeptides as model antigens for tumor-associated MUC1. We designed a collection of 13 glycopeptides to bind either SM3 or 5E5, two monoclonal antibodies with distinct epitopes known to recognize tumor associated MUC1. Glycopeptide binding to SM3 or 5E5 was confirmed by surface plasmon resonance and rationalized by molecular dynamics simulations. These model antigens were conjugated to gold nanoparticles and used in a dot-blot assay to detect autoantibodies in serum samples from pancreatic cancer patients and healthy volunteers. Nanoparticle probes with glycopeptides displaying the SM3 epitope did not have diagnostic potential. Instead, nanoparticle probes displaying glycopeptides with high affinity for 5E5 could discriminate between cancer patients and healthy controls. Remarkably, the best-discriminating probes show significantly better true and false positive rates than the current clinical biomarkers CA19-9 and carcinoembryonic antigen (CEA).

2.
Comput Econ ; : 1-32, 2023 Mar 14.
Article in English | MEDLINE | ID: mdl-37362593

ABSTRACT

In the present work, the volatility of the leading cryptocurrencies is predicted through generalised autoregressive conditional heteroskedasticity (GARCH) models, multilayer perceptron (MLP), long short-term memory (LSTM), and hybrid models of the type LSTM and GARCH, where parameters of the GARCH family are included as features of LSTM models. The study period covered the scenario of the World Health Organization pandemic declaration around March 2020 at hourly frequency. We have found that the different variants of deep neural network models outperform those of the GARCH family in the sense of the hetorerocedastic error, and absolute and squared error (HSE). Under the sharpe ratio, the volatility forecasting of a uniform portfolio at long horizons systematically outperforms the stablecoin Tether, which is considered here as the risk-free asset. Also, including transaction volume helps reduce the value at risk or loss probability for the uniform portfolio. Moreover, in a minimum variance portfolio, it is observed that before the pandemic declaration, a large proportion of the capital was allocated to bitcoin (BTC). In contrast, after March 2020, the portfolio is more diversified with short positions for BTC. Moreover, the MLP models give the best predictive results, although not statistically different in accuracy compared to the LSTM and LSTM-GARCH versions under the Diebold-Mariano test. In sum, MLP models outperform most stylised financial models and are less computationally expensive than more complex neural networks. Therefore, simple learning models are suggested in highly non-linear time series volatility forecasts as it is the cryptocurrency market.

3.
J Am Chem Soc ; 144(12): 5284-5294, 2022 03 30.
Article in English | MEDLINE | ID: mdl-35293206

ABSTRACT

Antibody-drug conjugates (ADCs) are a class of targeted therapeutics used to selectively kill cancer cells. It is important that they remain intact in the bloodstream and release their payload in the target cancer cell for maximum efficacy and minimum toxicity. The development of effective ADCs requires the study of factors that can alter the stability of these therapeutics at the atomic level. Here, we present a general strategy that combines synthesis, bioconjugation, linker technology, site-directed mutagenesis, and modeling to investigate the influence of the site and microenvironment of the trastuzumab antibody on the stability of the conjugation and linkers. Trastuzumab is widely used to produce targeted ADCs because it can target with high specificity a receptor that is overexpressed in certain breast cancer cells (HER2). We show that the chemical environment of the conjugation site of trastuzumab plays a key role in the stability of linkers featuring acid-sensitive groups such as acetals. More specifically, Lys-207, located near the reactive Cys-205 of a thiomab variant of the antibody, may act as an acid catalyst and promote the hydrolysis of acetals. Mutation of Lys-207 into an alanine or using a longer linker that separates this residue from the acetal group stabilizes the conjugates. Analogously, Lys-207 promotes the beneficial hydrolysis of the succinimide ring when maleimide reagents are used for conjugation, thus stabilizing the subsequent ADCs by impairing the undesired retro-Michael reactions. This work provides new insights for the design of novel ADCs with improved stability properties.


Subject(s)
Antineoplastic Agents , Immunoconjugates , Acetals , Antineoplastic Agents/chemistry , Antineoplastic Agents/pharmacology , Immunoconjugates/chemistry , Maleimides/chemistry , Mutation , Sulfhydryl Compounds/chemistry , Trastuzumab/chemistry
4.
Angew Chem Int Ed Engl ; 61(8): e202113519, 2022 02 14.
Article in English | MEDLINE | ID: mdl-34739737

ABSTRACT

Owing to their bioorthogonality, transition metals have become very popular in the development of biocompatible bond-cleavage reactions. However, many approaches require design and synthesis of complex ligands or formulation of nanoparticles which often perform poorly in living cells. This work reports on a method for the generation of an active palladium species that triggers bond-cleaving reactions inside living cells. We utilized the water-soluble Na2 PdCl4 as a simple source of PdII which can be intracellularly reduced by sodium ascorbate to the active Pd0 species. Once generated, Pd0 triggers the cleavage of allyl ether and carbamate caging groups leading to the release of biologically active molecules. These findings do not only expand the toolbox of available bioorthogonal dissociative reactions but also provide an additional strategy for controlling the reactivity of Pd species involved in Pd-mediated bioorthogonal reactions.


Subject(s)
Ascorbic Acid/chemistry , Biocompatible Materials/chemistry , Palladium/chemistry , Molecular Structure , Nanoparticles/chemistry
5.
Curr Med Chem ; 29(7): 1208-1218, 2022.
Article in English | MEDLINE | ID: mdl-34254906

ABSTRACT

Aromatic platforms are ubiquitous recognition motifs occurring in protein carbohydrate- binding domains (CBDs), RNA receptors and enzymes. They stabilize the glycoside/ receptor complexes by participating in stacking CH/π interactions with either the α- or ß- face of the corresponding pyranose units. In addition, the role played by aromatic units in the stabilization of glycoside cationic transition states has started being recognized in recent years. Extensive studies carried out during the last decade have allowed the dissection of the main contributing forces that stabilize the carbohydrate/aromatic complexes, while helping delineate not only the standing relationship between the glycoside/ aromatic chemical structures and the strength of this interaction but also their potential influence on glycoside reactivity.


Subject(s)
Carbohydrates , Glycosides , Carbohydrates/chemistry , Catalysis , Cations/chemistry , Humans , Models, Molecular
6.
Org Lett ; 23(21): 8580-8584, 2021 11 05.
Article in English | MEDLINE | ID: mdl-34694118

ABSTRACT

A self-immolative bioorthogonal conditionally cleavable linker based on Grob fragmentation is described. It is derived from 1,3-aminocyclohexanols and allows the release of sulfonate-containing compounds in aqueous media. Modulation of the amine pKa promotes fragmentation even at slightly acidic pH, a common feature of several tumor environments. The Grob fragmentation can also occur under physiological conditions in living cells, highlighting the potential bioorthogonal applicability of this reaction.

7.
Chem Commun (Camb) ; 56(96): 15137-15140, 2020 Dec 08.
Article in English | MEDLINE | ID: mdl-33211039

ABSTRACT

The molecular basis of antibody 5E5, which recognizes the entire GalNAc unit as a primary epitope is disclosed. The antibody's contacts with the peptide are mostly limited to two residues, allowing it to show some degree of promiscuity. These findings open the door to the chemical design of peptide-mimetics for developing efficient anti-cancer vaccines and diagnostic tools.


Subject(s)
Antibodies, Monoclonal/chemistry , Antineoplastic Agents/chemistry , Cancer Vaccines/chemistry , Lectins/chemistry , Mucin-1/chemistry , Antibodies, Monoclonal/pharmacology , Antineoplastic Agents/pharmacology , Cancer Vaccines/pharmacology , Drug Screening Assays, Antitumor , Glycopeptides/chemistry , Glycosylation , Humans , Hydrogen Bonding , Lectins/pharmacology , Molecular Dynamics Simulation , Peptide Fragments/chemistry , Protein Conformation , Structure-Activity Relationship
8.
Angew Chem Int Ed Engl ; 59(15): 6196-6200, 2020 04 06.
Article in English | MEDLINE | ID: mdl-31981460

ABSTRACT

An azanorbornadiene bromovinyl sulfone reagent for cysteine-selective bioconjugation has been developed. Subsequent reaction with dipyridyl tetrazine leads to bond cleavage and formation of a pyrrole-linked conjugate. The latter involves ligation of the tetrazine to the azanorbornadiene-tagged protein through inverse electron demand Diels-Alder cycloaddition with subsequent double retro-Diels-Alder reactions to form a stable pyrrole linkage. The sequence of site-selective bioconjugation followed by bioorthogonal bond cleavage was efficiently employed for the labelling of three different proteins. This method benefits from easy preparation of these reagents, selectivity for cysteine, and stability after reaction with a commercial tetrazine, which has potential for the routine preparation of protein conjugates for chemical biology studies.


Subject(s)
Aza Compounds/chemistry , Norbornanes/chemistry , Pyrroles/chemistry , Cycloaddition Reaction , Cysteine/chemistry
9.
Chem Sci ; 11(15): 3996-4006, 2020 Mar 27.
Article in English | MEDLINE | ID: mdl-34122869

ABSTRACT

The Tn antigen (GalNAc-α-1-O-Thr/Ser) is a well-known tumor-associated carbohydrate determinant. The use of glycopeptides that incorporate this structure has become a significant and promising niche of research owing to their potential use as anticancer vaccines. Herein, the conformational preferences of a glycopeptide with an unnatural Tn antigen, characterized by a threonine decorated with an sp2-iminosugar-type α-GalNAc mimic, have been studied both in solution, by combining NMR spectroscopy and molecular dynamics simulations, and in the solid state bound to an anti-mucin-1 (MUC1) antibody, by X-ray crystallography. The Tn surrogate can mimic the main conformer sampled by the natural antigen in solution and exhibits high affinity towards anti-MUC1 antibodies. Encouraged by these data, a cancer vaccine candidate based on this unnatural glycopeptide and conjugated to the carrier protein Keyhole Limpet Hemocyanin (KLH) has been prepared and tested in mice. Significantly, the experiments in vivo have proved that this vaccine elicits higher levels of specific anti-MUC1 IgG antibodies than the analog that bears the natural Tn antigen and that the elicited antibodies recognize human breast cancer cells with high selectivity. Altogether, we compile evidence to confirm that the presentation of the antigen, both in solution and in the bound state, plays a critical role in the efficacy of the designed cancer vaccines. Moreover, the outcomes derived from this vaccine prove that there is room for exploring further adjustments at the carbohydrate level that could contribute to designing more efficient cancer vaccines.

10.
Chem Sci ; 10(16): 4515-4522, 2019 Apr 28.
Article in English | MEDLINE | ID: mdl-31057781

ABSTRACT

We have developed [2.2.1]azabicyclic vinyl sulfone reagents that simultaneously enable cysteine-selective protein modification and introduce a handle for further bioorthogonal ligation. The reaction is fast and selective for cysteine relative to other amino acids that have nucleophilic side-chains, and the formed products are stable in human plasma and are moderately resistant to retro Diels-Alder degradation reactions. A model biotinylated [2.2.1]azabicyclic vinyl sulfone reagent was shown to efficiently label two cysteine-tagged proteins, ubiquitin and C2Am, under mild conditions (1-5 equiv. of reagent in NaPi pH 7.0, room temperature, 30 min). The resulting thioether-linked conjugates were stable and retained the native activity of the proteins. Finally, the dienophile present in the azabicyclic moiety on a functionalised C2Am protein could be fluorescently labelled through an inverse electron demand Diels-Alder reaction in cells to allow selective apoptosis imaging. The combined advantages of directness, site-specificity and easy preparation mean [2.2.1]azabicyclic vinyl sulfones can be used for residue-specific dual protein labelling/construction strategies with minimal perturbation of native function based simply on the attachment of an [2.2.1]azabicyclic moiety to cysteine.

11.
Bioorg Med Chem ; 26(11): 3060-3064, 2018 07 15.
Article in English | MEDLINE | ID: mdl-29482952

ABSTRACT

Site-selective protein modification strategies can be used to insert non-natural functional groups into protein structures. Herein, we report on the use of the bis-electrophile 3-bromo-2-bromomethyl-1-propene as a reagent to introduce an electrophilic handle at cysteine residues under mild conditions. This method is demonstrated on a variety of proteins containing a solvent-exposed cysteine residue, including an anti-HER2 nanobody. Chemically distinct protein conjugates are then efficiently formed through further reaction of the electrophilic site with various nucleophiles, including thiols and amines. The resulting chemically-defined conjugates are highly stable in the presence of glutathione or human plasma and retain both the structure and function of the native protein.


Subject(s)
Proteins/chemistry , Antioxidant Response Elements , Circular Dichroism , Cysteine/chemistry , Glutathione/chemistry , Humans , Models, Molecular , Surface Plasmon Resonance
12.
Org Lett ; 19(19): 5490-5493, 2017 10 06.
Article in English | MEDLINE | ID: mdl-28956446

ABSTRACT

A method for the selective activation of thioglycosides that uses the N+-thiophilic reagent O-mesitylenesulfonylhydroxylamine (MSH) as a promoter is presented. The reaction proceeds via anomeric mesitylensulfonate intermediates, which could be isolated and fully characterized by placing a fluorine atom at the C2 position. In the presence of a soft Lewis acid, glycosylation reaction proceeds at ambient temperature with good yields. It is further demonstrated that it is possible to orthogonally activate S-ethyl in the presence of S-phenyl donors, enabling the design of sequential glycosylation strategies.

13.
Dermatol Surg ; 43(8): 1036-1041, 2017 Aug.
Article in English | MEDLINE | ID: mdl-28375969

ABSTRACT

BACKGROUND: The typical reconstructive option for closing large-sized defects of the distal half of the nose is the paramedian forehead flap. Other alternatives are a melolabial interpolation flap and bilobed or trilobed flaps. The dorsal nasal (Rieger) flap is suitable for closing small-sized defects at this location, especially when they are medially located. OBJECTIVE: The authors describe a modified dorsal nasal flap reconstruction for large nasal defects. The novelty of this study lies in lengthening the leading edge of flap rotation, which may provide tissue either from the adjacent nasal skin, the nasofacial groove, or the cheek. MATERIALS AND METHODS: The authors performed a retrospective chart review of all patients with large defects (>20 mm) of the nose who underwent modified dorsal nasal flap repair between January 2004 and March 2015 at a single academic center. RESULTS: Twenty-seven patients (16 male, 11 female; ages 44-88, mean age 62 years) had defects (the smallest 15 × 21 mm, and the largest 32 × 37 mm) on the lower portion of the nasal pyramid. Follow-up ranged from 12 months to 11 years with good or excellent results in all cases. CONCLUSION: Elongated dorsal nasal flap is a reproducible one-stage flap for large defects of the nose, with minimal risk of aesthetic or functional complications.


Subject(s)
Nose/surgery , Plastic Surgery Procedures/methods , Surgical Flaps , Adult , Aged , Carcinoma, Basal Cell/surgery , Carcinoma, Squamous Cell/surgery , Esthetics , Female , Follow-Up Studies , Humans , Hutchinson's Melanotic Freckle/surgery , Male , Middle Aged , Mohs Surgery , Nose Neoplasms/surgery , Retrospective Studies
14.
Angew Chem Int Ed Engl ; 56(1): 243-247, 2017 01 02.
Article in English | MEDLINE | ID: mdl-27930843

ABSTRACT

The cleavage of a protecting group from a protein or drug under bioorthogonal conditions enables accurate spatiotemporal control over protein or drug activity. Disclosed herein is that vinyl ethers serve as protecting groups for alcohol-containing molecules and as reagents for bioorthogonal bond-cleavage reactions. A vinyl ether moiety was installed in a range of molecules, including amino acids, a monosaccharide, a fluorophore, and an analogue of the cytotoxic drug duocarmycin. Tetrazine-mediated decaging proceeded under biocompatible conditions with good yields and reasonable kinetics. Importantly, the nontoxic, vinyl ether duocarmycin double prodrug was successfully decaged in live cells to reinstate cytotoxicity. This bioorthogonal reaction presents broad applicability and may be suitable for in vivo applications.


Subject(s)
Alcohols/metabolism , Tetrazoles/metabolism , Vinyl Compounds/metabolism , Alcohols/chemistry , Cell Line, Tumor , Cycloaddition Reaction , Electrons , Hep G2 Cells , Humans , Kinetics , Molecular Structure , Quantum Theory , Tetrazoles/chemistry , Vinyl Compounds/chemistry
15.
J Am Chem Soc ; 138(20): 6463-74, 2016 05 25.
Article in English | MEDLINE | ID: mdl-27123740

ABSTRACT

Development of strong and selective binders from promiscuous lead compounds represents one of the most expensive and time-consuming tasks in drug discovery. We herein present a novel fragment-based combinatorial strategy for the optimization of multivalent polyamine scaffolds as DNA/RNA ligands. Our protocol provides a quick access to a large variety of regioisomer libraries that can be tested for selective recognition by combining microdialysis assays with simple isotope labeling and NMR experiments. To illustrate our approach, 20 small libraries comprising 100 novel kanamycin-B derivatives have been prepared and evaluated for selective binding to the ribosomal decoding A-Site sequence. Contrary to the common view of NMR as a low-throughput technique, we demonstrate that our NMR methodology represents a valuable alternative for the detection and quantification of complex mixtures, even integrated by highly similar or structurally related derivatives, a common situation in the context of a lead optimization process. Furthermore, this study provides valuable clues about the structural requirements for selective A-site recognition.


Subject(s)
Combinatorial Chemistry Techniques , Nuclear Magnetic Resonance, Biomolecular/methods , Nucleic Acids/chemistry , Small Molecule Libraries/chemistry , Drug Discovery , Kanamycin/analogs & derivatives , Kanamycin/chemistry , Microdialysis , Molecular Dynamics Simulation , Quantum Theory
16.
Angew Chem Int Ed Engl ; 54(14): 4344-8, 2015 Mar 27.
Article in English | MEDLINE | ID: mdl-25664754

ABSTRACT

Electrostatic and charge-transfer contributions to CH-π complexes can be modulated by attaching electron-withdrawing substituents to the carbon atom. While clearly stabilizing in the gas phase, the outcome of this chemical modification in water is more difficult to predict. Herein we provide a definitive and quantitative answer to this question employing a simple strategy based on dynamic combinatorial chemistry.


Subject(s)
Combinatorial Chemistry Techniques , Static Electricity , Water/chemistry
17.
Chem Sci ; 6(11): 6076-6085, 2015 11 01.
Article in English | MEDLINE | ID: mdl-28717448

ABSTRACT

CH/π interactions play a key role in a large variety of molecular recognition processes of biological relevance. However, their origins and structural determinants in water remain poorly understood. In order to improve our comprehension of these important interaction modes, we have performed a quantitative experimental analysis of a large data set comprising 117 chemically diverse carbohydrate/aromatic stacking complexes, prepared through a dynamic combinatorial approach recently developed by our group. The obtained free energies provide a detailed picture of the structure-stability relationships that govern the association process, opening the door to the rational design of improved carbohydrate-based ligands or carbohydrate receptors. Moreover, this experimental data set, supported by quantum mechanical calculations, has contributed to the understanding of the main driving forces that promote complex formation, underlining the key role played by coulombic and solvophobic forces on the stabilization of these complexes. This represents the most quantitative and extensive experimental study reported so far for CH/π complexes in water.

19.
J Am Chem Soc ; 135(9): 3347-50, 2013 Mar 06.
Article in English | MEDLINE | ID: mdl-23418701

ABSTRACT

A dynamical combinatorial approach for the study of weak carbohydrate/aromatic interactions is presented. This methodology has been employed to dissect the subtle structure-stability relationships that govern facial selectivity in these supramolecular complexes.


Subject(s)
Carbohydrates/chemistry , Combinatorial Chemistry Techniques , Hydrocarbons, Aromatic/chemistry , Macromolecular Substances/chemical synthesis , Macromolecular Substances/chemistry , Magnetic Resonance Spectroscopy/standards , Molecular Structure , Reference Standards
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