Evidence map›Paper›PMID 40578602›Full record

ArticleThe Journal of infectious diseases2026

Evaluating the Breadth and Reliability of Influenza Vaccine Protection Indicators: A Secondary Analysis of an Animal Challenge Trial.

Yao Lu, James D Allen, Ted M Ross, Benjamin Cowling, Andreas Handel, Kehinde Ogunyemi, Katia J Bruxvoort, Yang Ge, Ye Shen

Abstract read
In one paragraph

Article in The Journal of infectious diseases, 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

9 authors.

Yao LuCollege of Public Health, University of Georgia, Athens Georgia, USA.ORCID 0009-0007-4638-087X
James D AllenFlorida Research and Innovation Center, Cleveland Clinic, Port St Lucie Florida, USA.ORCID 0000-0002-3798-706X
Ted M RossFlorida Research and Innovation Center, Cleveland Clinic, Port St Lucie Florida, USA.ORCID 0000-0003-1947-7469
Benjamin CowlingWHO Collaborating Centre for Infectious Disease Epidemiology and Control, School of Public Health, Li Ka Shing Faculty of Medicine, The University of Hong Kong, People's Republic of China.
Andreas HandelCollege of Public Health, University of Georgia, Athens Georgia, USA.ORCID 0000-0002-4622-1146
Kehinde OgunyemiCollege of Public Health, University of Georgia, Athens Georgia, USA.
Katia J BruxvoortSchool of Public Health, University of Alabama at Birmingham, Birmingham Alabama, USA.ORCID 0000-0001-8277-2431
Yang GeCollege of Public Health, University of Georgia, Athens Georgia, USA.ORCID 0000-0001-5100-0703
Ye ShenCollege of Public Health, University of Georgia, Athens Georgia, USA.ORCID 0000-0002-6662-0048

Funding

COVID Supplement - COMPONENT A OF THE COLLABORATIVE INFLUENZA VACCINE INNOVATION CENTERS (CIVICS) PROGRAM TO DESIGN AND EVALUATE INNOVATIVE INFLUENZA VACCINE APPROACHES,75N93019C00052 · NIAID · UNIVERSITY OF GEORGIA · PI ROSS, TED · 2019 to 2025
$74.6M
NIAID Centers of Excellence for Influenza Research and Response: Universal Influenza Vaccine Research Activities75N93021C00018 · NIAID · UNIVERSITY OF GEORGIA · PI TOMPKINS, S. MARK · 2021 to 2025
$21.6M
Drivers of individual variation in influenza vaccine response and protection from infectionR01AI170116 · NIAID · UNIVERSITY OF CHICAGO · PI Sarah Cobey, John S Tsang · 2022 to 2026
$7.2M
DYNAMICS AND EVOLUTION OF IMMUNE RESPONSES TO INFLUENZA VIRUSESU01AI150747 · NIAID · EMORY UNIVERSITY · PI AHMED, RAFI, ANTIA, RUSTOM NOSHIR · 2020 to 2024
$5.9M
Refining Predictive Models for Neglected and Emerging Infectious DiseasesR35GM146612 · NIGMS · UNIVERSITY OF GEORGIA · PI Ye Shen · 2022 to 2026
$1.9M
NIAID NIH HHS R01 AI170116NIAID NIH HHS U01 AI150747NIGMS NIH HHS R35 GM146612NIH HHS 75N93019C00052NIH HHS 75N93021C00018NIH HHS R01AI170116NIH HHS R35GM146612NIH HHS U01AI150747
6 · The paper itself

Abstract

backgroundHemagglutination inhibition (HAI) titers are key correlates of influenza vaccine protection, yet a systematic comparison of HAI-based immunogenicity indicators is lacking for guiding vaccine development. This study aimed to compare these indicators by evaluating their correlation with influenza disease outcomes.

methodWe performed a secondary analysis of a mouse challenge study, in which 14 groups of mice were first challenged and received different H3N2 vaccines and were subsequently infected with H3N2 (A/Kansas/14/2017). Disease outcomes were measured by weight loss and lung viral load. HAI titers were assessed against 9 H3N2 strains, including the infecting strain, vaccine strains, and others, generating 11 HAI-based indicators considering that the HAI titer was against the vaccine strains, the infecting strain, and the similarity between strains based on 2 antigenic distance algorithms. Correlations with disease outcomes were evaluated using linear regression models, with R2 values and bootstrap resampling estimating variance.

resultsHAI titers against vaccine strains showed the weakest correlation with disease outcomes due to strain mismatch. The proportion of seroprotection among the 9 strains demonstrated the strongest correlation, with R2 values of approximately 0.4 (weight loss) and approximately 0.6 (lung viral load). Indicators based on antigenic distance were also predictive but not superior.

conclusionsRelying solely on HAI titers against a single virus is insufficient for assessing influenza vaccine effectiveness. Calculating the proportion of seroprotection, a computationally efficient metric, offers robust predictive power and may be superior to traditional single-strain titer even when it matches the infecting strain.

Indexed as

Influenza A Virus, H3N2 SubtypeInfluenza VaccinesOrthomyxoviridae InfectionsAnimalsAntibodies, ViralFemaleHemagglutination Inhibition TestsLungMiceMice, Inbred BALB CViral LoadAntibodies, ViralInfluenza Vaccinesantigenic mismatchcorrelates of protectionhemagglutination inhibition (HAI)influenza vaccinevaccine efficacy

Identifiers

PMID40578602
PMCPMC12811875

What OpenQuestion holds

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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.