ABSTRACT
Extracellular vesicles (EVs) are nano-sized, natural, cell-derived vesicles that contain the same nucleic acids, proteins, and lipids as their source cells. Thus, they can serve as natural carriers for therapeutic agents and drugs, and have many advantages over conventional nanocarriers, including their low immunogenicity, good biocompatibility, natural blood-brain barrier penetration, and capacity for gene delivery. This review first introduces the classification of EVs and then discusses several currently popular methods for isolating and purifying EVs, EVs-mediated drug delivery, and the functionalization of EVs as carriers. Thereby, it provides new avenues for the development of EVs-based therapeutic strategies in different fields of medicine. Finally, it highlights some challenges and future perspectives with regard to the clinical application of EVs.
Subject(s)
Drug Delivery Systems , Extracellular Vesicles , Drug Delivery Systems/methods , Extracellular Vesicles/metabolism , Proteins , Biological TransportABSTRACT
We demonstrate that the Halorhodospira halophila (Hhal) photoactive yellow protein (PYP) is not representative of the greater PYP family. The photodynamics of the PYP isolated from Salinibacter ruber (Srub) is characterized with a comprehensive range of spectroscopic techniques including ultrafast transient absorption, photostationary light titrations, Fourier transform infrared, and cryokinetics spectroscopies. We demonstrate that the dark-adapted pG state consists of two subpopulations differing in the protonation state of the chromophore and that both are photoactive, with the protonated species undergoing excited-state proton transfer. However, the primary I0 photoproduct observed in the Hhal PYP photocycle is absent in the Srub PYP photodynamics, which indicates that this intermediate, while important in Hhal photodynamics, is not a critical intermediate in initiating all PYP photocycles. The excited-state lifetime of Srub PYP is the longest of any PYP resolved to date (â¼30 ps), which we ascribe to the more constrained chromophore binding pocket of Srub PYP and the absence of the critical Arg52 residue found in Hhal PYP. The final stage of the Srub PYP photocycle involves the slowest known thermal dark reversion of a PYP (â¼40 min vs 350 ms in Hhal PYP). This property allowed the characterization of a pH-dependent equilibrium between the light-adapted pB state with a protonated cis chromophore and a newly resolved pG' intermediate with a deprotonated cis chromophore and pG-like protein conformation. This result demonstates that protein conformational changes and chromophore deprotonation precede chromophore reisomerization during the thermal recovery of the PYP photocycle.
Subject(s)
Bacterial Proteins/chemistry , Bacteroidetes/chemistry , Halorhodospira halophila/chemistry , Photoreceptors, Microbial/chemistry , Bacterial Proteins/isolation & purification , Photochemical Processes , Photoreceptors, Microbial/isolation & purification , Protein Conformation , Protons , Stereoisomerism , TemperatureABSTRACT
Lung cancer is the leading cause of cancer-related death worldwide, especially non-small cell lung cancer. Early diagnosis and better treatment choices have already provided a more promising prognosis for cancer patients. In targeted therapy, antagonists target specific genes supporting cancer growth, proliferation and metastasis. With the incorporation of targeted therapies in routine cancer therapy, it is imperative that the array of toxicities associated with these agents must be well-recognized and managed, especially since these toxicities are distinct from those seen with conventional cytotoxic agents. Drug-related nephrotoxicity has attracted attention when initiating cancer therapy. Our review aims to summarize the adverse renal effects caused by targeted therapy during lung cancer treatment, mainly focusing on EGFR and ALK tyrosine kinase inhibitors. Also, we discuss the possible mechanism of the side effect and provide managements to help improve the renal function in clinical practice.
Subject(s)
Antineoplastic Agents , Lung Neoplasms , Molecular Targeted Therapy , Protein Kinase Inhibitors , Humans , Lung Neoplasms/drug therapy , Molecular Targeted Therapy/adverse effects , Protein Kinase Inhibitors/adverse effects , Protein Kinase Inhibitors/therapeutic use , Antineoplastic Agents/adverse effects , Antineoplastic Agents/therapeutic use , Anaplastic Lymphoma Kinase/antagonists & inhibitors , ErbB Receptors/antagonists & inhibitors , Animals , Kidney Diseases/chemically induced , Kidney/drug effects , Kidney/pathology , Kidney/metabolism , Carcinoma, Non-Small-Cell Lung/drug therapyABSTRACT
The prevalence of Alzheimer's disease (AD) is increasing globally due to population aging. However, effective clinical treatment strategies for AD still remain elusive. The mechanisms underlying AD onset and the interplay between its pathological factors have so far been unclear. Evidence indicates that AD progression is ultimately driven by neuronal loss, which in turn is caused by neuroapoptosis and neuroinflammation. Therefore, the inhibition of neuroapoptosis and neuroinflammation could be a useful anti-AD strategy. Nonetheless, the delivery of active drug agents into the brain parenchyma is hindered by the blood-brain barrier (BBB). To address this challenge, we fabricated a black phosphorus nanosheet (BP)-based methylene blue (MB) delivery system (BP-MB) for AD therapy. After confirming the successful preparation of BP-MB, we proved that its BBB-crossing ability was enhanced under near-infrared light irradiation. In vitro pharmacodynamics analysis revealed that BP and MB could synergistically scavenge excessive reactive oxygen species (ROS) in okadaic acid (OA)-treated PC12 cells and lipopolysaccharide (LPS)-treated BV2 cells, thus efficiently reversing neuroapoptosis and neuroinflammation. To study in vivo pharmacodynamics, we established a mouse model of AD mice, and behavioral tests confirmed that BP-MB treatment could successfully improve cognitive function in these animals. Notably, the results of pathological evaluation were consistent with those of the in vitro assays. The findings demonstrated that BP-MB could scavenge excessive ROS and inhibit Tau hyperphosphorylation, thereby alleviating downstream neuroapoptosis and regulating the polarization of microglia from the pro-inflammatory M1 phenotype to the anti-inflammatory M2 phenotype. Overall, this study highlights the therapeutic potential of a smart nanomedicine with the capability of reversing neuroapoptosis and neuroinflammation for AD treatment.
ABSTRACT
Currently, the most effective way to improve the anti-fouling performance of water treatment separation membrane is to enhance the hydrophilicity of the membrane surface, but it can still cause contamination, leading to the occurrence of flux reduction. The construction of a strong hydration layer to resist wastewater contamination is still a challenging task. In this study, a defect-free hydration layer barrier was achieved by grafting chitosan polysaccharide derivatives (CS-SDAEM) on the membrane, which achieved in effective fouling prevention and low flux decline rate. A layer of tannic acid-coated carbon nanotubes (TA@CNTs) has been uniformly deposited on the commercial PVDF membrane so that the surface was rich in -COOH groups, providing sufficient reaction sites. These reactive groups facilitate the grafting of amphiphilic polymers onto the membrane. This modification strategy achieved in enhancing the antifouling performance. The modified membrane achieved low contamination rate with DR of 16.9 % for wastewater filtration, and the flux recovery rate was above 95 % with PWF of 1100 (L·m-2·h-1). The membrane had excellent anti-fouling performance, which provided a new route for the future development of water treatment membrane.
Subject(s)
Chitosan , Emulsions , Membranes, Artificial , Nanotubes, Carbon , Polyvinyls , Water Purification , Water Purification/methods , Chitosan/chemistry , Polyvinyls/chemistry , Nanotubes, Carbon/chemistry , Tannins/chemistry , Polysaccharides/chemistry , Water/chemistry , Wastewater/chemistry , Oils/chemistry , Hydrophobic and Hydrophilic Interactions , Filtration/methods , Fluorocarbon PolymersABSTRACT
The accumulation of hyperphosphorylated tau protein aggregates is a key pathogenic event in Alzheimer's disease (AD) and induces mitochondrial dysfunction and reactive oxygen species overproduction. However, the treatment of AD remains challenging owning to the hindrance caused by the blood-brain barrier (BBB) and the complex pathology of AD. Nasal delivery represents an effective means of circumventing the BBB and delivering drugs to the brain. In this study, black phosphorus (BP) is used as a drug carrier, as well as an antioxidant, and loaded with a tau aggregation inhibitor, methylene blue (MB), to obtain BP-MB. For intranasal (IN) delivery, a thermosensitive hydrogel is fabricated by cross-linking carboxymethyl chitosan and aldehyde Pluronic F127 (F127-CHO) micelles. The BP-MB nanocomposite is incorporated into the hydrogel to obtain BP-MB@Gel. BP-MB@Gel could be injected intranasally, providing high nasal mucosal retention and controlled drug release. After IN administration, BP-MB is continuously released and delivered to the brain, exerting synergistic therapeutic effects by suppressing tau neuropathology, restoring mitochondrial function, and alleviating neuroinflammation, thus inducing cognitive improvements in mouse models of AD. These findings highlight a potential strategy for brain-targeted drug delivery in the management of the complex pathologies of AD.
Subject(s)
Administration, Intranasal , Alzheimer Disease , Chitosan , Cognitive Dysfunction , Hydrogels , Methylene Blue , Methylene Blue/chemistry , Methylene Blue/therapeutic use , Methylene Blue/pharmacology , Alzheimer Disease/drug therapy , Alzheimer Disease/metabolism , Animals , Mice , Hydrogels/chemistry , Chitosan/chemistry , Chitosan/analogs & derivatives , Cognitive Dysfunction/drug therapy , Poloxamer/chemistry , Drug Carriers/chemistry , Brain/metabolism , Brain/drug effects , Brain/pathology , Micelles , tau Proteins/metabolism , Disease Models, Animal , Drug Liberation , Blood-Brain Barrier/metabolism , Blood-Brain Barrier/drug effects , Nanocomposites/chemistry , Nanocomposites/therapeutic use , Mitochondria/metabolism , Mitochondria/drug effectsABSTRACT
Standard hydrogen bonds are of great importance for protein structure and function. Ionic hydrogen bonds often are significantly stronger than standard hydrogen bonds and exhibit unique properties, but their role in proteins is not well understood. We report that hydrogen/deuterium exchange causes a redshift in the visible absorbance spectrum of photoactive yellow protein (PYP). We expand the range of interpretable isotope effects by assigning this spectral isotope effect (SIE) to a functionally important hydrogen bond at the active site of PYP. The inverted sign and extent of this SIE is explained by the ionic nature and strength of this hydrogen bond. These results show the relevance of ionic hydrogen bonding for protein active sites, and reveal that the inverted SIE is a novel, to our knowledge, tool to probe ionic hydrogen bonds. Our results support a classification of hydrogen bonds that distinguishes the properties of ionic hydrogen bonds from those of both standard and low barrier hydrogen bonds, and show how this classification helps resolve a recent debate regarding active site hydrogen bonding in PYP.
Subject(s)
Bacterial Proteins/chemistry , Photoreceptors, Microbial/chemistry , Amino Acid Sequence , Hydrogen Bonding , Isotopes/chemistry , Molecular Sequence Data , Protein Structure, TertiaryABSTRACT
An important bottleneck in the use of infrared spectroscopy as a powerful tool for obtaining detailed information on protein structure is the assignment of vibrational modes to specific amino acid residues. Side-chain specific isotopic labeling is a general approach towards obtaining such assignments. We report a method for high yield isotope editing of the bacterial blue light sensor photoactive yellow protein (PYP) containing ring-D(4)-Tyr. PYP was heterologously overproduced in Escherichia coli in minimal media containing ring-D(4)-Tyr in the presence of glyphosate, which inhibits endogenous biosynthesis of aromatic amino acids (Phe, Trp, and Tyr). Mass spectrometry of the intact protein and of tryptic peptides unambiguously demonstrated highly specific labeling of all five Tyr residues in PYP with 98% incorporation and undetectable isotopic scrambling. FTIR spectroscopy of the protein reveals a characteristic Tyr ring vibrational mode at 1515 cm(-1) that is shifted to 1436 cm(-1), consistent with that from ab initio calculations. PYP is a model system for protein structural dynamics and for receptor activation in biological signaling. The results described here open the way to the analysis of PYP using isotope-edited FTIR spectroscopy with side-chain specific labeling.
Subject(s)
Bacterial Proteins/chemistry , Bacterial Proteins/genetics , Halorhodospira halophila/chemistry , Halorhodospira halophila/genetics , Photoreceptors, Microbial/chemistry , Photoreceptors, Microbial/genetics , Tyrosine/chemistry , Cloning, Molecular , Escherichia coli/genetics , Isotope Labeling , Mass Spectrometry , Spectroscopy, Fourier Transform Infrared , Up-RegulationABSTRACT
Formononetin has proven to be antiinflammatory and able to alleviate symptoms of certain allergic diseases. The present study aimed to determine and elucidate the potential effects of formononetin in allergic rhinitis. JME/CF15 cells were pretreated with formononetin at different doses, followed by stimulation with IL13. Cell Counting Kit8 assay was performed to determine the cytotoxicity of formononetin. The expression levels of inflammationrelated proteins, histamine, IgE, TNFα, IL1ß, IL6, granulocytemacrophage colonystimulating factor and eotaxin in IL13stimulated JME/CF15 cells were detected using ELISAs. The expression levels of phosphorylatedNFκB p65, NFκB p65 and cyclooxygenase2 (Cox2) were analyzed using western blotting. Reverse transcriptionquantitative PCR, western blotting and immunofluorescence were performed to measure the levels of mucin 5AC oligomeric mucus/gelforming. Expression levels of sirtuin 1 (SIRT1) and nuclear erythroid factor 2related factor 2 (Nrf2) proteins were also measured using western blotting. The results of the present study revealed that formononetin exerted no cytotoxic effect on the viability of JME/CF15 cells. Following stimulation of JME/CF15 cells with IL13, formononetin suppressed the upregulated expression levels of proinflammatory cytokines. IL13induced formation of mucus was also attenuated by formononetin treatment. Furthermore, it was found that the SIRT1/Nrf2 signaling pathway was activated in formononetintreated JME/CF15 cells, whereas treatment with the SIRT1 inhibitor, EX527, reversed the effects of formononetin on IL13induced inflammation and mucus formation in JME/CF15 cells. In conclusion, the findings of the current study indicated that formononetin may activate the SIRT1/Nrf2 signaling pathway, thereby inhibiting IL13induced inflammation and mucus formation in JME/CF15 cells. These results suggested that formononetin may represent a promising agent for the treatment of allergic rhinitis.
Subject(s)
Inflammation/drug therapy , Isoflavones/pharmacology , Mucus/drug effects , NF-E2-Related Factor 2/metabolism , Nasal Mucosa/drug effects , Nasal Mucosa/metabolism , Sirtuin 1/metabolism , Anti-Inflammatory Agents/pharmacology , Cytokines/metabolism , Epithelial Cells/drug effects , Epithelial Cells/metabolism , Humans , Interleukin-13 , Rhinitis, Allergic/drug therapy , Signal TransductionABSTRACT
PAS domains form a divergent protein superfamily with more than 20 000 members that perform a wide array of sensing and regulatory functions in all three domains of life. Only nine residues are well-conserved in PAS domains, with an Asn residue at the start of α-helix 3 showing the strongest conservation. The molecular functions of these nine conserved residues are unknown. We use static and time-resolved visible and FTIR spectroscopy to investigate receptor activation in the photosensor photoactive yellow protein (PYP), a PAS domain prototype. The N43A and N43S mutants allow an investigation of the role of side-chain hydrogen bonding at this conserved position. The mutants exhibit a blue-shifted visible absorbance maximum and up-shifted chromophore pK(a). Disruption of the hydrogen bonds in N43A PYP causes both a reduction in protein stability and a 3400-fold increase in the lifetime of the signaling state of this photoreceptor. A significant part of this increase in lifetime can be attributed to the helical capping interaction of Asn43. This extends the known importance of helical capping for protein structure to regulating functional protein kinetics. A model for PYP activation has been proposed in which side-chain hydrogen bonding of Asn43 is critical for relaying light-induced conformational changes. However, FTIR spectroscopy shows that both Asn43 mutants retain full allosteric transmission of structural changes. Analysis of 30 available high-resolution structures of PAS domains reveals that the side-chain hydrogen bonding of residue 43 but not residue identity is highly conserved and suggests that its helical cap affects signaling kinetics in other PAS domains.
Subject(s)
Photoreceptors, Microbial/chemistry , Amino Acid Sequence , Conserved Sequence , Hydrogen Bonding , Kinetics , Models, Molecular , Molecular Sequence Data , Photoreceptors, Microbial/genetics , Sequence Alignment , Signal Transduction , Spectroscopy, Fourier Transform InfraredABSTRACT
Idiomarina loihiensis is a heterotrophic deep sea bacterium with no known photobiology. We show that light suppresses biofilm formation in this organism. The genome of I. loihiensis encodes a single photoreceptor protein: a homologue of photoactive yellow protein (PYP), a blue light receptor with photochemistry based on trans to cis isomerization of its p-coumaric acid (pCA) chromophore. The addition of trans-locked pCA to I. loihiensis increases biofilm formation, whereas cis-locked pCA decreases it. This demonstrates that the PYP homologue regulates biofilm formation in I. loihiensis, revealing an unexpected functional versatility in the PYP family of photoreceptors. These results imply that I. loihiensis thrives not only in the deep sea but also near the water surface and provide an example of genome-based discovery of photophysiological responses. The use of locked pCA analogs is a novel and generally applicable pharmacochemical tool to study the in vivo role of PYPs irrespective of genetic accessibility. Heterologously produced PYP from I. loihiensis (Il PYP) absorbs maximally at 446 nm and has a pCA pK(a) of 3.4. Photoexcitation triggers the formation of a pB signaling state that decays with a time constant of 0.3 s. FTIR difference signals at 1726 and 1497 cm(-1) reveal that active-site proton transfer during the photocycle is conserved in Il PYP. It has been proposed that a correlation exists between the lifetime of a photoreceptor signaling state and the time scale of the biological response that it regulates. The data presented here provide an example of a protein with a rapid photocycle that regulates a slow biological response.
Subject(s)
Alteromonadaceae/physiology , Bacterial Proteins/physiology , Biofilms , Photoreceptors, Microbial/physiology , Water Microbiology , Bacterial Proteins/chemistry , Bacterial Proteins/genetics , Base Sequence , Cloning, Molecular , DNA Primers , Photoreceptors, Microbial/chemistry , Photoreceptors, Microbial/genetics , Seawater/microbiology , Spectrophotometry, Ultraviolet , Spectroscopy, Fourier Transform InfraredABSTRACT
Glycogen synthase kinase-3, a serine/threonine kinase, has been implicated in a wide variety of pathological conditions such as diabetes, Alzheimer's disease, stroke, bipolar disorder, malaria and cancer. Herein we report 3D-QSAR analyses using CoMFA and CoMSIA and molecular docking studies on 3-anilino-4-phenylmaleimides as GSK-3alpha inhibitors, in order to better understand the mechanism of action and structure-activity relationship of these compounds. Comparison of the active site residues of GSK-3alpha and GSK-3beta isoforms shows that all the key amino acids involved in polar interactions with the maleimides for the beta isoform are the same in the alpha isoform, except that Asp133 in the beta isoform is replaced by Glu196 in the alpha isoform. We prepared a homology model for GSK-3alpha, and showed that the change from Asp to Glu should not affect maleimide binding significantly. Docking studies revealed the binding poses of three subclasses of these ligands, namely anilino, N-methylanilino and indoline derivatives, within the active site of the beta isoform, and helped to explain the difference in their inhibitory activity.
Subject(s)
Glycogen Synthase Kinase 3/chemistry , Maleimides/pharmacology , Models, Molecular , Protein Isoforms/chemistry , Quantitative Structure-Activity Relationship , Amino Acid Substitution , Catalytic Domain , Glycogen Synthase Kinase 3/antagonists & inhibitors , Glycogen Synthase Kinase 3/genetics , Hydrogen Bonding , Protein Binding/drug effects , Protein Isoforms/antagonists & inhibitors , Protein Isoforms/geneticsABSTRACT
One of the most promising anticancer and recent antimalarial targets is the heterodimeric zinc-containing protein farnesyltransferase (FT). In this work, we studied a highly diverse series of 192 Abbott-initiated imidazole-containing compounds and their FT inhibitory activities using 3D-QSAR and docking, in order to gain understanding of the interaction of these inhibitors with FT to aid development of a rational strategy for further lead optimization. We report several highly significant and predictive CoMFA and CoMSIA models. The best model, composed of CoMFA steric and electrostatic fields combined with CoMSIA hydrophobic and H-bond acceptor fields, had r (2) = 0.878, q (2) = 0.630, and r (pred) (2) = 0.614. Docking studies on the statistical outliers revealed that some of them had a different binding mode in the FT active site based on steric bulk and available active site space, explaining why the predicted activities differed from the experimental activities.
Subject(s)
Enzyme Inhibitors/chemistry , Enzyme Inhibitors/metabolism , Farnesyltranstransferase/antagonists & inhibitors , Farnesyltranstransferase/metabolism , Imidazoles/chemistry , Quantitative Structure-Activity Relationship , Animals , Farnesyltranstransferase/chemistry , Humans , Models, Molecular , Molecular Structure , Protein Binding , RatsABSTRACT
A 3D-QSAR investigation of 95 diaminobenzophenone yeast farnesyltransferase (FT) inhibitors selected from the work of Schlitzer et al. showed that steric, electrostatic, and hydrophobic properties play key roles in the bioactivity of the series. A CoMFA/CoMSIA combined model using the steric and electrostatic fields of CoMFA together with the hydrophobic field of CoMSIA showed significant improvement in prediction compared with the CoMFA steric and electrostatic fields model. The similarity of the 3D-QSAR field maps for yeast FT inhibition activity (from this work) and for antimalarial activity data (from previous work) and the correlation between those activities are discussed.
Subject(s)
Benzophenones/pharmacology , Diamines/pharmacology , Enzyme Inhibitors/chemistry , Enzyme Inhibitors/pharmacology , Farnesyltranstransferase/antagonists & inhibitors , Farnesyltranstransferase/chemistry , Quantitative Structure-Activity Relationship , Antimalarials/chemistry , Antimalarials/metabolism , Antimalarials/pharmacology , Benzophenones/chemistry , Benzophenones/metabolism , Diamines/chemistry , Diamines/metabolism , Enzyme Inhibitors/metabolism , Farnesyltranstransferase/metabolism , Hydrophobic and Hydrophilic Interactions , Models, Chemical , Static ElectricityABSTRACT
Photoactive yellow proteins (PYP) are bacterial photoreceptors with a Per-Arnt-Sim (PAS) domain fold. We report the identification of six new PYPs, thus nearly doubling the size of this protein family. This extends the taxonomic diversity of PYP-containing bacteria from photosynthetic to nonphotosynthetic bacteria, from aquatic to soil-dwelling organisms, and from Proteobacteria to Salinibacter ruber from the phylum Bacteriodetes. The new PYPs greatly increase the sequence diversity of the PYP family, reducing the most prevalent pair-wise identity from 45% to 25%. Sequence alignments and analysis indicate that all 14 PYPs share a common structure with 13 highly conserved residues that form the chromophore binding pocket. Nevertheless, the functional properties of the PYPs vary greatly--the absorbance maximum extends from 432 to 465 nm, the pK(a) of the chromophore varies from pH 2.8 to 10.2, and the lifetime of the presumed PYP signaling state ranges from 1 ms to 1 h. Thus, the PYP family offers an excellent opportunity to investigate how functional properties are tuned over a wide range, while maintaining the same overall protein structural fold. We discuss the implications of these results for structure-function relationships in the PYP family.
Subject(s)
Bacterial Proteins/chemistry , Bacterial Proteins/genetics , Photoreceptors, Microbial/chemistry , Photoreceptors, Microbial/genetics , Amino Acid Sequence , Bacterial Proteins/metabolism , Genetic Variation , Halobacterium/chemistry , Halobacterium/classification , Light , Models, Molecular , Molecular Sequence Data , Photoreceptors, Microbial/metabolism , Phylogeny , Protein Conformation , Rhodobacter/classificationABSTRACT
The first stage in biological signaling is based on changes in the functional state of a receptor protein triggered by interaction of the receptor with its ligand(s). The light-triggered nature of photoreceptors allows studies on the mechanism of such changes in receptor proteins using a wide range of biophysical methods and with superb time resolution. Here, we critically evaluate current understanding of proton and electron transfer in photosensory proteins and their involvement both in primary photochemistry and subsequent processes that lead to the formation of the signaling state. An insight emerging from multiple families of photoreceptors is that ultrafast primary photochemistry is followed by slower proton transfer steps that contribute to triggering large protein conformational changes during signaling state formation. We discuss themes and principles for light sensing shared by the six photoreceptor families: rhodopsins, phytochromes, photoactive yellow proteins, light-oxygen-voltage proteins, blue-light sensors using flavin, and cryptochromes.
ABSTRACT
Histone deacetylases (HDACs) play a critical role in gene transcription and have become a novel target for the discovery of drugs against cancer and other diseases. During the past several years there have been extensive efforts in the identification and optimization of histone deacetylase inhibitors (HDACIs) as novel anticancer drugs. Here we report a comprehensive quantitative structure-activity relationship (QSAR) study of HDACIs in the hope of identifying the structural determinants for anticancer activity. We have identified, collected, and verified the structural and biological activity data for 124 compounds from various literature sources and performed an extensive QSAR study on this comprehensive data set by using various QSAR and classification methods. A highly predictive QSAR model with R(2) of 0.76 and leave-one-out cross-validated R(2) of 0.73 was obtained. The overall rate of cross-validated correct prediction of the classification model is around 92%. The QSAR and classification models provided direct guidance to our internal programs of identifying and optimizing HDAC inhibitors. Limitations of the models were also discussed.
Subject(s)
Antineoplastic Agents , Enzyme Inhibitors , Histone Deacetylase Inhibitors , Models, Biological , Animals , Antineoplastic Agents/chemistry , Antineoplastic Agents/pharmacology , Enzyme Inhibitors/chemistry , Enzyme Inhibitors/pharmacology , Humans , Molecular Structure , Neoplasms/drug therapy , Neoplasms/enzymology , Quantitative Structure-Activity RelationshipABSTRACT
Azoreductase enzymes present in many microorganisms exhibit the ability to reduce azo dyes, an abundant industrial pollutant, to produce carcinogenic metabolites that threaten human health. All biochemically-characterized azoreductases, around 30 to date, have been isolated from aerobic bacteria, except for AzoC, the azoreductase of Clostridium perfringens, which is from a strictly anaerobic bacterium. AzoC is a recently biochemically-characterized azoreductase. The lack of structural information on AzoC hinders the mechanistic understanding of this enzyme. In this paper, we report on the biophysical characterization of the structure and thermal stability of AzoC by using a wide range of biophysical tools: Liquid Chromatography-Mass Spectrometry (LC-MS), Circular Dichroism Spectroscopy, Fourier-transform Infrared (FTIR) Spectroscopy, SDS-PAGE, Size Exclusion Chromatography, MALDI-TOF and UV-visible spectroscopy. We found that the flavin cofactor of AzoC is FAD, while all other structurally-known azoreductases employ FMN as a cofactor. The secondary structure of AzoC has 16% less α-helix structures, 5% more ß-sheet structures and 11% more turn and unordered than the average of structurally-known azoreductase that have 10-14% sequence similarities with AzoC. We also found that oxidized AzoC is trimeric, which is unique amongst structurally known azoreductases. In contrast, reduced AzoC is monomeric, despite similarities in catalytic activity and thermal stability of oxidized and reduced AzoC. Our results show that the use of FTIR spectroscopy is crucial for characterization of the ß-sheet content in AzoC, illustrating the need for complementary biophysical tools for secondary structural characterization of proteins.
Subject(s)
Clostridium perfringens/enzymology , Flavin-Adenine Dinucleotide/metabolism , NADH, NADPH Oxidoreductases/chemistry , NADH, NADPH Oxidoreductases/metabolism , Amino Acid Sequence , Circular Dichroism , Clostridium perfringens/chemistry , Clostridium perfringens/metabolism , Enzyme Stability , Flavin-Adenine Dinucleotide/chemistry , Humans , Molecular Sequence Data , Nitroreductases , Protein Conformation , Protein Structure, Secondary , Sequence Alignment , Spectroscopy, Fourier Transform Infrared , TemperatureABSTRACT
We present a summary of picosecond pump-probe and photon echo experiments in the mid-IR at 6 mum on the protein myoglobin. The intriguing temperature dependence of the amide I band in Mb is rather similar to the temperature dependence of the amide I band of acetanilide, the molecule that launched Al Scott down the road of looking for Davydov solitons in biology. Alas, after much effort, we believe the data show that there is no long-lived Davydov soliton, at least in myoglobin.