Evidence map›Paper›PMID 36303210›Full record

ArticleGenome medicine2022

The lung microbiome, peripheral gene expression, and recurrence-free survival after resection of stage II non-small cell lung cancer.

Brandilyn A Peters, Harvey I Pass, Robert D Burk, Xiaonan Xue, Chandra Goparaju, Christopher C Sollecito, Evan Grassi, Leopoldo N Segal, Jun-Chieh J Tsay, Richard B Hayes and 1 more

Open access · goldAbstract read
In one paragraph

Article in Genome medicine, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 33 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
33citing papers in PubMed, 1 pooled it
3.4field-weighted citation impact, top 6% of its field
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

33 citing papers in PubMed, 1 synthesis or guideline pooled it, 39 citations in OpenAlex.

  1. Pooled it
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  8. Article
  9. IntratumoralAnimals : an open access journal from MDPI · 2026
    Article
  10. Article
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  12. [Research Progress on the Relationship between Intratumor Microbiota and Lung Cancer].Zhongguo fei ai za zhi = Chinese journal of lung cancer · 2025
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  17. Article
  18. Lung Microbial and Host Genomic Signatures as Predictors of Prognosis in Early-Stage Adenocarcinoma.Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology · 2024
    Article
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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

11 authors at 2 institutions in 1 country.

Brandilyn A PetersDepartment of Epidemiology and Population Health, Albert Einstein College of Medicine, 1300 Morris Park Avenue, #1315AB, The Bronx, New York, NY, 10461, USA. Brandilyn.Peterssamuelson@einsteinmed.org.ORCID 0000-0002-1534-2578
Harvey I PassDepartment of Cardiothoracic Surgery, NYU Langone Health, New York, NY, USA.
Robert D BurkDepartment of Epidemiology and Population Health, Albert Einstein College of Medicine, 1300 Morris Park Avenue, #1315AB, The Bronx, New York, NY, 10461, USA.
Xiaonan XueDepartment of Epidemiology and Population Health, Albert Einstein College of Medicine, 1300 Morris Park Avenue, #1315AB, The Bronx, New York, NY, 10461, USA.
Chandra GoparajuDepartment of Cardiothoracic Surgery, NYU Langone Health, New York, NY, USA.
Christopher C SollecitoDepartment of Pediatrics, Albert Einstein College of Medicine, The Bronx, New York, NY, USA.
Evan GrassiDepartment of Pediatrics, Albert Einstein College of Medicine, The Bronx, New York, NY, USA.
Leopoldo N SegalDepartment of Medicine, NYU Langone Health, New York, NY, USA.
Jun-Chieh J TsayDepartment of Medicine, NYU Langone Health, New York, NY, USA.
Richard B HayesNYU Perlmutter Cancer Center, New York, NY, USA.
Jiyoung AhnNYU Perlmutter Cancer Center, New York, NY, USA.
NYU Langone Health · USAlbert Einstein College of Medicine · US

Funding

The Oral Microbiome and Upper Aerodigestive Squamous Cell CancerR01CA159036 · NCI · NEW YORK UNIVERSITY SCHOOL OF MEDICINE · PI AHN, JIYOUNG, HAYES, RICHARD BERNARD · 2011 to 2024
$3.5M
Project 2P20CA252728 · NCI · NEW YORK UNIVERSITY SCHOOL OF MEDICINE · PI AHN, JIYOUNG · 2020 to 2022
$3.4M
Prospective Study of Human Oral Microbiome and Pancreatic Cancer RiskR01CA164964 · NCI · NEW YORK UNIVERSITY SCHOOL OF MEDICINE · PI AHN, JIYOUNG · 2014 to 2017
$2.2M
The Oral Mycobiome and Risk of Pancreatic CancerU01CA250186 · NCI · NEW YORK UNIVERSITY SCHOOL OF MEDICINE · PI AHN, JIYOUNG, HAYES, RICHARD BERNARD · 2021 to 2024
$2.1M
NCI NIH HHS P20 CA252728NCI NIH HHS P20CA252728NCI NIH HHS R01 CA159036NCI NIH HHS R01CA159036NCI NIH HHS R01 CA164964NCI NIH HHS U01 CA250186NCI NIH HHS U01CA250186
6 · The paper itself

Abstract

backgroundCancer recurrence after tumor resection in early-stage non-small cell lung cancer (NSCLC) is common, yet difficult to predict. The lung microbiota and systemic immunity may be important modulators of risk for lung cancer recurrence, yet biomarkers from the lung microbiome and peripheral immune environment are understudied. Such markers may hold promise for prediction as well as improved etiologic understanding of lung cancer recurrence.

methodsIn tumor and distant normal lung samples from 46 stage II NSCLC patients with curative resection (39 tumor samples, 41 normal lung samples), we conducted 16S rRNA gene sequencing. We also measured peripheral blood immune gene expression with nanoString®. We examined associations of lung microbiota and peripheral gene expression with recurrence-free survival (RFS) and disease-free survival (DFS) using 500 × 10-fold cross-validated elastic-net penalized Cox regression, and examined predictive accuracy using time-dependent receiver operating characteristic (ROC) curves.

resultsOver a median of 4.8 years of follow-up (range 0.2-12.2 years), 43% of patients experienced a recurrence, and 50% died. In normal lung tissue, a higher abundance of classes Bacteroidia and Clostridia, and orders Bacteroidales and Clostridiales, were associated with worse RFS, while a higher abundance of classes Alphaproteobacteria and Betaproteobacteria, and orders Burkholderiales and Neisseriales, were associated with better RFS. In tumor tissue, a higher abundance of orders Actinomycetales and Pseudomonadales were associated with worse DFS. Among these taxa, normal lung Clostridiales and Bacteroidales were also related to worse survival in a previous small pilot study and an additional independent validation cohort. In peripheral blood, higher expression of genes TAP1, TAPBP, CSF2RB, and IFITM2 were associated with better DFS. Analysis of ROC curves revealed that lung microbiome and peripheral gene expression biomarkers provided significant additional recurrence risk discrimination over standard demographic and clinical covariates, with microbiome biomarkers contributing more to short-term (1-year) prediction and gene biomarkers contributing to longer-term (2-5-year) prediction.

conclusionsWe identified compelling biomarkers in under-explored data types, the lung microbiome, and peripheral blood gene expression, which may improve risk prediction of recurrence in early-stage NSCLC patients. These findings will require validation in a larger cohort.

Indexed as

Carcinoma, Non-Small-Cell LungLung NeoplasmsMicrobiotaGene ExpressionHumansLungMembrane ProteinsNeoplasm Recurrence, LocalNeoplasm StagingPilot ProjectsPrognosisRNA, Ribosomal, 16SIFITM2 protein, humanMembrane ProteinsRNA, Ribosomal, 16SGene expressionLung cancerLung microbiomePeripheral bloodRecurrenceSurvival

Identifiers

PMID36303210
PMCPMC9609265
OpenAlexW4307772623

What OpenQuestion holds

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LicenceCC BY
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.