Literature DB >> 33758304

CT based radiomic approach on first line pembrolizumab in lung cancer.

Marta Zerunian1, Damiano Caruso1, Alberto Zucchelli1, Michela Polici1, Carlo Capalbo2, Marco Filetti2, Federica Mazzuca2, Paolo Marchetti2,3, Andrea Laghi4.   

Abstract

Clinical evaluation poorly predicts outcomes in lung cancer treated with immunotherapy. The aim of the study is to assess whether CT-derived texture parameters can predict overall survival (OS) and progression-free survival (PFS) in patients with advanced non-small-cell lung cancer (NSCLC) treated with first line Pembrolizumab. Twenty-one patients with NSLC were prospectively enrolled; they underwent contrast enhanced CT (CECT) at baseline and during Pembrolizumab treatment. Response to therapy was assessed both with clinical and iRECIST criteria. Two radiologists drew a volume of interest of the tumor at baseline CECT, extracting several texture parameters. ROC curves, a univariate Kaplan-Meyer analysis and Cox proportional analysis were performed to evaluate the prognostic value of texture analysis. Twelve (57%) patients showed partial response to therapy while nine (43%) had confirmed progressive disease. Among texture parameters, mean value of positive pixels (MPP) at fine and medium filters showed an AUC of 72% and 74% respectively (P < 0.001). Kaplan-Meyer analysis showed that MPP < 56.2 were significantly associated with lower OS and PFS (P < 0.0035). Cox proportional analysis showed a significant correlation between MPP4 and OS (P = 0.0038; HR = 0.89[CI 95%:0.83,0.96]). In conclusion, MPP could be used as predictive imaging biomarkers of OS and PFS in patients with NSLC with first line immune treatment.

Entities:  

Year:  2021        PMID: 33758304     DOI: 10.1038/s41598-021-86113-5

Source DB:  PubMed          Journal:  Sci Rep        ISSN: 2045-2322            Impact factor:   4.379


  2 in total

1.  Radiomics predicts survival of patients with advanced non-small cell lung cancer undergoing PD-1 blockade using Nivolumab.

Authors:  Valerio Nardone; Paolo Tini; Pierpaolo Pastina; Cirino Botta; Alfonso Reginelli; Salvatore Francesco Carbone; Rocco Giannicola; Grazia Calabrese; Carmela Tebala; Cesare Guida; Aldo Giudice; Vito Barbieri; Pierfrancesco Tassone; Pierosandro Tagliaferri; Salvatore Cappabianca; Rosanna Capasso; Amalia Luce; Michele Caraglia; Maria Antonietta Mazzei; Luigi Pirtoli; Pierpaolo Correale
Journal:  Oncol Lett       Date:  2019-12-16       Impact factor: 2.967

2.  Lean Body Weight-Tailored Iodinated Contrast Injection in Obese Patient: Boer versus James Formula.

Authors:  Damiano Caruso; Domenico De Santis; Flaminia Rivosecchi; Marta Zerunian; Nicola Panvini; Marta Montesano; Tommaso Biondi; Davide Bellini; Marco Rengo; Andrea Laghi
Journal:  Biomed Res Int       Date:  2018-08-13       Impact factor: 3.411

  2 in total
  7 in total

1.  Development of a robust radiomic biomarker of progression-free survival in advanced non-small cell lung cancer patients treated with first-line immunotherapy.

Authors:  Apurva Singh; Hannah Horng; Leonid Roshkovan; Joanna K Weeks; Michelle Hershman; Peter Noël; José Marcio Luna; Eric A Cohen; Lauren Pantalone; Russell T Shinohara; Joshua M Bauml; Jeffrey C Thompson; Charu Aggarwal; Erica L Carpenter; Sharyn I Katz; Despina Kontos
Journal:  Sci Rep       Date:  2022-06-15       Impact factor: 4.996

Review 2.  Imaging approaches and radiomics: toward a new era of ultraprecision radioimmunotherapy?

Authors:  Roger Sun; Théophraste Henry; Adrien Laville; Alexandre Carré; Anthony Hamaoui; Sophie Bockel; Ines Chaffai; Antonin Levy; Cyrus Chargari; Charlotte Robert; Eric Deutsch
Journal:  J Immunother Cancer       Date:  2022-07       Impact factor: 12.469

3.  Application of Enhanced T1WI of MRI Radiomics in Glioma Grading.

Authors:  Hongzhang Zhou; Rong Xu; Haitao Mei; Ling Zhang; Qiyun Yu; Rong Liu; Bing Fan
Journal:  Int J Clin Pract       Date:  2022-05-13       Impact factor: 3.149

4.  Assessing radiomics feature stability with simulated CT acquisitions.

Authors:  Kyriakos Flouris; Oscar Jimenez-Del-Toro; Christoph Aberle; Michael Bach; Roger Schaer; Markus M Obmann; Bram Stieltjes; Henning Müller; Adrien Depeursinge; Ender Konukoglu
Journal:  Sci Rep       Date:  2022-03-18       Impact factor: 4.379

Review 5.  Artificial intelligence and radiomics: fundamentals, applications, and challenges in immunotherapy.

Authors:  Laurent Dercle; Jeremy McGale; Shawn Sun; Aurelien Marabelle; Randy Yeh; Eric Deutsch; Fatima-Zohra Mokrane; Michael Farwell; Samy Ammari; Heiko Schoder; Binsheng Zhao; Lawrence H Schwartz
Journal:  J Immunother Cancer       Date:  2022-09       Impact factor: 12.469

6.  Influence of Adaptive Statistical Iterative Reconstructions on CT Radiomic Features in Oncologic Patients.

Authors:  Damiano Caruso; Marta Zerunian; Francesco Pucciarelli; Benedetta Bracci; Michela Polici; Benedetta D'Arrigo; Tiziano Polidori; Gisella Guido; Luca Barbato; Daniele Polverari; Antonella Benvenga; Elsa Iannicelli; Andrea Laghi
Journal:  Diagnostics (Basel)       Date:  2021-05-31

7.  The Role of Chest CT Radiomics in Diagnosis of Lung Cancer or Tuberculosis: A Pilot Study.

Authors:  Lekshmi Thattaamuriyil Padmakumari; Gisella Guido; Damiano Caruso; Ilaria Nacci; Antonella Del Gaudio; Marta Zerunian; Michela Polici; Renuka Gopalakrishnan; Aziz Kallikunnel Sayed Mohamed; Domenico De Santis; Andrea Laghi; Dania Cioni; Emanuele Neri
Journal:  Diagnostics (Basel)       Date:  2022-03-18
  7 in total

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