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Ordinal regression algorithms for the analysis of convective situations over Madrid-Barajas airport 期刊论文
ATMOSPHERIC RESEARCH, 2020, 236
作者:  Guijo-Rubio, D.;  Casanova-Mateo, C.;  Sanz-Justo, J.;  Gutierrez, P. A.;  Cornejo-Bueno, S.;  Hervas, C.;  Salcedo-Sanz, S.
收藏  |  浏览/下载:23/0  |  提交时间:2020/07/02
Convective clouds  Convective analysis  Airports  Machine learning techniques  Ordinal regression  
A mechanism of ferritin crystallization revealed by cryo-STEM tomography 期刊论文
NATURE, 2020, 579 (7800) : 540-+
作者:  van Gastel, Nick;  Stegen, Steve;  Eelen, Guy;  Schoors, Sandra;  Carlier, Aurelie;  Daniels, Veerle W.;  Baryawno, Ninib;  Przybylski, Dariusz;  Depypere, Maarten;  Stiers, Pieter-Jan;  Lambrechts, Dennis;  Van Looveren, Riet;  Torrekens, Sophie
收藏  |  浏览/下载:43/0  |  提交时间:2020/07/03

Protein crystallization is important in structural biology, disease research and pharmaceuticals. It has recently been recognized that nonclassical crystallization involving initial formation of an amorphous precursor phase-occurs often in protein, organic and inorganic crystallization processes(1-5). A two-step nucleation theory has thus been proposed, in which initial low-density, solvated amorphous aggregates subsequently densify, leading to nucleation(4,6,7). This view differs from classical nucleation theory, which implies that crystalline nuclei forming in solution have the same density and structure as does the final crystalline state(1). A protein crystallization mechanism involving this classical pathway has recently been observed directly(8). However, a molecular mechanism of nonclassical protein crystallization(9-15) has not been established(9,11,14). To determine the nature of the amorphous precursors and whether crystallization takes place within them (and if so, how order develops at the molecular level), three-dimensional (3D) molecular-level imaging of a crystallization process is required. Here we report cryogenic scanning transmission microscopy tomography of ferritin aggregates at various stages of crystallization, followed by 3D reconstruction using simultaneous iterative reconstruction techniques to provide a 3D picture of crystallization with molecular resolution. As crystalline order gradually increased in the studied aggregates, they exhibited an increase in both order and density from their surface towards their interior. We observed no highly ordered small structures typical of a classical nucleation process, and occasionally we observed several ordered domains emerging within one amorphous aggregate, a phenomenon not predicted by either classical or two-step nucleation theories. Our molecular-level analysis hints at desolvation as the driver of the continuous order-evolution mechanism, a view that goes beyond current nucleation models, yet is consistent with a broad spectrum of protein crystallization mechanisms.


  
Reply to "What Is the Maximum Entropy Principle? Comments on 'Statistical Theory on the Functional Form of Cloud Particle Size Distributions'" 期刊论文
JOURNAL OF THE ATMOSPHERIC SCIENCES, 2019, 76 (12) : 3961-3963
作者:  Wu, Wei;  McFarquhar, Greg M.
收藏  |  浏览/下载:25/0  |  提交时间:2020/02/17
Cloud microphysics  Clouds  Drop size distribution  Statistical techniques  Spectral analysis  models  distribution  
Uncovering the Forced Climate Response from a Single Ensemble Member Using Statistical Learning 期刊论文
JOURNAL OF CLIMATE, 2019, 32 (17) : 5677-5699
作者:  Sippel, Sebastian;  Meinshausen, Nicolai;  Merrifield, Anna;  Lehner, Flavio;  Pendergrass, Angeline G.;  Fischer, Erich;  Knutti, Reto
收藏  |  浏览/下载:26/0  |  提交时间:2019/11/27
Atmospheric circulation  Climate change  Climate prediction  Regression analysis  Statistical techniques  Climate variability  
Partitioning Uncertainty Components of an Incomplete Ensemble of Climate Projections Using Data Augmentation 期刊论文
JOURNAL OF CLIMATE, 2019, 32 (8) : 2423-2440
作者:  Evin, Guillaume;  Hingray, Benoit;  Blanchet, Juliette;  Eckert, Nicolas;  Morin, Samuel;  Verfaillie, Deborah
收藏  |  浏览/下载:22/0  |  提交时间:2019/11/26
Bayesian methods  Error analysis  Risk assessment  Statistical techniques  Climate models  Climate variability  
Estimating the Transient Climate Response from Observed Warming 期刊论文
JOURNAL OF CLIMATE, 2018, 31 (20) : 8645-8663
作者:  Schurer, Andrew;  Hegerl, Gabi;  Ribes, Aurelien;  Polson, Debbie;  Morice, Colin;  Tett, Simon
收藏  |  浏览/下载:28/0  |  提交时间:2019/04/09
Aerosols  Climate sensitivity  Greenhouse gases  Regression analysis  Statistical techniques  
Memory Matters: A Case for Granger Causality in Climate Variability Studies 期刊论文
JOURNAL OF CLIMATE, 2018, 31 (8) : 3289-3300
作者:  McGraw, Marie C.;  Barnes, Elizabeth A.
收藏  |  浏览/下载:21/0  |  提交时间:2019/04/09
Regression analysis  Statistical techniques  Statistics  
Characterizing Stratospheric Polar Vortex Variability With Computer Vision Techniques 期刊论文
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2018, 123 (3) : 1510-1535
作者:  Lawrence, Zachary D.;  Manney, Gloria L.
收藏  |  浏览/下载:25/0  |  提交时间:2019/04/09
computer vision  stratospheric polar vortex  sudden stratospheric warmings  vortex splits  analysis techniques