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A sensory appendage protein protects malaria vectors from pyrethroids 期刊论文
NATURE, 2020, 577 (7790) : 376-+
作者:  Coyle, Diane
收藏  |  浏览/下载:33/0  |  提交时间:2020/07/03

Pyrethroid-impregnated bed nets have driven considerable reductions in malaria-associated morbidity and mortality in Africa since the beginning of the century(1). The intense selection pressure exerted by bed nets has precipitated widespread and escalating resistance to pyrethroids in African Anopheles populations, threatening to reverse the gains that been made by malaria control(2). Here we show that expression of a sensory appendage protein (SAP2), which is enriched in the legs, confers pyrethroid resistance to Anopheles gambiae. Expression of SAP2 is increased in insecticide-resistant populations and is further induced after the mosquito comes into contact with pyrethroids. SAP2 silencing fully restores mortality of the mosquitoes, whereas SAP2 overexpression results in increased resistance, probably owing to high-affinity binding of SAP2 to pyrethroid insecticides. Mining of genome sequence data reveals a selective sweep near the SAP2 locus in the mosquito populations of three West African countries (Cameroon, Guinea and Burkina Faso) with the observed increase in haplotype-associated single-nucleotide polymorphisms mirroring the increasing resistance of mosquitoes to pyrethroids reported in Burkina Faso. Our study identifies a previously undescribed mechanism of insecticide resistance that is likely to be highly relevant to malaria control efforts.


  
Spatial mapping of the provenance of storm dust: Application of data mining and ensemble modelling 期刊论文
ATMOSPHERIC RESEARCH, 2020, 233
作者:  Gholami, Hamid;  Mohamadifar, Aliakbar;  Collins, Adrian L.
收藏  |  浏览/下载:5/0  |  提交时间:2020/07/02
Dust provenance  Spatial modelling  Data mining algorithms  Multicollinearity  Receiver operating characteristic  Ensemble modelling  R software  
Summer Monsoon Rainfall Patterns and Predictability over Southeast China 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (2)
作者:  Dai, Lun;  Cheng, Tat Fan;  Lu, Mengqian
收藏  |  浏览/下载:8/0  |  提交时间:2020/07/02
Rainfall Predictability  Data Mining  Monsoon  Climate  Spatiotemporal Analysis  Southeast China  
Data Mining to Uncover Heterogeneous Water Use Behaviors From Smart Meter Data 期刊论文
WATER RESOURCES RESEARCH, 2019
作者:  Cominola, A.;  Nguyen, K.;  Giuliani, M.;  Stewart, R. A.;  Maier, H. R.;  Castelletti, A.
收藏  |  浏览/下载:6/0  |  提交时间:2020/02/16
water demand management  water end uses  segmentation analysis  data mining  water use behaviors  smart meters  
A novel global urban typology framework for sustainable mobility futures 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2019, 14 (9)
作者:  Oke, Jimi B.;  Aboutaleb, Youssef M.;  Akkinepally, Arun;  Azevedo, Carlos Lima;  Han, Yafei;  Zegras, P. Christopher;  Ferreira, Joseph;  Ben-Akiva, Moshe E.
收藏  |  浏览/下载:5/0  |  提交时间:2019/11/27
urban typologies  sustainable mobility  cities  clustering  data mining  factor analysis  
Systematic Differences in Bucket Sea Surface Temperature Measurements among Nations Identified Using a Linear-Mixed-Effect Method 期刊论文
JOURNAL OF CLIMATE, 2019, 32 (9) : 2569-2589
作者:  Chan, Duo;  Huybers, Peter
收藏  |  浏览/下载:5/0  |  提交时间:2019/11/26
Sea surface temperature  Data mining  Bias  
A Statistical Analysis of Relationships between Western North Pacific Tropical Cyclones and Extratropical Circulation Patterns Accompanying the Madden-Julian Oscillation 期刊论文
JOURNAL OF THE ATMOSPHERIC SCIENCES, 2019, 76 (2) : 583-604
作者:  Gloeckler, Lawrence C., III;  Roundy, Paul E.
收藏  |  浏览/下载:6/0  |  提交时间:2019/04/09
Northern Hemisphere  Madden-Julian oscillation  Data mining  Statistics  Intraseasonal variability  Tropical variability  
A Transdisciplinary Review of Deep Learning Research and Its Relevance for Water Resources Scientists 期刊论文
WATER RESOURCES RESEARCH, 2018, 54 (11) : 8558-8593
作者:  Shen, Chaopeng
收藏  |  浏览/下载:6/0  |  提交时间:2019/04/09
deep learning  artificial intelligence  AI neuroscience  data mining  transformative  
Defining climate change scenario characteristics with a phase space of cumulative primary energy and carbon intensity 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2018, 13 (2)
作者:  Ritchie, Justin;  Dowlatabadi, Hadi
收藏  |  浏览/下载:5/0  |  提交时间:2019/04/09
energy transition  fossil fuel resources  decarbonization  representative concentration pathways (RCPs)  shared socioeconomic pathways (SSPs)  data mining  climate change scenarios  
Defining the Roles, Responsibilities, and Functions for Data Science Within the Defense Intelligence Agency 科技报告
来源:Rand Corporation. 出版年: 2016
作者:  Bradley M. Knopp;  Sina Beaghley;  Aaron Frank;  Rebeca Orrie;  Michael Watson
收藏  |  浏览/下载:3/0  |  提交时间:2019/04/05
Big Data  Military Intelligence  Workforce Development  Scientific Professions  Data Mining