Evidence map›Paper›PMID 41865563›Full record

ArticleBiomaterials2026

The Ratio of Immunogenicity: A quantitative metric to identify highly immunogenic protein antigens to improve tissue-engineered biomaterials.

Nicholas A Shortreed, Leigh G Griffiths

Abstract read
In one paragraph

Article in Biomaterials, 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

2 authors.

Nicholas A ShortreedDepartment of Cardiovascular Medicine, Mayo Clinic, 200 First St SW, Rochester, MN, 55905, USA.
Leigh G GriffithsDepartment of Physiology and Biomedical Engineering, Mayo Clinic, 200 First St SW, Rochester, MN, 55905, USA. Electronic address: Griffiths.Leigh@mayo.edu.

Funding

CARDIOVASOLOGYT32HL007111 · NHLBI · MAYO CLINIC ROCHESTER · PI Barry A. Borlaug · 1985 to 2026
$8.7M
Atraumatic Non-fibrotic Epicardial Pacing with E-Bioadhesive DevicesR01HL167947 · NHLBI · MASSACHUSETTS INSTITUTE OF TECHNOLOGY · PI Leigh Gareth Griffiths, Christoph Gunther Stanislaw Nabzdyk · 2023 to 2026
$2.4M
Immunology of xenogeneic extracellular matrix scaffolds for heart valve tissue engineeringR01HL153098 · NHLBI · MAYO CLINIC ROCHESTER · PI GRIFFITHS, LEIGH GARETH · 2021 to 2024
$1.6M
NHLBI NIH HHS R01 HL153098NHLBI NIH HHS R01 HL167947NHLBI NIH HHS T32 HL007111
6 · The paper itself

Abstract

The ability to a-priori identify antigenic components responsible for driving recipient graft-specific adaptive immune destruction of tissue-engineered biomaterials is critical for their safe clinical translation and long-term function. However, despite our in-depth understanding of cellular responses toward antigenic stimuli, the question of whether individual antigens are equally stimulatory to the immune system remains largely unanswered. This lack of knowledge limits our capacity to rationally design immunologically acceptable biomaterials. Previously published decellularization/antigen removal approaches have assumed that all antigens are equally immunogenic and that reduction in extracellular matrix (ECM) scaffold total antigen content therefore correlates with the magnitude of the biomaterial-specific adaptive immune response in vivo. However, recent publications question the validity of such assumptions. Here, we describe the development and validation of a quantitative, experimentally derived metric, termed the Ratio of Immunogenicity (ROI), which can stratify antigens based on their relative immunogenicity. By combining data on the magnitude of the immune response (i.e., IgG production) and abundance (i.e. dose) of individual antigens in an in vivo ECM scaffold implantation model, a continuum of ROI values can be calculated. Critically, mitochondrial antigens are significantly enriched in the top 25% of highly immunogenic antigens (i.e., highest ROIs), while cytoplasmic, extracellular, and vesicle-associated antigens are significantly enriched in the bottom 25% of weakly immunogenic antigens (i.e., lowest ROIs). Consequently, the ROI is a powerful and versatile metric which can be utilized to identify both individual and groups of antigens which possess a relatively high capacity to stimulate graft-specific immune responses. In turn, the Ratio of Immunogenicity offers insights which can be leveraged in numerous immune-engineering contexts, including the development of immunologically acceptable, unfixed, tissue engineered biomaterials.

Indexed as

AntigensBiocompatible MaterialsTissue EngineeringAnimalsExtracellular MatrixImmunoglobulin GMiceTissue ScaffoldsAntigensBiocompatible MaterialsImmunoglobulin GAntibodiesAntigen removalImmune compatibilityImmunogenicityRatio of ImmunogenicityTissue-engineering

Identifiers

PMID41865563
PMCPMC13093910

What Socratic 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 Socratic graph.