Evidence map›Paper›PMID 42433255›Full record

ArticleTranslational lung cancer research2026

Assessment of tumor mutation burden based on whole-exome sequencing of extracellular vesicle-derived DNA from bronchoalveolar lavage fluid in advanced non-small cell lung cancer treated with pembrolizumab: a prospective, multicenter, observational study.

Heejoung Kim, Jaeyoung Hur, Wan Seop Kim, In Ae Kim, Dongil Park, In-Jae Oh, Seung-Jae Noh, Hyoeun Bang, Kye Young Lee

Abstract read
In one paragraph

Article in Translational lung cancer research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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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

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3 · Its place in the literature

Who cites it

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4 · The record

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5 · Who and what money

Authors and funding

9 authors.

Heejoung KimPrecision Medicine Lung Cancer Center, Konkuk University Medical Center, Seoul, Republic of Korea.ORCID https://orcid.org/0000-0002-2516-5085
Jaeyoung HurPrecision Medicine Lung Cancer Center, Konkuk University Medical Center, Seoul, Republic of Korea.ORCID https://orcid.org/0000-0001-6105-9899
Wan Seop KimPrecision Medicine Lung Cancer Center, Konkuk University Medical Center, Seoul, Republic of Korea.ORCID https://orcid.org/0000-0001-7704-5942
In Ae KimPrecision Medicine Lung Cancer Center, Konkuk University Medical Center, Seoul, Republic of Korea.ORCID https://orcid.org/0000-0002-8994-2891
Dongil ParkDivision of Respiratory and Critical Care Medicine, Department of Internal Medicine, College of Medicine, Chungnam National University, Daejeon, Republic of Korea.ORCID https://orcid.org/0000-0001-7329-1724
In-Jae OhDepartment of Internal Medicine, Chonnam National University Medical School and Hwasun Hospital, Jeonnam, Republic of Korea.ORCID https://orcid.org/0000-0003-4837-1321
Seung-Jae NohNeogenlogic, Seongnam, Republic of Korea.ORCID https://orcid.org/0009-0004-0298-5138
Hyoeun BangDivision of AI Data Science, The University of Suwon, Hwaseong, Republic of Korea.ORCID https://orcid.org/0000-0002-1709-8556
Kye Young LeePrecision Medicine Lung Cancer Center, Konkuk University Medical Center, Seoul, Republic of Korea.ORCID https://orcid.org/0000-0003-4687-5593

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Obtaining sufficient tumor tissue for molecular testing remains challenging in advanced non-small cell lung cancer (NSCLC). We evaluated tumor mutation burden (TMB) using extracellular vesicle (EV)-derived DNA from bronchoalveolar lavage fluid (BALF) and assessed the correlation between BALF and tissue TMB. Methods: In this prospective, multicenter, observational study, we enrolled patients with pathologically confirmed stage IV NSCLC who received pembrolizumab at three academic institutions in South Korea. TMB was quantified by whole-exome sequencing (WES) of EV-derived DNA isolated from BALF and from matched tumor tissue obtained prior to treatment. The concordance of TMB between BALF EV-derived DNA and matched tumor tissue was assessed using Spearman's rank correlation coefficient. Associations between BALF EV-TMB and clinical outcomes-including overall survival (OS), progression-free survival (PFS), and objective response rate-were evaluated over a median follow-up of 17.0 months (range, 1-63 months). Results: Out of 64 patients, 46 (71.9%) had evaluable tissue TMB, and 53 (82.8%) had evaluable BALF TMB. There were no significant differences between BALF and tissue regarding DNA amounts, estimated library size, mean depth, and uniformity. The median tissue TMB and BALF TMB were 4.738 and 1.82 mut/Mb, respectively. A modest positive correlation was observed between tissue TMB and BALF TMB (r=0.61, P<0.001). Neither tissue TMB nor BALF TMB showed significant differences in PFS. However, higher TMB is associated with a more favorable OS outcome in patients with advanced NSCLC. Conclusions: These findings demonstrate the feasibility of WES-based TMB quantification from BALF EV-derived DNA and suggest its potential as a complementary prognostic measure in pembrolizumab-treated NSCLC. Validation in larger, prospective cohorts is warranted before clinical implementation.

Indexed as

bronchoalveolar lavage fluid (BALF)extracellular vesicles (EVs)pembrolizumabTumor mutation burden (TMB)

Identifiers

PMID42433255
PMCPMC13351910

What Socratic holds

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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 Socratic graph.