Evidence map›Paper›PMID 42444466›Full record

ArticleBioanalysis2026

Drawing a line in the sand: impact of analytical choices on anti-drug antibody cut-points and testing outcomes.

Joshua A Weiner, Linda A Banks, Harini Natarajan, Shu Lin, Samia Sami, Gabriela Kovacikova, Margaret C Carpenter, Margaret E Ackerman

2 registry-linked trialsAbstract read
In one paragraph

Article in Bioanalysis, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 2 registered trials, which are not on this 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.

NCT02716675 phase2completednot on this map

A Phase 2b Study to Evaluate the Safety and Efficacy of VRC01 Broadly Neutralizing Monoclonal Antibody in Reducing Acquisition of HIV-1 Infection Among Men and Transgender Persons Who Have Sex With Men

TypeinterventionalSponsorNational Institute of Allergy and Infectious Diseases (NIAID)Ran2016 to 2020Enrolled2,699ConditionsHIV InfectionsArmsVRC01, Placebo for VRC01
NCT04173819 phase1 / phase2completednot on this map

Safety and Pharmacokinetics of the Combination Broadly Neutralizing Antibodies, 3BNC117-LS-J and 10-1074-LS-J, in Healthy American and African Adults

TypeinterventionalSponsorInternational AIDS Vaccine InitiativeRan2019 to 2023Enrolled225ConditionsHIV-1-infectionArms3BNC117-LS-J, 10-1074-LS-J, Combination 3BNC117-LS-J and 10-1074-LS-J, Combination 3BNC117-LS-J and 10-1074-LS-J Ratio 1, Combination 3BNC117-LS-J and 10-1074-LS-J Ratio 2
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

8 authors.

Joshua A WeinerThayer School of Engineering, Dartmouth College, Hanover, NH, USA.ORCID 0009-0000-2322-6086
Linda A BanksThayer School of Engineering, Dartmouth College, Hanover, NH, USA.
Harini NatarajanDepartment of Microbiology and Immunology, Geisel School of Medicine, Hanover, NH, USA.
Shu LinThayer School of Engineering, Dartmouth College, Hanover, NH, USA.
Samia SamiThayer School of Engineering, Dartmouth College, Hanover, NH, USA.
Gabriela KovacikovaThayer School of Engineering, Dartmouth College, Hanover, NH, USA.
Margaret C CarpenterThayer School of Engineering, Dartmouth College, Hanover, NH, USA.
Margaret E AckermanThayer School of Engineering, Dartmouth College, Hanover, NH, USA.ORCID 0000-0002-4253-3476

Funding

LC: HIV Vaccine Trials NetworkUM1AI068618 · NIAID · FRED HUTCHINSON CANCER RESEARCH CENTER · PI Margaret Juliana McElrath · 2011 to 2026
$483.6M
NIAID NIH HHS UM1 AI068618
6 · The paper itself

Abstract

backgroundThe identification of anti-drug antibodies (ADA) raised against biologic drugs is important for understanding and ensuring efficacy and safety. Because the immunogenicity of novel biologics is unknown before clinical trials, ADA assays are often developed with positivity thresholds assigned based on statistically determined cut-points defined by testing of samples from treatment-naïve donors. RESEARCH DESIGN AND

methodsWhile the standard approaches are based on reasonable theoretical models, we aimed to identify the impact of alternative analytical pipelines on assignment of ADA positivity by analysis of Tier 1 screening and Tier 2 confirmatory ADA bridging assay data for up to 138 mAbs across up to hundreds of serum samples. We evaluate the utility of data augmentation through bootstrapping and the impact of outlier removal approaches on the consistency of ADA status determinations. RESULTS AND

conclusionWe find that bootstrapping supports assay development efficiency by improving confidence in threshold setting in the context of limited numbers of test samples and that while outlier exclusion approach led to different apparent levels of ADA positivity, immunogenic drug products were identified by differences in the distribution of sample profiles from naïve and treated participants by each method evaluated. CLINICAL TRIAL REGISTRATION IDENTIFIERS INCLUDE: NCT02716675 https://clinicaltrials.gov/study/NCT02716675NCT02568215NCT02568215 https://clinicaltrials.gov/study/NCT02568215NCT03875209NCT03875209 https://clinicaltrials.gov/study/NCT03875209NCT04173819NCT04173819 https://clinicaltrials.gov/study/NCT04173819.

Indexed as

AntibodiesAntibodies, MonoclonalHumansAntibodiesAntibodies, MonoclonalAnti-drug antibodycut-pointdata augmentationimmunogenicityoutlier exclusionthreshold

Identifiers

PMID42444466
PMCPMC13557578

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.