Group testing;
COVID-19;
Combinatorial design;
Affine plane;
D O I:
10.1186/s12859-023-05145-y
中图分类号:
Q5 [生物化学];
学科分类号:
071010 ;
081704 ;
摘要:
BackgroundGrouping samples with low prevalence of positives into pools and testing these pools can achieve considerable savings in testing resources compared with individual testing in the context of COVID-19. We review published pooling matrices, which encode the assignment of samples into pools and describe decoding algorithms, which decode individual samples from pools. Based on the findings we propose new one-round pooling designs with high compression that can efficiently be decoded by combinatorial algorithms. This expands the admissible parameter space for the construction of pooling matrices compared to current methods.ResultsBy arranging samples in a grid and using polynomials to construct pools, we develop direct formulas for an Algorithm (Polynomial Pools (PP)) to generate assignments of samples into pools. Designs from PP guarantee to correctly decode all samples with up to a specified number of positive samples. PP includes recent combinatorial methods for COVID-19, and enables new constructions that can result in more effective designs.ConclusionFor low prevalences of COVID-19, group tests can save resources when compared to individual testing. Constructions from the recent literature on combinatorial methods have gaps with respect to the designs that are available. We develop a method (PP), which generalizes previous constructions and enables new designs that can be advantageous in various situations.
机构:
Allegheny Gen Hosp, Allegheny Hlth Network, Div Infect Dis, 320 East North Ave, Pittsburgh, PA 15212 USAAllegheny Gen Hosp, Allegheny Hlth Network, Div Infect Dis, 320 East North Ave, Pittsburgh, PA 15212 USA
Ogbebor, Osakpolor
Min, Zaw
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机构:
Allegheny Gen Hosp, Allegheny Hlth Network, Div Infect Dis, 320 East North Ave, Pittsburgh, PA 15212 USAAllegheny Gen Hosp, Allegheny Hlth Network, Div Infect Dis, 320 East North Ave, Pittsburgh, PA 15212 USA
Min, Zaw
Cheema, Tariq
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机构:
Allegheny Gen Hosp, Allegheny Hlth Network, Div Pulm Crit Care, Pittsburgh, PA 15212 USAAllegheny Gen Hosp, Allegheny Hlth Network, Div Infect Dis, 320 East North Ave, Pittsburgh, PA 15212 USA
Cheema, Tariq
Bhanot, Nitin
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机构:
Allegheny Gen Hosp, Allegheny Hlth Network, Div Pulm Crit Care, Pittsburgh, PA 15212 USAAllegheny Gen Hosp, Allegheny Hlth Network, Div Infect Dis, 320 East North Ave, Pittsburgh, PA 15212 USA
机构:
Vet Affairs Salt Lake City Hlth Care Syst, VA Informat & Comp Infrastruct, Salt Lake City, UT USA
Univ Utah, Sch Med, Dept Internal Med, Div Epidemiol, Salt Lake City, UT USAUniv Texas Houston, Sch Biomed Informat, 7000 Fannin St,Suite 600, Houston, TX 77030 USA
DuVall, Scott L.
Hanchrow, Elizabeth
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机构:
Tennessee Valley Healthcare Syst, Vet Affairs Med Ctr, Nashville, TN USA
Vanderbilt Univ, Dept Biomed Informat, Med Ctr, Nashville, TN USAUniv Texas Houston, Sch Biomed Informat, 7000 Fannin St,Suite 600, Houston, TX 77030 USA
Hanchrow, Elizabeth
Liu, Hongfang
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h-index: 0
机构:
Mayo Clin, Div Digital Hlth Sci, Dept Hlth Sci Res, Rochester, MN USAUniv Texas Houston, Sch Biomed Informat, 7000 Fannin St,Suite 600, Houston, TX 77030 USA
Liu, Hongfang
Lynch, Kristine E.
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h-index: 0
机构:
Vet Affairs Salt Lake City Hlth Care Syst, VA Informat & Comp Infrastruct, Salt Lake City, UT USA
Univ Utah, Sch Med, Dept Internal Med, Div Epidemiol, Salt Lake City, UT USAUniv Texas Houston, Sch Biomed Informat, 7000 Fannin St,Suite 600, Houston, TX 77030 USA
Lynch, Kristine E.
Matheny, Michael
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h-index: 0
机构:
Tennessee Valley Healthcare Syst, Vet Affairs Med Ctr, Nashville, TN USA
Vanderbilt Univ, Dept Biomed Informat, Med Ctr, Nashville, TN USAUniv Texas Houston, Sch Biomed Informat, 7000 Fannin St,Suite 600, Houston, TX 77030 USA
Matheny, Michael
Natarajan, Karthik
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机构:
Columbia Univ, Dept Biomed Informat, Irving Med Ctr, New York, NY USA
NewYork Presbyterian Hosp, Med Informat Serv, New York, NY USAUniv Texas Houston, Sch Biomed Informat, 7000 Fannin St,Suite 600, Houston, TX 77030 USA
Natarajan, Karthik
Ohno-Machado, Lucila
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机构:
Univ Calif San Diego, Dept Biomed Informat, UCSD Hlth, La Jolla, CA 92093 USA
Vet Adm San Diego Healthcare Syst, Div Hlth Serv Res & Dev, La Jolla, CA USAUniv Texas Houston, Sch Biomed Informat, 7000 Fannin St,Suite 600, Houston, TX 77030 USA
机构:
Tennessee Valley Healthcare Syst, Vet Affairs Med Ctr, Nashville, TN USA
Vanderbilt Univ, Dept Biomed Informat, Med Ctr, Nashville, TN USAUniv Texas Houston, Sch Biomed Informat, 7000 Fannin St,Suite 600, Houston, TX 77030 USA
Reeves, Ruth Madeleine
Sitapati, Amy M.
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h-index: 0
机构:
Univ Calif San Diego, Dept Biomed Informat, UCSD Hlth, La Jolla, CA 92093 USA
Univ Calif San Diego, Dept Med, Div Gen Internal Med, La Jolla, CA 92093 USAUniv Texas Houston, Sch Biomed Informat, 7000 Fannin St,Suite 600, Houston, TX 77030 USA
Sitapati, Amy M.
Abhyankar, Swapna
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h-index: 0
机构:
LOINC, Indianapolis, IN USA
Regenstrief Inst Hlth Care, Hlth Data Stand, Indianapolis, IN USAUniv Texas Houston, Sch Biomed Informat, 7000 Fannin St,Suite 600, Houston, TX 77030 USA
Abhyankar, Swapna
Cullen, Theresa
论文数: 0引用数: 0
h-index: 0
机构:
LOINC, Indianapolis, IN USA
Regenstrief Inst Hlth Care, Hlth Data Stand, Indianapolis, IN USAUniv Texas Houston, Sch Biomed Informat, 7000 Fannin St,Suite 600, Houston, TX 77030 USA
Cullen, Theresa
Deckard, Jami
论文数: 0引用数: 0
h-index: 0
机构:
LOINC, Indianapolis, IN USA
Regenstrief Inst Hlth Care, Hlth Data Stand, Indianapolis, IN USAUniv Texas Houston, Sch Biomed Informat, 7000 Fannin St,Suite 600, Houston, TX 77030 USA