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1.
PLoS Comput Biol ; 18(2): e1009811, 2022 02.
Article in English | MEDLINE | ID: mdl-35143483

ABSTRACT

Nucleosomes are recognized as key regulators of transcription. However, the relationship between slow nucleosome unwrapping dynamics and bulk transcriptional properties has not been thoroughly explored. Here, an agent-based model that we call the dynamic defect Totally Asymmetric Simple Exclusion Process (ddTASEP) was constructed to investigate the effects of nucleosome-induced pausing on transcriptional dynamics. Pausing due to slow nucleosome dynamics induced RNAPII convoy formation, which would cooperatively prevent nucleosome rebinding leading to bursts of transcription. The mean first passage time (MFPT) and the variance of first passage time (VFPT) were analytically expressed in terms of the nucleosome rate constants, allowing for the direct quantification of the effects of nucleosome-induced pausing on pioneering polymerase dynamics. The mean first passage elongation rate γ(hc, ho) is inversely proportional to the MFPT and can be considered to be a new axis of the ddTASEP phase diagram, orthogonal to the classical αß-plane (where α and ß are the initiation and termination rates). Subsequently, we showed that, for ß = 1, there is a novel jamming transition in the αγ-plane that separates the ddTASEP dynamics into initiation-limited and nucleosome pausing-limited regions. We propose analytical estimates for the RNAPII density ρ, average elongation rate v, and transcription flux J and verified them numerically. We demonstrate that the intra-burst RNAPII waiting times tin follow the time-headway distribution of a max flux TASEP and that the average inter-burst interval [Formula: see text] correlates with the index of dispersion De. In the limit γ→0, the average burst size reaches a maximum set by the closing rate hc. When α≪1, the burst sizes are geometrically distributed, allowing large bursts even while the average burst size [Formula: see text] is small. Last, preliminary results on the relative effects of static and dynamic defects are presented to show that dynamic defects can induce equal or greater pausing than static bottle necks.


Subject(s)
Nucleosomes , RNA Polymerase II , RNA Polymerase II/genetics , Transcription, Genetic
2.
Adv Sci (Weinh) ; 8(19): e2004673, 2021 10.
Article in English | MEDLINE | ID: mdl-34378358

ABSTRACT

Colorectal cancer (CRC) metastasizes mainly to the liver, which accounts for the majority of CRC-related deaths. Here it is shown that metastatic cells undergo specific chromatin remodeling in the liver. Hepatic growth factor (HGF) induces phosphorylation of PU.1, a pioneer factor, which in turn binds and opens chromatin regions of downstream effector genes. PU.1 increases histone acetylation at the DPP4 locus. Precise epigenetic silencing by CRISPR/dCas9KRAB or CRISPR/dCas9HDAC revealed that individual PU.1-remodeled regulatory elements collectively modulate DPP4 expression and liver metastasis growth. Genetic silencing or pharmacological inhibition of each factor along this chromatin remodeling axis strongly suppressed liver metastasis. Therefore, microenvironment-induced epimutation is an important mechanism for metastatic tumor cells to grow in their new niche. This study presents a potential strategy to target chromatin remodeling in metastatic cancer and the promise of repurposing drugs to treat metastasis.


Subject(s)
Chromatin Assembly and Disassembly/genetics , Colorectal Neoplasms/pathology , Dipeptidyl Peptidase 4/genetics , Hepatocyte Growth Factor/genetics , Liver Neoplasms/secondary , Proto-Oncogene Proteins/genetics , Trans-Activators/genetics , Animals , Colorectal Neoplasms/genetics , Colorectal Neoplasms/metabolism , Dipeptidyl Peptidase 4/metabolism , Epigenesis, Genetic/genetics , Gene Expression Regulation, Neoplastic/genetics , Hepatocyte Growth Factor/metabolism , Humans , Liver Neoplasms/genetics , Liver Neoplasms/metabolism , Mice , Mice, Inbred BALB C , Promoter Regions, Genetic/genetics , Proto-Oncogene Proteins/metabolism , Trans-Activators/metabolism
3.
Methods Mol Biol ; 1975: 3-35, 2019.
Article in English | MEDLINE | ID: mdl-31062303

ABSTRACT

Agent-based modelling (ABM) offers a framework to realistically couple subcellular signaling pathways to cellular behavior and macroscopic tissue organization. However, these models have been previously inaccessible to many systems biologists due to the difficulties with formulating and simulating multi-scale behavior. In this chapter, a review of the Compucell3D framework is presented along with a general workflow for transitioning from a well-mixed ODE model to an ABM. These techniques are demonstrated through a case study on the simulation of a Notch-Delta Positive Feedback, Lateral Inhibition (PFLI) gene circuit in the intestinal crypts. Specifically, techniques for gene circuit-driven hypothesis formation, geometry construction, selection of simulation parameters, and simulation quantification are presented.


Subject(s)
Computer Simulation , Intestines/cytology , Models, Biological , Stem Cell Niche , Cell Differentiation , Feedback, Physiological , Humans , Signal Transduction , Spatio-Temporal Analysis , Systems Analysis
4.
Elife ; 72018 12 13.
Article in English | MEDLINE | ID: mdl-30543324

ABSTRACT

Inflammation often induces regeneration to repair the tissue damage. However, chronic inflammation can transform temporary hyperplasia into a fertile ground for tumorigenesis. Here, we demonstrate that the microRNA miR-34a acts as a central safeguard to protect the inflammatory stem cell niche and reparative regeneration. Although playing little role in regular homeostasis, miR-34a deficiency leads to colon tumorigenesis after Citrobacter rodentium infection. miR-34a targets both immune and epithelial cells to restrain inflammation-induced stem cell proliferation. miR-34a targets Interleukin six receptor (IL-6R) and Interleukin 23 receptor (IL-23R) to suppress T helper 17 (Th17) cell differentiation and expansion, targets chemokine CCL22 to hinder Th17 cell recruitment to the colon epithelium, and targets an orphan receptor Interleukin 17 receptor D (IL-17RD) to inhibit IL-17-induced stem cell proliferation. Our study highlights the importance of microRNAs in protecting the stem cell niche during inflammation despite their lack of function in regular tissue homeostasis.


Subject(s)
Cell Transformation, Neoplastic/genetics , Colon/metabolism , Enterobacteriaceae Infections/genetics , Gene Expression Profiling , Inflammation/genetics , MicroRNAs/genetics , Animals , Cells, Cultured , Citrobacter rodentium/physiology , Colon/microbiology , Colon/pathology , Enterobacteriaceae Infections/microbiology , Inflammation/microbiology , Male , Mice, Inbred C57BL , Mice, Knockout , Mice, Transgenic , Neoplastic Stem Cells/metabolism , Receptors, Interleukin/genetics , Receptors, Interleukin/metabolism , Th17 Cells/metabolism
5.
Annu Int Conf IEEE Eng Med Biol Soc ; 2018: 5022-5025, 2018 Jul.
Article in English | MEDLINE | ID: mdl-30441469

ABSTRACT

Classically, the Wnt/ß-catenin and Notch /Delta signaling pathways were thought to operate through separate mechanisms, performing distinct roles in tissue patterning. However, it has been shown that b-catenin activates transcription of Hesl, a signaling intermediate in the Notch /Delta pathway that controls its lateral inhibition mechanism. To investigate this non-canonical crosstalk mechanism, a new gene circuit, integrating the two pathways, is proposed and simulated in two-cell and multi-cell environments. This model also captures both Paneth cell- mediated and mesenchymal Wnt production. The simulations verify that the gene circuit is temporally bistable and capable of forming a pattern on a multi-cell grid. Last, the model exhibits a bifurcation based on the steady state concentration of Wnt and the relative amount of control b-catenin has over the Hesl promoter, providing a possible mechanism to explain why a homogeneous population of transit amplifying cells is observed directly above the more diverse stem niche.


Subject(s)
Gene Regulatory Networks , Receptors, Notch/genetics , Transcription Factor HES-1/metabolism , Wnt Signaling Pathway , Computer Simulation , Humans , Models, Biological , Paneth Cells/physiology , Promoter Regions, Genetic
6.
Cell Metab ; 27(6): 1249-1262.e4, 2018 Jun 05.
Article in English | MEDLINE | ID: mdl-29706565

ABSTRACT

Cancer metastasis accounts for the majority of cancer-related deaths and remains a clinical challenge. Metastatic cancer cells generally resemble cells of the primary cancer, but they may be influenced by the milieu of the organs they colonize. Here, we show that colorectal cancer cells undergo metabolic reprogramming after they metastasize and colonize the liver, a key metabolic organ. In particular, via GATA6, metastatic cells in the liver upregulate the enzyme aldolase B (ALDOB), which enhances fructose metabolism and provides fuel for major pathways of central carbon metabolism during tumor cell proliferation. Targeting ALDOB or reducing dietary fructose significantly reduces liver metastatic growth but has little effect on the primary tumor. Our findings suggest that metastatic cells can take advantage of reprogrammed metabolism in their new microenvironment, especially in a metabolically active organ such as the liver. Manipulation of involved pathways may affect the course of metastatic growth.


Subject(s)
Colorectal Neoplasms/enzymology , Colorectal Neoplasms/pathology , Fructose-Bisphosphate Aldolase/physiology , Fructose/metabolism , Liver Neoplasms/secondary , Tumor Microenvironment , Animals , HCT116 Cells , Humans , Mice , Mice, Inbred BALB C , Mice, Inbred NOD , Neoplasm Metastasis
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