Related Experiment Video
Updated: Jun 27, 2026

Multifractal Spectrum Analysis for Assessing Pulmonary Nodule Malignancy
Published on: January 10, 2025
Biomarkers for Lung Nodule Risk Stratification: Are We There Yet?
Sushan Gupta1, Swati Jain1, Krupa Shingada1
1Department of Pulmonary & Critical Care, Medical College of Wisconsin, Milwaukee, WI 53226, USA.
None:
The number of pulmonary nodules detected is steadily increasing. While some are low or high risk, most are indeterminate. Within the indeterminate group, the vast majority are benign. Statification of indeterminate pulmonary nodules (IPNs) is challenging. Validated risk calculators are not routinely employed in clinical practice because they are cumbersome. Most clinicians rely upon clinical gestalt. This strategy often results in unnecessary biopsies, which are costly, stressful, and have the potential for iatrogenic injury. There are a number of commercially available lung cancer risk biomarkers, which each have their own strengths and weaknesses. Barriers to widespread adoption include lack of guideline support, clinical practice inertia, and limited clinical utility data. Upcoming multicenter trials aim to provide high quality data that could lead to guideline incorporation.