RESUMEN
Invasive lobular carcinoma (ILC) is the second most prevalent histologic subtype of invasive breast cancer. Here, we comprehensively profiled 817 breast tumors, including 127 ILC, 490 ductal (IDC), and 88 mixed IDC/ILC. Besides E-cadherin loss, the best known ILC genetic hallmark, we identified mutations targeting PTEN, TBX3, and FOXA1 as ILC enriched features. PTEN loss associated with increased AKT phosphorylation, which was highest in ILC among all breast cancer subtypes. Spatially clustered FOXA1 mutations correlated with increased FOXA1 expression and activity. Conversely, GATA3 mutations and high expression characterized luminal A IDC, suggesting differential modulation of ER activity in ILC and IDC. Proliferation and immune-related signatures determined three ILC transcriptional subtypes associated with survival differences. Mixed IDC/ILC cases were molecularly classified as ILC-like and IDC-like revealing no true hybrid features. This multidimensional molecular atlas sheds new light on the genetic bases of ILC and provides potential clinical options.
Asunto(s)
Neoplasias de la Mama/genética , Neoplasias de la Mama/patología , Carcinoma Lobular/genética , Carcinoma Lobular/patología , Antígenos CD , Neoplasias de la Mama/metabolismo , Cadherinas/química , Cadherinas/genética , Cadherinas/metabolismo , Carcinoma Ductal de Mama/genética , Carcinoma Ductal de Mama/patología , Carcinoma Lobular/metabolismo , Femenino , Factor Nuclear 3-alfa del Hepatocito/química , Factor Nuclear 3-alfa del Hepatocito/genética , Factor Nuclear 3-alfa del Hepatocito/metabolismo , Humanos , Modelos Moleculares , Mutación , Análisis de Secuencia por Matrices de Oligonucleótidos , Proteína Oncogénica v-akt/metabolismo , TranscriptomaRESUMEN
C3larvin toxin was identified by a bioinformatic strategy as a putative mono-ADP-ribosyltransferase and a possible virulence factor from Paenibacillus larvae, which is the causative agent of American Foulbrood in honey bees. C3larvin targets RhoA as a substrate for its transferase reaction, and kinetics for both the NAD(+) (Km = 34 ± 12 µm) and RhoA (Km = 17 ± 3 µm) substrates were characterized for this enzyme from the mono-ADP-ribosyltransferase C3 toxin subgroup. C3larvin is toxic to yeast when expressed in the cytoplasm, and catalytic variants of the enzyme lost the ability to kill the yeast host, indicating that the toxin exerts its lethality through its enzyme activity. A small molecule inhibitor of C3larvin enzymatic activity was discovered called M3 (Ki = 11 ± 2 µm), and to our knowledge, is the first inhibitor of transferase activity of the C3 toxin family. C3larvin was crystallized, and its crystal structure (apoenzyme) was solved to 2.3 Å resolution. C3larvin was also shown to have a different mechanism of cell entry from other C3 toxins.
Asunto(s)
ADP Ribosa Transferasas/química , Proteínas Bacterianas/química , Paenibacillus/enzimología , Proteína de Unión al GTP rhoA/química , Secuencia de Aminoácidos , Toxinas Botulínicas/química , Catálisis , Dicroismo Circular , Biología Computacional , Cristalización , Cristalografía por Rayos X , Escherichia coli/metabolismo , Guanosina Trifosfato/química , Concentración 50 Inhibidora , Datos de Secuencia Molecular , NAD/química , Unión Proteica , Conformación Proteica , Homología de Secuencia de Aminoácido , Toxinas Biológicas/química , Factores de VirulenciaRESUMEN
Understanding protein-protein interactions is a key challenge in biochemistry. In this work, we describe a more accurate methodology to predict Hot-Spots (HS) in protein-protein interfaces from their native complex structure compared to previous published Machine Learning (ML) techniques. Our model is trained on a large number of complexes and on a significantly larger number of different structural- and evolutionary sequence-based features. In particular, we added interface size, type of interaction between residues at the interface of the complex, number of different types of residues at the interface and the Position-Specific Scoring Matrix (PSSM), for a total of 79 features. We used twenty-seven algorithms from a simple linear-based function to support-vector machine models with different cost functions. The best model was achieved by the use of the conditional inference random forest (c-forest) algorithm with a dataset pre-processed by the normalization of features and with up-sampling of the minor class. The method has an overall accuracy of 0.80, an F1-score of 0.73, a sensitivity of 0.76 and a specificity of 0.82 for the independent test set.
Asunto(s)
Biología Computacional/métodos , Aprendizaje Automático , Mapeo de Interacción de Proteínas/métodos , Proteínas/química , Proteínas/metabolismo , Algoritmos , Bases de Datos de Proteínas , Humanos , Conformación Proteica , Dominios y Motivos de Interacción de ProteínasRESUMEN
Vis toxin was identified by a bioinformatics strategy as a putative virulence factor produced by Vibrio splendidus with mono-ADP-ribosyltransferase activity. Vis was purified to homogeneity as a 28 kDa single-domain enzyme and was shown to possess NAD(+)-glycohydrolase [KM(NAD(+)) = 276 ± 12 µM] activity and with an R-S-E-X-E motif; it targets arginine-related compounds [KM(agmatine) = 272 ± 18 mM]. Mass spectrometry analysis revealed that Vis labels l-arginine with ADP-ribose from the NAD(+) substrate at the amino nitrogen of the guanidinium side chain. Vis is toxic to yeast when expressed in the cytoplasm under control of the CUP1 promotor, and catalytic variants lost the ability to kill the yeast host, indicating that the toxin exerts its lethality through its enzyme activity. Several small molecule inhibitors were identified from a virtual screen, and the most potent compounds were found to inhibit the transferase activity of the enzyme with Ki values ranging from 25 to 134 µM. Inhibitor compound M6 bears the necessary attributes of a solid candidate as a lead compound for therapeutic development. Vis toxin was crystallized, and the structures of the apoenzyme (1.4 Å) and the enzyme bound with NAD(+) (1.8 Å) and with the M6 inhibitor (1.5 Å) were determined. The structures revealed that Vis represents a new subgroup within the mono-ADP-ribosyltransferase toxin family.
Asunto(s)
ADP Ribosa Transferasas/química , Toxinas Bacterianas/química , Vibrio/enzimología , ADP Ribosa Transferasas/metabolismo , Adenosina Difosfato Ribosa/metabolismo , Secuencia de Aminoácidos , Toxinas Bacterianas/metabolismo , Cristalografía por Rayos X , Guanidina/metabolismo , Modelos Moleculares , Datos de Secuencia Molecular , NAD+ Nucleosidasa/química , NAD+ Nucleosidasa/metabolismo , Conformación Proteica , Alineación de Secuencia , Vibrio/química , Vibrio/metabolismoRESUMEN
Certain Vibrio cholerae strains produce cholix, a potent protein toxin that has diphthamide-specific ADP-ribosyltransferase activity against eukaryotic elongation factor 2. Here we present a 1.8 Å crystal structure of cholix in complex with its natural substrate, nicotinamide adenine dinucleotide (NAD(+)). We also substituted hallmark catalytic residues by site-directed mutagenesis and analyzed both NAD(+) binding and ADP-ribosyltransferase activity using a fluorescence-based assay. These data are the basis for a new kinetic model of cholix toxin activity. Further, the new structural data serve as a reference for continuing inhibitor development for this toxin class.
Asunto(s)
Factores de Ribosilacion-ADP , Toxinas Bacterianas , Modelos Biológicos , Modelos Moleculares , NAD , Vibrio cholerae/enzimología , Factores de Ribosilacion-ADP/química , Factores de Ribosilacion-ADP/metabolismo , Toxinas Bacterianas/química , Toxinas Bacterianas/metabolismo , Cristalografía por Rayos X , NAD/química , NAD/metabolismo , Estructura Terciaria de ProteínaRESUMEN
Heteropolymeric B-band O-antigen (O-Ag) biosynthesis in Pseudomonas aeruginosa PAO1 follows the Wzy-dependent pathway, beginning with translocation of undecaprenyl pyrophosphate-linked anionic O-Ag subunits (O units) from the inner to the outer leaflets of the inner membrane (IM). This translocation is mediated by the integral IM flippase Wzx. Through experimentally based and unbiased topological mapping, our group previously observed that Wzx possesses many charged and aromatic amino acid residues within its 12 transmembrane segments (TMS). Herein, site-directed mutagenesis targeting 102 residues was carried out on the TMS and loops of Wzx, followed by assessment of each construct's ability to restore B-band O-Ag production, identifying eight residues important for flippase function. The importance of various charged and aromatic residues was highlighted, predominantly within the TMS of the protein, revealing functional 'hotspots' within the flippase, particularly within TMS2 and TMS8. Construction of a tertiary structure homology model for Wzx indicated that TMS2 and TMS8 line a central cationic lumen. This is the first report to describe a charged flippase lumen for mediating anionic O-unit translocation across the hydrophobic IM.
Asunto(s)
Proteínas de Transporte de Membrana/metabolismo , Antígenos O/metabolismo , Pseudomonas aeruginosa/enzimología , Sustitución de Aminoácidos , Membrana Celular/metabolismo , Proteínas de Transporte de Membrana/genética , Modelos Moleculares , Mutagénesis Sitio-Dirigida , Proteínas Mutantes/genética , Proteínas Mutantes/metabolismo , Conformación Proteica , Pseudomonas aeruginosa/genéticaRESUMEN
In the current data-rich era, making the leap from sequence data to knowledge is a task that requires an elegant bioinformatics toolset to pinpoint pressing research questions. Therefore, a strategy to expand important protein-family knowledge is required, particularly in cases in which primary sequence identity is low but structural conservation is high. For example, the mono-ADP-ribosylating toxins fit these criteria and several approaches have been used to accelerate the discovery of new family members. The strategy evolved from conduction of PSI-BLAST searches through to the combination of secondary-structure prediction with pattern-based searches. However, a newly developed tactic, in which fold recognition dominates, reduces reliance on sequence similarity and advances scientists toward a true structure-based protein-family expansion methodology.
Asunto(s)
ADP Ribosa Transferasas/metabolismo , Toxinas Bacterianas/metabolismo , Biología Computacional/métodos , Bases de Datos de Proteínas , ADP Ribosa Transferasas/genética , Animales , Dominio Catalítico , Pliegue de Proteína , Estructura Secundaria de Proteína , Alineación de Secuencia/métodos , Programas InformáticosRESUMEN
Photorhabdus luminescens is a pathogenic bacterium that produces many toxic proteins. The mono-ADP-ribosyltransferases (mARTs) are an enzyme class produced by numerous pathogenic bacteria and participate in disease in plants and animals, including humans. Herein we report a novel mART from P. luminescens called Photox. This 46-kDa toxin shows high homology to other actin-targeting mARTs in hallmark catalytic regions and a similar core catalytic fold. Furthermore, Photox shows in vivo cytotoxic activity against yeast, with protection occurring when catalytic residues are substituted with alanine. In vitro, enzymatic activity (k(cat), 1680 +/- 75 min(-1)) is higher than that of the related iota toxin, and diminishes by nearly 14,000-fold following substitution of the catalytic Glu (E355A). This toxin specifically ADP-ribosylates monomeric alpha-skeletal actin and nonmuscle beta- and gamma-actin at Arg(177), inhibiting regular polymerization of actin filaments. These results indicate that Photox is indeed an ADP-ribosyltransferase, making it the newest member of the actin-targeting mART family.
Asunto(s)
ADP Ribosa Transferasas/metabolismo , Citoesqueleto de Actina/metabolismo , Actinas/metabolismo , Toxinas Bacterianas/metabolismo , Photorhabdus/enzimología , ADP Ribosa Transferasas/química , ADP Ribosa Transferasas/genética , Citoesqueleto de Actina/química , Citoesqueleto de Actina/genética , Actinas/química , Actinas/genética , Animales , Toxinas Bacterianas/química , Toxinas Bacterianas/genética , Pollos , Photorhabdus/genética , Photorhabdus/patogenicidad , Enfermedades de las Plantas/microbiologíaRESUMEN
The mono-ADP-ribosyltransferase toxins are bacterial virulence factors that contribute to many disease states in plants, animals, and humans. These toxins function as enzymes that target various host proteins and covalently attach an ADP-ribose moiety that alters target protein function. We tested compounds from a virtual screen of commercially available compounds combined with a directed poly(ADP-ribose) polymerase (PARP) inhibitor library and found several compounds that bind tightly and inhibit toxins from Pseudomonas aeruginosa and Vibrio cholerae. The most efficacious compounds completely protected human lung epithelial cells against the cytotoxicity of these bacterial virulence factors. Moreover, we determined high-resolution crystal structures of the best inhibitors in complex with cholix toxin to reveal important criteria for inhibitor binding and mechanism of action. These results provide new insight into development of antivirulence compounds for treating many bacterial diseases.
Asunto(s)
ADP Ribosa Transferasas/antagonistas & inhibidores , Antibacterianos/farmacología , Factores de Ribosilacion-ADP/antagonistas & inhibidores , Antibacterianos/efectos adversos , Toxinas Bacterianas/antagonistas & inhibidores , Línea Celular , Supervivencia Celular/efectos de los fármacos , Humanos , Concentración 50 Inhibidora , Inhibidores de Poli(ADP-Ribosa) Polimerasas , Pseudomonas aeruginosa/enzimologíaRESUMEN
Chelt, a cholera-like toxin from Vibrio cholerae, and Certhrax, an anthrax-like toxin from Bacillus cereus, are among six new bacterial protein toxins we identified and characterized using in silico and cell-based techniques. We also uncovered medically relevant toxins from Mycobacterium avium and Enterococcus faecalis. We found agriculturally relevant toxins in Photorhabdus luminescens and Vibrio splendidus. These toxins belong to the ADP-ribosyltransferase family that has conserved structure despite low sequence identity. Therefore, our search for new toxins combined fold recognition with rules for filtering sequences--including a primary sequence pattern--to reduce reliance on sequence identity and identify toxins using structure. We used computers to build models and analyzed each new toxin to understand features including: structure, secretion, cell entry, activation, NAD+ substrate binding, intracellular target binding and the reaction mechanism. We confirmed activity using a yeast growth test. In this era where an expanding protein structure library complements abundant protein sequence data--and we need high-throughput validation--our approach provides insight into the newest toxin ADP-ribosyltransferases.
Asunto(s)
ADP Ribosa Transferasas/química , Bacillus cereus/enzimología , Proteínas Bacterianas/química , Toxinas Bacterianas/química , Vibrio cholerae/enzimología , ADP Ribosa Transferasas/metabolismo , Secuencia de Aminoácidos , Bacillus cereus/química , Bacillus cereus/patogenicidad , Proteínas Bacterianas/metabolismo , Toxinas Bacterianas/metabolismo , Biología Computacional , Minería de Datos , Enterococcus faecalis/química , Enterococcus faecalis/enzimología , Enterococcus faecalis/patogenicidad , Modelos Moleculares , Datos de Secuencia Molecular , Mycobacterium avium/química , Mycobacterium avium/enzimología , Mycobacterium avium/patogenicidad , Photorhabdus/química , Photorhabdus/enzimología , Photorhabdus/patogenicidad , Filogenia , Conformación Proteica , Reproducibilidad de los Resultados , Alineación de Secuencia , Análisis de Secuencia de ADN , Relación Estructura-Actividad , Vibrio/química , Vibrio/enzimología , Vibrio/patogenicidad , Vibrio cholerae/química , Vibrio cholerae/patogenicidadRESUMEN
The emergence of bacterial antibiotic resistance poses a significant challenge in the pursuit of novel therapeutics, making new strategies for drug discovery imperative. We have developed a yeast growth-defect phenotypic screen to help solve this current dilemma. This approach facilitates the identification and characterization of a new diphtheria toxin (DT) group, ADP-ribosyltransferase toxins from pathogenic bacteria. In addition, this assay utilizes Saccharomyces cerevisiae, a reliable model for bacterial toxin expression, to streamline the identification and characterization of new inhibitors against this group of bacterial toxins that may be useful for antimicrobial therapies. We show that a mutant of the elongation factor 2 target protein in yeast, G701R, confers resistance to all DT group toxins and recovers the growth-defect phenotype in yeast. We also demonstrate the ability of a potent small-molecule toxin inhibitor, 1,8-naphthalimide (NAP), to alleviate the growth defect caused by toxin expression in yeast. Moreover, we determined the crystal structure of the NAP inhibitor-toxin complex at near-atomic resolution to provide insight into the inhibitory mechanism. Finally, the NAP inhibitor shows therapeutic protective effects against toxin invasion of mammalian cells, including human lung cells.
Asunto(s)
Bioensayo/métodos , Toxina Diftérica/farmacología , Saccharomyces cerevisiae/efectos de los fármacos , ADP Ribosa Transferasas/química , ADP Ribosa Transferasas/genética , ADP Ribosa Transferasas/metabolismo , ADP Ribosa Transferasas/farmacología , Línea Celular , Toxina Diftérica/química , Toxina Diftérica/genética , Toxina Diftérica/metabolismo , Humanos , Saccharomyces cerevisiae/genética , Saccharomyces cerevisiae/crecimiento & desarrollo , Saccharomyces cerevisiae/metabolismoRESUMEN
The ADP-ribosyltransferases are a class of enzymes that display activity in a variety of bacterial pathogens responsible for causing diseases in plants and animals, including those affecting mankind, such as diphtheria, cholera, and whooping cough. We report the characterization of a novel toxin from Vibrio cholerae, which we call cholix toxin. The toxin is active against mammalian cells (IC(50) = 4.6 +/- 0.4 ng/ml) and crustaceans (Artemia nauplii LD(50) = 10 +/- 2 mug/ml). Here we show that this toxin is the third member of the diphthamide-specific class of ADP-ribose transferases and that it possesses specific ADP-ribose transferase activity against ribosomal eukaryotic elongation factor 2. We also describe the high resolution crystal structures of the multidomain toxin and its catalytic domain at 2.1- and 1.25-A resolution, respectively. The new structural data show that cholix toxin possesses the necessary molecular features required for infection of eukaryotes by receptor-mediated endocytosis, translocation to the host cytoplasm, and inhibition of protein synthesis by specific modification of elongation factor 2. The crystal structures also provide important insight into the structural basis for activation of toxin ADP-ribosyltransferase activity. These results indicate that cholix toxin may be an important virulence factor of Vibrio cholerae that likely plays a significant role in the survival of the organism in an aquatic environment.