Evidence map›Paper›PMID 42769647›Full record

ReviewFrontiers in oncology2026

Beyond the tumor microenvironment: a hierarchical immune-circuit model of immune checkpoint blockade resistance.

Xue Zhao, Han Wang, Yanan Liu, Lanqing Cao

Abstract readReview
In one paragraph

Review in Frontiers in oncology, 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

4 authors.

Xue ZhaoDepartment of Otorhinolaryngology, Head and Neck Surgery, The Second Hospital of Jilin University, Jilin University, Changchun, Jilin, China.
Han WangDepartment of Pathology, The Second Hospital of Jilin University, Jilin University, Changchun, Jilin, China.
Yanan LiuDepartment of Pathology, The Second Hospital of Jilin University, Jilin University, Changchun, Jilin, China.
Lanqing CaoDepartment of Pathology, The Second Hospital of Jilin University, Jilin University, Changchun, Jilin, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Immune checkpoint blockade (ICB) produces durable tumor control in a subset of patients, yet resistance is usually interpreted through tumor-intrinsic lesions or suppression within the tumor microenvironment (TME). We propose that ICB resistance can also be organized as failure of a multiscale antitumor immune circuit comprising local immune execution, regional immune education in tumor-draining lymph nodes (TDLNs), and systemic immune calibration by the host. In this model, "hierarchical" denotes nested functional dependence rather than one-way anatomical control: local killing depends probabilistically on antigen visibility, access, and a renewable supply of tumor-reactive cells; nodal priming depends on competent dendritic-cell licensing and host immune fitness; and reciprocal feedback can propagate or repair failure across compartments. We first define the canonical CD8-dominant substrate that ICB can amplify, including cross-presentation, costimulation, progenitor-exhausted T-cell maintenance, trafficking, and target-cell recognition, while retaining alternative CD4, natural killer, intratumoral antigen-presenting-cell, and tertiary lymphoid routes. We then evaluate local, regional, and systemic resistance mechanisms, four directional feedback axes, and context-dependent patterns in pancreatic cancer, melanoma, non-small-cell lung cancer, microsatellite-stable colorectal cancer, hepatocellular carcinoma, and prostate cancer. Evidence from animal perturbation, human spatial and clonal studies, and clinical trials supports individual circuit components but remains heterogeneous. Randomized perioperative regimens demonstrate disease- and setting-specific benefit, whereas negative randomized results and mixed or limiting early-phase signals across innate agonism, stromal or metabolic targeting, radiotherapy combinations, and systemic conditioning constrain therapeutic extrapolation. We therefore present compartment-resolved biomarkers and adaptive trial designs as research hypotheses, not a validated classifier or standard-care algorithm. The framework will be useful only if prespecified multiscale measurements improve prediction beyond tumor-only models and if mechanism-matched interventions produce the expected pharmacodynamic repair before clinical benefit is attributed to the circuit.

Indexed as

biomarkersdendritic cellsimmune checkpoint blockadeimmunotherapy resistancemicrobiomeT-cell exhaustiontumor-draining lymph nodestumor microenvironment

Identifiers

PMID42769647
PMCPMC13591093

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.