74 research outputs found
Toward Fully Automated High Performance Computing Drug Discovery: A Massively Parallel Virtual Screening Pipeline for Docking and Molecular Mechanics/Generalized Born Surface Area Rescoring to Improve Enrichment
In this work we announce and evaluate
a high throughput virtual
screening pipeline for <i>in-silico</i> screening of virtual
compound databases using high performance computing (HPC). Notable
features of this pipeline are an automated receptor preparation scheme
with unsupervised binding site identification. The pipeline includes
receptor/target preparation, ligand preparation, VinaLC docking calculation,
and molecular mechanics/generalized Born surface area (MM/GBSA) rescoring
using the GB model by Onufriev and co-workers [<i>J. Chem. Theory
Comput.</i> <b>2007</b>, <i>3</i>, 156–169].
Furthermore, we leverage HPC resources to perform an unprecedented,
comprehensive evaluation of MM/GBSA rescoring when applied to the
DUD-E data set (Directory of Useful Decoys: Enhanced), in which we
selected 38 protein targets and a total of ∼0.7 million actives
and decoys. The computer wall time for virtual screening has been
reduced drastically on HPC machines, which increases the feasibility
of extremely large ligand database screening with more accurate methods.
HPC resources allowed us to rescore 20 poses per compound and evaluate
the optimal number of poses to rescore. We find that keeping 5–10
poses is a good compromise between accuracy and computational expense.
Overall the results demonstrate that MM/GBSA rescoring has higher
average receiver operating characteristic (ROC) area under curve (AUC)
values and consistently better early recovery of actives than Vina
docking alone. Specifically, the enrichment performance is target-dependent.
MM/GBSA rescoring significantly out performs Vina docking for the
folate enzymes, kinases, and several other enzymes. The more accurate
energy function and solvation terms of the MM/GBSA method allow MM/GBSA
to achieve better enrichment, but the rescoring is still limited by
the docking method to generate the poses with the correct binding
modes
Layered Hydride LiH<sub>4</sub> with a Pressure-Insensitive Superconductivity
For
hydride superconductors, each significant advance is built
upon the discovery of novel H-based structural units, which in turn
push the understanding of the superconducting mechanism to new heights.
Based on first-principles calculations, we propose a metastable LiH4 with a wavy H layer composed of the edge-sharing pea-like
H18 rings at high pressures. Unexpectedly, it exhibits
pressure-insensitive superconductivity manifested by an extremely
small pressure coefficient (dTc/dP) of 0.04 K/GPa. This feature is attributed to the slightly
weakened electron–phonon coupling with pressure, caused by
the reduced charge transfer from Li atoms to wavy H layers, significantly
suppressing the substantial increase in the contribution of phonons
to Tc. Its superconductivity originates
from the strong coupling between the H 1s electrons and the high-frequency
phonons associated with the H layer. Our study extends the list of
H-based structural units and enhances the in-depth understanding of
pressure-related superconductivity
Crystallization Behavior of Poly(ethylene oxide) in Vertically Aligned Carbon Nanotube Array
We
investigate the effect of the presence of vertically aligned
multiwalled carbon nanotubes (CNTs) on the orientation of poly(ethylene
oxide) (PEO) lamellae and PEO crystallinity. The high alignment of
carbon nanotubes acting as templates probably governs the orientation
of PEO lamellae. This templating effect might result in the lamella
planes of PEO crystals oriented along a direction parallel to the
long axis of the nanotubes. The presence of aligned carbon nanotubes
also gives rise to the decreases in PEO crystallinity, crystallization
temperature, and melting temperature due to the perturbation of carbon
nanotubes to the crystallization of PEO. These effects have significant
implications for controlling the orientation of PEO lamellae and decreasing
the crystallinity of PEO and thickness of PEO lamellae, which have
significant impacts on ion transport in PEO/CNT composite and the
capacitive performance of PEO/CNT composite. Both the decreased PEO
crystallinity and the orientation of PEO lamellae along the long axes
of vertically aligned CNTs give rise to the decrease in the charge
transfer resistance, which is associated with the improvements in
the ion transport and capacitive performance of PEO/CNT composite
Nitrogen-Doped Porous Carbon-ZnO Nanopolyhedra Derived from ZIF-8: New Materials for Photoelectrochemical Biosensors
Herein, novel photoactive
materials, nitrogen-doped porous carbon-ZnO (NPC-ZnO) nanopolyhedra,
were prepared by direct carbonization of zeolitic imidazolate framework
(ZIF)-8 nanopolyhedra in a nitrogen atmosphere. The morphology, structure,
and photoelectrochemical (PEC) properties were characterized by scanning
electron microscopy, transmission electron microscopy, X-ray photoelectron
spectroscopy, Raman spectroscopy, nitrogen adsorption–desorption
method, and PEC methods. The results showed that the obtained NPC-ZnO
nanopolyhedra had a rhombic dodecahedron morphology with uniform particle
size of about 100 nm and a high surface area of 609.2 m<sup>2</sup> g<sup>–1</sup>. Under visible-light irradiation, the NPC-ZnO
nanopolyhedra showed better PEC performance than ZnO nanorod and the
ZIF-8 nanopolyhedra in aqueous media with dissolved oxygen and ascorbic
acid. Taking alkaline phosphatase (ALP) as a model, a NPC-ZnO nanopolyhedra-based
PEC sensor was developed and showed good performance for ALP assay
with a wide linear response range from 2 to 1500 U L<sup>–1</sup> and a low detection limit of 1.7 U L<sup>–1</sup>. Moreover,
the PEC sensor possessed acceptable selectivity, reproducibility,
and stability. The prepared NPC-ZnO nanopolyhedra provide a new photoactive
material for the construction of PEC sensors and may have promising
applications in PEC assay of heavy metal ions, organic pollutants,
and biomolecules
Additional file 2: Table S4a. of Different survival analysis methods for measuring long-term outcomes of Indigenous and non-Indigenous Australian cancer patients in the presence and absence of competing risks
Regression analysis of time trend after diagnosis using cause-specific mortality (Cox proportional hazard regression), relative survival (Poisson regression), and competing risk analysis (Fine-Gray regression), all cancers combined1, Australia NT, 1991â2009 (full model). Description: Table S4a. including hazard ratios for specific cancer sites. (DOC 47Â kb
Temporal Changes and Stereoisomeric Compositions of 1,2,5,6,9,10-Hexabromocyclododecane and 1,2-Dibromo-4-(1,2-dibromoethyl)cyclohexane in Marine Mammals from the South China Sea
Stereoisomeric compositions
of 1,2,5,6,9,10-hexabromocyclododecane
(HBCD) and 1,2-dibromo-4-(1,2-dibromoethyl)cyclohexane (TBECH) were
investigated in the blubber of two species of marine mammals, finless
porpoises (<i>Neophocaena phocaenoides</i>) and Indo-Pacific
humpback dolphins (<i>Sousa chinensis</i>), from the South
China Sea between 2005 and 2015. The concentrations of ΣHBCD
in samples of porpoise (<i>n</i> = 59) and dolphin (<i>n</i> = 32) ranged from 97.2 to 6,260 ng/g lipid weight (lw)
and from 447 to 45,800 ng/g lw, respectively, while those of ΣTBECH
were both roughly 2 orders of magnitude lower. A significant increasing
trend of ΣHBCD was found in dolphin blubber over the past decade.
The diastereomeric profiles exhibited an absolute predominance of
α-HBCD (mostly >90%), while the proportions of four TBECH
diastereomers
in the samples appeared similar. A preferential enrichment of the
(−)-enantiomers of α-, β-, and γ-HBCD was
found in most blubber samples. Interestingly, the body lengths of
porpoises showed a significant negative correlation with the enantiomer
fractions of α-HBCD. Significant racemic deviations were also
observed for α-, γ-, and δ-TBECH enantiomeric pairs.
This is the first report of the presence of TBECH enantiomers in the
environment. The estimated hazard quotient indicates that there is
a potential risk to dolphins due to HBCD exposure
Additional file 1: Table S3a. of Different survival analysis methods for measuring long-term outcomes of Indigenous and non-Indigenous Australian cancer patients in the presence and absence of competing risks
Regression analysis of cause-specific mortality (Cox proportional hazard regression), relative survival (Poisson regression), and competing risk (Fine-Gray regression), all cancers combined1, Australia NT, 1991â2009 (full model). Description: Table S3a. including hazard ratios for specific cancer sites. (DOC 49Â kb
Intrinsic Ferromagnetism in 2D Fe<sub>2</sub>H with a High Curie Temperature
The rational design of ferromagnetic materials is crucial
for the
development of spintronic devices. Using first-principles structural
search calculations, we have identified 73 two-dimensional transition
metal hydrides. Some of them show interesting magnetic properties,
even when combined with the characteristics of the electrides. In
particular, the P3̅m1 Fe2H monolayer is stabilized in a 1T-MoS2-type structure
with a local magnetic moment of 3 μB per Fe atom,
whose robust ferromagnetism is attributed to the exchange interaction
between neighboring Fe atoms within and between sublayers, leading
to a remarkably high Curie temperature of 340 K. On the other hand,
it has a large magnetic anisotropic energy and spin-polarization ratio.
Interestingly, the above room-temperature ferromagnetism of the Fe2H monolayer is well preserved within a biaxial strain of 5%.
The structure and electron property of surface-functionalized Fe2H are also explored. All of these interesting properties make
the Fe2H monolayer an attractive candidate for spintronic
nanodevices
Capillary Effect-Enabled Water Electrolysis for Enhanced Electrochemical Ozone Production by Using Bulk Porous Electrode
A significant overpotential necessary
for the electrochemical oxygen evolution reaction (OER) is one of
the most serious disadvantages in water electrolysis, which, on the
contrary, gives the probability to electrochemically produce ozone
alternative to the common corona discharge. To effectively suppress
the competitive OER and improve gaseous ozone escaping, here we present
a capillary effect-enabled electrolysis strategy by employing an unusual
partial-submersed mode of anode composed of a β-PbO<sub>2</sub> cuboids-loaded bulk porous Pb, and realize a much enhanced electrocatalytic
gaseous ozone production in comparison to the cases of solid Pb counterpart
and/or usual submersion operation. Detailed study reveals a capillary
pressure-induced “molecular oxygen-locking effect” in
the electrolyte fully filled in the porous structure of the electrode
area above the electrolyte pool level, which unexpectedly leads to
the production of unusual ·O<sub>3</sub><sup>–</sup> intermediate.
Distinctive from the traditional electrochemical ozone production
(EOP) mechanism dependent on the essential reaction between the atomic
oxygen and molecular oxygen, the ·O<sub>3</sub><sup>–</sup> intermediate generation favors the EOP process in the special case
where the capillary action is relevant for a porous bulk anode
Chemically Modified Surface Having a Dual-Structured Hierarchical Topography for Controlled Cell Growth
This report describes
a technique for fabricating dual-structured hierarchical surface topography
on the surface of polydimethylsiloxane (PDMS) films through simply
replicating prefabricated patterns and wrinkling PDMS films. To enhance
the biocompatibility of PDMS films, we synthesize a biocompatible
dopamine-glycopolymer, which is utilized to modify the chemical feature
of the PDMS surface. Dopamine component in this copolymer is introduced
for the formation of a carbohydrate layer on the surface of PDMS films
because of its excellent adhesion. The carbohydrate component in this
copolymer enhances the interactions between cells and PDMS films.
We investigate the influence of the chemical and topographical surface
properties of the extracellular matrix on fibroblast cell growth.
The coupling of the dopamine-glycopolymer coating and hierarchical
topography produces the best induction effect on the alignment of
cells
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