Evidence map›Paper›PMID 42774839›Full record

ReviewFrontiers in medicine2026

Blood-based tumor biomarkers: integrating biological layers and analytical strategies for precision cancer detection.

Yi Zhang, Zhen Wang

Abstract readReview
In one paragraph

Review in Frontiers in medicine, 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.

Yi ZhangCollege of Life Sciences, Zhejiang University, Hangzhou, Zhejiang, China.
Zhen WangLaboratory Medicine Center, Allergy Center, Department of Transfusion Medicine, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Blood-based cancer biomarkers promise minimally invasive, longitudinal monitoring, yet their clinical utility varies profoundly by analyte class, disease stage, and analytical methodology. This Review critically evaluates six circulating biomarker classes, such as CTCs, ctDNA, cfDNA methylation, exosomes, circulating miRNAs, and tumor-educated platelets-moving beyond a descriptive catalog to a comparative analysis of their performance characteristics. We find that the dominant challenge is no longer signal detection per se, but rather signal interpretation in the presence of biological confounders like clonal hematopoiesis and pre-analytical variability. We argue that a disciplined pairing of a biomarker's biological origin with the physico-chemical principles of its detection platform is the primary determinant of assay robustness. The Review concludes by outlining a pragmatic framework for integrating orthogonal biomarker readouts, emphasizing that how we combine signals is a more pressing question than how many markers we can measure.

Indexed as

circulating tumor biomarkersliquid biopsymicrofluidicmolecular diagnosticsregulatory signatures

Identifiers

PMID42774839
PMCPMC13595568

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.