scholarly journals Identification and classification of epithelial cells in nephron segments by actin cytoskeleton patterns

FEBS Journal ◽  
2019 ◽  
Vol 287 (6) ◽  
pp. 1176-1194 ◽  
Author(s):  
Girishkumar Kaitholil Kumaran ◽  
Israel Hanukoglu
Viruses ◽  
2011 ◽  
Vol 3 (12) ◽  
pp. 2462-2477 ◽  
Author(s):  
Elizabeth Delorme-Axford ◽  
Carolyn B. Coyne

2020 ◽  
Vol 38 ◽  
pp. 76-82
Author(s):  
Yusuke Ono ◽  
Tsutomu Matsuura ◽  
Toshiyuki Matsuzaki ◽  
Keiju Hiromura ◽  
Takeo Aoki

In general, we need a lot of data for improving the accuracy of machine learning. However, the number of biological samples what we can obtain are not enough for machine learning. This problem exists in the classification of glomerular epithelial cells with the progress of disease, and its accuracy is contrary to our intuitive impression. Therefore, we would like to improve the accuracy by generating a lot of fake images using Generative Adversarial Nets (GANs). About podocyte cells, it was difficult to obtain an arbitrary disease by previous method. In this paper, we propose the model with restriction of learning by shapes information based on ACGANs, and we investigate how much fake images generated by our method are similar to real images. According to the results, the passage number of fake images by our method is 17% higher than conventional method.


2019 ◽  
Vol 132 (5) ◽  
pp. jcs220780 ◽  
Author(s):  
Salma Jalal ◽  
Shidong Shi ◽  
Vidhyalakshmi Acharya ◽  
Ruby Yun-Ju Huang ◽  
Virgile Viasnoff ◽  
...  

2001 ◽  
Vol 281 (5) ◽  
pp. F810-F818 ◽  
Author(s):  
Timothy A. Sutton ◽  
Henry E. Mang ◽  
Simon J. Atkinson

Alterations in the actin cytoskeleton of renal tubular epithelial cells during periods of ischemic injury and recovery have important consequences for normal cell and kidney function. Myosin II has been demonstrated to be an important effector in organizing basal actin structures in some cell types. ATP depletion in vitro has been demonstrated to recapitulate alterations of the actin cytoskeleton in renal tubular epithelial cells observed during renal ischemia in vivo. We utilized this reversible cell culture model of ischemia to examine the correlation of the activation state and cellular distribution of myosin II with disruption of actin stress fibers in Madin-Darby canine kidney (MDCK) cells during ATP depletion and recovery from ATP depletion. We found that myosin II inactivation occurs rapidly and precedes dissociation of myosin II from actin stress fibers during ATP depletion. Myosin II activation temporally correlates with colocalization of myosin II to reorganizing stress fibers during recovery from ATP depletion. Furthermore, myosin activation and actin stress fiber formation were found to be Rho-associated Ser/Thr protein kinase dependent during recovery from ATP depletion.


2013 ◽  
Vol 454 (1) ◽  
pp. 79-89 ◽  
Author(s):  
Sun Young Oh ◽  
Erik H. Knelson ◽  
Gerard C. Blobe ◽  
Karthikeyan Mythreye

Cell adhesion and migration are tightly controlled by regulated changes in the actin cytoskeleton. Previously we reported that the TGFβ (transforming growth factor β) superfamily co-receptor, TβRIII (type III TGFβ receptor; also known as betaglycan), regulates cell adhesion, migration and invasion, and suppresses cancer progression, in part, through activation of the small GTPase Cdc42 (cell division cycle 42), and Cdc42-dependent alterations to the actin cytoskeleton. In the present study we demonstrate that TβRIII specifically promotes filopodial formation and extension in MCF10A and HMEC (human mammary epithelial cell) mammary epithelial cells. Mechanistically, cell-surface TβRIII and Cdc42 co-localize to filopodial structures and co-complex in a β-arrestin2-dependent, and a TβRI/TβRII-independent manner. The β-arrestin2-mediated interaction between TβRIII and Cdc42 increases complex formation between the Cdc42 effectors IRSp53 with N-WASP (neuronal Wiskott–Aldrich syndrome protein) to increase filopodial formation. We demonstrate a function link between filopodial structures and epithelial cell adhesion as regulated by the TβRIII–Cdc42 interaction. The present studies identify TβRIII as a novel regulator of IRSp53/N-WASP via Cdc42 to regulate filopodial formation and cell adhesion.


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