Beyond the AJR: “Deep Learning Using Chest Radiographs to Identify High-Risk Smokers for Lung Cancer Screening Computed Tomography: Development and Validation of a Prediction Model”

Author(s):  
Bhavik N. Patel ◽  
Curtis P. Langlotz
2019 ◽  
Vol 25 (6) ◽  
pp. 954-961 ◽  
Author(s):  
Diego Ardila ◽  
Atilla P. Kiraly ◽  
Sujeeth Bharadwaj ◽  
Bokyung Choi ◽  
Joshua J. Reicher ◽  
...  

2016 ◽  
Vol 20 (40) ◽  
pp. 1-146 ◽  
Author(s):  
John K Field ◽  
Stephen W Duffy ◽  
David R Baldwin ◽  
Kate E Brain ◽  
Anand Devaraj ◽  
...  

BackgroundLung cancer kills more people than any other cancer in the UK (5-year survival < 13%). Early diagnosis can save lives. The USA-based National Lung Cancer Screening Trial reported a 20% relative reduction in lung cancer mortality and 6.7% all-cause mortality in low-dose computed tomography (LDCT)-screened subjects.ObjectivesTo (1) analyse LDCT lung cancer screening in a high-risk UK population, determine optimum recruitment, screening, reading and care pathway strategies; and (2) assess the psychological consequences and the health-economic implications of screening.DesignA pilot randomised controlled trial comparing intervention with usual care. A population-based risk questionnaire identified individuals who were at high risk of developing lung cancer (≥ 5% over 5 years).SettingThoracic centres with expertise in lung cancer imaging, respiratory medicine, pathology and surgery: Liverpool Heart & Chest Hospital, Merseyside, and Papworth Hospital, Cambridgeshire.ParticipantsIndividuals aged 50–75 years, at high risk of lung cancer, in the primary care trusts adjacent to the centres.InterventionsA thoracic LDCT scan. Follow-up computed tomography (CT) scans as per protocol. Referral to multidisciplinary team clinics was determined by nodule size criteria.Main outcome measuresPopulation-based recruitment based on risk stratification; management of the trial through web-based database; optimal characteristics of CT scan readers (radiologists vs. radiographers); characterisation of CT-detected nodules utilising volumetric analysis; prevalence of lung cancer at baseline; sociodemographic factors affecting participation; psychosocial measures (cancer distress, anxiety, depression, decision satisfaction); and cost-effectiveness modelling.ResultsA total of 247,354 individuals were approached to take part in the trial; 30.7% responded positively to the screening invitation. Recruitment of participants resulted in 2028 in the CT arm and 2027 in the control arm. A total of 1994 participants underwent CT scanning: 42 participants (2.1%) were diagnosed with lung cancer; 36 out of 42 (85.7%) of the screen-detected cancers were identified as stage 1 or 2, and 35 (83.3%) underwent surgical resection as their primary treatment. Lung cancer was more common in the lowest socioeconomic group. Short-term adverse psychosocial consequences were observed in participants who were randomised to the intervention arm and in those who had a major lung abnormality detected, but these differences were modest and temporary. Rollout of screening as a service or design of a full trial would need to address issues of outreach. The health-economic analysis suggests that the intervention could be cost-effective but this needs to be confirmed using data on actual lung cancer mortality.ConclusionsThe UK Lung Cancer Screening (UKLS) pilot was successfully undertaken with 4055 randomised individuals. The data from the UKLS provide evidence that adds to existing data to suggest that lung cancer screening in the UK could potentially be implemented in the 60–75 years age group, selected via the Liverpool Lung Project risk model version 2 and using CT volumetry-based management protocols.Future workThe UKLS data will be pooled with the NELSON (Nederlands Leuvens Longkanker Screenings Onderzoek: Dutch–Belgian Randomised Lung Cancer Screening Trial) and other European Union trials in 2017 which will provide European mortality and cost-effectiveness data. For now, there is a clear need for mortality results from other trials and further research to identify optimal methods of implementation and delivery. Strategies for increasing uptake and providing support for underserved groups will be key to implementation.Trial registrationCurrent Controlled Trials ISRCTN78513845.FundingThis project was funded by the National Institute for Health Research (NIHR) Health Technology Assessment programme and will be published in full inHealth Technology Assessment; Vol. 20, No. 40. See the NIHR Journals Library website for further project information.


2019 ◽  
Vol 25 (8) ◽  
pp. 1319-1319 ◽  
Author(s):  
Diego Ardila ◽  
Atilla P. Kiraly ◽  
Sujeeth Bharadwaj ◽  
Bokyung Choi ◽  
Joshua J. Reicher ◽  
...  

Author(s):  
Sara Mohamadi ◽  
Rajabali Daroudi ◽  
Mohamadreza Mobinizadeh

Context: Lung cancer is the most important cause of cancer mortality. Given the incidence and mortality of this disease, the implementation of preventive interventions is necessary. Objectives: The present study investigated the effectiveness of one of the most important interventions of lung cancer screening with lowdose computed tomography (LDCT) in high-risk individuals. Evidence Acquisition: The present study was an applied study performed as a comprehensive review. For the assessment of safety, studies on the technical specifications of computed tomography scans and issues related to the safety of applying this device were searched using keywords in medical databases. For the evaluation of clinical effectiveness, a comprehensive review of health technology assessment studies, systematic review studies, and screening guidelines was performed. Results: Based on 15 studies extracted for the safety issue, the diagnosis of harmless tumors, false positives cases and Unnecessary invasive complementary interventions, and possible negative effects of radiation exposure are discussable safety issues. Based on the synthesis of 16 studies on effectiveness, lung cancer screening intervention using LDCT was determined to reduce lung cancer mortality by 15 - 20% and mortality from other causes by 0 - 6%. Additionally, the incidence of this disease in its upper stages decreases significantly. Conclusions: Lung cancer screening using LDCT does not threaten the health of individuals seriously and, in comparison to nonintervention is more clinically effective and will lead to a statistically significant reduction in lung cancer mortality and increase in the timely diagnosis of this disease.  


2018 ◽  
Vol 13 (8) ◽  
pp. 1094-1105 ◽  
Author(s):  
Stephen Wade ◽  
Marianne Weber ◽  
Michael Caruana ◽  
Yoon-Jung Kang ◽  
Henry Marshall ◽  
...  

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