2018
DOI: 10.1080/07391102.2018.1445032
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Probing light chain mutation effects on thrombin via molecular dynamics simulations and machine learning

Abstract: Thrombin is a key component for chemotherapeutic and antithrombotic therapy development. As the physiologic and pathologic roles of the light chain still remain vague, here, we continue previous efforts to understand the impacts of the disease-associated single deletion of LYS9 in the light chain. By combining supervised and unsupervised machine learning methodologies and more traditional structural analyses on data from 10 μs molecular dynamics simulations, we show that the conformational ensemble of the ΔK9 … Show more

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Cited by 20 publications
(39 citation statements)
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“…The clustering analysis (Figure ) for catalytic pocket shows us that there is little change in cluster occupancy due to mutation. This is consistent with our previous work that the principle conformation effects of mutation are in the regulatory loops . ΔK9 does have an uncommon conformation (13.84%) with significant changes in the catalytic pocket relative to the wild type.…”
Section: Resultssupporting
confidence: 92%
See 2 more Smart Citations
“…The clustering analysis (Figure ) for catalytic pocket shows us that there is little change in cluster occupancy due to mutation. This is consistent with our previous work that the principle conformation effects of mutation are in the regulatory loops . ΔK9 does have an uncommon conformation (13.84%) with significant changes in the catalytic pocket relative to the wild type.…”
Section: Resultssupporting
confidence: 92%
“…Some typical wells, whose structures are visualized in Figures and , are labeled. In our previous study, we’ve already discussed the influence of the Na + binding on WT and ΔK9 . So in this Article, we will focus on E8K and R4A.…”
Section: Resultsmentioning
confidence: 99%
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“…MD simulations have also provided interesting insights into the effect produced by the binding of monovalent cations, such as Li + , Na + , and Cs + , on the protein structure/function [ 133 , 134 , 135 , 136 , 137 , 138 , 139 , 140 ]. Moreover, several MD studies have been focused on the role of the flexibility on the substrate/inhibitor binding at the active site [ 141 , 142 , 143 ], on the structural impact of thrombin mutations [ 140 , 144 ], and on the structural basis of the aptamer recognition [ 145 , 146 , 147 ].…”
Section: Beyond a Static View Of Thrombin: Functional And Structural Evidence Of Exosite Communicationmentioning
confidence: 99%
“…1 Therefore, thrombin is considered as a critical serine protease in the blood coagulation process. 2 In general, thrombin consists of a 36-residue light chain and a 259-residue heavy chain that can be mainly divided into the active site, exosite 1 and exosite 2, which are the regions where thrombin exerts its coagulation function. 3,4 The thrombin active site cutting brinogen into brin is located in the gap formed at the interface of the two barrels.…”
Section: Introductionmentioning
confidence: 99%