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

Abstract:
We introduce the angular reproduction number Ω, 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. rA > rB does not imply RA > RB for variants A and B). We find that Ω responds meaningfully to mismatches and time-variations in w while mostly maintaining the interpretability of R. We prove that Ω > 1 implies R > 1 and that Ω agrees with r on the relative transmissibility of pathogens. Estimating Ω 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 Ω 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.
Publication status:
Published
Peer review status:
Peer reviewed

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Publisher copy:
10.1098/rspb.2023.1664

Authors

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Role:
Author
ORCID:
0000-0002-7806-3605
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Role:
Author
ORCID:
0000-0002-6297-7154
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Institution:
University of Oxford
Division:
MPLS
Department:
Statistics
Sub department:
Statistics
Role:
Author
ORCID:
0000-0003-4274-4158


Publisher:
The Royal Society
Journal:
Proceedings of the Royal Society B: Biological Sciences More from this journal
Volume:
290
Issue:
2007
Pages:
20231664
Article number:
20231664
Publication date:
2023-09-27
Acceptance date:
2023-09-04
DOI:
EISSN:
1471-2954
ISSN:
0962-8452


Language:
English
Keywords:
Pubs id:
1551709
Local pid:
pubs:1551709
Source identifiers:
3802638
Deposit date:
2026-02-26
ARK identifier:
This ORA record was generated from metadata provided by an external service. It has not been edited by the ORA Team.

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