Evidence map›Paper›PMID 37650235›Full record

Trial reportThe Journal of infectious diseases2023

Statistical Challenges When Analyzing SARS-CoV-2 RNA Measurements Below the Assay Limit of Quantification in COVID-19 Clinical Trials.

Carlee B Moser, Kara W Chew, Mark J Giganti, Jonathan Z Li, Evgenia Aga, Justin Ritz, Alexander L Greninger, Arzhang Cyrus Javan, Rachel Bender Ignacio, Eric S Daar and 6 more

Registry-linked trialAbstract readClinical Trial
In one paragraph

Trial report in The Journal of infectious diseases, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04518410 (Adaptive Platform Treatment Trial for Outpatients With COVID-19), which is not on this map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing 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.

NCT04518410 phase2 / phase3completednot on this map

Adaptive Platform Treatment Trial for Outpatients With COVID-19 (Adapt Out COVID)

TypeinterventionalSponsorNational Institute of Allergy and Infectious Diseases (NIAID)Ran2020 to 2023Enrolled4,044ConditionsCoronavirus, Covid19Armsbamlanivimab 7000mg, BRII-196+BRII-198, AZD7442 (IV), AZD7442 (IM), SNG001
3 · Its place in the literature

Who cites it

7 citing papers in PubMed.

  1. Trial
  2. Article
  3. Response to Drs de Grooth and Parienti.The Journal of infectious diseases · 2024
    Article
  4. Article
  5. Article
  6. Article
  7. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

16 authors.

Carlee B MoserCenter for Biostatistics in AIDS Research, Harvard T. H. Chan School of Public Health, Boston, Massachusetts, USA.ORCID 0000-0001-5601-9112
Kara W ChewDepartment of Medicine, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California, USA.
Mark J GigantiCenter for Biostatistics in AIDS Research, Harvard T. H. Chan School of Public Health, Boston, Massachusetts, USA.ORCID 0000-0003-2255-9756
Jonathan Z LiDepartment of Medicine, Brigham and Women's Hospital, Harvard Medical School, Cambridge, Massachusetts, USA.
Evgenia AgaCenter for Biostatistics in AIDS Research, Harvard T. H. Chan School of Public Health, Boston, Massachusetts, USA.
Justin RitzCenter for Biostatistics in AIDS Research, Harvard T. H. Chan School of Public Health, Boston, Massachusetts, USA.
Alexander L GreningerDepartment of Laboratory Medicine and Pathology, University of Washington, Seattle, Washington, USA.
Arzhang Cyrus JavanNational Institutes of Health, Rockville, Maryland, USA.
Rachel Bender IgnacioDepartment of Medicine, University of Washington, Seattle, Washington, USA.
Eric S DaarLundquist Institute at Harbor-University of California, Los Angeles Medical Center, Torrance, California, USA.
David A WohlDepartment of Medicine, Chapel Hill School of Medicine, University of North Carolina, Chapel Hill, North Carolina, USA.ORCID 0000-0002-7764-0212
Judith S CurrierDepartment of Medicine, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California, USA.
Joseph J EronDepartment of Medicine, Chapel Hill School of Medicine, University of North Carolina, Chapel Hill, North Carolina, USA.
Davey M SmithDepartment of Medicine, University of California, San Diego, La Jolla, California, USA.
Michael D HughesCenter for Biostatistics in AIDS Research, Harvard T. H. Chan School of Public Health, Boston, Massachusetts, USA.
ACTIV-2/A5401 Study Team

Funding

Leadership and Operations Center (LOC), AIDS Clinical Trials Group (ACTG); LOC 1/UM1AI068636 · NIAID · UNIV OF NORTH CAROLINA CHAPEL HILL · PI Joseph J Eron, RAJESH T GANDHI · 2011 to 2026
$1073.1M
Statistical and Data Management Center (SDMC), AIDS Clinical Trials Group (ACTG)UM1AI068634 · NIAID · HARVARD UNIVERSITY D/B/A HARVARD SCHOOL OF PUBLIC HEALTH · PI Marlene Ann Cooper, Michael David Hughes · 2011 to 2026
$246.6M
AIDS Clinical Trials Group NetworkU01AI068636 · NIAID · SOCIAL AND SCIENTIFIC SYSTEMS, INC. · PI KURITZKES, DANIEL R. · 2006 to 2010
$147.1M
Validation, CLIA and Qualification (VQC): Enhancing the RS ratio as a tool for AIDS Clinical Trial Group (ACTG) tuberculosis trialsUM1AI106701 · NIAID · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI Grace M Aldrovandi · 2014 to 2026
$116.8M
University of North Carolina Global HIV Prevention and Treatment Clinical Trials Unit 2024 SupplementUM1AI069423 · NIAID · UNIV OF NORTH CAROLINA CHAPEL HILL · PI Joseph J Eron, MINA CHRISTINE HOSSEINIPOUR · 2012 to 2026
$71.8M
Harvard Medical School Vaccine Clinical Trials UnitUM1AI069412 · NIAID · BRIGHAM AND WOMEN'S HOSPITAL · PI Lindsey Robert Baden, Daniel R. Kuritzkes · 2012 to 2026
$57.2M
UCLA AIDS Prevention and Treatment Clinical Trials UnitUM1AI069424 · NIAID · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI Judith S. Currier, RAPHAEL J LANDOVITZ · 2012 to 2026
$51.8M
UCSD Department of Medicine HIV/AIDS Clinical Trials UnitUM1AI069432 · NIAID · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI TIMOTHY J. WILKIN · 2012 to 2026
$50.4M
Wits HIV Research Group CLINICAL TRIAL UNIT (CTU) reapplicationUM1AI069463 · NIAID · WITS HEALTH CONSORTIUM (PTY), LTD · PI REES, HELEN, SANNE, IAN MATTHIAS · 2012 to 2025
$31.8M
Seattle Vaccine Trials UnitUM1AI069481 · NIAID · FRED HUTCHINSON CANCER RESEARCH CENTER · PI Rachel Ann Bender Ignacio, Margaret Juliana McElrath · 2012 to 2026
$24.4M
Units for HIV/AIDS Clinical Trials NetworksU01AI069463 · NIAID · WITS HEALTH CONSORTIUM (PTY), LTD · PI SANNE, IAN MATTHIAS · 2007 to 2011
$24.2M
UCLA AIDS Prevention and Treatment Clinical Trials UnitU01AI069424 · NIAID · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI CURRIER, JUDITH S. · 2007 to 2011
$13.9M
NIAID NIH HHS U01 AI068636NIAID NIH HHS U01 AI069424NIAID NIH HHS U01 AI069463NIAID NIH HHS UM1 AI068634NIAID NIH HHS UM1 AI069412NIAID NIH HHS UM1 AI069423NIAID NIH HHS UM1 AI069424NIAID NIH HHS UM1 AI069432NIAID NIH HHS UM1 AI069463NIAID NIH HHS UM1 AI069481NIAID NIH HHS UM1 AI106701NIH HHS UM1 AI068634
6 · The paper itself

Abstract

Most clinical trials evaluating coronavirus disease 2019 (COVID-19) therapeutics include assessments of antiviral activity. In recently completed outpatient trials, changes in nasal severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) RNA levels from baseline were commonly assessed using analysis of covariance (ANCOVA) or mixed models for repeated measures (MMRM) with single imputation for results below assay lower limits of quantification (LLoQ). Analyzing changes in viral RNA levels with singly imputed values can lead to biased estimates of treatment effects. In this article, using an illustrative example from the ACTIV-2 trial, we highlight potential pitfalls of imputation when using ANCOVA or MMRM methods, and illustrate how these methods can be used when considering values <LLoQ as censored measurements. Best practices when analyzing quantitative viral RNA data should include details about the assay and its LLoQ, completeness summaries of viral RNA data, and outcomes among participants with baseline viral RNA ≥ LLoQ, as well as those with viral RNA < LLoQ. Clinical Trials Registration. NCT04518410.

Indexed as

COVID-19Antiviral AgentsBiological AssayHumansRNA, ViralSARS-CoV-2Antiviral AgentsRNA, ViralCOVID-19linear regression for censored datarandomized trialSARS-CoV-2 RNA

Identifiers

PMID37650235
PMCPMC10469328

What OpenQuestion holds

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Registered trials

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.