Classification of sequence signatures: a guide to Hox protein function

BioEssays ◽  
2009 ◽  
Vol 31 (5) ◽  
pp. 500-511 ◽  
Author(s):  
Samir Merabet ◽  
Bruno Hudry ◽  
Mehdi Saadaoui ◽  
Yacine Graba
Biomolecules ◽  
2021 ◽  
Vol 11 (2) ◽  
pp. 264
Author(s):  
Kaisa Liimatainen ◽  
Riku Huttunen ◽  
Leena Latonen ◽  
Pekka Ruusuvuori

Identifying localization of proteins and their specific subpopulations associated with certain cellular compartments is crucial for understanding protein function and interactions with other macromolecules. Fluorescence microscopy is a powerful method to assess protein localizations, with increasing demand of automated high throughput analysis methods to supplement the technical advancements in high throughput imaging. Here, we study the applicability of deep neural network-based artificial intelligence in classification of protein localization in 13 cellular subcompartments. We use deep learning-based on convolutional neural network and fully convolutional network with similar architectures for the classification task, aiming at achieving accurate classification, but importantly, also comparison of the networks. Our results show that both types of convolutional neural networks perform well in protein localization classification tasks for major cellular organelles. Yet, in this study, the fully convolutional network outperforms the convolutional neural network in classification of images with multiple simultaneous protein localizations. We find that the fully convolutional network, using output visualizing the identified localizations, is a very useful tool for systematic protein localization assessment.


PLoS Genetics ◽  
2011 ◽  
Vol 7 (10) ◽  
pp. e1002302 ◽  
Author(s):  
Samir Merabet ◽  
Isma Litim-Mecheri ◽  
Daniel Karlsson ◽  
Richa Dixit ◽  
Mehdi Saadaoui ◽  
...  

2019 ◽  
Vol 35 (4) ◽  
pp. 316
Author(s):  
Andrew J. Saurin ◽  
Marie Claire Delfini ◽  
Corinne Maurel-Zaffran ◽  
Yacine Graba
Keyword(s):  

2001 ◽  
Vol 21 (21) ◽  
pp. 7509-7522 ◽  
Author(s):  
Wei-fang Shen ◽  
Keerthi Krishnan ◽  
H. J. Lawrence ◽  
Corey Largman

ABSTRACT Despite the identification of PBC proteins as cofactors that provide DNA affinity and binding specificity for the HOX homeodomain proteins, HOX proteins do not demonstrate robust activity in transient-transcription assays and few authentic downstream targets have been identified for these putative transcription factors. During a search for additional cofactors, we established that each of the 14 HOX proteins tested, from 11 separate paralog groups, binds to CBP or p300. All six isolated homeodomain fragments tested bind to CBP, suggesting that the homeodomain is a common site of interaction. Surprisingly, CBP-p300 does not form DNA binding complexes with the HOX proteins but instead prevents their binding to DNA. The HOX proteins are not substrates for CBP histone acetyltransferase (HAT) but instead inhibit the activity of CBP in both in vitro and in vivo systems. These mutually inhibitory interactions are reflected by the inability of CBP to potentiate the low levels of gene activation induced by HOX proteins in a range of reporter assays. We propose two models for HOX protein function: (i) HOX proteins may function without CBP HAT to regulate transcription as cooperative DNA binding molecules with PBX, MEIS, or other cofactors, and (ii) the HOX proteins may inhibit CBP HAT activity and thus function as repressors of gene transcription.


Author(s):  
A. M. Lesk ◽  
H. Parkinson ◽  
J. C. Whisstock
Keyword(s):  

Development ◽  
1999 ◽  
Vol 126 (15) ◽  
pp. 3303-3312 ◽  
Author(s):  
Q. Ch'ng ◽  
C. Kenyon

Hox genes pattern the fates of the ventral ectodermal Pn.p cells that lie along the anteroposterior (A/P) body axis of C. elegans. In these cells, the Hox genes are expressed in sequential overlapping domains where they control the ability of each Pn.p cell to fuse with the surrounding syncytial epidermis. The activities of Hox proteins are sex-specific in this tissue, resulting in sex-specific patterns of cell fusion: in hermaphrodites, the mid-body cells remain unfused, whereas in males, alternating domains of syncytial and unfused cells develop. We have found that the gene egl-27, which encodes a C. elegans homologue of a chromatin regulatory factor, specifies these patterns by regulating both Hox gene expression and Hox protein function. In egl-27 mutants, the expression domains of Hox genes in these cells are shifted posteriorly, suggesting that egl-27 influences A/P positional information. In addition, egl-27 controls Hox protein function in the Pn.p cells in two ways: in hermaphrodites it inhibits MAB-5 activity, whereas in males it permits a combinatorial interaction between LIN-39 and MAB-5. Thus, by selectively modifying the activities of Hox proteins, egl-27 elaborates a simple Hox expression pattern into complex patterns of cell fates. Taken together, these results implicate egl-27 in the diversification of cell fates along the A/P axis and suggest that chromatin reorganization is necessary for controlling Hox gene expression and Hox protein function.


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