Evidence map›Paper›PMID 41612093›Full record

ArticleDiscover oncology2026

Liquid biopsy biomarkers for accurate detection of malignant pulmonary nodules: a meta-analytic approach.

Alberto Caballero-Vazquez, Marta Garcia-Cerezo, Laura R Fernandez-Castro, Concepcion Morales-Garcia, Antonio Jesus Lainez Ramos-Bossini, Fabian Vergara-Rubio, Francisco Gabriel Ortega-Sanchez, Jose Manuel Sanchez-Maldonado

Abstract read
In one paragraph

Article in Discover 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

8 authors.

Alberto Caballero-Vazquez *Instituto de Investigación Biosanitaria ibs. GRANADA, Granada, Spain.
Marta Garcia-Cerezo *Instituto de Investigación Biosanitaria ibs. GRANADA, Granada, Spain.
Laura R Fernandez-CastroInstituto de Investigación Biosanitaria ibs. GRANADA, Granada, Spain.
Concepcion Morales-GarciaInstituto de Investigación Biosanitaria ibs. GRANADA, Granada, Spain.
Antonio Jesus Lainez Ramos-BossiniInstituto de Investigación Biosanitaria ibs. GRANADA, Granada, Spain.
Fabian Vergara-RubioInstituto de Investigación Biosanitaria ibs. GRANADA, Granada, Spain.
Francisco Gabriel Ortega-SanchezInstituto de Investigación Biosanitaria ibs. GRANADA, Granada, Spain. gabriel.ortega@genyo.es.
Jose Manuel Sanchez-MaldonadoInstituto de Investigación Biosanitaria ibs. GRANADA, Granada, Spain. josemanuel.sanchez@genyo.es.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Pulmonary nodules are a common radiological finding that can be classified as either benign or Malignant, with significant clinical implications. The early detection of malignant nodules is critically important for improving the prognosis of lung cancer, which remains the leading cause of cancer-related mortality worldwide. Traditional imaging techniques have Limitations in accurately classifying pulmonary nodules. Liquid biopsy, a minimally invasive method that evaluates circulating components in the Blood, presents promising diagnostic potential in this context. This study aims to evaluate the diagnostic capacity of multiple liquid biopsy biomarkers for early and accurate differentiation between benign and Malignant pulmonary nodules. Accordingly, we conducted a comprehensive study involving a meta-analysis, selecting 16 eligible studies that utilised liquid biopsy to assess various circulating biomarkers in the diagnostic yield. The most significant results were linked to circulating free DNA (cfDNA). However, other components, including circulating tumour cells (CTCs), microRNAs/pfeRNAs, extracellular vesicles (EVs), serological markers, and imaging techniques, also provided valuable information. Similarly, integrating multi-omics data with machine learning models has been shown to enhance the ability to differentiate between benign and malignant pulmonary nodules, thereby supporting early diagnosis and improved management for patients with lung cancer.

Indexed as

Circulating biomarkersEarly diagnosisLiquid biopsyLung cancerPulmonary nodules

Identifiers

PMID41612093
PMCPMC12855667

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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.