Evidence map›Paper›PMID 33777032›Full record

ArticleFrontiers in immunology2021

VaximmutorDB: A Web-Based Vaccine Immune Factor Database and Its Application for Understanding Vaccine-Induced Immune Mechanisms.

Kimberly Berke, Peter Sun, Edison Ong, Nasim Sanati, Anthony Huffman, Timothy Brunson, Fred Loney, Joseph Ostrow, Rebecca Racz, Bin Zhao and 5 more

Open access · goldAbstract read
In one paragraph

Article in Frontiers in immunology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.

0numbers the graph read from it
0cells of the map it votes in
12citing papers in PubMed
0.6field-weighted citation impact, top 34% of its field
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

12 citing papers in PubMed, 12 citations in OpenAlex.

  1. Article
  2. VO: The Vaccine Ontology.Scientific data · 2026
    Article
  3. VO: The Vaccine Ontology.bioRxiv : the preprint server for biology · 2025
    Article
  4. Article
  5. International journal of molecular sciences · 2025
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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

15 authors at 5 institutions in 1 country.

Kimberly BerkeCollege of Literature, Science, and the Arts, University of Michigan, Ann Arbor, MI, United States.
Peter SunCollege of Literature, Science, and the Arts, University of Michigan, Ann Arbor, MI, United States.
Edison OngDepartment of Computational Medicine and Biology, University of Michigan, Ann Arbor, MI, United States.
Nasim SanatiDepartment of Medical Informatics and Clinical Epidemiology, Oregon Health and Science University, Portland, OR, United States.
Anthony HuffmanDepartment of Computational Medicine and Biology, University of Michigan, Ann Arbor, MI, United States.
Timothy BrunsonDepartment of Medical Informatics and Clinical Epidemiology, Oregon Health and Science University, Portland, OR, United States.
Fred LoneyDepartment of Medical Informatics and Clinical Epidemiology, Oregon Health and Science University, Portland, OR, United States.
Joseph OstrowCollege of Literature, Science, and the Arts, University of Michigan, Ann Arbor, MI, United States.
Rebecca RaczCollege of Literature, Science, and the Arts, University of Michigan, Ann Arbor, MI, United States.
Bin ZhaoCollege of Literature, Science, and the Arts, University of Michigan, Ann Arbor, MI, United States.
Zuoshuang XiangCollege of Literature, Science, and the Arts, University of Michigan, Ann Arbor, MI, United States.
Anna Maria MasciDepartment of Biostatistics and Bioinformatics, Duke University School of Medicine, Durham, NC, United States.
Jie ZhengDepartment of Genetics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, United States.
Guanming WuDepartment of Medical Informatics and Clinical Epidemiology, Oregon Health and Science University, Portland, OR, United States.
Yongqun HeUnit for Laboratory Animal Medicine, University of Michigan Medical School, Ann Arbor, MI, United States.
University of Michigan–Ann Arbor · USOregon Health & Science University · USCentral Michigan University · USDuke University · USUniversity of Pennsylvania · US

Funding

Reactome - CoreU41HG003751 · NHGRI · ONTARIO INSTITUTE FOR CANCER RESEARCH · PI STEIN, LINCOLN D. · 2012 to 2021
$14.5M
Ontology-based Information Network to Support Vaccine ResearchR01AI081062 · NIAID · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI HE, YONGQUN · 2009 to 2012
$1.1M
Ontology-supported Integrative Analysis and Visualization of Vaccine-induced Pathways and NetworksUH2AI132931 · NIAID · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI HE, YONGQUN, WU, GUANMING · 2019 to 2020
$437k
NHGRI NIH HHS U41 HG003751NIAID NIH HHS R01 AI081062NIAID NIH HHS UH2 AI132931
6 · The paper itself

Abstract

Vaccines stimulate various immune factors critical to protective immune responses. However, a comprehensive picture of vaccine-induced immune factors and pathways have not been systematically collected and analyzed. To address this issue, we developed VaximmutorDB, a web-based database system of vaccine immune factors (abbreviated as "vaximmutors") manually curated from peer-reviewed articles. VaximmutorDB currently stores 1,740 vaccine immune factors from 13 host species (e.g., human, mouse, and pig). These vaximmutors were induced by 154 vaccines for 46 pathogens. Top 10 vaximmutors include three antibodies (IgG, IgG2a and IgG1), Th1 immune factors (IFN-γ and IL-2), Th2 immune factors (IL-4 and IL-6), TNF-α, CASP-1, and TLR8. Many enriched host processes (e.g., stimulatory C-type lectin receptor signaling pathway, SRP-dependent cotranslational protein targeting to membrane) and cellular components (e.g., extracellular exosome, nucleoplasm) by all the vaximmutors were identified. Using influenza as a model, live attenuated and killed inactivated influenza vaccines stimulate many shared pathways such as signaling of many interleukins (including IL-1, IL-4, IL-6, IL-13, IL-20, and IL-27), interferon signaling, MARK1 activation, and neutrophil degranulation. However, they also present their unique response patterns. While live attenuated influenza vaccine FluMist induced significant signal transduction responses, killed inactivated influenza vaccine Fluarix induced significant metabolism of protein responses. Two different Yellow Fever vaccine (YF-Vax) studies resulted in overlapping gene lists; however, they shared more portions of pathways than gene lists. Interestingly, live attenuated YF-Vax simulates significant metabolism of protein responses, which was similar to the pattern induced by killed inactivated Fluarix. A user-friendly web interface was generated to access, browse and search the VaximmutorDB database information. As the first web-based database of vaccine immune factors, VaximmutorDB provides systematical collection, standardization, storage, and analysis of experimentally verified vaccine immune factors, supporting better understanding of protective vaccine immunity.

Indexed as

AnimalsAntibodies, ViralDatabases, FactualHumansImmunityImmunologic FactorsInternetSignal TransductionVaccinationVaccinesAntibodies, ViralImmunologic FactorsVaccinesbioinformaticsdatabaseimmunologyReactome pathwaysvaccinevaccine immune factor

Identifiers

PMID33777032
PMCPMC7994782
OpenAlexW3138152986

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

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.