Efficient high-throughput SARS-CoV-2 testing to detect asymptomatic carriers

被引:121
作者
Shental, Noam [1 ]
Levy, Shlomia [2 ,3 ]
Wuvshet, Vered [2 ,3 ]
Skorniakov, Shosh [2 ,3 ]
Shalem, Bar [4 ]
Ottolenghi, Aner [2 ,3 ]
Greenshpan, Yariv [2 ,3 ]
Steinberg, Rachel [5 ]
Edri, Avishay [2 ,3 ]
Gillis, Roni [6 ]
Goldhirsh, Michal [6 ]
Moscovici, Khen [6 ]
Sachren, Sinai [3 ]
Friedman, Lilach M. [2 ,3 ]
Nesher, Lior [5 ]
Shemer-Avni, Yonat [2 ,5 ]
Porgador, Angel [2 ,3 ]
Hertz, Tomer [2 ,3 ,7 ]
机构
[1] Open Univ Israel, Dept Comp Sci, Raanana, Israel
[2] Ben Gurion Univ Negev, Fac Hlth Sci, Dept Microbiol & Immunol, Beer Sheva, Israel
[3] Ben Gurion Univ Negev, Natl Inst Biotechnol Negev, Beer Sheva, Israel
[4] Bar Ilan Univ, Dept Comp Sci, Ramat Gan, Israel
[5] Soroka Univ, Med Ctr, Beer Sheva, Israel
[6] Ben Gurion Univ Negev, Fac Hlth Sci, Goldman Med Sch, Beer Sheva, Israel
[7] Fred Hutchinson Canc Res Ctr, Vaccine & Infect Dis Div, 1124 Columbia St, Seattle, WA 98104 USA
关键词
Coronavirus;
D O I
10.1126/sciadv.abc5961
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Recent reports suggest that 10 to 30% of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infected patients are asymptomatic and that viral shedding may occur before symptom onset. Therefore, there is an urgent need to increase diagnostic testing capabilities to prevent disease spread. We developed P-BEST, a method for Pooling-Based Efficient SARS-CoV-2 Testing, which identifies all positive subjects within a set of samples using a single round of testing. Each sample is assigned into multiple pools using a combinatorial pooling strategy based on compressed sensing. We pooled sets of 384 samples into 48 pools, providing both an eightfold increase in testing efficiency and an eightfold reduction in test costs, while identifying up to five positive carriers. We then used P-BEST to screen 1115 health care workers using 144 tests. P-BEST provides an efficient and easy-to-implement solution for increasing testing capacity that can be easily integrated into diagnostic laboratories.
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页数:8
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共 32 条
[1]  
Abdalhamid B, 2020, AM J CLIN PATHOL, V153, P715, DOI [10.1093/ajcp/aqaa064, 10.1093/AJCP/AQAA064, 10.1101/2020.04.03.20050195]
[2]   Presumed Asymptomatic Carrier Transmission of COVID-19 [J].
Bai, Yan ;
Yao, Lingsheng ;
Wei, Tao ;
Tian, Fei ;
Jin, Dong-Yan ;
Chen, Lijuan ;
Wang, Meiyun .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2020, 323 (14) :1406-1407
[3]  
Ben-Ami R., HEBREW U HADASSAH CO
[4]  
Ben-Ami R, 2020, POOLED RNA EXTRACTIO, DOI [10.1101/2020.04.17.20069062, DOI 10.1101/2020.04.17.20069062]
[5]   Asymptomatic Shedding of Respiratory Virus among an Ambulatory Population across Seasons [J].
Birger, Ruthie ;
Morita, Haruka ;
Comito, Devon ;
Filip, Ioan ;
Galanti, Marta ;
Lane, Benjamin ;
Ligon, Chanel ;
Rosenbloom, Daniel ;
Shittu, Atinuke ;
Ud-Dean, Minhaz ;
Desalle, Rob ;
Planet, Paul ;
Shaman, Jeffrey .
MSPHERE, 2018, 3 (04)
[6]   What's hot and what's not: Tracking most frequent items dynamically [J].
Cormode, G ;
Muthukrishnan, S .
ACM TRANSACTIONS ON DATABASE SYSTEMS, 2005, 30 (01) :249-278
[7]   The detection of defective members of large populations [J].
Dorfman, R .
ANNALS OF MATHEMATICAL STATISTICS, 1943, 14 :436-440
[8]  
Du D.-Z., 1993, SERIES APPL MATH
[9]   DNA Sudoku-harnessing high-throughput sequencing for multiplexed specimen analysis [J].
Erlich, Yaniv ;
Chang, Kenneth ;
Gordon, Assaf ;
Ronen, Roy ;
Navon, Oron ;
Rooks, Michelle ;
Hannon, Gregory J. .
GENOME RESEARCH, 2009, 19 (07) :1243-1253
[10]   Gradient Projection for Sparse Reconstruction: Application to Compressed Sensing and Other Inverse Problems [J].
Figueiredo, Mario A. T. ;
Nowak, Robert D. ;
Wright, Stephen J. .
IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2007, 1 (04) :586-597