Literature DB >> 31991420

The Emerging Role of Radiomics in COPD and Lung Cancer.

Turkey Refaee1,2, Guangyao Wu3, Abdallah Ibrahim3,4,5,6, Iva Halilaj3, Ralph T H Leijenaar3, William Rogers3,7, Hester A Gietema4, Lizza E L Hendriks8, Philippe Lambin3,4, Henry C Woodruff3,4.   

Abstract

Medical imaging plays a key role in evaluating and monitoring lung diseases such as chronic obstructive pulmonary disease (COPD) and lung cancer. The application of artificial intelligence in medical imaging has transformed medical images into mineable data, by extracting and correlating quantitative imaging features with patients' outcomes and tumor phenotype - a process termed radiomics. While this process has already been widely researched in lung oncology, the evaluation of COPD in this fashion remains in its infancy. Here we outline the main applications of radiomics in lung cancer and briefly review the workflow from image acquisition to the evaluation of model performance. Finally, we discuss the current assessments of COPD and the potential application of radiomics in COPD.
© 2020 S. Karger AG, Basel.

Entities:  

Keywords:  Chronic obstructive pulmonary disease; Lung cancer; Radiomics

Mesh:

Year:  2020        PMID: 31991420      PMCID: PMC7949220          DOI: 10.1159/000505429

Source DB:  PubMed          Journal:  Respiration        ISSN: 0025-7931            Impact factor:   3.580


  90 in total

Review 1.  Chronic Obstructive Pulmonary Disease and Lung Cancer: Underlying Pathophysiology and New Therapeutic Modalities.

Authors:  Mathew Suji Eapen; Philip M Hansbro; Anna-Karin Larsson-Callerfelt; Mohit K Jolly; Stephen Myers; Pawan Sharma; Bernadette Jones; Md Atiqur Rahman; James Markos; Collin Chia; Josie Larby; Greg Haug; Ashutosh Hardikar; Heinrich C Weber; George Mabeza; Vinicius Cavalheri; Yet H Khor; Christine F McDonald; Sukhwinder Singh Sohal
Journal:  Drugs       Date:  2018-11       Impact factor: 9.546

2.  Quantitative computed tomography: emphysema and airway wall thickness by sex, age and smoking.

Authors:  T B Grydeland; A Dirksen; H O Coxson; S G Pillai; S Sharma; G E Eide; A Gulsvik; P S Bakke
Journal:  Eur Respir J       Date:  2009-03-26       Impact factor: 16.671

Review 3.  Radiomics Analysis for Clinical Decision Support in Nuclear Medicine.

Authors:  Abdalla Ibrahim; Martin Vallières; Henry Woodruff; Sergey Primakov; Mohsen Beheshti; Simon Keek; Turkey Refaee; Sebastian Sanduleanu; Sean Walsh; Olivier Morin; Philippe Lambin; Roland Hustinx; Felix M Mottaghy
Journal:  Semin Nucl Med       Date:  2019-06-20       Impact factor: 4.446

4.  CT measurements of lung density in life can quantitate distal airspace enlargement--an essential defining feature of human emphysema.

Authors:  G A Gould; W MacNee; A McLean; P M Warren; A Redpath; J J Best; D Lamb; D C Flenley
Journal:  Am Rev Respir Dis       Date:  1988-02

5.  Computed tomography in the assessment of bullous lung disease.

Authors:  M D Morgan; B Strickland
Journal:  Br J Dis Chest       Date:  1984-01

6.  Reduced lung-cancer mortality with low-dose computed tomographic screening.

Authors:  Denise R Aberle; Amanda M Adams; Christine D Berg; William C Black; Jonathan D Clapp; Richard M Fagerstrom; Ilana F Gareen; Constantine Gatsonis; Pamela M Marcus; JoRean D Sicks
Journal:  N Engl J Med       Date:  2011-06-29       Impact factor: 91.245

7.  Preoperative Evaluation of Lung Cancer in a Community Health Care Setting.

Authors:  Nicholas Faris; Xinhua Yu; Srishti Sareen; Raymond S Signore; Laura M McHugh; Kristina Roark; Edward T Robbins; Raymond U Osarogiagbon
Journal:  Ann Thorac Surg       Date:  2015-08       Impact factor: 4.330

8.  Reproducibility of tumor uptake heterogeneity characterization through textural feature analysis in 18F-FDG PET.

Authors:  Florent Tixier; Mathieu Hatt; Catherine Cheze Le Rest; Adrien Le Pogam; Laurent Corcos; Dimitris Visvikis
Journal:  J Nucl Med       Date:  2012-03-27       Impact factor: 10.057

9.  Somatic Mutations Drive Distinct Imaging Phenotypes in Lung Cancer.

Authors:  Emmanuel Rios Velazquez; Chintan Parmar; Ying Liu; Thibaud P Coroller; Gisele Cruz; Olya Stringfield; Zhaoxiang Ye; Mike Makrigiorgos; Fiona Fennessy; Raymond H Mak; Robert Gillies; John Quackenbush; Hugo J W L Aerts
Journal:  Cancer Res       Date:  2017-05-31       Impact factor: 12.701

10.  Centrilobular emphysema: CT-pathologic correlation.

Authors:  W L Foster; P C Pratt; V L Roggli; J D Godwin; R A Halvorsen; C E Putman
Journal:  Radiology       Date:  1986-04       Impact factor: 11.105

View more
  8 in total

Review 1.  Radiomics: from qualitative to quantitative imaging.

Authors:  William Rogers; Sithin Thulasi Seetha; Turkey A G Refaee; Relinde I Y Lieverse; Renée W Y Granzier; Abdalla Ibrahim; Simon A Keek; Sebastian Sanduleanu; Sergey P Primakov; Manon P L Beuque; Damiënne Marcus; Alexander M A van der Wiel; Fadila Zerka; Cary J G Oberije; Janita E van Timmeren; Henry C Woodruff; Philippe Lambin
Journal:  Br J Radiol       Date:  2020-02-26       Impact factor: 3.039

2.  Effect of CT-guided microwave ablation for non-small cell lung cancer combined with severe chronic obstructive pulmonary disease.

Authors:  Zhenhua Rong; Yongqi Ji; Faliang Dai; Fangfang Zhang; Yan Jiao; Yixing Liu
Journal:  Am J Transl Res       Date:  2021-11-15       Impact factor: 4.060

3.  A Handcrafted Radiomics-Based Model for the Diagnosis of Usual Interstitial Pneumonia in Patients with Idiopathic Pulmonary Fibrosis.

Authors:  Turkey Refaee; Benjamin Bondue; Gaetan Van Simaeys; Guangyao Wu; Chenggong Yan; Henry C Woodruff; Serge Goldman; Philippe Lambin
Journal:  J Pers Med       Date:  2022-02-28

4.  Development and Validation of a Radiomics Nomogram Using Computed Tomography for Differentiating Immune Checkpoint Inhibitor-Related Pneumonitis From Radiation Pneumonitis for Patients With Non-Small Cell Lung Cancer.

Authors:  Qingtao Qiu; Ligang Xing; Yu Wang; Alei Feng; Qiang Wen
Journal:  Front Immunol       Date:  2022-04-26       Impact factor: 8.786

Review 5.  Treatable Traits in COPD - A Proposed Approach.

Authors:  João Cardoso; António Jorge Ferreira; Miguel Guimarães; Ana Sofia Oliveira; Paula Simão; Maria Sucena
Journal:  Int J Chron Obstruct Pulmon Dis       Date:  2021-11-18

6.  Early COPD Risk Decision for Adults Aged From 40 to 79 Years Based on Lung Radiomics Features.

Authors:  Yingjian Yang; Wei Li; Yingwei Guo; Yang Liu; Qiang Li; Kai Yang; Shicong Wang; Nanrong Zeng; Wenxin Duan; Ziran Chen; Huai Chen; Xian Li; Wei Zhao; Rongchang Chen; Yan Kang
Journal:  Front Med (Lausanne)       Date:  2022-04-21

7.  MRI-Based Radiomics Analysis for the Pretreatment Prediction of Pathologic Complete Tumor Response to Neoadjuvant Systemic Therapy in Breast Cancer Patients: A Multicenter Study.

Authors:  Renée W Y Granzier; Abdalla Ibrahim; Sergey P Primakov; Sanaz Samiei; Thiemo J A van Nijnatten; Maaike de Boer; Esther M Heuts; Frans-Jan Hulsmans; Avishek Chatterjee; Philippe Lambin; Marc B I Lobbes; Henry C Woodruff; Marjolein L Smidt
Journal:  Cancers (Basel)       Date:  2021-05-18       Impact factor: 6.639

Review 8.  Radiomics in Lung Diseases Imaging: State-of-the-Art for Clinicians.

Authors:  Anne-Noëlle Frix; François Cousin; Turkey Refaee; Fabio Bottari; Akshayaa Vaidyanathan; Colin Desir; Wim Vos; Sean Walsh; Mariaelena Occhipinti; Pierre Lovinfosse; Ralph T H Leijenaar; Roland Hustinx; Paul Meunier; Renaud Louis; Philippe Lambin; Julien Guiot
Journal:  J Pers Med       Date:  2021-06-25
  8 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.