Natural course of lung adenocarcinoma manifesting as ground-glass nodules: invasiveness assessment based on growth evaluation

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Background: Investigating the growth characteristics of lung adenocarcinoma manifesting as ground-glass nodules (gLUAD) and assessing its invasiveness based on these features are crucial for optimizing follow-up and intervention strategies. This study aimed to systematically analyze the growth dynamics of gLUAD and compare the value of different growth evaluation methods in predicting gLUAD invasiveness. Methods: A total of 564 participants with 625 gLUAD were retrospectively enrolled from the First and Fourth Medical Centers of the Chinese PLA General Hospital between January 2018 and December 2022. gLUAD was pathologically classified into two categories: adenocarcinoma in situ (AIS)/minimally invasive adenocarcinoma (MIA) and invasive adenocarcinoma (IAC). Growth evaluation was conducted using four definitions (size growth, volume growth, mass growth, and stage shift) and two growth models (linear and exponential models). These methods were further evaluated in terms of their effectiveness in assessing gLUAD invasiveness. Results: 72.81/108.99 for RMSE, respectively. The median growth times for size growth, volume growth, mass growth, and stage shift of gLUAD were 1,273, 750, 792, and 1,672 days, respectively. Compared to AIS/MIA, IAC exhibited significantly higher growth rates (all P values <0.001). For invasiveness assessment, the linear growth rates (LGRs) outperformed the exponential growth rates (EGRs) in discriminative value (all P values <0.05). Among the growth evaluation methods, the LGR of total mass demonstrated the highest discriminative ability for pathological subtypes of gLUAD, with an area under the curve (AUC) of 0.83. At an optimal cutoff of 16.80 mg/year, the accuracy, sensitivity, and specificity for distinguishing gLUAD with different invasiveness were 0.78, 0.77, and 0.79, respectively. Conclusions: gLUAD exhibited an indolent growth pattern, with significant differences in growth trends between AIS/MIA and IAC. Both the linear and exponential growth models showed similar fitting performance for gLUAD growth, while the linear growth model provided a more reliable assessment of invasiveness. The LGR of total mass offered superior differentiation between AIS/MIA and IAC and may serve as a valuable auxiliary indicator for assessing gLUAD invasiveness.

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