Evidence map›Paper›PMID 42440365›Full record

ArticleClinical cancer research : an official journal of the American Association for Cancer Research2026

Role of ctDNA Tumor Fraction in Selecting Immunotherapy-Based Regimens in Advanced Non-Small Cell Lung Cancer.

Filippo G Dall'Olio, Wael Zrafi, Damien Vasseur, Camilo Garcia, Kristi Beshiri, Arianna Marinello, Marco Tagliamento, David Planchard, Nathalie Lassau, Damien Drubay and 14 more

Abstract read
In one paragraph

Article in Clinical cancer research : an official journal of the American Association for Cancer Research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

24 authors.

Filippo G Dall'OlioHead and Neck Oncology, Gustave Roussy, Villejuif, France.ORCID 0000-0003-0903-6109
Wael ZrafiDepartment of Biostatistics and Bioinformatics, Gustave Roussy, Villejuif, France.ORCID 0000-0003-4289-6821
Damien VasseurDepartment of Medical Biology and Pathology, Gustave Roussy, Villejuif, France.ORCID 0000-0001-8787-1498
Camilo GarciaDepartment of Nuclear Medicine, Gustave Roussy, Paris-Saclay University, Villejuif, France.ORCID 0000-0002-4201-1862
Kristi BeshiriDrug Development Department, Gustave Roussy Cancer Campus, Villejuif, France.ORCID 0000-0001-5776-9070
Arianna MarinelloDepartment of Cancer Medicine, Gustave Roussy, Villejuif, France.ORCID 0000-0003-3966-1984
Marco TagliamentoDepartment of Cancer Medicine, Gustave Roussy, Villejuif, France.ORCID 0000-0001-7461-023X
David PlanchardDepartment of Cancer Medicine, Gustave Roussy, Villejuif, France.ORCID 0000-0002-1565-8310
Nathalie LassauParis-Saclay University , Orsay, France.ORCID 0000-0001-8068-6513
Damien DrubayDepartment of Biostatistics and Bioinformatics, Gustave Roussy, Villejuif, France.ORCID 0000-0002-9997-9727
Aaron MamannCentraleSupélec, Université Paris-Saclay, Orsay, France.ORCID 0009-0000-3187-3021
Lama DawiDépartement d'imagerie, Gustave Roussy, Villejuif, France.ORCID 0000-0001-5191-701X
Littisha LawranceDépartement d'imagerie, Gustave Roussy, Villejuif, France.ORCID 0000-0002-0838-2053
Ludovic LacroixDepartment of Medical Biology and Pathology, Gustave Roussy, Villejuif, France.ORCID 0000-0003-2535-1010
Fabrice BarlesiDepartment of Cancer Medicine, Gustave Roussy, Villejuif, France.ORCID 0000-0001-5793-3539
Daniel GautheretCentraleSupélec, Université Paris-Saclay, Orsay, France.ORCID 0000-0002-1508-8469
Etienne RouleauDepartment of Medical Biology and Pathology, Gustave Roussy, Villejuif, France.ORCID 0000-0002-9046-257X
Desirée DeandreisDepartment of Nuclear Medicine, Gustave Roussy, Paris-Saclay University, Villejuif, France.ORCID 0000-0002-3817-6648
Amaya GascoFoundation Medicine, Inc., Boston, Massachusetts.ORCID 0000-0002-2838-9076
Lincoln W PasquinaFoundation Medicine, Inc., Boston, Massachusetts.ORCID 0009-0009-5461-9777
Antoine ItalianoDrug Development Department, Gustave Roussy Cancer Campus, Villejuif, France.ORCID 0000-0002-8540-5351
Geoffrey R OxnardBoston Medical Center , Boston, Massachusetts.ORCID 0000-0003-1054-8240
Russell W MadisonFoundation Medicine, Inc., Boston, Massachusetts.ORCID 0000-0002-7838-2526
Benjamin BesseDepartment of Cancer Medicine, Gustave Roussy, Villejuif, France.ORCID 0000-0001-5090-8189

Funding

Agence Nationale de la Recherche (ANR) ANR-21-RHUS-0013 (RHU REVEAL)Foundation Medicine (FM)
6 · The paper itself

Abstract

purposeImmune checkpoint blockers (ICB) have transformed advanced non-small cell lung cancer (aNSCLC) treatment, but identifying patients who benefit from adding chemotherapy remains challenging, especially in PD-L1 ≥ 50%. PD-L1 is an imperfect biomarker, highlighting the need for better selection tools. EXPERIMENTAL

designLiquid biopsy (LBx) assessment was performed using hybrid capture-based next-generation sequencing of plasma cell-free DNA. LBx data, molecular profile, and clinicopathologic data were collected. The predictive and prognostic values of tumor fraction (TF) were assessed using a deidentified nationwide (US-based) NSCLC clinicogenomic database [Clinico-Genomic Database (CGDB)]. An independent cohort with aNSCLC from Gustave Roussy was used to validate the findings and to study the correlation of circulating tumor DNA (ctDNA) TF and total metabolic tumor volume and its molecular correlates.

resultsIn the CGDB database (n = 965), elevated ctDNA TF was prognostic for worse outcomes on ICBs and, when ≥5%, predictive of benefit from ICB + chemotherapy [HR for real-world progression-free survival 0.58 (0.41-0.82); P = 0.002]. The 5% cutoff for TF was validated in an independent cohort from Gustave Roussy. In 283 patients with paired PET scans, ctDNA TF correlated with metabolic tumor volume (rho = 0.46; P < 0.001) and was influenced by TP53/RB1 mutations.

conclusionsctDNA TF integrates disease burden and biology. Patients with high ctDNA TF derive greater benefit from chemoimmunotherapy, supporting its use as a biomarker to guide treatment intensification.

Indexed as

Biomarkers, TumorCarcinoma, Non-Small-Cell LungCirculating Tumor DNAImmunotherapyLung NeoplasmsAgedFemaleHigh-Throughput Nucleotide SequencingHumansImmune Checkpoint InhibitorsLiquid BiopsyMaleMiddle AgedPrognosisBiomarkers, TumorCirculating Tumor DNAImmune Checkpoint Inhibitors

Identifiers

PMID42440365
PMCPMC13575555

What OpenQuestion holds

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Registered trials

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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.