Evidence map›Paper›PMID 41998406›Full record

ArticleCommunications medicine2026

Viral variant but not host factors associate with SARS-CoV-2 viral kinetics.

William O Hahn, Leigh H Fisher, Amy Ward, Shannon Grant, Catherine Yen, April Kaur Randhawa, Xiaohong Li, Shelly Ramirez, Nicole Espy, John Hural and 30 more

Abstract read
In one paragraph

Article in Communications medicine, 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

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

40 authors.

William O HahnVaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA, USA. whahn@fredhutch.org.ORCID http://orcid.org/0000-0002-4613-0586
Leigh H FisherVaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA, USA.
Amy WardVuka Research Clinic, University of Cape Town, Cape Town, South Africa.
Shannon GrantVaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA, USA.
Catherine YenDivision of AIDS, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Rockville, MD, USA.
April Kaur RandhawaVaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA, USA.ORCID http://orcid.org/0000-0003-2652-3734
Xiaohong LiVaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA, USA.ORCID http://orcid.org/0000-0003-4438-2664
Shelly RamirezVaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA, USA.
Nicole EspyVaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA, USA.ORCID http://orcid.org/0000-0002-4805-189X
John HuralVaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA, USA.
Jennifer HankeVaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA, USA.
Pavitra RoychoudhuryVaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA, USA.
Colleen F KelleyDivision of Infectious Diseases, Department of Medicine, Emory University School of Medicine, Atlanta, GA, USA.
Nadine RouphaelHope Clinic, Emory University, Atlanta, GA, USA.ORCID http://orcid.org/0000-0002-2512-7919
Valeria D CantosDivision of Infectious Diseases, Department of Medicine, Emory University School of Medicine, Atlanta, GA, USA.
Jorge PintoSchool of Medicine, Federal University of Minas Gerais, Belo Horizonte, Brazil.
Pedro E CahnFundacion Huesped, Buenos Aires, Argentina.ORCID http://orcid.org/0000-0002-9381-1931
Mmatsie ManentsaThe Aurum Institute, Johannesburg, South Africa.
Joseph MakhemaBotswana Harvard Health Partnership, Gaborone, Botswana.
Wadzanai SamanekaUniversity of Zimbabwe Clinical Trials Research Centre, Harare, Zimbabwe.ORCID http://orcid.org/0009-0005-6636-0396
Muchaneta Bhondai-MhuriUniversity of Zimbabwe Clinical Trials Research Centre, Harare, Zimbabwe.
Lynda Stranix-ChibandaUniversity of Zimbabwe Clinical Trials Research Centre, Harare, Zimbabwe.ORCID http://orcid.org/0000-0003-3566-1688
Marcelo H LossoEmerging Diseases Research Unit, Hospital JM Ramos Mejia, Buenos Aires, Argentina.
Edgar Antonio Ramirez GarciaAsociación Civil Selva Amazónica CRS, Universidad Nacional de la Amazonia Peruana, Iquitos, Peru.
Craig InnesThe Aurum Institute, Johannesburg, South Africa.
Lameck ChinulaDivision of Global Women's Health, Department of Obstetrics and Gynecology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
Javier R LamaAsociacion Civil Impacta Salud y Educacion, Lima, Peru.ORCID http://orcid.org/0000-0002-4983-5725
Jorge A Gallardo-CartagenaUniversidad Nacional Mayor de San Marcos, Centro de Investigaciones Tecnológicas, Biomédicas y Medioambientales, Lima, Peru.ORCID http://orcid.org/0000-0001-5142-1954
Chishiba KabengeleCenter for Family Health Research in Zambia, Lusaka, Zambia.ORCID http://orcid.org/0000-0003-0087-8596
Roma ChilengiZambia National Public Health Institute, Ministry of Health, Lusaka, Zambia.
Maphoshane NchabelengMecru Clinical Research Unit, Sefako Makgatho Health Sciences University/National Health Laboratory Service, Dr George Mukhari Tertiary Microbiology Laboratory, Pretoria, South Africa.
Hong-Van TieuLindsley F. Kimball Research Institute, New York Blood Center, New York, NY, USA.
Brenda HoaglandInstituto Nacional de Infectologia Evandro Chagas, Fundação Oswaldo Cruz (INI-Fiocruz), Rio de Janeiro, Brazil.
Beatriz GrinsztejnInstituto Nacional de Infectologia Evandro Chagas, Fundação Oswaldo Cruz (INI-Fiocruz), Rio de Janeiro, Brazil.
William L BrumskineThe Aurum Institute NPC, Johannesburg, South Africa.ORCID http://orcid.org/0000-0002-1092-9919
Khatija AhmedSetshaba Research Centre, Soshanguve, South Africa.ORCID http://orcid.org/0000-0003-0309-1641
Carole L WallisBARC-SA and Lancet Laboratories, Johannesburg, South Africa.
Alexander L GreningerDepartment of Laboratory Medicine and Pathology, University of Washington Medical Center, Seattle, WA, USA.
Lawrence CoreyVaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA, USA.ORCID http://orcid.org/0000-0002-2179-2436
Ollivier HyrienVaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA, USA. ohyrien@fredhutch.org.ORCID http://orcid.org/0000-0003-1909-2542

Funding

LOC: HIV Vaccine Trials NetworkUM1AI068614 · NIAID · FRED HUTCHINSON CANCER RESEARCH CENTER · PI Dan H. Barouch, Lawrence Corey · 2011 to 2026
$1175.6M
LC: HIV Vaccine Trials NetworkUM1AI068618 · NIAID · FRED HUTCHINSON CANCER RESEARCH CENTER · PI Margaret Juliana McElrath · 2011 to 2026
$483.6M
SDMC: HIV Vaccine Trials NetworkUM1AI068635 · NIAID · FRED HUTCHINSON CANCER RESEARCH CENTER · PI Peter B. Gilbert, Yunda Huang · 2011 to 2026
$385.9M
The FIOCRUZ Therapeutic and Prevention HIV/AIDS Clinical Trials Unit (FioTrials)UM1AI069476 · NIAID · FUNDACAO OSWALDO CRUZ · PI BEATRIZ GRINSZTEJN · 2012 to 2026
$26.3M
The FIOCRUZ Therapeutic and Prevention HIV/AIDS Clinical Trials Unit (FioTrials)U01AI069476 · NIAID · FUNDACAO OSWALDO CRUZ · PI GRINSZTEJN, BEATRIZ · 2008 to 2011
$14.0M
Aurum Clinical Trials UnitUM1AI154463 · NIAID · AURUM INSTITUTE NPC · PI Gavin John Churchyard · 2021 to 2026
$8.1M
NIAID NIH HHS U01 AI069476NIAID NIH HHS UM1 AI068614NIAID NIH HHS UM1 AI068618NIAID NIH HHS UM1 AI068635NIAID NIH HHS UM1 AI069476NIAID NIH HHS UM1 AI154463
6 · The paper itself

Abstract

backgroundIt is challenging to assess SARS-CoV-2 viral kinetics amidst viral variant evolution and changes in population-level immunity. However, understanding the relationship between host factors and viral replication deepens our understanding of viral fitness.

methodsIn CoVPN 5001, we enrolled N = 953 adults diagnosed with acute SARS-CoV-2 from July 2020 to July 2022 across 51 sites. We confirmed SARS-CoV-2 infection by RT-PCR and identified the variant via viral genome sequencing. Using multivariable linear regression and median regression, we studied the association between host factors and either observed peak viral load (VL) or clinical viral shedding, respectively, accounting for viral variant effects in a demographically and clinically diverse longitudinal cohort.

resultsIn this observational study, we determine that while host factors, including age, BMI, sex, medical comorbidities, and HIV, have no significant associations with either observed peak VL or clinical viral shedding in the nasopharynx, viral variant is significantly associated with observed peak VL and clinical viral shedding. We show that neither observed peak VL nor shedding duration predict evolutionary success since the dominant variants in the SARS-CoV-2 pandemic did not all align with the variants with the highest peak and longest shedding duration.

conclusionsAltogether, our work shows that observed peak VL and shedding duration should be cautiously interpreted as predictors of viral fitness.

Identifiers

PMID41998406
PMCPMC13272808

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LicenceCC BY
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Registered trials

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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.