Evidence map›Paper›PMID 42751539›Full record

ArticleVirus evolution2026

Slowdown of synonymous substitution rate preceding the emergence of multiple SARS-CoV-2 variants.

Jennifer L Havens, Karthik Gangavarapu, Jade C Wang, Faten Taki, Elizabeth Luoma, Jonathan E Pekar, Helly Amin, Steve Di Lonardo, Enoma Omoregie, Scott Hughes and 4 more

Abstract read
In one paragraph

Article in Virus evolution, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

14 authors.

Jennifer L HavensBioinformatics and Systems Biology Graduate Program, University of California San Diego, 9500 Gilman Dr., La Jolla, CA 92093-0419, United States.ORCID https://orcid.org/0000-0003-3095-5900
Karthik GangavarapuDepartment of Translational Medicine, The Scripps Research Institute, 10550 North Torrey Pines Rd., La Jolla, CA 92037, United States.ORCID https://orcid.org/0000-0002-5027-3440
Jade C WangBioinformatics and Systems Biology Graduate Program, University of California San Diego, 9500 Gilman Dr., La Jolla, CA 92093-0419, United States.ORCID https://orcid.org/0000-0002-8855-0925
Faten TakiNew York City Department of Health and Mental Hygiene, New York City Public Health Laboratory, 455 First Ave, New York 10016, United States.
Elizabeth LuomaNew York City Department of Health and Mental Hygiene, Bureau of Communicable Disease, 42-09 28th St, Long Island City, NY 11101, United States.
Jonathan E PekarBioinformatics and Systems Biology Graduate Program, University of California San Diego, 9500 Gilman Dr., La Jolla, CA 92093-0419, United States.
Helly AminNew York City Department of Health and Mental Hygiene, New York City Public Health Laboratory, 455 First Ave, New York 10016, United States.
Steve Di LonardoNew York City Department of Health and Mental Hygiene, New York City Public Health Laboratory, 455 First Ave, New York 10016, United States.
Enoma OmoregieNew York City Department of Health and Mental Hygiene, New York City Public Health Laboratory, 455 First Ave, New York 10016, United States.
Scott HughesNew York City Department of Health and Mental Hygiene, New York City Public Health Laboratory, 455 First Ave, New York 10016, United States.
Kristian G AndersenDepartment of Translational Medicine, The Scripps Research Institute, 10550 North Torrey Pines Rd., La Jolla, CA 92037, United States.
Tetyana I VasylyevaDepartment of Population Health and Disease Prevention, University of California Irvine, 856 Health Sciences Quad, Suite 5600 Irvine, CA 92697-3957, United States.
Marc A SuchardDepartment of Human Genetics, David Geffen School of Medicine, University of California, Los Angeles, 885 Tiverton DriveLos Angeles, CA 90095, United States.
Joel O WertheimDepartment of Medicine, University of California San Diego, 9500 Gilman Dr., La Jolla, CA 92093, United States.

Funding

Technology CoreU19AI135995 · NIAID · SCRIPPS RESEARCH INSTITUTE, THE · PI Kristian Graugaard Andersen · 2018 to 2026
$32.0M
San Diego Biomedical Informatics Education & Research (SABER)T15LM011271 · NLM · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI SHAMIM NEMATI · 2012 to 2026
$9.7M
Automation and Evaluation of Real-Time Transmission Network-Based HIV Prevention Services in New York CityR01AI135992 · NIAID · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI WERTHEIM, JOEL OKRENT · 2018 to 2022
$3.6M
CHROME: Continuum of HIV Response through Observational Molecular EpidemiologyR01AI192139 · NIAID · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI WERTHEIM, JOEL OKRENT · 2025 to 2025
$2.9M
Statistical Innovation to Integrate Sequences and Phenotypes for Scalable Phylodynamic InferenceR01AI153044 · NIAID · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI Marc A. Suchard · 2021 to 2026
$2.4M
NIAID NIH HHS R01 AI135992NIAID NIH HHS R01 AI153044NIAID NIH HHS R01 AI192139NIAID NIH HHS U19 AI135995NLM NIH HHS T15 LM011271
6 · The paper itself

Abstract

The emergence of variants has shaped the COVID-19 pandemic. The lack of directly observed precursors to these variants has led to proposals that variants emerge from either persistent infections, transmission in non-human animal populations after reverse-zoonosis, or cryptic transmission in the human population. We investigated the origin of variants by analysing the molecular clock and rate of nonsynonymous and synonymous substitutions in SARS-CoV-2 circulating in human population, persistently infected individuals, non-human animals, and along variant stems: the branches preceding emergence of SARS-CoV-2 variants (Alpha, Beta, Gamma, Delta, Epsilon, Iota, B.1.637, Mu, and Omicron: BA.1, BA.2/BA.4/BA.5). Along the variant stems we find evidence for an acceleration in the non-synonymous substitution rate, as compared with the non-synonymous substitution rate along branches that represent the genetic diversity of circulating virus. We also find evidence for a slowdown in the synonymous substitution rate preceding the emergence of multiple named variants (e.g

Indexed as

molecular clockpersistent infectionsSARS-CoV-2selectionsynonymous substitutionsvariants

Identifiers

PMID42751539
PMCPMC13580085

What OpenQuestion holds

Textmetadata
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.