279 research outputs found
Genetic incorporation of D-Lysine into diketoreductase in Escherichia coli cells
D-Lysine has been genetically introduced into diketoreductase in E. coli cells by utilization of an orthogonal Ph tRNA /Lysyl-tRNA synthetase pair. This is the first report on the genetic incoporation of D-amino acids into proteins, which may be generally applicable to a wide variety of applications
Transcriptome and Comparative Gene Expression Analysis of Sogatella furcifera (Horváth) in Response to Southern Rice Black-Streaked Dwarf Virus
BACKGROUND: The white backed planthopper (WBPH), Sogatella furcifera (Horváth), causes great damage to many crops by direct feeding or transmitting plant viruses. Southern rice black-streaked dwarf virus (SRBSDV), transmitted by WBPH, has become a great threat to rice production in East Asia. METHODOLOGY/PRINCIPAL FINDINGS: By de novo transcriptome assembling and massive parallel pyrosequencing, we constructed two transcriptomes of WBPH and profiled the alternation of gene expression in response to SRBSDV infection in transcriptional level. Over 25 million reads of high-quality DNA sequences and 81388 different unigenes were generated using Illumina technology from both viruliferous and non-viruliferous WBPH. WBPH has a very similar gene ontological distribution to other two closely related rice planthoppers, Nilaparvata lugens and Laodelphax striatellus. 7291 microsatellite loci were also predicted which could be useful for further evolutionary analysis. Furthermore, comparative analysis of the two transcriptomes generated from viruliferous and non-viruliferous WBPH provided a list of candidate transcripts that potentially were elicited as a response to viral infection. Pathway analyses of a subset of these transcripts indicated that SRBSDV infection may perturb primary metabolism and the ubiquitin-proteasome pathways. In addition, 5.5% (181 out of 3315) of the genes in cell cytoskeleton organization pathway showed obvious changes. Our data also demonstrated that SRBSDV infection activated the immunity regulatory systems of WBPH, such as RNA interference, autophagy and antimicrobial peptide production. CONCLUSIONS/SIGNIFICANCE: We employed massively parallel pyrosequencing to collect ESTs from viruliferous and non-viruliferous samples of WBPH. 81388 different unigenes have been obtained. We for the first time described the direct effects of a Reoviridae family plant virus on global gene expression profiles of its insect vector using high-throughput sequencing. Our study will provide a road map for future investigations of the fascinating interactions between Reoviridae viruses and their insect vectors, and provide new strategies for crop protection
Careful at Estimation and Bold at Exploration
Exploration strategies in continuous action space are often heuristic due to
the infinite actions, and these kinds of methods cannot derive a general
conclusion. In prior work, it has been shown that policy-based exploration is
beneficial for continuous action space in deterministic policy reinforcement
learning(DPRL). However, policy-based exploration in DPRL has two prominent
issues: aimless exploration and policy divergence, and the policy gradient for
exploration is only sometimes helpful due to inaccurate estimation. Based on
the double-Q function framework, we introduce a novel exploration strategy to
mitigate these issues, separate from the policy gradient. We first propose the
greedy Q softmax update schema for Q value update. The expected Q value is
derived by weighted summing the conservative Q value over actions, and the
weight is the corresponding greedy Q value. Greedy Q takes the maximum value of
the two Q functions, and conservative Q takes the minimum value of the two
different Q functions. For practicality, this theoretical basis is then
extended to allow us to combine action exploration with the Q value update,
except for the premise that we have a surrogate policy that behaves like this
exploration policy. In practice, we construct such an exploration policy with a
few sampled actions, and to meet the premise, we learn such a surrogate policy
by minimizing the KL divergence between the target policy and the exploration
policy constructed by the conservative Q. We evaluate our method on the Mujoco
benchmark and demonstrate superior performance compared to previous
state-of-the-art methods across various environments, particularly in the most
complex Humanoid environment.Comment: 20 page
Tropical storm-induced turbulent mixing and chlorophyll-a enhancement in the continental shelf southeast of Hainan Island
AbstractBased on moored observations and remote sensing data in July and August 2005, energy sources for enhancing turbulent mixing and possible mechanisms of phytoplankton bloom in the continental shelf southeast of Hainan Island under the influence of Washi, a fast-moving and weak tropical storm, are analyzed in this paper. Observations show that strong near-inertial internal waves were generated by the rapidly changing wind stress and the near-inertial energy was dissipated quickly across the thermocline. The strong turbulent mixing associated with the near-inertial baroclinic shear instability occurred with maximum eddy diffusivity above 3.2×10−4m2s−1, and the surface chlorophyll-a (Chl-a) concentration after the storm increased by 22.2%. The Chl-a concentration augment was inferred to be an upper ocean biophysical response to the enhanced near-inertial turbulent mixing which could increase the upward nutrient flux into the surface low eutrophic zone during the passage of Washi
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