Angular reproduction numbers improve estimates of transmissibility when disease generation times are misspecified or time-varying

被引:1
|
作者
Parag, Kris V. [1 ,2 ]
Cowling, Benjamin J. [3 ]
Lambert, Ben C. [4 ,5 ]
机构
[1] Imperial Coll London, MRC Ctr Global Infect Dis Anal, London, England
[2] Univ Bristol, NIHR Hlth Protect Res Unit Behav Sci & Evaluat, Bristol, England
[3] Univ Hong Kong, WHO Collaborating Ctr Infect Dis Epidemiol & Contr, Sch Publ Hlth, Hong Kong, Peoples R China
[4] Univ Exeter, Dept Math, Coll Engn Math & Phys Sci, Exeter, England
[5] Univ Oxford, Dept Stat, Oxford, England
基金
英国医学研究理事会;
关键词
infectious diseases; epidemic models; reproduction numbers; generation times; growth rates; transmission dynamics; EPIDEMIC; INTERVAL;
D O I
10.1098/rspb.2023.1664
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
We introduce the angular reproduction number Omega, which measures time-varying changes in epidemic transmissibility resulting from variations in both the effective reproduction number R, and generation time distribution w. Predominant approaches for tracking pathogen spread infer either R or the epidemic growth rate r. However, R is biased by mismatches between the assumed and true w, while r is difficult to interpret in terms of the individual-level branching process underpinning transmission. R and r may also disagree on the relative transmissibility of epidemics or variants (i.e. r(A) > r(B) does not imply R-A > RB for variants A and B). We find that omega responds meaningfully to mismatches and time-variations in w while mostly maintaining the interpretability of R. We prove that Omega > 1 implies R > 1 and that Omega agrees with r on the relative transmissibility of pathogens. Estimating Omega is no more difficult than inferring R, uses existing software, and requires no generation time measurements. These advantages come at the expense of selecting one free parameter. We propose Omega as complementary statistic to R and r that improves transmissibility estimates when w is misspecified or time-varying and better reflects the impact of interventions, when those interventions concurrently change R and w or alter the relative risk of co-circulating pathogens.
引用
收藏
页数:12
相关论文
共 16 条
  • [1] Improved inference of time-varying reproduction numbers during infectious disease outbreaks
    Thompson, R. N.
    Stockwin, J. E.
    van Gaalen, R. D.
    Polonsky, J. A.
    Kamvar, Z. N.
    Demarsh, P. A.
    Dahlqwist, E.
    Li, S.
    Miguel, E.
    Jombart, T.
    Lessler, J.
    Cauchemez, S.
    Cori, A.
    EPIDEMICS, 2019, 29
  • [2] Improved time-varying reproduction numbers using the generation interval for COVID-19
    Kim, Tobhin
    Lee, Hyojung
    Kim, Sungchan
    Kim, Changhoon
    Son, Hyunjin
    Lee, Sunmi
    FRONTIERS IN PUBLIC HEALTH, 2023, 11
  • [3] Estimation of local time-varying reproduction numbers in noisy surveillance data
    Li, Wenrui
    Bulekova, Katia
    Gregor, Brian
    White, Laura F.
    Kolaczyk, Eric D.
    PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 2022, 380 (2233):
  • [4] A New Framework and Software to Estimate Time-Varying Reproduction Numbers During Epidemics
    Cori, Anne
    Ferguson, Neil M.
    Fraser, Christophe
    Cauchemez, Simon
    AMERICAN JOURNAL OF EPIDEMIOLOGY, 2013, 178 (09) : 1505 - 1512
  • [5] Generation of extreme-ultraviolet beams with time-varying orbital angular momentum
    Rego, Laura
    Dorney, Kevin M.
    Brooks, Nathan J.
    Nguyen, Quynh L.
    Liao, Chen-Ting
    San Roman, Julio
    Couch, David E.
    Liu, Allison
    Pisanty, Emilio
    Lewenstein, Maciej
    Plaja, Luis
    Kapteyn, Henry C.
    Murnane, Margaret M.
    Hernandez-Garcia, Carlos
    SCIENCE, 2019, 364 (6447) : 1253 - +
  • [6] Improved estimation of time-varying reproduction numbers at low case incidence and between epidemic waves
    Parag, Kris, V
    PLOS COMPUTATIONAL BIOLOGY, 2021, 17 (09)
  • [7] Generation of time-varying orbital angular momentum beams with space-time-coding digital metasurface
    Zhang, Jingxin
    Li, Peixing
    Cheung, Ray C. C.
    Wong, Alex M. H.
    Li, Jensen
    ADVANCED PHOTONICS, 2023, 5 (03):
  • [8] Generation of time-varying orbital angular momentum beams with space-time-coding digital metasurface
    Jingxin Zhang
    Peixing Li
    Ray C. C. Cheung
    Alex M. H. Wong
    Jensen Li
    Advanced Photonics, 2023, 5 (03) : 96 - 104
  • [9] Nine-month Trend of Time-Varying Reproduction Numbers of COVID-19 in West of Iran
    Rahimi, Ebrahim
    Nazari, Seyed Saeed Hashemi
    Mokhayeri, Yaser
    Sharhani, Asaad
    Mohammadi, Rasool
    JOURNAL OF RESEARCH IN HEALTH SCIENCES, 2021, 21 (02)
  • [10] Measuring Time-Varying Effective Reproduction Numbers for COVID-19 and Their Relationship with Movement Control Order in Malaysia
    Musa, Kamarul Imran
    Arifin, Wan Nor
    Mohd, Mohd Hafiz
    Jamiluddin, Mohammad Subhi
    Ahmad, Noor Atinah
    Chen, Xin Wee
    Hanis, Tengku Muhammad
    Bulgiba, Awang
    INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2021, 18 (06) : 1 - 13