ABSTRACT
We report on a quantitative study of small molecule binding kinetics on protein microarrays with plasmonic-based electrochemical impedance microscopy (P-EIM). P-EIM measures electrical impedance optically with high spatial resolution by converting a surface charge change to a surface plasmon resonance (SPR) image intensity change, and the signal is not scaled to the mass of the analyte. Using P-EIM, we measured binding kinetics and affinity between small molecule drugs (imatinib and SB202190) and their target proteins (kinases Abl1 and p38-α). The measured affinity values are consistent with reported values measured by an indirect competitive binding assay. We also found that SB202190 has weak bindings to ABL1 with KD > 10 µM, which is not reported in the literature. Furthermore, we found that P-EIM is less prone to nonspecific binding, a long-standing issue in SPR. Our results show that P-EIM is a novel method for high-throughput measurement of small molecule binding kinetics and affinity, which is critical to the understanding of small molecules in biological systems and discovery of small molecule drugs.
Subject(s)
Benzamides/chemistry , Imidazoles/chemistry , Mannose-Binding Lectin/chemistry , Mitogen-Activated Protein Kinase 14/chemistry , Molecular Imaging/methods , Piperazines/chemistry , Proto-Oncogene Proteins c-abl/chemistry , Proto-Oncogene Proteins c-kit/chemistry , Pyridines/chemistry , Pyrimidines/chemistry , Electric Impedance , Humans , Imatinib Mesylate , Kinetics , Molecular Imaging/instrumentation , Protein Array Analysis , Protein Binding , Surface Plasmon ResonanceABSTRACT
The study of protein function usually requires the use of a cloned version of the gene for protein expression and functional assays. This strategy is particularly important when the information available regarding function is limited. The functional characterization of the thousands of newly identified proteins revealed by genomics requires faster methods than traditional single-gene experiments, creating the need for fast, flexible, and reliable cloning systems. These collections of ORF clones can be coupled with high-throughput proteomics platforms, such as protein microarrays and cell-based assays, to answer biological questions. In this tutorial, we provide the background for DNA cloning, discuss the major high-throughput cloning systems (Gateway® Technology, Flexi® Vector Systems, and Creator(TM) DNA Cloning System) and compare them side-by-side. We also report an example of high-throughput cloning study and its application in functional proteomics. This tutorial is part of the International Proteomics Tutorial Programme (IPTP12).
Subject(s)
Cloning, Molecular/methods , Proteomics/methods , Bacteriophage lambda , Cell-Free System , DNA Restriction Enzymes/metabolism , Enzymes/genetics , Enzymes/metabolism , Gene Expression , Gene Library , Humans , Open Reading Frames , Promoter Regions, Genetic , Recombination, Genetic , Vibrio cholerae/geneticsABSTRACT
Conductometric monitoring of protein-protein and protein-sterol interactions is here proved feasible by coupling quartz crystal microbalance with dissipation monitoring (QCM_D) to nucleic acid programmable protein arrays (NAPPA). The conductance curves measured in NAPPA microarrays printed on quartz surface allowed the identification of binding events between the immobilized proteins and the query. NAPPA allows the immobilization on the quartz surface of a wide range of proteins and can be easily adapted to generate innumerous types of biosensors. Indeed multiple proteins on the same quartz crystal have been tested and envisaged proving the possibility of analyzing the same array for several distinct interactions. Two examples of NAPPA-based conductometer applications with clinical relevance are presented herein, the interaction between the transcription factors Jun and ATF2 and the interaction between Cytochrome P540scc and cholesterol.
Subject(s)
Activating Transcription Factor 2/chemistry , Biosensing Techniques , Cholesterol Side-Chain Cleavage Enzyme/chemistry , Proto-Oncogene Proteins c-jun/chemistry , Activating Transcription Factor 2/genetics , Activating Transcription Factor 2/metabolism , Antibodies/chemistry , Antibodies/metabolism , Cholesterol/chemistry , Cholesterol/metabolism , Cholesterol Side-Chain Cleavage Enzyme/genetics , Cholesterol Side-Chain Cleavage Enzyme/metabolism , Conductometry , Escherichia coli/genetics , Escherichia coli/metabolism , Humans , Immobilized Proteins/chemistry , Immobilized Proteins/genetics , Immobilized Proteins/metabolism , Protein Array Analysis , Protein Binding , Protein Interaction Mapping , Proto-Oncogene Proteins c-jun/genetics , Proto-Oncogene Proteins c-jun/metabolism , Quartz Crystal Microbalance Techniques , Recombinant Proteins/chemistry , Recombinant Proteins/genetics , Recombinant Proteins/metabolism , Surface PropertiesABSTRACT
Proteomics aspires to elucidate the functions of all proteins. Protein microarrays provide an important step by enabling high-throughput studies of displayed proteins. However, many functional assays of proteins include untethered intermediates or products, which could frustrate the use of planar arrays at very high densities because of diffusion to neighboring features. The nucleic acid programmable protein array (NAPPA) is a robust in situ synthesis method for producing functional proteins just-in-time, which includes steps with diffusible intermediates. We determined that diffusion of expressed proteins led to cross-binding at neighboring spots at very high densities with reduced interspot spacing. To address this limitation, we have developed an innovative platform using photolithographically etched discrete silicon nanowells and used NAPPA as a test case. This arrested protein diffusion and cross-binding. We present confined high density protein expression and display, as well as functional protein-protein interactions, in 8000 nanowell arrays. This is the highest density of individual proteins in nanovessels demonstrated on a single slide. We further present proof of principle results on ultrahigh density protein arrays capable of up to 24000 nanowells on a single slide.
Subject(s)
Lab-On-A-Chip Devices , Protein Array Analysis/instrumentation , Diffusion , Humans , Protein Biosynthesis , Protein Interaction Mapping , Proteome/biosynthesis , Proteome/genetics , Proteomics , Silicon/chemistryABSTRACT
Transient receptor potential channel TRPM2 is highly expressed in many cancers and involved in regulation of key physiological processes including mitochondrial function, bioenergetics, and oxidative stress. In Stage 4 non-MYCN amplified neuroblastoma patients, high TRPM2 expression is associated with worse outcome. Here, neuroblastoma cells with high TRPM2 expression demonstrated increased migration and invasion capability. RNA sequencing, RT-qPCR, and Western blotting demonstrated that the mechanism involved significantly greater expression of integrins α1, αv, ß1, and ß5 in cells with high TRPM2 expression. Transcription factors HIF-1α, E2F1, and FOXM1, which bind promoter/enhancer regions of these integrins, were increased in cells with high TRPM2 expression. Subcellular fractionation confirmed high levels of α1, αv, and ß1 membrane localization and co-immunoprecipitation confirmed the presence of α1ß1, αvß1, and αvß5 complexes. Inhibitors of α1ß1, αvß1, and αvß5 complexes significantly reduced migration and invasion in cells highly expressing TRPM2, confirming their functional role. Increased pAktSer473 and pERKThr202/Tyr204, which promote migration through mechanisms including integrin activation, were found in cells highly expressing TRPM2. TRPM2 promotes migration and invasion in neuroblastoma cells with high TRPM2 expression through modulation of integrins together with enhancing cell survival, negatively affecting patient outcome and providing rationale for TRPM2 inhibition in anti-neoplastic therapy.
Subject(s)
Neuroblastoma , TRPM Cation Channels , Humans , Cell Survival , Integrin alpha1 , Integrins/genetics , Neoplasms, Second Primary , Neuroblastoma/genetics , TRPM Cation Channels/geneticsABSTRACT
Transient receptor potential channel melastatin 2 (TRPM2) is highly expressed in cancer and has an essential function in preserving viability through maintenance of mitochondrial function and antioxidant response. Here, the role of TRPM2 in cell survival was examined in neuroblastoma cells with TRPM2 deletion with CRISPR technology. Viability was significantly decreased in TRPM2 knockout after doxorubicin treatment. RNA sequence analysis and RT-qPCR revealed reduced RNAs encoding master transcription regulators FOXM1 and E2F1/2 and downstream cell cycle targets including Cyclin B1, CDK1, PLK1, and CKS1. CHIP analysis demonstrated decreased FOXM1 binding to their promoters. Western blotting confirmed decreased expression, and increased expression of CDK inhibitor p21, a CKS1 target. In cells with TRPM2 deletion, cell cycle progression to S and G2/M phases was reduced after treatment with doxorubicin. RNA sequencing also identified decreased DNA repair proteins in cells with TRPM2 deletion after doxorubicin treatment, and DNA damage was increased. Wild type TRPM2, but not Ca2+-impermeable mutant E960D, restored live cell number and reconstituted expression of E2F1, FOXM1, and cell cycle/DNA repair proteins. FOXM1 expression alone restored viability. TRPM2 is a potential therapeutic target to reduce tumor proliferation and increase doxorubicin sensitivity through modulation of FOXM1, E2F1, and cell cycle/DNA repair proteins.
Subject(s)
E2F1 Transcription Factor , Forkhead Box Protein M1 , Neuroblastoma , TRPM Cation Channels , Cell Line, Tumor , Cell Survival/drug effects , Cell Survival/genetics , Doxorubicin/pharmacology , E2F1 Transcription Factor/metabolism , Forkhead Box Protein M1/genetics , Forkhead Box Protein M1/metabolism , Humans , Neuroblastoma/drug therapy , Neuroblastoma/metabolism , Neuroblastoma/pathology , TRPM Cation Channels/metabolismABSTRACT
The screening of kinase inhibitors is crucial for better understanding properties of a drug and for the identification of potentially new targets with clinical implications. Several methodologies have been reported to accomplish such screening. However, each has its own limitations (e.g., the screening of only ATP analogues, restriction to using purified kinase domains, significant costs associated with testing more than a few kinases at a time, and lack of flexibility in screening protein kinases with novel mutations). Here, a new protocol that overcomes some of these limitations and can be used for the unbiased screening of kinase inhibitors is presented. A strength of this method is its ability to compare the activity of kinase inhibitors across multiple proteins, either between different kinases or different variants of the same kinase. Self-assembled protein microarrays generated through the expression of protein kinases by a human-based in vitro transcription and translation system (IVTT) are employed. The proteins displayed on the microarray are active, allowing for measurement of the effects of kinase inhibitors. The following procedure describes the protocol steps in detail, from the microarray generation and screening to the data analysis.
Subject(s)
Protein Array Analysis/methods , Protein Kinase Inhibitors/pharmacology , Humans , Protein KinasesABSTRACT
Transient receptor potential melastatin channel subfamily member 2 (TRPM2) has an essential role in protecting cell viability through modulation of oxidative stress. TRPM2 is highly expressed in cancer. When TRPM2 is inhibited, mitochondria are dysfunctional, ROS levels are increased, and cell viability is reduced. Here, the importance of NF-E2-related factor (Nrf2) in TRPM2-mediated suppression of oxidant stress was explored. In TRPM2 depleted cells, antioxidant cofactors glutathione, NADPH, and NADH were significantly reduced. Cytoplasmic and nuclear expression of Nrf2 and of IQGAP1, a modulator of Nrf2 stability regulated by intracellular calcium, were decreased. Antioxidant enzymes transcriptionally regulated by Nrf2 and involved in GSH, NADPH, and NADH generation were significantly lower including PRX1 and PRX3, GPX4, GSTP1, GCLC, and MTHFD2. The glutamine pathway leading to GSH production was suppressed, and ATP and GTP levels were impaired. Reconstitution with wild type TRPM2 or Nrf2, but not TRPM2 pore mutant E960D, rescued expression of enzymes downstream of Nrf2 and restored GSH and GTP. Cell viability, ROS, NADPH, NADH, and ATP levels were fully rescued by TRPM2 and partially by Nrf2. These data show that TRPM2 maintains cell survival following oxidative stress through modulation of antioxidant pathways and cofactors regulated by Nrf2.
Subject(s)
NF-E2-Related Factor 2/metabolism , Reactive Oxygen Species/metabolism , TRPM Cation Channels/metabolism , Animals , Antioxidants/metabolism , Calcium/metabolism , Cell Line , Cell Line, Tumor , Cell Survival/physiology , Female , Glutathione/metabolism , Humans , Mice , Mitochondria/metabolism , Oxidants/metabolism , Oxidative Stress/physiology , Signal Transduction/physiologyABSTRACT
BACKGROUND: Transcription of large numbers of non-coding RNAs originating from intronic regions of human genes has been recently reported, but mechanisms governing their biosynthesis and biological functions are largely unknown. In this work, we evaluated the existence of a common mechanism of transcription regulation shared by protein-coding mRNAs and intronic RNAs by measuring the effect of androgen on the transcriptional profile of a prostate cancer cell line. RESULTS: Using a custom-built cDNA microarray enriched in intronic transcribed sequences, we found 39 intronic non-coding RNAs for which levels were significantly regulated by androgen exposure. Orientation-specific reverse transcription-PCR indicated that 10 of the 13 were transcribed in the antisense direction. These transcripts are long (0.5-5 kb), unspliced and apparently do not code for proteins. Interestingly, we found that the relative levels of androgen-regulated intronic transcripts could be correlated with the levels of the corresponding protein-coding gene (asGAS6 and asDNAJC3) or with the alternative usage of exons (asKDELR2 and asITGA6) in the corresponding protein-coding transcripts. Binding of the androgen receptor to a putative regulatory region upstream from asMYO5A, an androgen-regulated antisense intronic transcript, was confirmed by chromatin immunoprecipitation. CONCLUSION: Altogether, these results indicate that at least a fraction of naturally transcribed intronic non-coding RNAs may be regulated by common physiological signals such as hormones, and further corroborate the notion that the intronic complement of the transcriptome play functional roles in the human gene-expression program.
Subject(s)
Androgens/physiology , Introns , MicroRNAs/genetics , Receptors, Androgen/genetics , Base Sequence , Blotting, Northern , Consensus Sequence , Gene Expression Regulation, Neoplastic , Humans , Male , Molecular Sequence Data , Oligonucleotide Array Sequence Analysis , Prostatic Neoplasms , Reverse Transcriptase Polymerase Chain Reaction , Transcription, Genetic , Tumor Cells, CulturedABSTRACT
Alterations in ERBB family members have been associated with many tumor malignancies. EGFR and ERBB2 have been extensively explored in clinical oncology and several drugs currently target them therapeutically. However, the significance of ERBB4 as a potential therapeutic target remains mostly unexplored, even though ERBB4 is overexpressed or mutated in many solid tumors. Using a unique functional protein microarray platform, we found that ibrutinib inhibits ERBB4 activity in the same nM range as its canonical target, BTK. Cell-based assays revealed that ibrutinib treatment inhibited cell growth and decreased phosphorylation of ERBB4 and downstream targets MEK and ERK in cancer cell lines with high levels of endogenous ERBB4. In vivo, ibrutinib-responsive mouse xenograft tumors showed decreased tumor volumes with ibrutinib treatment. Interestingly, global gene expression comparisons between responsive and non-responsive cells identified a signature featuring the WNT pathway that predicts growth responsiveness to ibrutinib. Non-responsive ERBB4-expressing cell lines featured elevated activity of the WNT pathway, through the overexpression of WNT5A. Moreover, inhibition of WNT5A expression led to an ibrutinib response in non-responsive cell lines. Our data show that inhibiting ERBB4 reduces cell growth in cells that have low WNT5A expression and reveal a link between the ERBB4 and WNT pathways.
Subject(s)
Cell Proliferation/drug effects , Neoplasms/pathology , Pyrazoles/pharmacology , Pyrimidines/pharmacology , Receptor, ErbB-4/antagonists & inhibitors , Wnt-5a Protein/physiology , A549 Cells , Adenine/analogs & derivatives , Animals , Cells, Cultured , Humans , Mice , Mice, Inbred NOD , Mice, SCID , Piperidines , Signal Transduction/drug effects , Signal Transduction/genetics , Tumor Burden/drug effects , Xenograft Model Antitumor AssaysABSTRACT
A large fraction of transcripts are expressed antisense to introns of known genes in the human genome. Here we show the construction and use of a cDNA microarray platform enriched in intronic transcripts to assess their biological relevance in pathological conditions. To validate the approach, prostate cancer was used as a model, and 27 patient tumor samples with Gleason scores ranging from 5 to 10 were analyzed. We find that a considerably higher fraction (6.6%, [23/346]) of intronic transcripts are significantly correlated (P< or =0.001) to the degree of prostate tumor differentiation (Gleason score) when compared to transcripts from unannotated genomic regions (1%, [6/539]) or from exons of known genes (2%, [27/1369]). Among the top twelve transcripts most correlated to tumor differentiation, six are antisense intronic messages as shown by orientation-specific RT-PCR or Northern blot analysis with strand-specific riboprobe. Orientation-specific real-time RT-PCR with six tumor samples, confirmed the correlation (P=0.024) between the low/high degrees of tumor differentiation and antisense intronic RASSF1 transcript levels. The need to use intron arrays to reveal the transcriptome profile of antisense intronic RNA in cancer has clearly emerged.
Subject(s)
Cell Differentiation/genetics , Introns , Prostatic Neoplasms/pathology , RNA, Antisense/metabolism , Humans , Male , Molecular Sequence Data , Polymerase Chain Reaction , Prostatic Neoplasms/genetics , RNA, Antisense/geneticsABSTRACT
The correct identification of all human genes, and their derived transcripts, has not yet been achieved, and it remains one of the major aims of the worldwide genomics community. Computational programs suggest the existence of 30,000 to 40,000 human genes. However, definitive gene identification can only be achieved by experimental approaches. We used two distinct methodologies, one based on the alignment of mouse orthologous sequences to the human genome, and another based on the construction of a high-quality human testis cDNA library, in an attempt to identify new human transcripts within the human genome sequence. We generated 47 complete human transcript sequences, comprising 27 unannotated and 20 annotated sequences. Eight of these transcripts are variants of previously known genes. These transcripts were characterized according to size, number of exons, and chromosomal localization, and a search for protein domains was undertaken based on their putative open reading frames. In silico expression analysis suggests that some of these transcripts are expressed at low levels and in a restricted set of tissues.
Subject(s)
DNA, Complementary/genetics , Genome, Human , Sequence Analysis, DNA/methods , Testis/chemistry , Transcription, Genetic/genetics , Amino Acid Sequence , Animals , Chromosome Mapping , Gene Library , Humans , Male , Mice , Molecular Sequence DataABSTRACT
PURPOSE: We aim to develop a protein microarray platform capable of presenting both natural and denatured forms of proteins for antibody biomarker discovery. We will further optimize plasma screening protocols to improve detection. EXPERIMENTAL DESIGN: We developed a new covalent capture protein microarray chemistry using HaloTag fusion proteins and ligand. To enhance protein yield, we used HeLa cell lysate as an in vitro transcription translation (IVTT) system. Escherichia coli lysates were added to the plasma blocking buffer to reduce nonspecific background. These protein microarrays were probed with plasma samples and autoantibody responses were quantified and compared with or without denaturing buffer treatment. RESULTS: We demonstrated that protein microarrays using the covalent attachment chemistry endured denaturing conditions. Blocking with E. coli lysates greatly reduced the background signals and expression with IVTT based on HeLa cell lysates significantly improved the antibody signals on protein microarrays probed with plasma samples. Plasma samples probed on denatured protein arrays produced autoantibody profiles distinct from those probed on natively displayed proteins. CONCLUSIONS AND CLINICAL RELEVANCE: This versatile protein microarray platform allows the display of both natural and denatured proteins, offers a new dimension to search for disease-specific antibodies, broadens the repertoire of potential biomarkers, and will potentially yield clinical diagnostics with greater performance.
Subject(s)
Antibodies/metabolism , Protein Array Analysis , Proteins/metabolism , Antibodies/analysis , Antibodies/immunology , Autoantibodies/analysis , Autoantibodies/immunology , Autoantibodies/metabolism , HeLa Cells , Humans , Protein Biosynthesis , Protein Denaturation , Proteins/chemistry , Proteins/immunologyABSTRACT
PURPOSE: In vitro transcription/translation (IVTT) systems are widely used in proteomics. For clinical applications, mammalian systems are preferred for protein folding and activity; however, the level of protein obtained is low. A new system extracted from human cells (1-Step Human Coupled IVT (HCIVT)) has the potential to overcome this problem and deliver high yields of protein expressed in a human milieu. EXPERIMENTAL DESIGN: Western blots and self-assembled protein microarrays were used to test the efficiency of protein synthesis by HCIVT compared to rabbit reticulocyte lysate (RRL). The arrays were also used to measure the immune response obtained from serum of patients exposed to pathogens or vaccine. RESULTS: HCIVT performed better than RRL in all experiments. The yield of protein synthesized in HCIVT is more than ten times higher than RRL, in both Western blot and protein microarrays. Moreover, HCIVT showed a robust lot-to-lot reproducibility. In immune assays, the signals of many antigens were detected only in HCIVT-expressed arrays, mainly due to the reduction in the background signal and the increased levels of protein on the array. CONCLUSION AND CLINICAL RELEVANCE: HCIVT is a robust in vitro transcription and translation system that yields high levels of protein produced in a human milieu. It can be used in applications where protein expression in a mammalian system and high yields are needed. The increased immunogenic response of HCIVT-expressed proteins will be critical for biomarker discovery in many diseases, including cancer.
Subject(s)
Protein Array Analysis , Proteins/metabolism , Animals , Blotting, Western , Humans , Protein Biosynthesis , Proteins/analysis , Rabbits , Reticulocytes/metabolismABSTRACT
We report the results of a transcript finishing initiative, undertaken for the purpose of identifying and characterizing novel human transcripts, in which RT-PCR was used to bridge gaps between paired EST clusters, mapped against the genomic sequence. Each pair of EST clusters selected for experimental validation was designated a transcript finishing unit (TFU). A total of 489 TFUs were selected for validation, and an overall efficiency of 43.1% was achieved. We generated a total of 59,975 bp of transcribed sequences organized into 432 exons, contributing to the definition of the structure of 211 human transcripts. The structure of several transcripts reported here was confirmed during the course of this project, through the generation of their corresponding full-length cDNA sequences. Nevertheless, for 21% of the validated TFUs, a full-length cDNA sequence is not yet available in public databases, and the structure of 69.2% of these TFUs was not correctly predicted by computer programs. The TF strategy provides a significant contribution to the definition of the complete catalog of human genes and transcripts, because it appears to be particularly useful for identification of low abundance transcripts expressed in a restricted set of tissues as well as for the delineation of gene boundaries and alternatively spliced isoforms.
Subject(s)
Software , Transcription, Genetic/genetics , Alternative Splicing/genetics , Cell Line , Cell Line, Tumor , Computational Biology/methods , Computational Biology/statistics & numerical data , Consensus Sequence/genetics , DNA, Neoplasm , Databases, Genetic/classification , Expressed Sequence Tags , Genes/genetics , Genome, Human , HeLa Cells/pathology , Humans , Molecular Sequence Data , Open Reading Frames/genetics , Software Design , Software Validation , U937 Cells/pathologyABSTRACT
The correct identification of all human genes, and their derived transcripts, has not yet been achieved, and it remains one of the major aims of the worldwide genomics community. Computational programs suggest the existence of 30,000 to 40,000 human genes. However, definitive gene identification can only be achieved by experimental approaches. We used two distinct methodologies, one based on the alignment of mouse orthologous sequences to the human genome, and another based on the construction of a high-quality human testis cDNA library, in an attempt to identify new human transcripts within the human genome sequence. We generated 47 complete human transcript sequences, comprising 27 unannotated and 20 annotated sequences. Eight of these transcripts are variants of previously known genes. These transcripts were characterized according to size, number of exons, and chromosomal localization, and a search for protein domains was undertaken based on their putative open reading frames. In silico expression analysis suggests that some of these transcripts are expressed at low levels and in a restricted set of tissues.