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1.
Sci Rep ; 11(1): 20943, 2021 10 22.
Article En | MEDLINE | ID: mdl-34686726

Non-functioning pituitary adenomas (NFPAs) are typical pituitary macroadenomas in adults associated with increased mortality and morbidity. Although pituitary adenomas are commonly considered slow-growing benign brain tumors, numerous of them possess an invasive nature. Such tumors destroy sella turcica and invade the adjacent tissues such as the cavernous sinus and sphenoid sinus. In these cases, the most critical obstacle for complete surgical removal is the high risk of damaging adjacent vital structures. Therefore, the development of novel therapeutic strategies for either early diagnosis through biomarkers or medical therapies to reduce the recurrence rate of NFPAs is imperative. Identification of gene interactions has paved the way for decoding complex molecular mechanisms, including disease-related pathways, and identifying the most momentous genes involved in a specific disease. Currently, our knowledge of the invasion of the pituitary adenoma at the molecular level is not sufficient. The current study aimed to identify critical biomarkers and biological pathways associated with invasiveness in the NFPAs using a three-way interaction model for the first time. In the current study, the Liquid association method was applied to capture the statistically significant triplets involved in NFPAs invasiveness. Subsequently, Random Forest analysis was applied to select the most important switch genes. Finally, gene set enrichment (GSE) and gene regulatory network (GRN) analyses were applied to trace the biological relevance of the statistically significant triplets. The results of this study suggest that "mRNA processing" and "spindle organization" biological processes are important in NFAPs invasiveness. Specifically, our results suggest Nkx3-1 and Fech as two switch genes in NFAPs invasiveness that may be potential biomarkers or target genes in this pathology.


Adenoma/genetics , Ferrochelatase/genetics , Genes, Switch/genetics , Homeodomain Proteins/genetics , Neoplasm Invasiveness/genetics , Pituitary Neoplasms/genetics , Transcription Factors/genetics , Adenoma/pathology , Biomarkers, Tumor/genetics , Gene Expression Regulation, Neoplastic/genetics , Gene Regulatory Networks/genetics , Humans , Neoplasm Invasiveness/pathology , Pituitary Neoplasms/pathology , RNA, Messenger/genetics , Sella Turcica/pathology
2.
Int J Mol Sci ; 22(8)2021 Apr 10.
Article En | MEDLINE | ID: mdl-33920138

Alzheimer's disease (AD) is a chronic, neurodegenerative brain disorder affecting millions of Americans that is expected to increase in incidence with the expanding aging population. Symptomatic AD patients show cognitive decline and often develop neuropsychiatric symptoms due to the accumulation of insoluble proteins that produce plaques and tangles seen in the brain at autopsy. Unexpectedly, some clinically normal individuals also show AD pathology in the brain at autopsy (asymptomatic AD, AsymAD). In this study, SWItchMiner software was used to identify key switch genes in the brain's entorhinal cortex that lead to the development of AD or disease resilience. Seventy-two switch genes were identified that are differentially expressed in AD patients compared to healthy controls. These genes are involved in inflammation, platelet activation, and phospholipase D and estrogen signaling. Peroxisome proliferator-activated receptor γ (PPARG), zinc-finger transcription factor (YY1), sterol regulatory element-binding transcription factor 2 (SREBF2), and early growth response 1 (EGR1) were identified as transcription factors that potentially regulate switch genes in AD. Comparing AD patients to AsymAD individuals revealed 51 switch genes; PPARG as a potential regulator of these genes, and platelet activation and phospholipase D as critical signaling pathways. Chemical-protein interaction analysis revealed that valproic acid is a therapeutic agent that could prevent AD from progressing.


Alzheimer Disease/genetics , Amyloid beta-Peptides/genetics , Genes, Switch/genetics , Inflammation/genetics , Aging/genetics , Aging/pathology , Alzheimer Disease/pathology , Brain/metabolism , Brain/pathology , Cognitive Dysfunction/genetics , Cognitive Dysfunction/pathology , Early Growth Response Protein 1/genetics , Entorhinal Cortex/pathology , Gene Expression Regulation/genetics , Humans , Inflammation/pathology , PPAR gamma/genetics , Phospholipase D/genetics , Plaque, Amyloid , Signal Transduction/genetics , Software , Sterol Regulatory Element Binding Protein 2/genetics , YY1 Transcription Factor/genetics
3.
Nat Metab ; 2(12): 1443-1458, 2020 12.
Article En | MEDLINE | ID: mdl-33257854

The in vitro differentiation of insulin-producing beta-like cells can model aspects of human pancreatic development. Here, we generate 95,308 single-cell transcriptomes and reconstruct a lineage tree of the entire differentiation process from human embryonic stem cells to beta-like cells to study temporally regulated genes during differentiation. We identify so-called 'switch genes' at the branch point of endocrine/non-endocrine cell fate choice, revealing insights into the mechanisms of differentiation-promoting reagents, such as NOTCH and ROCKII inhibitors, and providing improved differentiation protocols. Over 20% of all detectable genes are activated multiple times during differentiation, even though their enhancer activation is usually unimodal, indicating extensive gene reuse driven by different enhancers. We also identify a stage-specific enhancer at the TCF7L2 locus for diabetes, uncovered by genome-wide association studies, that drives a transient wave of gene expression in pancreatic progenitors. Finally, we develop a web app to visualize gene expression on the lineage tree, providing a comprehensive single-cell data resource for researchers studying islet biology and diabetes.


Cell Differentiation/physiology , Cell Lineage/physiology , Gene Expression Regulation, Developmental/physiology , Insulin-Secreting Cells/physiology , Cell Differentiation/genetics , Cell Lineage/genetics , Diabetes Mellitus/genetics , Embryonic Stem Cells , Gene Expression Regulation, Developmental/genetics , Gene Knockdown Techniques , Genes, Switch/genetics , Glucose/pharmacology , Humans , Insulin Secretion/drug effects , Transcription Factor 7-Like 2 Protein/genetics , Transcription Factor HES-1/biosynthesis , Transcription Factor HES-1/genetics
4.
Sci Rep ; 10(1): 8383, 2020 05 20.
Article En | MEDLINE | ID: mdl-32433471

Synthetic biology is advancing into a new phase where real-world applications are emphasized. There is hence an urgent need for mathematical modeling that can quantitatively describe the behaviors of genetic devices in natural, fluctuating environments. We utilize an integrative circuit-host modeling framework to examine the dynamics of a genetic switch and its host cell in varying environments. For both steady-state and transient cases, we find increasing nutrient reduces the bistability region of the phase space and eventually drives the switch from bistability to monostability. In response, cellular growth and proteome partitioning experience the same transition. Antibiotic perturbations cause the similar circuit and host responses as nutrient variations. However, one difference is the trend of growth rate, which augments with nutrient but declines with antibiotic levels. The framework provides a mechanistic scheme to account for both the dynamic and static characteristics of the circuit-host system upon environmental perturbations, underscoring the intimacy of gene circuits and their hosts and elucidating the complexity of circuit behaviors arising from environmental variations.


Synthetic Biology/methods , Gene Regulatory Networks/physiology , Genes, Switch/genetics , Models, Genetic
5.
Sci Rep ; 10(1): 3361, 2020 02 25.
Article En | MEDLINE | ID: mdl-32099002

Chronic obstructive pulmonary disease (COPD) is a complex and heterogeneous syndrome. Network-based analysis implemented by SWIM software can be exploited to identify key molecular switches - called "switch genes" - for the disease. Genes contributing to common biological processes or defining given cell types are usually co-regulated and co-expressed, forming expression network modules. Consistently, we found that the COPD correlation network built by SWIM consists of three well-characterized modules: one populated by switch genes, all up-regulated in COPD cases and related to the regulation of immune response, inflammatory response, and hypoxia (like TIMP1, HIF1A, SYK, LY96, BLNK and PRDX4); one populated by well-recognized immune signature genes, all up-regulated in COPD cases; one where the GWAS genes AGER and CAVIN1 are the most representative module genes, both down-regulated in COPD cases. Interestingly, 70% of AGER negative interactors are switch genes including PRDX4, whose activation strongly correlates with the activation of known COPD GWAS interactors SERPINE2, CD79A, and POUF2AF1. These results suggest that SWIM analysis can identify key network modules related to complex diseases like COPD.


Gene Regulatory Networks/genetics , Genetic Predisposition to Disease , Pulmonary Disease, Chronic Obstructive/genetics , Software , Transcriptome/genetics , Adult , Aged , CD79 Antigens/genetics , Female , Gene Expression Profiling , Gene Expression Regulation/genetics , Genes, Switch/genetics , Genome-Wide Association Study , Humans , Male , Middle Aged , Pulmonary Disease, Chronic Obstructive/classification , Pulmonary Disease, Chronic Obstructive/pathology , RNA-Binding Proteins/genetics , Receptor for Advanced Glycation End Products/genetics , Serpin E2/genetics
6.
Cells ; 8(10)2019 09 20.
Article En | MEDLINE | ID: mdl-31547193

Epithelial-to-Mesenchymal Transition (EMT) has been shown to be crucial in tumorigenesis where the EMT program enhances metastasis, chemoresistance and tumor stemness. Due to its emerging role as a pivotal driver of tumorigenesis, targeting EMT is of great therapeutic interest in counteracting metastasis and chemoresistance in cancer patients. The hallmark of EMT is the upregulation of N-cadherin followed by the downregulation of E-cadherin, and this process is regulated by a complex network of signaling pathways and transcription factors. In this review, we summarized the recent understanding of the roles of E- and N-cadherins in cancer invasion and metastasis as well as the crosstalk with other signaling pathways involved in EMT. We also highlighted a few natural compounds with potential anti-EMT property and outlined the future directions in the development of novel intervention in human cancer treatments. We have reviewed 287 published papers related to this topic and identified some of the challenges faced in translating the discovery work from bench to bedside.


Cadherins/genetics , Carcinogenesis/genetics , Epithelial-Mesenchymal Transition/genetics , Genes, Switch , Animals , Antineoplastic Agents/isolation & purification , Antineoplastic Agents/therapeutic use , Drug Discovery/methods , Drug Discovery/trends , Gene Expression Regulation, Neoplastic , Genes, Switch/genetics , Humans , Molecular Targeted Therapy/methods , Molecular Targeted Therapy/standards , Molecular Targeted Therapy/trends , Multigene Family/genetics , Signal Transduction/genetics
7.
Mol Microbiol ; 112(6): 1798-1813, 2019 12.
Article En | MEDLINE | ID: mdl-31545538

Genetic elements in the bacteriophage λ immunity region contribute to stable maintenance and synchronous induction of the integrated Escherichia coli prophage. There is a bistable switch between lysogenic and lytic growth that is orchestrated by the CI and Cro repressors acting on the lytic (PL and PR ) and lysogenic (PRM ) promoters, referred to as the Genetic Switch. Other less well-characterized elements in the phage immunity region include the PLIT promoter and the immunity terminator, TIMM . The PLIT promoter is repressed by the bacterial LexA protein in λ lysogens. LexA repressor, like the λ CI repressor, is inactivated during the SOS response to DNA damage, and this regulation ensures that the PLIT promoter and the lytic PL and PR promoters are synchronously activated. Proper RexA and RexB protein levels are critical for the switch from lysogeny to lytic growth. Mutation of PLIT reduces RexB levels relative to RexA, compromising cellular energetics and causing a 10-fold reduction in lytic phage yield. The RexA and RexB proteins interact with themselves and each other in a bacterial two-hybrid system. We also find that the transcription terminator, TIMM , is a Rho-independent, intrinsic terminator. Inactivation of TIMM has minimal effect on λ lysogenization or prophage induction.


Bacteriophage lambda/genetics , Bacteriophage lambda/physiology , Viral Nonstructural Proteins/metabolism , Viral Proteins/metabolism , Bacterial Proteins/metabolism , DNA, Viral/genetics , DNA-Binding Proteins/metabolism , Escherichia coli/genetics , Gene Expression Regulation, Viral/genetics , Genes, Switch/genetics , Genes, Viral/genetics , Lysogeny/genetics , Mutation , Promoter Regions, Genetic/genetics , Repressor Proteins , Serine Endopeptidases/metabolism , Transcription, Genetic , Viral Regulatory and Accessory Proteins , Virus Activation
8.
Nat Plants ; 5(5): 505-511, 2019 05.
Article En | MEDLINE | ID: mdl-31036912

The engineering of plant genomes presents exciting opportunities to modify agronomic traits and to produce high-value products in plants. Expression of foreign proteins from transgenes in the chloroplast genome offers advantages that include the capacity for prodigious protein output, the lack of transgene silencing and the ability to express multicomponent pathways from polycistronic mRNA. However, there remains a need for robust methods to regulate plastid transgene expression. We designed orthogonal activators that boost the expression of chloroplast transgenes harbouring cognate cis-elements. Our system exploits the programmable RNA sequence specificity of pentatricopeptide repeat proteins and their native functions as activators of chloroplast gene expression. When expressed from nuclear transgenes, the engineered proteins stimulate the expression of plastid transgenes by up to ~40-fold, with maximal protein abundance approaching that of Rubisco. This strategy provides a means to regulate and optimize the expression of foreign genes in chloroplasts and to avoid deleterious effects of their products on plant growth.


Arabidopsis Proteins/genetics , Chloroplasts/genetics , Gene Expression Regulation, Plant/genetics , Genes, Switch/genetics , Protein Engineering , Transgenes/genetics , Electrophoresis, Polyacrylamide Gel , Immunoblotting , Protein Engineering/methods , RNA-Binding Proteins/genetics
9.
Biochemistry (Mosc) ; 83(4): 381-392, 2018 Apr.
Article En | MEDLINE | ID: mdl-29626925

Vertebrates have multiple forms of hemoglobin that differ in the composition of their polypeptide chains. During ontogenesis, the composition of these subunits changes. Genes encoding different α- and ß-polypeptide chains are located in two multigene clusters on different chromosomes. Each cluster contains several genes that are expressed at different stages of ontogenesis. The phenomenon of stage-specific transcription of globin genes is referred to as globin gene switching. Mechanisms of expression switching, stage-specific activation, and repression of transcription of α- and ß-globin genes are of interest from both theoretical and practical points of view. Alteration of balanced expression of globin genes, which usually occurs due to damage to adult ß-globin genes, leads to development of severe diseases - hemoglobinopathies. In most cases, reactivation of the fetal hemoglobin gene in patients with ß-thalassemia and sickle cell disease can reduce negative consequences of irreversible alterations of expression of the ß-globin genes. This review focuses on the current state of research on genetic and epigenetic mechanisms underlying stage-specific switching of ß-globin genes.


Epigenesis, Genetic/genetics , Genes, Switch/genetics , beta-Globins/genetics , Animals , Humans
10.
PLoS Genet ; 14(1): e1007185, 2018 01.
Article En | MEDLINE | ID: mdl-29351292

A common occurrence in metazoan development is the rise of multiple tissues/organs from a single uniform precursor field. One example is the anterior forebrain of vertebrates, which produces the eyes, hypothalamus, diencephalon, and telencephalon. Another instance is the Drosophila wing disc, which generates the adult wing blade, the hinge, and the thorax. Gene regulatory networks (GRNs) that are comprised of signaling pathways and batteries of transcription factors parcel the undifferentiated field into discrete territories. This simple model is challenged by two observations. First, many GRN members that are thought to control the fate of one organ are actually expressed throughout the entire precursor field at earlier points in development. Second, each GRN can simultaneously promote one of the possible fates choices while repressing the other alternatives. It is therefore unclear how GRNs function to allocate tissue fates if their members are uniformly expressed and competing with each other within the same populations of cells. We address this paradigm by studying fate specification in the Drosophila eye-antennal disc. The disc, which begins its development as a homogeneous precursor field, produces a number of adult structures including the compound eyes, the ocelli, the antennae, the maxillary palps, and the surrounding head epidermis. Several selector genes that control the fates of the eye and antenna, respectively, are first expressed throughout the entire eye-antennal disc. We show that during early stages, these genes are tasked with promoting the growth of the entire field. Upon segregation to distinct territories within the disc, each GRN continues to promote growth while taking on the additional roles of promoting distinct primary fates and repressing alternate fates. The timing of both expression pattern restriction and expansion of functional duties is an elemental requirement for allocating fates within a single field.


Drosophila melanogaster , Gene Expression Regulation, Developmental , Gene Regulatory Networks/physiology , Genes, Switch/genetics , Organogenesis/genetics , Wings, Animal/embryology , Animals , Animals, Genetically Modified , Body Patterning/genetics , Drosophila melanogaster/embryology , Drosophila melanogaster/genetics , Embryo, Nonmammalian , Wings, Animal/metabolism
11.
Am J Psychiatry ; 175(3): 262-274, 2018 03 01.
Article En | MEDLINE | ID: mdl-29361849

OBJECTIVE: Proinflammatory cytokines have recently received considerable attention for their role in suicidal behavior; however, how the expression of cytokine genes is regulated is not clearly known. The authors examined underlying mechanisms of critical cytokine gene tumor necrosis factor-alpha (TNF-α) dysregulation in the brains of individuals who died by suicide. METHOD: TNF-α expression was examined in the dorsolateral prefrontal cortex of the postmortem brains of persons with and without major depressive disorder who died by suicide and of persons with major depressive disorder who died of causes other than suicide. The role of putative microRNAs targeting TNF-α and RNA-binding protein Hu antigen R (HuR) was tested with in vitro and in vivo approaches and by examining expression of transactivation response RNA binding protein (TRBP). Genetic influence on TNF-α expression was determined by expression quantitative trait loci analysis and by genotyping three single-nucleotide polymorphisms in the promoter region of the TNF-α gene. Promoter methylation of TNF-α was determined by using methylated DNA immunoprecipitation assay. Expression of miR-19a-3p and TNF-α was also determined in the peripheral blood mononuclear cells of 12 healthy control subjects and 12 currently depressed patients with severe suicidal ideation. RESULTS: TNF-α expression was significantly higher in the dorsolateral prefrontal cortex of individuals who died by suicide, regardless of psychiatric diagnosis. Its expression level was also increased in individuals with major depressive disorder who died by causes other than suicide. On the other hand, expression of miR-19a-3p was upregulated specifically in individuals who died by suicide. In a preliminary observation, similar upregulation of TNF-α and miR-19a-3p was observed in the peripheral blood mononuclear cells of depressed patients with suicidal ideation. Despite its ability to directly target TNF-α in vitro, miR-19a-3p showed no interaction with TNF-α in the dorsolateral prefrontal cortex. HuR potentially stabilized TNF-α transcript, presumably by sequestering its 3' untranslated region from miR-19a-3p-mediated inhibition. Furthermore, decreased TRBP expression supported abnormality in the interaction between miR-19a-3p and TNF-α. Additionally, TNF-α transcriptional upregulation was associated with promoter hypomethylation, whereas no genetic influence on altered TNF-α or miR-19a-3p expression was observed in individuals who died by suicide. CONCLUSIONS: The data in this study provide mechanistic insights into the dysregulation of the TNF-α gene in the brains of individuals who died by suicide, which could potentially be involved in suicidal behavior.


Epigenesis, Genetic/genetics , Genes, Switch/genetics , Prefrontal Cortex/metabolism , Tumor Necrosis Factor-alpha/genetics , Up-Regulation/genetics , Cohort Studies , Depressive Disorder, Major/genetics , Depressive Disorder, Major/pathology , Gene Expression Regulation/genetics , Genotype , Humans , MicroRNAs/genetics , Polymorphism, Single Nucleotide/genetics , Prefrontal Cortex/pathology , Promoter Regions, Genetic/genetics , Quantitative Trait Loci/genetics , RNA, Long Noncoding , Reference Values , Suicidal Ideation , Suicide
12.
Br J Haematol ; 180(5): 630-643, 2018 03.
Article En | MEDLINE | ID: mdl-29193029

The major ß-haemoglobinopathies, sickle cell disease and ß-thalassaemia, represent the most common monogenic disorders worldwide and a steadily increasing global disease burden. Allogeneic haematopoietic stem cell transplantation, the only curative therapy, is only applied to a small minority of patients. Common clinical management strategies act mainly downstream of the root causes of disease. The observation that elevated fetal haemoglobin expression ameliorates these disorders has motivated longstanding investigations into the mechanisms of haemoglobin switching. Landmark studies over the last decade have led to the identification of two potent transcriptional repressors of γ-globin, BCL11A and ZBTB7A. These regulators act with additional trans-acting epigenetic repressive complexes, lineage-defining factors and developmental programs to silence fetal haemoglobin by working on cis-acting sequences at the globin gene loci. Rapidly advancing genetic technology is enabling researchers to probe deeply the interplay between the molecular players required for γ-globin (HBG1/HBG2) silencing. Gene therapies may enable permanent cures with autologous modified haematopoietic stem cells that generate persistent fetal haemoglobin expression. Ultimately rational small molecule pharmacotherapies to reactivate HbF could extend benefits widely to patients.


Hemoglobinopathies/genetics , Hemoglobins/genetics , Animals , Carrier Proteins/genetics , DNA-Binding Proteins/genetics , Disease Models, Animal , Epigenesis, Genetic/genetics , Fetal Globulins/genetics , Genes, Switch/genetics , Globins/genetics , Humans , Kruppel-Like Transcription Factors/genetics , Mice , Nuclear Proteins/genetics , Oncogene Proteins v-myb/genetics , Repressor Proteins , Transcription Factors/genetics
13.
Nat Commun ; 8(1): 1671, 2017 11 17.
Article En | MEDLINE | ID: mdl-29150615

Cybergenetics is a novel field of research aiming at remotely pilot cellular processes in real-time with to leverage the biotechnological potential of synthetic biology. Yet, the control of only a small number of genetic circuits has been tested so far. Here we investigate the control of multistable gene regulatory networks, which are ubiquitously found in nature and play critical roles in cell differentiation and decision-making. Using an in silico feedback control loop, we demonstrate that a bistable genetic toggle switch can be dynamically maintained near its unstable equilibrium position for extended periods of time. Importantly, we show that a direct method based on dual periodic forcing is sufficient to simultaneously maintain many cells in this undecided state. These findings pave the way for the control of more complex cell decision-making systems at both the single cell and the population levels, with vast fundamental and biotechnological applications.


Feedback, Physiological , Gene Expression Regulation, Bacterial , Gene Regulatory Networks , Genes, Switch/genetics , Signal Transduction/genetics , Algorithms , Computer Simulation , Escherichia coli/genetics , Escherichia coli/metabolism , Microscopy, Fluorescence , Models, Genetic , Synthetic Biology/methods , Time-Lapse Imaging/methods
14.
ACS Synth Biol ; 6(9): 1642-1649, 2017 09 15.
Article En | MEDLINE | ID: mdl-28562030

Site directed RNA editing is an engineered tool for the posttranscriptional manipulation of RNA and proteins. Here, we demonstrate the inclusion of additional N- and C-terminal protein domains in an RNA editing-dependent manner to switch between protein isoforms in mammalian cell culture. By inclusion of localization signals, a switch of the subcellular protein localization was achieved. This included the shift from the cytoplasm to the outer-membrane, which typically is inaccessible at the protein-level. Furthermore, the strategy allows to implement photocaging to achieve spatiotemporal control of isoform switching. The strategy does not require substantial genetic engineering, and might well complement current optogenetic and optochemical approaches.


Genes, Switch/genetics , Genes, Switch/radiation effects , Mutagenesis, Site-Directed/methods , Proteins/metabolism , RNA Editing/genetics , RNA Editing/radiation effects , Subcellular Fractions/metabolism , HEK293 Cells , Humans , Light , Proteins/genetics
15.
ACS Synth Biol ; 6(9): 1663-1671, 2017 09 15.
Article En | MEDLINE | ID: mdl-28602075

Accurate control of a biological process is essential for many critical functions in biology, from the cell cycle to proteome regulation. To achieve this, negative feedback is frequently employed to provide a highly robust and reliable output. Feedback is found throughout biology and technology, but due to challenges posed by its implementation, it is yet to be widely adopted in synthetic biology. In this paper we design a synthetic feedback network using a class of recombinase proteins called integrases, which can be re-engineered to flip the orientation of DNA segments in a digital manner. This system is highly orthogonal, and demonstrates a strong capability for regulating and reducing the expression variability of genes being transcribed under its control. An excisionase protein provides the negative feedback signal to close the loop in this system, by flipping DNA segments in the reverse direction. Our integrase/excisionase negative feedback system thus provides a modular architecture that can be tuned to suit applications throughout synthetic biology and biomanufacturing that require a highly robust and orthogonally controlled output.


DNA/genetics , Feedback, Physiological/physiology , Gene Expression Regulation/genetics , Genes, Switch/genetics , Genes, Synthetic/genetics , Models, Genetic , Recombinases/genetics , Computer Simulation , Escherichia coli/genetics , Genetic Enhancement/methods , Protein Engineering/methods , Recombinant Proteins/biosynthesis , Recombinant Proteins/genetics , Synthetic Biology/methods
16.
ACS Synth Biol ; 6(9): 1710-1721, 2017 09 15.
Article En | MEDLINE | ID: mdl-28548488

RNA-RNA assembly governs key biological processes and is a powerful tool for engineering synthetic genetic circuits. Characterizing RNA assembly in living cells often involves monitoring fluorescent reporter proteins, which are at best indirect measures of underlying RNA-RNA hybridization events and are subject to additional temporal and load constraints associated with translation and activation of reporter proteins. In contrast, RNA aptamers that sequester small molecule dyes and activate their fluorescence are increasingly utilized in genetically encoded strategies to report on RNA-level events. Split-aptamer systems have been rationally designed to generate signal upon hybridization of two or more discrete RNA transcripts, but none directly function when expressed in vivo. We reasoned that the improved physiological properties of the Broccoli aptamer enable construction of a split-aptamer system that could function in living cells. Here we present the Split-Broccoli system, in which self-assembly is nucleated by a thermostable, three-way junction RNA architecture and fluorescence activation requires both strands. Functional assembly of the system approximately follows second-order kinetics in vitro and improves when cotranscribed, rather than when assembled from purified components. Split-Broccoli fluorescence is digital in vivo and retains functional modularity when fused to RNAs that regulate circuit function through RNA-RNA hybridization, as demonstrated with an RNA Toehold switch. Split-Broccoli represents the first functional split-aptamer system to operate in vivo. It offers a genetically encoded and nondestructive platform to monitor and exploit RNA-RNA hybridization, whether as an all-RNA, stand-alone AND gate or as a tool for monitoring assembly of RNA-RNA hybrids.


Aptamers, Nucleotide/genetics , Fluorescent Dyes , Genes, Reporter/genetics , Genes, Switch/genetics , Microscopy, Fluorescence/methods , RNA/genetics , Biosensing Techniques/instrumentation , Genes, Synthetic/genetics , Molecular Imaging/methods
17.
Integr Biol (Camb) ; 9(2): 156-166, 2017 02 20.
Article En | MEDLINE | ID: mdl-28098310

Cell signaling networks regulate a variety of developmental and physiological processes, and changes in their response to external stimuli are often implicated in disease initiation and progression. To elucidate how different responses can arise from conserved signaling networks, we have developed a mathematical model of the well-characterized Caenorhabditis vulval development network involving EGF, Wnt and Notch signaling that recapitulates biologically observed behaviors. We experimentally block a specific element of the EGF pathway (MEK), and find different behaviors in vulval development in two Caenorhabditis species, C. elegans and C. briggsae. When we separate our parameters into subsets that correspond to these two responses, they yield model behaviors that are consistent with observed experimental results, despite the initial parameter grouping based on perturbation in a single node of the EGF pathway. Finally, our analysis predicts specific parameters that may be critical for the theoretically and experimentally observed differences, suggesting modifications that might allow intentional switching between the two species' responses. Our results indicate that all manipulations within a signal transduction pathway do not yield the same outcome, and provide a framework to identify the specific genetic perturbations within a conserved network that will confer unique behaviors on the network.


Conserved Sequence/genetics , Gene Expression Regulation/genetics , Genes, Switch/genetics , Models, Genetic , Signal Transduction/genetics , Species Specificity , Computer Simulation
18.
Br J Cancer ; 116(1): 58-65, 2017 01 03.
Article En | MEDLINE | ID: mdl-27884016

BACKGROUND: Tumour budding, described as the presence of single cells or small clusters of up to five tumour cells at the invasive margin, is established as a prognostic marker in colorectal carcinoma. In the present study, we aimed to investigate the molecular signature of tumour budding cells and the corresponding tumour bulk. METHODS: Tumour bulk and budding areas were microdissected and processed for RNA-sequencing. As little RNA was obtained from budding cells, a special low-input mRNA library preparation protocol was used. Gene expression profiles of budding as compared with tumour bulk were investigated for established EMT signatures, consensus molecular subtype (CMS), gene set enrichment and pathway analysis. RESULTS: A total of 296 genes were differentially expressed with an FDR <0.05 and a twofold change between tumour bulk and budding regions. Genes that were upregulated in the budding signature were mainly involved in cell migration and survival while downregulated genes were important for cell proliferation. Supervised clustering according to an established EMT gene signature categorised budding regions as EMT-positive, whereas tumour bulk was considered EMT-negative. Furthermore, a shift from CMS2 (epithelial) to CMS4 (mesenchymal) was observed as tumour cells transit from the tumour bulk to the budding regions. CONCLUSIONS: Tumour budding regions are characterised by a phenotype switch compared with the tumour bulk, involving the acquisition of migratory characteristics and a decrease in cell proliferation. In particular, most tumour budding signatures were EMT-positive and switched from an epithelial subtype (CMS2) in the tumour bulk to a mesenchymal subtype (CMS4) in budding cells.


Cell Division/genetics , Colorectal Neoplasms/genetics , Colorectal Neoplasms/pathology , Epithelial-Mesenchymal Transition/genetics , Genes, Switch/genetics , Transcriptome , Adult , Aged , Aged, 80 and over , Cell Proliferation/genetics , Colorectal Neoplasms/metabolism , Female , Gene Expression Profiling , Humans , Male , Margins of Excision , Middle Aged , Neoplasm Invasiveness , Phenotype , Tissue Array Analysis
19.
PLoS Genet ; 12(10): e1006353, 2016 Oct.
Article En | MEDLINE | ID: mdl-27711197

Heritable epigenetic changes underlie the ability of cells to differentiate into distinct cell types. Here, we demonstrate that the fungal pathogen Candida tropicalis exhibits multipotency, undergoing stochastic and reversible switching between three cellular states. The three cell states exhibit unique cellular morphologies, growth rates, and global gene expression profiles. Genetic analysis identified six transcription factors that play key roles in regulating cell differentiation. In particular, we show that forced expression of Wor1 or Efg1 transcription factors can be used to manipulate transitions between all three cell states. A model for tristability is proposed in which Wor1 and Efg1 are self-activating but mutually antagonistic transcription factors, thereby forming a symmetrical self-activating toggle switch. We explicitly test this model and show that ectopic expression of WOR1 can induce white-to-hybrid-to-opaque switching, whereas ectopic expression of EFG1 drives switching in the opposite direction, from opaque-to-hybrid-to-white cell states. We also address the stability of induced cell states and demonstrate that stable differentiation events require ectopic gene expression in combination with chromatin-based cues. These studies therefore experimentally test a model of multistate stability and demonstrate that transcriptional circuits act synergistically with chromatin-based changes to drive cell state transitions. We also establish close mechanistic parallels between phenotypic switching in unicellular fungi and cell fate decisions during stem cell reprogramming.


DNA-Binding Proteins/genetics , Epigenesis, Genetic , Fungal Proteins/biosynthesis , Genes, Switch/genetics , Transcription Factors/genetics , Candida albicans/genetics , Candida albicans/growth & development , Candida tropicalis/genetics , Candida tropicalis/growth & development , Cell Differentiation/genetics , Cell Lineage/genetics , Chromatin/genetics , DNA-Binding Proteins/biosynthesis , Fungal Proteins/genetics , Gene Expression Regulation, Developmental , Gene Expression Regulation, Fungal , Transcription Factors/biosynthesis
20.
PLoS Comput Biol ; 12(10): e1005154, 2016 Oct.
Article En | MEDLINE | ID: mdl-27768683

During tissue development, patterns of gene expression determine the spatial arrangement of cell types. In many cases, gradients of secreted signalling molecules-morphogens-guide this process by controlling downstream transcriptional networks. A mechanism commonly used in these networks to convert the continuous information provided by the gradient into discrete transitions between adjacent cell types is the genetic toggle switch, composed of cross-repressing transcriptional determinants. Previous analyses have emphasised the steady state output of these mechanisms. Here, we explore the dynamics of the toggle switch and use exact numerical simulations of the kinetic reactions, the corresponding Chemical Langevin Equation, and Minimum Action Path theory to establish a framework for studying the effect of gene expression noise on patterning time and boundary position. This provides insight into the time scale, gene expression trajectories and directionality of stochastic switching events between cell states. Taking gene expression noise into account predicts that the final boundary position of a morphogen-induced toggle switch, although robust to changes in the details of the noise, is distinct from that of the deterministic system. Moreover, the dramatic increase in patterning time close to the boundary predicted from the deterministic case is substantially reduced. The resulting stochastic switching introduces differences in patterning time along the morphogen gradient that result in a patterning wave propagating away from the morphogen source with a velocity determined by the intrinsic noise. The wave sharpens and slows as it advances and may never reach steady state in a biologically relevant time. This could explain experimentally observed dynamics of pattern formation. Together the analysis reveals the importance of dynamical transients for understanding morphogen-driven transcriptional networks and indicates that gene expression noise can qualitatively alter developmental patterning.


Adaptation, Physiological/genetics , Gene Expression Regulation, Developmental/genetics , Genes, Switch/genetics , Intercellular Signaling Peptides and Proteins/metabolism , Models, Genetic , Morphogenesis/genetics , Animals , Computer Simulation , Homeostasis/genetics , Humans , Models, Statistical , Signal-To-Noise Ratio
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