scholarly journals Statistical Mechanical Analysis of Catastrophic Forgetting in Continual Learning with Teacher and Student Networks

2021 ◽  
Vol 90 (10) ◽  
pp. 104001
Author(s):  
Haruka Asanuma ◽  
Shiro Takagi ◽  
Yoshihiro Nagano ◽  
Yuki Yoshida ◽  
Yasuhiko Igarashi ◽  
...  
2011 ◽  
Vol 22 (4) ◽  
pp. 457-466 ◽  
Author(s):  
Vincent H. Ramey ◽  
Hong-Wei Wang ◽  
Yuko Nakajima ◽  
Amanda Wong ◽  
Jian Liu ◽  
...  

There has been much effort in recent years aimed at understanding the molecular mechanism by which the Dam1 kinetochore complex is able to couple microtubule depolymerization to poleward movement. Both a biased diffusion and a forced walk model have been proposed, and several key functional aspects of Dam1-microtubule binding are disputed. Here, we investigate the elements involved in tubulin-Dam1 complex interactions and directly visualize Dam1 rings on microtubules in order to infer their dynamic behavior on the microtubule lattice and its likely relevance at the kinetochore. We find that the Dam1 complex has a preference for native tubulin over tubulin that is lacking its acidic C-terminal tail. Statistical mechanical analysis of images of Dam1 rings on microtubules, applied to both the distance between rings and the tilt angle of the rings with respect to the microtubule axis, supports a diffusive ring model. We also present a cryo-EM reconstruction of the Dam1 ring, likely the relevant assembly form of the complex for energy coupling during microtubule depolymerization in budding yeast. The present studies constitute a significant step forward by linking structural and biochemical observations toward a comprehensive understanding of the Dam1 complex.


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