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Spectroscopic confirmation of a mature galaxy cluster at a redshift of 2 期刊论文
NATURE, 2020, 577 (7788) : 39-+
作者:  Willis, J. P.;  Canning, R. E. A.;  Noordeh, E. S.;  Allen, S. W.;  King, A. L.;  Mantz, A.;  Morris, R. G.;  Stanford, S. A.;  Brammer, G.
收藏  |  浏览/下载:13/0  |  提交时间:2020/07/03

Galaxy clusters are the most massive virialized structures in the Universe and are formed through the gravitational accretion of matter over cosmic time(1). The discovery(2) of an evolved galaxy cluster at redshift z = 2, corresponding to a look-back time of 10.4 billion years, provides an opportunity to study its properties. The galaxy cluster XLSSC 122 was originally detected as a faint, extended X-ray source in the XMM Large Scale Structure survey and was revealed to be coincident with a compact over-density of galaxies(2) with photometric redshifts of 1.9 +/- 0.2. Subsequent observations3 at millimetre wavelengths detected a Sunyaev-Zel'  dovich decrement along the line of sight to XLSSC 122, thus confirming the existence of hot intracluster gas, while deep imaging spectroscopy from the European Space Agency'  s X-ray Multi-Mirror Mission (XMM-Newton) revealed(4) an extended, X-ray-bright gaseous atmosphere with a virial temperature of 60 million Kelvin, enriched with metals to the same extent as are local clusters. Here we report optical spectroscopic observations of XLSSC 122 and identify 37 member galaxies at a mean redshift of 1.98, corresponding to a look-back time of 10.4 billion years. We use photometry to determine a mean, dust-free stellar age of 2.98 billion years, indicating that star formation commenced in these galaxies at a mean redshift of 12, when the Universe was only 370 million years old. The full range of inferred formation redshifts, including the effects of dust, covers the interval from 7 to 13. These observations confirm that XLSSC 122 is a remarkably mature galaxy cluster with both evolved stellar populations in the member galaxies and a hot, metal-rich gas composing the intracluster medium.


  
An open-source drug discovery platform enables ultra-large virtual screens 期刊论文
NATURE, 2020, 580 (7805) : 663-+
作者:  Peron, Simon;  Pancholi, Ravi;  Voelcker, Bettina;  Wittenbach, Jason D.;  olafsdottir, H. Freyja;  Freeman, Jeremy;  Svoboda, Karel
收藏  |  浏览/下载:33/0  |  提交时间:2020/07/03

VirtualFlow, an open-source drug discovery platform, enables the efficient preparation and virtual screening of ultra-large ligand libraries to identify molecules that bind with high affinity to target proteins.


On average, an approved drug currently costs US$2-3 billion and takes more than 10 years to develop(1). In part, this is due to expensive and time-consuming wet-laboratory experiments, poor initial hit compounds and the high attrition rates in the (pre-)clinical phases. Structure-based virtual screening has the potential to mitigate these problems. With structure-based virtual screening, the quality of the hits improves with the number of compounds screened(2). However, despite the fact that large databases of compounds exist, the ability to carry out large-scale structure-based virtual screening on computer clusters in an accessible, efficient and flexible manner has remained difficult. Here we describe VirtualFlow, a highly automated and versatile open-source platform with perfect scaling behaviour that is able to prepare and efficiently screen ultra-large libraries of compounds. VirtualFlow is able to use a variety of the most powerful docking programs. Using VirtualFlow, we prepared one of the largest and freely available ready-to-dock ligand libraries, with more than 1.4 billion commercially available molecules. To demonstrate the power of VirtualFlow, we screened more than 1 billion compounds and identified a set of structurally diverse molecules that bind to KEAP1 with submicromolar affinity. One of the lead inhibitors (iKeap1) engages KEAP1 with nanomolar affinity (dissociation constant (K-d) = 114 nM) and disrupts the interaction between KEAP1 and the transcription factor NRF2. This illustrates the potential of VirtualFlow to access vast regions of the chemical space and identify molecules that bind with high affinity to target proteins.


  
Resolving Drivers of a Spatial Gradient in Evapotranspiration Through the Simulated Translocation of Landscape Factors 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (2)
作者:  Jepsen, S. M.;  Harmon, T. C.
收藏  |  浏览/下载:6/0  |  提交时间:2020/07/02
evapotranspiration  runoff  climate warming  space-for-time substitution  elevation  soil type  
Classification with a disordered dopantatom network in silicon 期刊论文
NATURE, 2020, 577 (7790) : 341-+
作者:  Vagnozzi, Ronald J.;  Maillet, Marjorie;  Sargent, Michelle A.;  Khalil, Hadi;  Johansen, Anne Katrine Z.;  Schwanekamp, Jennifer A.;  York, Allen J.;  Huang, Vincent;  Nahrendorf, Matthias;  Sadayappan, Sakthivel;  Molkentin, Jeffery D.
收藏  |  浏览/下载:24/0  |  提交时间:2020/07/03

Classification is an important task at which both biological and artificial neural networks excel(1,2). In machine learning, nonlinear projection into a high-dimensional feature space can make data linearly separable(3,4), simplifying the classification of complex features. Such nonlinear projections are computationally expensive in conventional computers. A promising approach is to exploit physical materials systems that perform this nonlinear projection intrinsically, because of their high computational density(5), inherent parallelism and energy efficiency(6,7). However, existing approaches either rely on the systems'  time dynamics, which requires sequential data processing and therefore hinders parallel computation(5,6,8), or employ large materials systems that are difficult to scale up(7). Here we use a parallel, nanoscale approach inspired by filters in the brain(1) and artificial neural networks(2) to perform nonlinear classification and feature extraction. We exploit the nonlinearity of hopping conduction(9-11) through an electrically tunable network of boron dopant atoms in silicon, reconfiguring the network through artificial evolution to realize different computational functions. We first solve the canonical two-input binary classification problem, realizing all Boolean logic gates(12) up to room temperature, demonstrating nonlinear classification with the nanomaterial system. We then evolve our dopant network to realize feature filters(2) that can perform four-input binary classification on the Modified National Institute of Standards and Technology handwritten digit database. Implementation of our material-based filters substantially improves the classification accuracy over that of a linear classifier directly applied to the original data(13). Our results establish a paradigm of silicon-based electronics for smallfootprint and energy-efficient computation(14).


  
Dualities and non-Abelian mechanics 期刊论文
NATURE, 2020, 577 (7792) : 636-+
作者:  Song, Xinyang;  Sun, Ximei;  Oh, Sungwhan F.;  Wu, Meng;  Zhang, Yanbo;  Zheng, Wen;  Geva-Zatorsky, Naama;  Jupp, Ray;  Mathis, Diane;  Benoist, Christophe;  Kasper, Dennis L.
收藏  |  浏览/下载:13/0  |  提交时间:2020/07/03

Dualities-mathematical mappings between different systems-can act as hidden symmetries that enable materials design beyond that suggested by crystallographic space groups.


Dualities are mathematical mappings that reveal links between apparently unrelated systems in virtually every branch of physics(1-8). Systems mapped onto themselves by a duality transformation are called self-dual and exhibit remarkable properties, as exemplified by the scale invariance of an Ising magnet at the critical point. Here we show how dualities can enhance the symmetries of a dynamical matrix (or Hamiltonian), enabling the design of metamaterials with emergent properties that escape a standard group theory analysis. As an illustration, we consider twisted kagome lattices(9-15), reconfigurable mechanical structures that change shape by means of a collapse mechanism(9). We observe that pairs of distinct configurations along the mechanism exhibit the same vibrational spectrum and related elastic moduli. We show that these puzzling properties arise from a duality between pairs of configurations on either side of a mechanical critical point. The critical point corresponds to a self-dual structure with isotropic elasticity even in the absence of spatial symmetries and a twofold-degenerate spectrum over the entire Brillouin zone. The spectral degeneracy originates from a version of Kramers'  theorem(16,17) in which fermionic time-reversal invariance is replaced by a hidden symmetry emerging at the self-dual point. The normal modes of the self-dual systems exhibit non-Abelian geometric phases(18,19) that affect the semiclassical propagation of wavepackets(20), leading to non-commuting mechanical responses. Our results hold promise for holonomic computation(21) and mechanical spintronics by allowing on-the-fly manipulation of synthetic spins carried by phonons.


  
A Whittaker Biome-Based Framework to Account for the Impact of Climate Change on Catchment Behavior 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (12) : 11208-11224
作者:  Deshmukh, Ankit;  Singh, Riddhi
收藏  |  浏览/下载:12/0  |  提交时间:2020/02/16
trading-space-for-time  Whittaker biome  climate change  biome transition  catchment vulnerability  ecohydrology  
Climate-driven habitat change causes evolution in Threespine Stickleback 期刊论文
GLOBAL CHANGE BIOLOGY, 2019
作者:  Roches, Simone Des;  Bell, Michael A.;  Palkovacs, Eric P.
收藏  |  浏览/下载:8/0  |  提交时间:2020/02/17
adaptation  climate change  Gasterosteus aculeatus  intraspecific variation  latitudinal gradient  rapid evolution  resurvey  space-for-time  
Disentangling how climate change can affect an aquatic food web by combining multiple experimental approaches 期刊论文
GLOBAL CHANGE BIOLOGY, 2019, 25 (10) : 3528-3538
作者:  Amundrud, Sarah L.;  Srivastava, Diane S.
收藏  |  浏览/下载:5/0  |  提交时间:2019/11/27
bromeliad  common garden  drought  elevation  insects  microcosm experiment  mountain  phytothelm  space-for-time  tropics  
Effects of Reforestation of a Degraded Imperata Grassland on Dominant Flow Pathways and Streamflow Responses in Leyte, the Philippines 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (5) : 4128-4148
作者:  van Meerveld, H. J. (Ilja);  Zhang, Jun;  Tripoli, Roger;  Bruijnzeel, L. Adrian
收藏  |  浏览/下载:9/0  |  提交时间:2019/11/26
tropical reforestation  runoff generation mechanisms  hydrograph separation  electrical conductivity  stable isotopes  space-for-time substitution  
From clear lakes to murky waters - tracing the functional response of high-latitude lake communities to concurrent 'greening' and 'browning' 期刊论文
ECOLOGY LETTERS, 2019, 22 (5) : 807-816
作者:  Hayden, B.;  Harrod, C.;  Thomas, S. M.;  Eloranta, A. P.;  Myllykangas, J-P;  Siwertsson, A.;  Praebel, K.;  Knudsen, R.;  Amundsen, P-A;  Kahilainen, K. K.
收藏  |  浏览/下载:5/0  |  提交时间:2019/11/26
cryptic energetic pathways  ecological stable states  habitat coupling  space-for-time  stable isotope analysis  trophic niche