A computed tomography-based score indicative of lung cancer aggression (SILA) predicts lung adenocarcinomas with low malignant potential or vascular invasion.
Abstract
BackgroundHistologic grading of lung adenocarcinoma (LUAD) is predictive of outcome but is only possible after surgical resection. A radiomic biomarker predictive of grade has the potential to improve preoperative management of early-stage LUAD.ObjectiveValidate a prognostic radiomic score indicative of lung cancer aggression (SILA) in surgically resected stage I LUAD (<i>n</i> = 161) histologically graded as indolent low malignant potential (LMP), intermediate, or aggressive vascular invasive (VI) subtypes.MethodsThe SILA scores were generated from preoperative CT-scans using the previously validated Computer-Aided Nodule Assessment and Risk Yield (CANARY) software.ResultsCox proportional regression showed significant association between the SILA and 7-year recurrence-free survival (RFS) in a univariate (<i>P</i> < 0.05) and multivariate (<i>P</i> < 0.05) model incorporating age, gender, smoking status, pack years, and extent of resection. The SILA was positively correlated with invasive size (spearman <i>r</i> = 0.54, <i>P</i> = 8.0 × 10<sup>-14</sup>) and negatively correlated with percentage of lepidic histology (spearman <math xmlns="http://www.w3.org/1998/Math/MathML"><mi>r</mi><mo>=</mo><mo>-</mo><mn>0.46</mn></math>, <i>P</i> = 7.1 × 10<sup>-10</sup>). The SILA predicted indolent LMP with an area under the receiver operating characteristic (ROC) curve (AUC) of 0.74 and aggressive VI with an AUC of 0.71, the latter remaining significant when invasive size was included as a covariate in a logistic regression model (<i>P</i> < 0.01).ConclusionsThe SILA scoring of preoperative CT scans was prognostic and predictive of resected pathologic grade.
EDRN PI Authors
Medline Author List
- Beane J
- Burks EJ
- Lenburg ME
- Park JA
- Potter A
- Scalera J
- Singh S
- Steiner D
- Suzuki K