scholarly journals A natural tandem array alleviates epigenetic repression of IPA1 and leads to superior yielding rice

2017 ◽  
Vol 8 (1) ◽  
Author(s):  
Lin Zhang ◽  
Hong Yu ◽  
Bin Ma ◽  
Guifu Liu ◽  
Jianjun Wang ◽  
...  
2020 ◽  
Vol 15 ◽  
Author(s):  
Dicle Yalcin ◽  
Hasan H. Otu

Background: Epigenetic repression mechanisms play an important role in gene regulation, specifically in cancer development. In many cases, a CpG island’s (CGI) susceptibility or resistance to methylation are shown to be contributed by local DNA sequence features. Objective: To develop unbiased machine learning models–individually and combined for different biological features–that predict the methylation propensity of a CGI. Methods: We developed our model consisting of CGI sequence features on a dataset of 75 sequences (28 prone, 47 resistant) representing a genome-wide methylation structure. We tested our model on two independent datasets that are chromosome (132 sequences) and disease (70 sequences) specific. Results: We provided improvements in prediction accuracy over previous models. Our results indicate that combined features better predict the methylation propensity of a CGI (area under the curve (AUC) ~0.81). Our global methylation classifier performs well on independent datasets reaching an AUC of ~0.82 for the complete model and an AUC of ~0.88 for the model using select sequences that better represent their classes in the training set. We report certain de novo motifs and transcription factor binding site (TFBS) motifs that are consistently better in separating prone and resistant CGIs. Conclusion: Predictive models for the methylation propensity of CGIs lead to a better understanding of disease mechanisms and can be used to classify genes based on their tendency to contain methylation prone CGIs, which may lead to preventative treatment strategies. MATLAB and Python™ scripts used for model building, prediction, and downstream analyses are available at https://github.com/dicleyalcin/methylProp_predictor.


Neoplasia ◽  
2008 ◽  
Vol 10 (9) ◽  
pp. 908-IN2 ◽  
Author(s):  
Michael W.Y. Chan ◽  
Yi-Wen Huang ◽  
Corinna Hartman-Frey ◽  
Chieh-Ti Kuo ◽  
Daniel Deatherage ◽  
...  

2011 ◽  
Vol 32 (6) ◽  
pp. 812-821 ◽  
Author(s):  
Benjamin A.T. Rodriguez ◽  
Yu-I Weng ◽  
Ta-Ming Liu ◽  
Tao Zuo ◽  
Pei-Yin Hsu ◽  
...  

2010 ◽  
Vol 27 ◽  
pp. S7-S8
Author(s):  
J. Kjems ◽  
E.D. Wiklund ◽  
J.B. Bramsen ◽  
T. Hulf ◽  
L. Dyrskjøt ◽  
...  

2013 ◽  
Vol 94 (5) ◽  
pp. 960-970 ◽  
Author(s):  
Gernot Wolf ◽  
Anders Lade Nielsen ◽  
Jacob Giehm Mikkelsen ◽  
Finn Skou Pedersen

Endogenous retroviruses (ERVs) are remnants of retroviral germ line infections and have been identified in all mammals investigated so far. Although the majority of ERVs are degenerated, some mammalian species, such as mice and pigs, carry replication-competent ERVs capable of forming infectious viral particles. In mice, ERVs are silenced by DNA methylation and histone modifications and some exogenous retroviruses were shown to be transcriptionally repressed after integration by a primer-binding site (PBS) targeting mechanism. However, epigenetic repression of porcine ERVs (PERVs) has remained largely unexplored so far. In this study, we screened the pig genome for PERVs using LTRharvest, a tool for de novo detection of ERVs, and investigated various aspects of epigenetic repression of three unrelated PERV families. We found that these PERV families are differentially up- or downregulated upon chemical inhibition of DNA methylation and histone deacetylation in cultured porcine cells. Furthermore, chromatin immunoprecipitation analysis revealed repressive histone methylation marks at PERV loci in primary porcine embryonic germ cells and immortalized embryonic kidney cells. PERV elements belonging to the PERV-γ1 family, which is the only known PERV family that has remained active up to the present, were marked by significantly higher levels of histone methylations than PERV-γ2 and PERV-β3 proviruses. Finally, we tested three PERV-associated PBS sequences for repression activity in murine and porcine cells using retroviral transduction experiments and showed that none of these PBS sequences induced immediate transcriptional silencing in the tested primary porcine cells.


2013 ◽  
Vol 6 (4) ◽  
pp. 1176-1186 ◽  
Author(s):  
Robert D. Hoffmann ◽  
Michael G. Palmgren

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