Multifactorial Analysis of Mortality in Screening Detected Lung Cancer.
Subba R DigumarthyRuben De ManRodrigo CanellasAlexi OtrakjiGe WangMannudeep K KalraPublished in: Journal of oncology (2018)
We hypothesized that severity of coronary artery calcification (CAC), emphysema, muscle mass, and fat attenuation can help predict mortality in patients with lung cancer participating in the National Lung Screening Trial (NLST). Following regulatory approval from the Cancer Data Access System (CDAS), all patients diagnosed with lung cancer at the time of the screening study were identified. These subjects were classified into two groups: survivors and nonsurvivors at the conclusion of the NLST trial. These groups were matched based on their age, gender, body mass index (BMI), smoking history, lung cancer stage, and survival time. CAC, emphysema, muscle mass, and subcutaneous fat attenuation were quantified on baseline low-dose chest CT (LDCT) for all patients in both groups. Nonsurvivor group had significantly greater CAC, decreased muscle mass, and higher fat attenuation compared to the survivor group (p < 0.01). No significant difference in severity of emphysema was noted between the two groups (p > 0.1). We thus conclude that it is possible to create a quantitative prediction model for lung cancer mortality for subjects with lung cancer detected on screening low-dose CT (LDCT).
Keyphrases
- low dose
- end stage renal disease
- body mass index
- chronic kidney disease
- adipose tissue
- coronary artery
- chronic obstructive pulmonary disease
- ejection fraction
- computed tomography
- cardiovascular events
- clinical trial
- peritoneal dialysis
- risk factors
- magnetic resonance imaging
- high dose
- lung function
- machine learning
- young adults
- contrast enhanced
- cardiovascular disease
- mental health
- image quality
- pulmonary artery
- physical activity
- cystic fibrosis
- pulmonary fibrosis
- deep learning
- electronic health record
- weight loss
- weight gain
- squamous cell
- lymph node metastasis
- drug administration