scholarly journals Negative autoregulation matches production and demand in synthetic transcriptional networks

2013 ◽  
Author(s):  
Elisa Franco ◽  
Giulia Giordano ◽  
Per-Ola Forsberg ◽  
Richard M Murray

We propose a negative feedback architecture that regulates activity of artificial genes, or "genelets", to meet their output downstream demand, achieving robustness with respect to uncertain open-loop output production rates. In particular, we consider the case where the outputs of two genelets interact to form a single assembled product. We show with analysis and experiments that negative autoregulation matches the production and demand of the outputs: the magnitude of the regulatory signal is proportional to the error between the circuit output concentration and its actual demand. This two-device system is experimentally implemented using in vitro transcriptional networks, where reactions are systematically designed by optimizing nucleic acid sequences with publicly available software packages. We build a predictive ordinary differential equation (ODE) model that captures the dynamics of the system, and can be used to numerically assess the scalability of this architecture to larger sets of interconnected genes. Finally, with numerical simulations we contrast our negative autoregulation scheme with a cross-activation architecture, which is less scalable and results in slower response times.

Blood ◽  
2019 ◽  
Vol 134 (Supplement_1) ◽  
pp. 3946-3946
Author(s):  
Liping Li ◽  
Katharina Hayer ◽  
Lingling Xian ◽  
Li Luo ◽  
Leslie Cope ◽  
...  

Introduction: Acute B-cell lymphoblastic leukemia (B-ALL) is the most common form of childhood leukemia and the leading cause of death in children with cancer. While therapy is often curative, about 10-15% of children will relapse with recurrent disease and abysmal outcomes. Actionable mechanisms that mediate relapse remain largely unknown. The gene encoding the High Mobility Group A1(HMGA1) chromatin regulator is overexpressed in diverse malignancies where high levels portend poor outcomes. In murine models, we discovered thatHmga1 overexpression is sufficient for clonal expansion and progression to aggressive acute lymphoid leukemia (Cancer Res 2008,68:10121, 2018,78:1890; Nature Comm 2017,8:15008). Further, HMGA1 is overexpressed in pediatric B-ALL (pB-ALL) blasts with highest levels in children who relapse early compared to those who achieve chronic remissions. Together, these findings suggest that HMGA1 is required for leukemogenesis and may foster relapse in B-ALL. We therefore sought to: 1) test the hypothesis that HMGA1 is a key epigenetic regulator required for leukemogenesis and relapse in pB-ALL, and, 2) elucidate targetable mechanisms mediated by HMGA1 in leukemogenesis. Methods: We silenced HMGA1 via lentiviral delivery of short hairpin RNAs targeting 2 different sequences in cell lines derived from relapsed pB-ALL (REH, 697). REH cells harbor the TEL-AML1 fusion; 697 cells express BCL2, BCL3, and cMYC. Next, we assessed leukemogenic phenotypes in vitro (proliferation, cell cycle progression, apoptosis, and clonogenicity) and leukemogenesis invivo. To dissect molecular mechanisms underlying HMGA1, we performed RNA-Seq and applied in silico pathway analysis. Results: There is abundant HMGA1 mRNA and protein in both pB-ALL cell lines and HMGA1 was effectively silenced by short hairpin RNA. Further, silencing HMGA1 dramatically halts proliferation in both cell lines, leading to a decrease in cells in S phase with a concurrent increase in G0/S1. Apoptosis also increased by 5-10% after HMGA1 silencing based on flow cytometry for Annexin V. In colony forming assays, silencing HMGA1 impaired clonogenicity in both pB-ALL cell lines. To assess HMGA1 function in leukemogenesis in vivo, we implanted control pB-ALL cells (transduced with control lentivirus) or those with HMGA1 silencing via tail vein injection into immunosuppressed mice (NOD/SCID/IL2 receptor γ). All mice receiving control REH cells succumbed to leukemia with a median survival of only 29 days. At the time of death, mice had marked splenomegaly along with leukemic cells circulating in the peripheral blood and infiltrating both the spleen and bone marrow. In contrast, mice injected with REH cells with HMGA1 silencing survived for >40 days (P<0.001) and had a significant decrease in tumor burden in the peripheral blood, spleen, and bone marrow. Similar results were obtained with 697 cells, although this model was more fulminant with control mice surviving for a median of only 17 days. To determine whether the leukemic blasts found in mice injected with ALL cells after HMGA1 silencing represented a clone that expanded because it escaped HMGA1 silencing, we assessed HMGA1 levels and found that cells capable of establishing leukemia had high HMGA1 expression, with levels similar to those observed in control cells without HMGA1 silencing. RNA-Seq analyses from REH and 697 cell lines with and without HMGA1 silencing revealed that HMGA1 up-regulates transcriptional networks involved in RAS/MAPK/ERK signaling while repressing the IDH1 metabolic gene, the latter of which functions in DNA and histone methylation. Studies are currently underway to identify effective agents to target HMGA1 pathways. Conclusions: Silencing HMGA1 dramatically disrupts leukemogenic phenotypes in vitro and prevents the development of leukemia in mice. Mechanistically, RNA-Seq analyses revealed that HMGA amplifies transcriptional networks involved cell cycle progression and epigenetic modifications. Our findings highlight the critical role for HMGA1 as a molecular switch required for leukemic transformation in pB-ALL and a rational therapeutic target that may be particularly relevant for relapsed B-ALL. Disclosures No relevant conflicts of interest to declare.


Development ◽  
2020 ◽  
Vol 147 (22) ◽  
pp. dev193417
Author(s):  
Gregory A. Quaife-Ryan ◽  
Richard J. Mills ◽  
George Lavers ◽  
Holly K. Voges ◽  
Celine J. Vivien ◽  
...  

ABSTRACTThe inability of the adult mammalian heart to regenerate represents a fundamental barrier in heart failure management. By contrast, the neonatal heart retains a transient regenerative capacity, but the underlying mechanisms for the developmental loss of cardiac regenerative capacity in mammals are not fully understood. Wnt/β-catenin signalling has been proposed as a key cardioregenerative pathway driving cardiomyocyte proliferation. Here, we show that Wnt/β-catenin signalling potentiates neonatal mouse cardiomyocyte proliferation in vivo and immature human pluripotent stem cell-derived cardiomyocyte (hPSC-CM) proliferation in vitro. By contrast, Wnt/β-catenin signalling in adult mice is cardioprotective but fails to induce cardiomyocyte proliferation. Transcriptional profiling and chromatin immunoprecipitation sequencing of neonatal mouse and hPSC-CMs revealed a core Wnt/β-catenin-dependent transcriptional network governing cardiomyocyte proliferation. By contrast, β-catenin failed to re-engage this neonatal proliferative gene network in the adult heart despite partial transcriptional re-activation of a neonatal glycolytic gene programme. These findings suggest that β-catenin might be repurposed from regenerative to protective functions in the adult heart in a developmental process dependent on the metabolic status of cardiomyocytes.


1999 ◽  
Vol 276 (1) ◽  
pp. H134-H140 ◽  
Author(s):  
Glenn J. Harrison ◽  
Michiel H. van Wijhe ◽  
Bas de Groot ◽  
Francina J. Dijk ◽  
Johannes H. G. M. van Beek

The effect of graded creatine kinase (CK) inhibition on the response time of mitochondrial O2 consumption to dynamic workload jumps ( t mito) was studied in isolated rabbit hearts. Tyrode-perfused hearts ( n = 7/group) were exposed to 15 min of 0, 0.1, 0.2, or 0.4 mM iodoacetamide (IA) (CK activity = 100, 14, 6, and 3%, respectively). Pretreatment t mito was similar across groups at 6.5 ± 0.5 s (mean ± SE). The increase observed over time in control hearts (33 ± 8%) was progressively reversed to 16 ± 6, −20 ± 6 ( P< 0.01 vs. control), and −46 ± 6 ( P < 0.01 vs. control) % in the 0.1, 0.2 and 0.4 mM IA groups, respectively. The faster response times occurred without reductions in mitochondrial oxidative capacity (assessed in vitro) or myocardial O2 consumption of the whole heart during workload steps. Isovolumic contractile function assessed as rate-pressure product (RPP) and contractile reserve (increase in RPP during heart rate steps) were significantly reduced by IA. We conclude that CK in the myofibrils and/or cytosol does not speed up transfer of the energy-related signal to the mitochondria but rather acts as an energetic buffer, effectively slowing the stimulus between myofibrils/ion pumps and oxidative phosphorylation. This argues against the existence of an obligatory creatine phosphate energy shuttle, because CK is effectively bypassed.


2015 ◽  
Vol 67 (5) ◽  
Author(s):  
Steven L. Brunton ◽  
Bernd R. Noack

Closed-loop turbulence control is a critical enabler of aerodynamic drag reduction, lift increase, mixing enhancement, and noise reduction. Current and future applications have epic proportion: cars, trucks, trains, airplanes, wind turbines, medical devices, combustion, chemical reactors, just to name a few. Methods to adaptively adjust open-loop parameters are continually improving toward shorter response times. However, control design for in-time response is challenged by strong nonlinearity, high-dimensionality, and time-delays. Recent advances in the field of model identification and system reduction, coupled with advances in control theory (robust, adaptive, and nonlinear) are driving significant progress in adaptive and in-time closed-loop control of fluid turbulence. In this review, we provide an overview of critical theoretical developments, highlighted by compelling experimental success stories. We also point to challenging open problems and propose potentially disruptive technologies of machine learning and compressive sensing.


PeerJ ◽  
2020 ◽  
Vol 8 ◽  
pp. e9414 ◽  
Author(s):  
David Bridges ◽  
Alain Pitiot ◽  
Michael R. MacAskill ◽  
Jonathan W. Peirce

Many researchers in the behavioral sciences depend on research software that presents stimuli, and records response times, with sub-millisecond precision. There are a large number of software packages with which to conduct these behavioral experiments and measure response times and performance of participants. Very little information is available, however, on what timing performance they achieve in practice. Here we report a wide-ranging study looking at the precision and accuracy of visual and auditory stimulus timing and response times, measured with a Black Box Toolkit. We compared a range of popular packages: PsychoPy, E-Prime®, NBS Presentation®, Psychophysics Toolbox, OpenSesame, Expyriment, Gorilla, jsPsych, Lab.js and Testable. Where possible, the packages were tested on Windows, macOS, and Ubuntu, and in a range of browsers for the online studies, to try to identify common patterns in performance. Among the lab-based experiments, Psychtoolbox, PsychoPy, Presentation and E-Prime provided the best timing, all with mean precision under 1 millisecond across the visual, audio and response measures. OpenSesame had slightly less precision across the board, but most notably in audio stimuli and Expyriment had rather poor precision. Across operating systems, the pattern was that precision was generally very slightly better under Ubuntu than Windows, and that macOS was the worst, at least for visual stimuli, for all packages. Online studies did not deliver the same level of precision as lab-based systems, with slightly more variability in all measurements. That said, PsychoPy and Gorilla, broadly the best performers, were achieving very close to millisecond precision on several browser/operating system combinations. For response times (measured using a high-performance button box), most of the packages achieved precision at least under 10 ms in all browsers, with PsychoPy achieving a precision under 3.5 ms in all. There was considerable variability between OS/browser combinations, especially in audio-visual synchrony which is the least precise aspect of the browser-based experiments. Nonetheless, the data indicate that online methods can be suitable for a wide range of studies, with due thought about the sources of variability that result. The results, from over 110,000 trials, highlight the wide range of timing qualities that can occur even in these dedicated software packages for the task. We stress the importance of scientists making their own timing validation measurements for their own stimuli and computer configuration.


Blood ◽  
2021 ◽  
Vol 138 (Supplement 1) ◽  
pp. 707-707
Author(s):  
Jung-Hyun Kim ◽  
Liping Li ◽  
Zixin Zhang ◽  
Katharina Hayer ◽  
Lingling Xian ◽  
...  

Abstract Introduction: Despite advances in therapy for B-cell acute lymphoblastic leukemia (B-ALL), relapsed disease remains the leading cause of death in children with cancer. The gene encoding the High Mobility Group A1 (HMGA1) chromatin regulator is highly expressed in stem cells and diverse malignancies where high levels portend poor outcomes. We discovered that transgenic mice misexpressing Hmga1 in lymphoid cells develop leukemic transformation by amplifying transcriptional networks involved in stem cell function, proliferation, and inflammation (Hillion et al, Cancer Res 2008, Schuldenfrei et al, BMC Genomics 2011, Xian et al, Nature Commun 2017). In pediatric B-ALL (pB-ALL), HMGA1 is overexpressed with highest levels in blasts from early relapse (Roy et al, Leuk Lymphoma 2013). Together, these findings suggest that HMGA1 is required for leukemogenesis and drives relapse through epigenetic reprogramming. We therefore sought to: 1) test the hypothesis that HMGA1 is required for leukemogenesis and relapse in pB-ALL, and, 2) elucidate targetable mechanisms mediated by HMGA1. Methods: To elucidate the function of HMGA1 and downstream targets, we employed CRISPR/Cas9 gene inactivation and lentiviral-mediated gene silencing via delivery of short hairpin RNA (shRNA) targeting 2 sequences per gene in cell lines from relapsed pB-ALL, including REH, which harbor the TEL-AML1 fusion, and 697, which harbor the E2A-PBX1 fusion. We assessed leukemia phenotypes in vitro and leukemic engraftment in vivo. To dissect molecular mechanisms, we performed RNA sequencing (RNAseq) and applied in silico pathway analysis. To validate these pathways in human pB-ALL, we assessed gene expression and clinical outcomes in independent cohorts. The Broad Institute Connectivity Map (CMAP) was applied to identify drugs to target HMGA1 networks. Results: HMGA1 is overexpressed in pB-ALL in independent cohorts with highest levels at relapse. Decreasing HMGA1 expression via CRISPR/Cas9 inactivation or shRNA-mediated gene silencing in relapsed pB-ALL cell lines (REH, 697) disrupts proliferation, decreases the frequency of cells in S phase concurrent with increases in G0/G1, enhances apoptosis, and impairs clonogenicity. To assess HMGA1 function in vivo, we compared leukemogenesis following tail vein injection of pB-ALL cell lines with or without HMGA1 depletion in immunodeficient mice (NOD/SCID/IL2 receptor gamma null). Survival was prolonged in mice injected with either pB-ALL cell line (REH, 697) after HMGA1 depletion. Further, leukemic cells that ultimately engraft show increased HMGA1 expression relative to the pool of injected cells with HMGA1 silencing, suggesting that escape from HMGA1 silencing was required for engraftment. RNAseq revealed transcriptional networks governed by HMGA1 that regulate proliferation (G2M checkpoint, E2F), RAS/ERK signaling, hematopoietic stem cells, and ETV5 (ETS variant 5 transcription factor) targets. Given its association with aggressive ALL harboring the BCR-ABL fusion, we focused on the ETV5 gene. CRISPR/Cas9 inactivation or gene silencing of ETV5 in relapsed pB-ALL cell lines (REH, 697) decreases proliferation and clonogenicity in vitro, while delaying leukemogenesis in vivo. Further, restoring ETV5 expression in pB-ALL cell lines with HMGA1 silencing partially rescues anti-leukemogenic effects of HMGA1 depletion. Mechanistically, HMGA1 binds to AT-rich regions within the ETV5 promoter (-0.7 kb and -0.2 kb) and recruits active histone marks (H3K27Ac, H3K4me3, H3K4me1) to induce ETV5. Epigenetic drugs predicted to target HMGA1-ETV5 networks synergize with HMGA1 silencing in cytotoxicity assays with pB-ALL cell lines. Most importantly, HMGA1 and ETV5 are co-expressed and up-regulated in primary blasts from children with pB-ALL with highest levels at relapse, thus underscoring the significance of this pathway in relapsed pediatric B-ALL. Conclusions: We discovered a previously unknown epigenetic program whereby HMGA1 up-regulates ETV5 networks by binding to chromatin and recruiting active histone marks to the ETV5 promoter. Both HMGA1 and ETV5 are up-regulated at relapse. Finally, the HMGA1-ETV5 axis can be targeted by epigenetic drugs (HDAC inhibitors) that synergize with HMGA1 depletion. Our findings reveal the HMGA1-ETV5 axis as a key molecular switch in relapsed pB-ALL and rational therapeutic target to treat or prevent relapse. Figure 1 Figure 1. Disclosures No relevant conflicts of interest to declare.


2019 ◽  
Author(s):  
Whitney E. Heavner ◽  
Shaoyi Ji ◽  
James H. Notwell ◽  
Ethan S. Dyer ◽  
Alex M. Tseng ◽  
...  

AbstractWe are only just beginning to catalog the vast diversity of cell types in the cerebral cortex. Such categorization is a first step toward understanding how diversification relates to function. All cortical projection neurons arise from a uniform pool of progenitor cells that lines the ventricles of the forebrain. It is still unclear how these progenitor cells generate the more than fifty unique types of mature cortical projection neurons defined by their distinct gene expression profiles. Here we compare gene expression and chromatin accessibility of two subclasses of projection neurons with divergent morphological and functional features as they develop in the mouse brain between embryonic day 13 and postnatal day 5 in order to identify transcriptional networks that diversity neuron cell fate. We find groups of transcription factors whose expression is correlated with chromatin accessibility, transcription factor binding motifs, and lncRNAs that define each subclass and validate the function of a family of novel candidate genes in vitro. Our multidimensional approach reveals that subclass-specific chromatin accessibility is significantly correlated with gene expression, providing a resource for generating new specific genetic drivers and revealing regions of the genome that are particularly susceptible to harmful genetic mutations by virtue of their correlation with important developmental genes.


1987 ◽  
Vol 33 (9) ◽  
pp. 1538-1542 ◽  
Author(s):  
W W Miller ◽  
M Yafuso ◽  
C F Yan ◽  
H K Hui ◽  
S Arick

Abstract A fluorescence-based fiber optic measurement system has been developed for monitoring pH, pCO2, and pO2 through a 20-gauge radial artery catheter without compromising capabilities for monitoring arterial pressure or for blood withdrawal. The measuring probe consists of three optical fibers to which the sensing chemistries are attached, and a thermocouple that measures temperature. The probe is designed to meet in-vivo biocompatibility requirements for a one-time use of up to 72 h. The components that are in contact with the patient's blood are nontoxic, nonhemolytic, nonthrombogenic, and sterilizable. Blood compatibility is enhanced by including covalently bound heparin. The in-vitro accuracy of the system has been tested against commercial blood-gas measurement instruments; comparison with tonometry and blood gas values gave r greater than or equal to 0.98 for all three sensors. The standard error for all sensors was within the College of American Pathologists' accuracy guidelines for measuring blood gas. Instrumental drift was minimal, indicating that system performance characteristics should not be the limiting factor in obtaining clinically useful information for up to 72 h. The response times of the sensors in animal and in-vitro studies were less than 2 min, suitable for monitoring physiological changes in blood gas values.


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