scholarly journals Detecting differential transcription factor activity from ATAC-seq data

2018 ◽  
Author(s):  
Ignacio J. Tripodi ◽  
Mary A. Allen ◽  
Robin D. Dowell

AbstractTranscription factors are managers of the cellular factory, and key components to many diseases. Many non-coding single nucleotide polymorphisms affect transcription factors, either by directly altering the protein or its functional activity at individual binding sites. Here we first briefly summarize high throughput approaches to studying transcription factor activity. We then demonstrate, using published chromatin accessibility data (specifically ATAC-seq), that the genome wide profile of TF recognition motifs relative to regions of open chromatin can determine the key transcription factor altered by a perturbation. Our method of determining which TF are altered by a perturbation is simple, quick to implement and can be used when biological samples are limited. In the future, we envision this method could be applied to determining which TFs show altered activity in response to a wide variety of drugs and diseases.

2013 ◽  
Vol 9 (9) ◽  
pp. e1003198 ◽  
Author(s):  
Jing Chen ◽  
Zhen Hu ◽  
Mukta Phatak ◽  
John Reichard ◽  
Johannes M. Freudenberg ◽  
...  

2000 ◽  
Vol 47 (2) ◽  
pp. 339-347 ◽  
Author(s):  
E Radziszewska ◽  
K Piwocka ◽  
A Bielak-Zmijewska ◽  
J Skierski ◽  
E Sikora

UVC-induced apoptotic symptoms such as morphological changes, DNA fragmentation, Bcl-2 and Bax protein expression were examined in primary splenocyte cultures from young (3 months) and old (24 months) rats. The activities of AP-1 and CRE transcription factors in UVC-irradiated splenocytes were also assessed. At 24 h after UVC irradiation 40% of cells derived from young rats were found to be apoptotic, which was twice as much as in splenocytes from old rats. Apoptosis in cells from old rats did not give typical symptoms like a "DNA ladder" and Bcl-2 protein downregulation, in contrast to splenocytes from young rats. No AP-1 transcription factor activity was found in UVC-irradiated splenocytes from old animals and only a trace activity in splenocytes from young animals. This indicates that, UVC-induced apoptosis in rat splenocytes is practically AP-1 independent and that cells from old rats are less sensitive to UVC irradiation than splenocytes from young rats.


2021 ◽  
Author(s):  
Jonathan P. Karr ◽  
John J. Ferrie ◽  
Robert Tjian ◽  
Xavier Darzacq

How distal cis-regulatory elements (e.g., enhancers) communicate with promoters remains an unresolved question of fundamental importance. Although transcription factors and cofactors are known to mediate this communication, the mechanism by which diffusible molecules relay regulatory information from one position to another along the chromosome is a biophysical puzzle—one that needs to be revisited in light of recent data that cannot easily fit into previous solutions. Here we propose a new model that diverges from the textbook enhancer–promoter looping paradigm and offer a synthesis of the literature to make a case for its plausibility, focusing on the coactivator p300.


2020 ◽  
Author(s):  
Pei-Suen Tsou ◽  
Pamela J. Palisoc ◽  
Mustafa Ali ◽  
Dinesh Khanna ◽  
Amr H Sawalha

AbstractSystemic sclerosis (SSc) is a rare autoimmune disease of unknown etiology characterized by widespread fibrosis and vascular complications. We utilized an assay for genome-wide chromatin accessibility to examine the chromatin landscape and transcription factor footprints in both endothelial cells (ECs) and fibroblasts isolated from healthy controls and patients with diffuse cutaneous (dc) SSc. In both cell types, chromatin accessibility was significantly reduced in SSc patients compared to healthy controls. Genes annotated from differentially accessible chromatin regions were enriched in pathways and gene ontologies involved in the nervous system. In addition, our data revealed that chromatin binding of transcription factors SNAI2, ETV2, and ELF1 was significantly increased in dcSSc ECs, while recruitment of RUNX1 and RUNX2 was enriched in dcSSc fibroblasts. Significant elevation of SNAI2 and ETV2 levels in dcSSc ECs, and RUNX2 levels in dcSSc fibroblasts were confirmed. Further analysis of publicly available ETV2-target genes suggests that ETV2 may play a critical role in EC dysfunction in dcSSc. Our data, for the first time, uncovered the chromatin blueprint of dcSSc ECs and fibroblasts, and suggested that neural-related characteristics of SSc ECs and fibroblasts could be a culprit for dysregulated angiogenesis and enhanced fibrosis. Targeting these pathways and the key transcription factors identified might present novel therapeutic approaches for this disease.


2016 ◽  
Author(s):  
David Felix Lamparter ◽  
Daniel Marbach ◽  
Rico Rueedi ◽  
Sven Bergmann ◽  
Zoltan Kutalik

To better understand genome regulation, it is important to uncover the role of transcription factors in the process of chromatin structure establishment and maintenance. Here we present a data-driven approach to systematically characterize transcription factors that are relevant for this process. Our method uses a linear mixed modeling approach to combine data sets of transcription factor binding motif enrichments in open chromatin and gene expression across the same set of cell lines. Applying this approach to the ENCODE data set we confirm already known and imply numerous novel transcription factors in playing a role in the establishment or maintenance of open chromatin.


Blood ◽  
2018 ◽  
Vol 132 (Supplement 1) ◽  
pp. 1313-1313
Author(s):  
Christopher J. Ott ◽  
Raphael Szalat ◽  
Matthew Lawlor ◽  
Mehmet Kemal Samur ◽  
Yan Xu ◽  
...  

Abstract Multiple myeloma (MM) is a plasma cell malignancy characterized by clinical and genomic heterogeneity. Recurrent IgH translocations, copy number abnormalities and somatic mutations have been reported to participate in myelomagenesis; however no universal driver of the disease has been identified. Here, we hypothesize that transcriptional deregulation is critical for MM pathogenesis and the maintenance of the MM cell state. In order to capture signatures of transcription factor engagement with the myeloma epigenome, we performed the assay for transposase-accessible chromatin sequencing (ATAC sequencing), deep RNA sequencing in 23 primary myeloma samples and 5 normal plasma cell samples (NPC) from healthy donors along with whole genome sequencing and H3K27ac ChIP-seq in a cohort of these primary MM samples. We identified 22,603 variable accessible loci between MM and NPC and correlated impact of these on expression of associated genes using RNA-seq data. Together with robust differential analysis of open chromatin regions and nuclease-accessibility footprints to identify discrete transcription factor binding events, we have discerned the myeloma-specific open chromatin landscape, identified transcription factor dependencies and potential new myeloma drivers. In our dataset we observe a vast number of loci with heterogeneous chromatin states across the sample cohort, and the majority of the open chromatin sites identified are unique to a single sample. However, distinct variable chromatin accessibility signatures indicative of the MM chromatin state when compared to normal plasma cells were observed. Remarkably, we observed more frequent recurrent loss of variable accessible loci compared to gains. In addition, specific open chromatin profiles evident in hyperdiploid and non-hyperdiploid MM were also identified. Accessibility footprinting revealed MM-specific enrichment for transcription factors known to be essential for MM cell survival including Interferon Regulatory Factors (IRFs), Nuclear Factor Kappa B (NFkB), Ikaros, and Sp1. Interestingly, we also identify the myocyte enhancer factor 2 (MEF2) family of transcription factors as being specifically enriched in open chromatin regions in MM cells. Using a CRISPR-Cas9 knockout system, we identify the MEF2 family member MEF2C as essential for MM cell proliferation and survival. MEF2C is significantly overexpressed at the RNA level in our study as well as in several independent cohorts and is a central enhancer-localized transcription factor in MM core regulatory circuitry as determined by H3K27ac ChIP-sequencing profiles of primary MM samples. In order to evaluate MEF2C as a therapeutic target, we used small molecule inhibitors targeting MEF2C activity via inhibition of MEF2C phosphorylation using inhibitors of salt-induced kinases (SIK) and microtubule-associated protein/microtubule affinity regulating kinases (MARK). SIK/MARK have been described to specifically activate MEF2C. SIK and MARK inhibition resulted in both dose- and time-dependent inhibition of MM cell growth and survival in a panel of 12 MM cell lines with various genotypic and phenotypic characteristics, revealing a potential approach to targeting the dysregulated gene regulatory state of myeloma. To conclude, here we identify here an altered chromatin accessibility landscape in multiple myeloma that likely contributes to oncogenic transcription states through the activity of transcription factors such as MEF2C, representing a new MM dependency and potential therapeutic target. Disclosures Anderson: Millennium Takeda: Consultancy; C4 Therapeutics: Equity Ownership, Other: Scientific founder; Bristol Myers Squibb: Consultancy; Gilead: Membership on an entity's Board of Directors or advisory committees; Celgene: Consultancy; OncoPep: Equity Ownership, Other: Scientific founder. Young:Camp4 Therapeutics: Consultancy, Equity Ownership, Membership on an entity's Board of Directors or advisory committees; Syros Pharmaceuticals: Consultancy, Equity Ownership, Membership on an entity's Board of Directors or advisory committees; Omega Therapeutics: Consultancy, Equity Ownership, Membership on an entity's Board of Directors or advisory committees. Munshi:OncoPep: Other: Board of director.


2019 ◽  
Author(s):  
Ivan Berest ◽  
Christian Arnold ◽  
Armando Reyes-Palomares ◽  
Giovanni Palla ◽  
Kasper Dindler Rasmussen ◽  
...  

Cell Reports ◽  
2019 ◽  
Vol 29 (10) ◽  
pp. 3147-3159.e12 ◽  
Author(s):  
Ivan Berest ◽  
Christian Arnold ◽  
Armando Reyes-Palomares ◽  
Giovanni Palla ◽  
Kasper Dindler Rasmussen ◽  
...  

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