59 research outputs found

    Radiomics combined with transcriptomics to predict response to immunotherapy from patients treated with PD-1/PD-L1 inhibitors for advanced NSCLC

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    IntroductionIn this study, we aim to build radiomics and multiomics models based on transcriptomics and radiomics to predict the response from patients treated with the PD-L1 inhibitor.Materials and methodsOne hundred and ninety-five patients treated with PD-1/PD-L1 inhibitors were included. For all patients, 342 radiomic features were extracted from pretreatment computed tomography scans. The training set was built with 110 patients treated at the LĂ©on BĂ©rard Cancer Center. An independent validation cohort was built with the 85 patients treated in Dijon. The two sets were dichotomized into two classes, patients with disease control and those considered non-responders, in order to predict the disease control at 3 months. Various models were trained with different feature selection methods, and different classifiers were evaluated to build the models. In a second exploratory step, we used transcriptomics to enrich the database and develop a multiomic signature of response to immunotherapy in a 54-patient subgroup. Finally, we considered the HOT/COLD status. We first trained a radiomic model to predict the HOT/COLD status and then prototyped a hybrid model integrating radiomics and the HOT/COLD status to predict the response to immunotherapy.ResultsRadiomic signature for 3 months’ progression-free survival (PFS) classification: The most predictive model had an area under the receiver operating characteristic curve (AUROC) of 0.94 on the training set and 0.65 on the external validation set. This model was obtained with the t-test selection method and with a support vector machine (SVM) classifier. Multiomic signature for PFS classification: The most predictive model had an AUROC of 0.95 on the training set and 0.99 on the validation set. Radiomic model to predict the HOT/COLD status: the most predictive model had an AUROC of 0.93 on the training set and 0.86 on the validation set. HOT/COLD radiomic hybrid model for PFS classification: the most predictive model had an AUROC of 0.93 on the training set and 0.90 on the validation set.ConclusionIn conclusion, radiomics could be used to predict the response to immunotherapy in non-small-cell lung cancer patients. The use of transcriptomics or the HOT/COLD status, together with radiomics, may improve the working of the prediction models

    Novel active agents in patients with advanced NSCLC without driver mutations who have progressed after first-line chemotherapy

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    Despite the efficacy of a number of first-line treatments, most patients with advanced-stage non-small cell lung cancer (NSCLC) experience disease progression that warrants further treatment. In this review, we examine the role of novel active agents for patients who progress after first-line therapy and who are not candidates for targeted therapies. More therapeutic options are needed for the management of patients with NSCLC after failure of first-line chemotherapy. A PubMed search was performed for articles from January 2012 to May 2015 using the keywords NSCLC, antiangiogenic, immunotherapy, second-line, novel therapies and English language articles only. Relevant papers were reviewed; papers outside that period were considered on a case-by-case basis. A search of oncology congresses was performed to identify relevant abstracts over this period. In recent years, antiangiogenic agents and immune checkpoint inhibitors have been added to our armamentarium to treat patients with advanced NSCLC who have progressed on first-line chemotherapy. These include nintedanib, a triple angiokinase inhibitor; ramucirumab, a vascular endothelial growth factor receptor-2 antibody; and nivolumab, pembrolizumab and atezolizumab, just three of a growing list of antibodies targeting the programmed death receptor-1 (PD-1)/PD ligand-1 pathway. Predictive and prognostic factors in NSCLC treatment will help to optimise treatment with these novel agents. The approval of new treatments for patients with NSCLC after the failure of first-line chemotherapy has increased options after a decade of few advances, and holds promise for future evolution of the management of NSCLC

    Les CBNPC de stades avancés hors addiction oncogénique: les traitements systémiques de deuxiÚme ligne

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    International audienceThe emergence of immunotherapy as the cornerstone of first line therapy in advanced stage non-small cell lung cancer, without oncogenic driver, has led to change the treatment algorithm of second line, which was previously and mainly based on anti-PD(L)-1 given as a single agent. Second-line treatment is currently based on chemotherapy, with a platinum-based doublet for patients treated in first line by pembrolizumab alone, and standard second-line chemotherapy options for patients treated by chemotherapy-immunotherapy combinations, i.e. docétaxel regardless of histology or pemetrexed for non-squamous cell carcinoma when not used in first line. Addition of an antiangiogenic agent to docétaxel only achieved a modest improvement of overall survival but neither nintedanib, nor docétaxel is available in France. The future of second line treatment would require a better knowledge and understanding of resistance mechanisms to anti-PD(L)-1, and randomized phase III clinical trials, in order to optimize therapeutic options, including or not a rechallenge to an immunotherapy, targeting to restore anti-tumour immune response

    Systematic Screening for Occupational Exposures in Lung Cancer Patients: A Prospective French Cohort

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    Occupational lung cancers are under-reported and under-compensated worldwide. We assessed systematic screening for occupational exposure to carcinogens combining a self-administered questionnaire and an occupational consultation to improve the detection of occupational lung cancers and their compensation. Social deprivation and the costs of this investigation were estimated. Patients with lung cancer received a self-administered questionnaire to collect their job history, potential exposure to carcinogens and deprivation. A physician assessed the questionnaire and recommended an occupational consultation if necessary. During the consultation, a physician assessed if the lung cancer was work-related and, if it was, delivered a medical certificate to claim for compensation. Over 18 months, 440 patients received the self-administered questionnaire: 234 returned a completed questionnaire and a consultation was required for 120 patients. Compensation was judged possible for 41 patients. Among the 35 medical certificates delivered, 19 patients received compensation. Nearly half the patients (46%) were assessed as socially deprived and these patients took significantly longer to return the questionnaire compared with those who were not deprived. The mean cost of the process was €62.65 per patient. Our results showed a systematic self-administered questionnaire can be used to identify patients potentially exposed to carcinogens and to improve compensation

    Effect of acute aerobic exercise before immunotherapy and chemotherapy infusion in patients with metastatic non-small-cell lung cancer: protocol for the ERICA feasibility trial

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    International audienceIntroduction Patients with metastatic non-small cell lung cancer (mNSCLC) suffer from numerous symptoms linked to disease and treatment which may further impair the patient’s overall condition. In addition to its benefits on quality of life and fatigue, physical exercise may improve treatment response, notably due to its known effects on the immune system. The ERICA study is designed to assess the feasibility of a supervised acute physical exercise therapy realised immediately prior immune-chemotherapy infusion in patients with mNSCLC. Secondary objectives will examine the effects of acute exercise combined with an unsupervised home-walking programme on clinical, physical, psychosocial and biological parameters. Methods and analysis ERICA is a prospective, monocentric, randomised controlled, open-label feasibility study conducted at the Centre LĂ©on BĂ©rard Comprehensive Cancer Center (France). Thirty patients newly diagnosed with mNSCLC will be randomised (2:1 ratio) to the ‘exercise’ or the ‘control’ group. At baseline and during the last treatment cycle, participants in both groups will receive Physical Activity recommendations, and two nutritional assessments. In the exercise group, participants will receive a 3-month programme consisting of a supervised acute physical exercise session prior to immune-chemotherapy infusion, and an unsupervised home-based walking programme with an activity tracker. The acute exercise consists of 35 min interval training at submaximal intensity scheduled to terminate 15 min prior to infusion. Clinical, physical, biological and psychosocial parameters will be assessed at baseline, 3 and 6 months after inclusion. Biological measures will include immune, inflammatory, metabolic, oxidative stress biomarkers and molecular profiling. Ethics and dissemination The study protocol was approved by the French ethics committee (ComitĂ© de protection des personnes Ile de France II, N°ID-RCB 20.09.04.65226, 8 December 2020). The study is registered on ClinicalTrials.gov (NCT number: NCT04676009 ) and is at the pre-results stage. All participants will sign an informed consent form. The findings will be disseminated in peer-reviewed journals and academic conferences

    Évaluation d’un auto-questionnaire de repĂ©rage des expositions professionnelles chez les patients atteints de cancer bronchopulmonaire

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    International audienceTen to 29% of lung cancers might be linked to occupational factors but 60% of them are not compensated. The PROPOUMON project aimed to improve the identification, recognition and compensation of occupational lung cancer as occupational disease using a self-administered questionnaire (AQREP). One objective was to assess the AQREP, comparing it with the questionnaire drawn up by the French Language Pneumology Society (Q-SPLF). From March 2014 to September 2015, 90 lung cancer patients treated at the Centre LĂ©on-BĂ©rard responded to the AQREP and Q-SPLF. The two physicians in charge of the consultation assessed independently whether or not a consultation was indicated. A certificate for the compensation process was proposed when a suspicion of high or average imputability was identified. Analysis of the questionnaires was concordant for 73% of the patients. The AQREP has a sensitivity of 72% and a specificity of 73%. Its positive and negative predictive values were 62 and 82%. The information provided by 24 patients were discordant between questionnaires. In two patients with discordant evaluation (AQREP+/Q-SPLF-; AQREP-/Q-SPLF+), one Initial Medical Certificate (IMC) was written. This study made it possible to conclude that AQREP is relevant for the identification of potentially occupational lung cancers. Collegial discussion of complex cases might be considered. The project is currently been extended to other centers and to lymphoma.Dix Ă  29 % des cancers bronchopulmonaires seraient d’origine professionnelle dont 60 % ne seraient pas indemnisĂ©s. Le projet Propoumon vise Ă  amĂ©liorer le repĂ©rage, la reconnaissance et l’indemnisation des cancers bronchopulmonaires d’origine professionnelle en maladie professionnelle Ă  partir d’un auto-questionnaire (AQREP). Un des objectifs Ă©tait d’évaluer sa capacitĂ© Ă  dĂ©tecter les patients pouvant bĂ©nĂ©ficier d’une consultation « cancers professionnels », en le comparant avec le questionnaire de la SociĂ©tĂ© de pneumologie de langue française (Q-SPLF). De mars 2014 Ă  septembre 2015, 90 patients suivis au centre LĂ©on-BĂ©rard pour un cancer bronchopulmonaire ont rĂ©pondu aux deux questionnaires. Les deux mĂ©decins responsables de la consultation Ă©valuaient de façon indĂ©pendante, sur la base de l’AQREP ou du Q-SPLF, l’indication d’une consultation. Si Ă  l’issue de la consultation des arguments en faveur d’une origine professionnelle Ă©taient rĂ©unis, une dĂ©marche de dĂ©claration Ă©tait proposĂ©e. L’analyse des questionnaires par les mĂ©decins Ă©tait concordante Ă  73 %. L’AQREP a une sensibilitĂ© de 72 % et une spĂ©cificitĂ© de 73 %. Ses valeurs prĂ©dictives positive et nĂ©gative sont de 62 et 82 %. Les informations renseignĂ©es par 24 patients Ă©taient discordantes entre les questionnaires. Pour deux patients ayant une Ă©valuation discordante (AQREP+/Q-SPLF- ; AQREP-/Q-SPLF+), un « Certificat mĂ©dical initial » a Ă©tĂ© rĂ©digĂ©. Le premier a Ă©tĂ© refusĂ© par l’Assurance maladie, le second est en cours d’instruction. Cette Ă©tude a permis de conclure en la capacitĂ© de l’AQREP Ă  repĂ©rer les cancers bronchopulmonaires potentiellement d’origine professionnelle. Une rĂ©union de concertation pour discuter des cas complexes pourrait ĂȘtre envisagĂ©e. Le projet s’élargit actuellement Ă  d’autres centres et aux lymphomes
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