Evidence map›Paper›PMID 42756421›Full record

ReviewFrontiers in immunology2026

Adaptive bandwidth of immunity: a systems-level framework for understanding immune regulation across time.

Razvan Constantin Ionitescu

Abstract readReview
In one paragraph

Review in Frontiers in immunology, 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

1 author.

Razvan Constantin IonitescuMedArt Cliniq, Ramnicu-Valcea, Romania.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Immune-mediated diseases display substantial variability in clinical expression, treatment durability, relapse timing, and long-term trajectories that are not always fully explained by genetic predisposition, molecular pathways, or pharmacological exposure alone. Increasing observations from systems immunology suggest that immune behavior emerges through interactions across molecular, environmental, and temporal dimensions. This article introduces

Indexed as

Adaptive ImmunityImmune System DiseasesModels, ImmunologicalAnimalsHumansImmune ToleranceImmunoinformaticsSystems BiologyTrained Immunityadaptive bandwidth of immunityadaptive regulationimmune adaptabilityimmune-mediated diseaseimmune regulationimmune resiliencelongitudinal immune dynamicsmulti-omics

Identifiers

PMID42756421
PMCPMC13582633

What OpenQuestion holds

Textmetadata
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.