Patient-Specific Prediction of Immediate Phase Lung Microwave Ablation Zone Size

J Vasc Interv Radiol. 2024 Nov;35(11):1635-1643. doi: 10.1016/j.jvir.2024.07.028. Epub 2024 Aug 5.

Abstract

Purpose: To investigate the effect of patient and tumor-specific characteristics on the size of immediate phase lung microwave ablation (MWA) zone and establish a prediction model.

Materials and methods: This institutional review board (IRB)-approved, Health Insurance Portability and Accountability Act (HIPAA)-compliant cohort included 164 lesions from 99 patients who underwent computed tomography (CT)-guided lung MWA, and the 2-dimensional elliptical ground-glass opacity ablation zone was measured. Duration, maximum temperature, tumor depth, presence of emphysema, history of ipsilateral lung ablation, surgery, and radiotherapy were recorded. K-fold cross validation with k = 5 and Least Absolute Shrinkage and Selection Operator were used to build prediction models for the major and minor axes and area of the ablation zone.

Results: The median of immediate phase ablation duration was 2 minutes (interquartile range, 1.5-4.25 minutes) with 65 W of power for all ablations. The mean major and minor axes and area of ablation zone were 3.1 cm (SD ± 0.6), 2.0 cm (SD ± 0.5), and 5.1 cm2 (SD ± 2.1), respectively. The major and minor axes and area of immediate phase ablation zone dimensions were significantly associated with duration (P < .001, P < .001, and P < .001, respectively), maximum temperature (P < .001, P < .001, and P < .001, respectively), tumor depth (P = .387, P < .001, and P < .001, respectively), history of ipsilateral lung ablation (P = .008, P = .286, and P = .076, respectively), and lung radiotherapy (P = .001, P = .042, and P = .015, respectively). The prediction model showed R2 values for major and minor axes and area of the ablation zone to be 0.50, 0.45, and 0.53, respectively.

Conclusions: Duration of ablation, maximum temperature, tumor depth, history of ipsilateral lung ablation, surgery, and radiotherapy were significantly associated with the ablation zone dimensions and size and can be used to build the prediction model to approximate the immediate phase lung MWA zone.

MeSH terms

  • Ablation Techniques*
  • Aged
  • Aged, 80 and over
  • Female
  • Humans
  • Lung Neoplasms* / diagnostic imaging
  • Lung Neoplasms* / pathology
  • Lung Neoplasms* / radiotherapy
  • Lung Neoplasms* / surgery
  • Male
  • Microwaves* / therapeutic use
  • Middle Aged
  • Patient-Specific Modeling
  • Predictive Value of Tests*
  • Radiography, Interventional
  • Retrospective Studies
  • Time Factors
  • Tomography, X-Ray Computed
  • Treatment Outcome
  • Tumor Burden