Evidence map›Paper›PMID 30100403›Full record

ArticleThe Lancet. Respiratory medicine2018

Epigenetic prediction of response to anti-PD-1 treatment in non-small-cell lung cancer: a multicentre, retrospective analysis.

Michäel Duruisseaux, Anna Martínez-Cardús, Maria E Calleja-Cervantes, Sebastian Moran, Manuel Castro de Moura, Veronica Davalos, David Piñeyro, Montse Sanchez-Cespedes, Nicolas Girard, Marie Brevet and 38 more

Open access · greenAbstract readMulticenter Study
PubMed Publisher
In one paragraph

Article in The Lancet. Respiratory medicine, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 130 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
130citing papers in PubMed, 2 pooled it
11.0field-weighted citation impact, top 1% 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

130 citing papers in PubMed, 2 syntheses or guidelines pooled it, 220 citations in OpenAlex.

  1. Pooled it
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  13. Getting the right combination to break the epigenetic code.Nature reviews. Clinical oncology · 2025
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  18. A review on trends in development and translation of omics signatures in cancer.Computational and structural biotechnology journal · 2024
    Review
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70 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

48 authors at 20 institutions in 4 countries.

Michäel DuruisseauxCancer Epigenetics and Biology Program, Bellvitge Biomedical Research Institute, Barcelona, Spain; Department of Respiratory Medicine, Groupement Hospitalier Est, Hôpital Louis-Pradel, Hospices Civils de Lyon, Lyon, France.
Anna Martínez-CardúsCancer Epigenetics and Biology Program, Bellvitge Biomedical Research Institute, Barcelona, Spain.
Maria E Calleja-CervantesCancer Epigenetics and Biology Program, Bellvitge Biomedical Research Institute, Barcelona, Spain.
Sebastian MoranCancer Epigenetics and Biology Program, Bellvitge Biomedical Research Institute, Barcelona, Spain.
Manuel Castro de MouraCancer Epigenetics and Biology Program, Bellvitge Biomedical Research Institute, Barcelona, Spain.
Veronica DavalosCancer Epigenetics and Biology Program, Bellvitge Biomedical Research Institute, Barcelona, Spain.
David PiñeyroCancer Epigenetics and Biology Program, Bellvitge Biomedical Research Institute, Barcelona, Spain.
Montse Sanchez-CespedesCancer Epigenetics and Biology Program, Bellvitge Biomedical Research Institute, Barcelona, Spain.
Nicolas GirardDepartment of Respiratory Medicine, Groupement Hospitalier Est, Hôpital Louis-Pradel, Hospices Civils de Lyon, Lyon, France.
Marie BrevetDepartment of Pathology, Centre de biologie et pathologie Est, Institut de Cancérologie des Hospices Civils de Lyon, Université Lyon 1, Lyon, France.
Etienne Giroux-LeprieurDepartment of Respiratory Diseases and Thoracic Oncology, APHP-Hôpital Ambroise Pare, Boulogne-Billancourt, France; EA4340, UVSQ, University Paris-Saclay, Boulogne-Billancourt, France.
Coraline DumenilDepartment of Respiratory Diseases and Thoracic Oncology, APHP-Hôpital Ambroise Pare, Boulogne-Billancourt, France.
Monica PradottoDepartment of Oncology, University of Turin, AOU San Luigi, Turin, Italy.
Paolo BironzoDepartment of Oncology, University of Turin, AOU San Luigi, Turin, Italy.
Enrica CapellettoDepartment of Oncology, University of Turin, AOU San Luigi, Turin, Italy.
Silvia NovelloDepartment of Oncology, University of Turin, AOU San Luigi, Turin, Italy.
Alexis CortotThoracic Oncology Department, CHU Lille, University of Lille, Lille, France; UMR 8161-M3T-Mechanisms of Tumorigenesis and Targeted Therapies, CNRS, Institut Pasteur de Lille, University of Lille, Lille, France.
Marie-Christine CopinDepartment of Pathology, CHU Lille, University of Lille, Lille, France.
Niki KarachaliouMedical Oncology Service, Institute of Oncology Rosell, University Hospital Sagrat Cor, QuironSalud Group, Barcelona, Spain.
Maria Gonzalez-CaoMedical Oncology Service, Quirón Dexeus University Hospital, Barcelona, Catalonia, Spain.
Sergio PeraltaMedical Oncology Service, University Hospital Sant Joan de Reus, Reus, Spain.
Luis M MontuengaProgram in Solid Tumors and Biomarkers, Center for Applied Medical Research, Pamplona, Spain; Navarra Health Research Institute, Pamplona, Spain; Centro de Investigación Biomédica en Red de Cancer, Madrid, Spain.
Ignacio Gil-BazoDepartment of Oncology, Clínica Universidad de Navarra, Pamplona, Spain; Navarra Health Research Institute, Pamplona, Spain; Centro de Investigación Biomédica en Red de Cancer, Madrid, Spain.
Iosune BaraibarDepartment of Oncology, Clínica Universidad de Navarra, Pamplona, Spain; Navarra Health Research Institute, Pamplona, Spain.
Maria D LozanoDepartment of Pathology, Clínica Universidad de Navarra, Pamplona, Spain; Navarra Health Research Institute, Pamplona, Spain; Centro de Investigación Biomédica en Red de Cancer, Madrid, Spain.
Mar VarelaPathology Department, University Hospital Bellvitge, Barcelona, Spain.
Jose C RuffinelliMedical Oncology Department, Catalan Institute of Oncology, Hospital Duran I Reynals, Barcelona, Spain.
Ramon PalmeroMedical Oncology Department, Catalan Institute of Oncology, Hospital Duran I Reynals, Barcelona, Spain.
Ernest NadalMedical Oncology Department, Catalan Institute of Oncology, Hospital Duran I Reynals, Barcelona, Spain.
Teresa MoranMedical Oncology Department, Catalan Institute of Oncology, Hospital Germans Trias i Pujol, Barcelona, Spain.
Lidia PerezDepartment of Pathology, Hospitales Universitarios Regional y Virgen de la Victoria, Institute of Biomedical Research in Malaga, University of Málaga, Málaga, Spain.
Immaculada RamosMedical Oncology Service, Hospitales Universitarios Regional y Virgen de la Victoria, Institute of Biomedical Research in Malaga, University of Málaga, Málaga, Spain.
Qingyang XiaoPharmacoepigenetics Group, Department of Physiology and Pharmacology, Karolinska Institutet, Stockholm, Sweden.
Agustin F FernandezCancer Epigenetics Laboratory, Institute of Oncology of Asturias, Hospital Universitario Central de Asturias, Universidad de Oviedo, Oviedo, Spain; Fundación para la Investigación Biosanitaria de Asturias, Instituto de Investigación Sanitaria del Principado de Asturias, Oviedo, Spain.
Mario F FragaNanomaterials & Nanotechnology Research Center, Universidad de Oviedo, Oviedo, Spain.
Marta GutCNAG-CRG, Centre for Genomic Regulation, Barcelona Institute of Science and Technology, Barcelona, Spain.
Ivo GutCNAG-CRG, Centre for Genomic Regulation, Barcelona Institute of Science and Technology, Barcelona, Spain.
Cristina TeixidóPathology Department, Hospital Clinic, Institut d'Investigacions Biomédiques August Pi i Sunyer, Barcelona, Spain.
Noelia VilariñoMedical Oncology Department, Hospital Clinic, Institut d'Investigacions Biomédiques August Pi i Sunyer, Barcelona, Spain.
Aleix PratMedical Oncology Department, Hospital Clinic, Institut d'Investigacions Biomédiques August Pi i Sunyer, Barcelona, Spain.
Noemi ReguartMedical Oncology Department, Hospital Clinic, Institut d'Investigacions Biomédiques August Pi i Sunyer, Barcelona, Spain.
Amparo BenitoPathology Department, University Hospital Ramon y Cajal, Madrid, Spain.
Pilar GarridoMedical Oncology Service, University Hospital Ramon y Cajal, Madrid, Spain; Centro de Investigación Biomédica en Red de Cancer, Madrid, Spain.
Isabel BarraganMedical Oncology Service, Hospitales Universitarios Regional y Virgen de la Victoria, Institute of Biomedical Research in Malaga, University of Málaga, Málaga, Spain; Pharmacoepigenetics Group, Department of Physiology and Pharmacology, Karolinska Institutet, Stockholm, Sweden.
Jean-François EmileDepartment of Pathology Department, APHP-Hôpital Ambroise Pare, Boulogne-Billancourt, France.
Rafael RosellCatalan Institute of Oncology, Germans Trias i Pujol Health Sciences Institute and Hospital, Barcelona, Spain.
Elisabeth BrambillaCentre Hospitalier Grenoble, INSERM U1219, University UGA, Grenoble, France.
Manel EstellerCancer Epigenetics and Biology Program, Bellvitge Biomedical Research Institute, Barcelona, Spain; Centro de Investigación Biomédica en Red de Cancer, Madrid, Spain; Physiological Sciences Department, School of Medicine and Health Sciences, University of Barcelona, Spain; Institucio Catalana de Recerca i Estudis Avançats, Barcelona, Spain. Electronic address: mesteller@idibell.cat.
Institut d'Investigació Biomédica de Bellvitge · ESInstitut Català d'Oncologia · ESConsorci Institut D'Investigacions Biomediques August Pi I Sunyer · ESUniversity of Turin · ITClinica Universidad de Navarra · ESCentre for Genomic Regulation · ESCentro de Investigación Biomédica en Red de Cáncer · ESHôpital Ambroise-Paré · FRKarolinska Institutet · SEUniversidad de Málaga · ESUniversidad de Oviedo · ESBellvitge University Hospital · ESCentre National de la Recherche Scientifique · FRHospices Civils de Lyon · FRHospital Universitario Dexeus · ESHospital Universitario Ramón y Cajal · ESHospital Universitari Sant Joan de Reus · ESInserm · FRInstitució Catalana de Recerca i Estudis Avançats · ESInstituto Oncológico Dr. Rosell · ES

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundAnti-programmed death-1 (PD-1) treatment for advanced non-small-cell lung cancer (NSCLC) has improved the survival of patients. However, a substantial percentage of patients do not respond to this treatment. We examined the use of DNA methylation profiles to determine the efficacy of anti-PD-1 treatment in patients recruited with current stage IV NSCLC.

methodsIn this multicentre study, we recruited adult patients from 15 hospitals in France, Spain, and Italy who had histologically proven stage IV NSCLC and had been exposed to PD-1 blockade during the course of the disease. The study structure comprised a discovery cohort to assess the correlation between epigenetic features and clinical benefit with PD-1 blockade and two validation cohorts to assess the validity of our assumptions. We first established an epigenomic profile based on a microarray DNA methylation signature (EPIMMUNE) in a discovery set of tumour samples from patients treated with nivolumab or pembrolizumab. The EPIMMUNE signature was validated in an independent set of patients. A derived DNA methylation marker was validated by a single-methylation assay in a validation cohort of patients. The main study outcomes were progression-free survival and overall survival. We used the Kaplan-Meier method to estimate progression-free and overall survival, and calculated the differences between the groups with the log-rank test. We constructed a multivariate Cox model to identify the variables independently associated with progression-free and overall survival.

findingsBetween June 23, 2014, and May 18, 2017, we obtained samples from 142 patients: 34 in the discovery cohort, 47 in the EPIMMUNE validation cohort, and 61 in the derived methylation marker cohort (the T-cell differentiation factor forkhead box P1 [FOXP1]). The EPIMMUNE signature in patients with stage IV NSCLC treated with anti-PD-1 agents was associated with improved progression-free survival (hazard ratio [HR] 0·010, 95% CI 3·29 × 10

interpretationOur study shows that the epigenetic milieu of NSCLC tumours indicates which patients are most likely to benefit from nivolumab or pembrolizumab treatments. The methylation status of FOXP1 could be associated with validated predictive biomarkers such as PD-L1 staining and mutational load to better select patients who will experience clinical benefit with PD-1 blockade, and its predictive value should be evaluated in prospective studies.

funding"Obra Social" La Caixa, Cellex Foundation, and the Health and Science Departments of the Generalitat de Catalunya.

Indexed as

AdultAgedAged, 80 and overAntibodies, Monoclonal, HumanizedAntineoplastic Agents, ImmunologicalBiomarkers, TumorCarcinoma, Non-Small-Cell LungDNA MethylationEpigenomicsFemaleForkhead Transcription FactorsHumansKaplan-Meier EstimateLung NeoplasmsMaleMiddle AgedAntibodies, Monoclonal, HumanizedAntineoplastic Agents, ImmunologicalBiomarkers, TumorForkhead Transcription FactorsFOXP1 protein, humanNivolumabpembrolizumabProgrammed Cell Death 1 ReceptorRepressor Proteins

Identifiers

PMID30100403
OpenAlexW2887381926

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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.