Evidence map›Paper›PMID 42688130›Full record

ReviewFrontiers in immunology2026

From peripheral blood to tumor microenvironment: spatial dimension deficiency and paradigm reconstruction in immunotherapy biomarker research.

Shu-Xun Yan, Ting-Ting Gao, Xi Zhao

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

3 authors.

Shu-Xun YanDepartment of Thyroid and Breast Surgery, The First Hospital of Yulin, Yulin, China.
Ting-Ting GaoDepartment of Anesthesiology, Liaoning Cancer Hospital, Shenyang, China.
Xi ZhaoDepartment of Anesthesiology, Liaoning Cancer Hospital, Shenyang, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Immunotherapy biomarker research has long relied on peripheral blood as the main sample source. However, significant spatial heterogeneity exists between peripheral blood and the tumor microenvironment (TME). This perspective article proposes that the core limitation of current biomarker studies is not throughput or omics technology, but rather the incomplete integration of spatial information. We scrutinize the phenomenon of "spatial decoupling" between peripheral blood and the TME in terms of immune composition, dynamic responses, and clinical predictive performance. It is evident that blood-based biomarkers cannot adequately capture the key events within the TME that determine treatment efficacy. To address this gap, we propose three pathways for paradigm reconstruction: spatially resolved

Indexed as

Biomarkers, TumorImmunotherapyNeoplasmsTumor MicroenvironmentAnimalsHumansBiomarkers, Tumorimmunotherapy biomarkersparadigm reconstructionperipheral bloodprecision immuno-oncologyspatial decouplingspatial dimension integrationtumor microenvironment

Identifiers

PMID42688130
PMCPMC13534040

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.