Gaia Messana, Chandra Bortolotto, Sithin Thulasi Seetha, Alessandra Marrocco, Carlotta Pairazzi, Francesco Sanvito, Francesca Brero, Agnese Robustelli Test, Raffaella Fiamma Cabini, Alessandro Lascialfari, Domenico Zacà, Giulia Maria Stella, Francesco Agustoni, Jessica Saddi, Andrea Riccardo Filippi, Lorenzo Preda
{"title":"Non-invasive PD-L1 stratification in non-small cell lung cancer using dynamic contrast-enhanced MRI.","authors":"Gaia Messana, Chandra Bortolotto, Sithin Thulasi Seetha, Alessandra Marrocco, Carlotta Pairazzi, Francesco Sanvito, Francesca Brero, Agnese Robustelli Test, Raffaella Fiamma Cabini, Alessandro Lascialfari, Domenico Zacà, Giulia Maria Stella, Francesco Agustoni, Jessica Saddi, Andrea Riccardo Filippi, Lorenzo Preda","doi":"10.1007/s00330-025-11524-1","DOIUrl":null,"url":null,"abstract":"<p><strong>Objectives: </strong>This study aimed to assess whether pharmacokinetic parameters derived from DCE-MRI can stratify Programmed Death-Ligand 1 (PD-L1) expression in NSCLC. The secondary aim was to identify a suitable pharmacokinetic model configuration for anisotropic temporally-spaced DCE-MRI sequences, considering Tofts variants, population-averaged arterial input functions (AIF), and bolus arrival time (BAT) estimation methods.</p><p><strong>Materials and methods: </strong>From April 2021 to May 2023, patients with locally advanced non-small cell lung cancer (NSCLC) were prospectively enrolled. Tumors were categorized based on: PD-L1 absence/presence (threshold 1%) and hyperexpression/hypoexpression (threshold 50%). Pharmacokinetic parameters were extracted using several candidate configurations; fit quality was evaluated using coefficient of determination (R²). Mann-Whitney U-test and ROC-AUC were used to assess correlation with PD-L1 for the best-fit configuration.</p><p><strong>Results: </strong>Thirty-eight patients (mean age 68 ± 9 years, 28 men) were included. PD-L1 expression was present in 25 patients (66%) and absent in 13 (34%). PD-L1 was hyperexpressed in 13 (34%) patients and hypoexpressed in 25 (66%). Voxel-wise pharmacokinetic parameters were extracted using the best-fit configuration-extended Tofts model (ETM) with Georgiou AIF and Peak-Gradient (PG) BAT estimation (R<sup>2</sup> = 0.79). K<sup>trans</sup> median (0.25 vs. 0.12 min<sup>-</sup>¹, p = 0.02), K<sup>trans</sup> standard deviation (0.32 vs. 0.23 min<sup>-</sup>¹, p = 0.01) and K<sub>ep</sub> median (1.09 vs. 0.59 min<sup>-</sup>¹, p = 0.02) were significantly higher in PD-L1 < 50% group (ROC-AUC 0.71-0.76).</p><p><strong>Conclusion: </strong>DCE-MRI pharmacokinetic parameters could stratify PD-L1 hypo/hyperexpression in NSCLC. The ETM with PG BAT estimation method and Georgiou AIF was the best-performing pharmacokinetic configuration.</p><p><strong>Key points: </strong>Question Could Dynamic Contrast-Enhanced (DCE) MRI offer a safe and non-invasive way to assess Programmed Death-Ligand 1 (PD-L1) expression? Findings Quantitative DCE-MRI parameters K<sup>trans</sup> (the volume transfer rate) and K<sub>ep</sub> (the efflux rate constant) show potential for distinguishing PD-L1 hyperexpression from hypoexpression. Clinical relevance Preliminary results suggest that DCE-MRI could be a safe method to stratify PD-L1 hypo/hyperexpression in non-small cell lung cancer, potentially optimizing treatment decisions, given the high cost of immunotherapy.</p>","PeriodicalId":12076,"journal":{"name":"European Radiology","volume":" ","pages":""},"PeriodicalIF":4.7000,"publicationDate":"2025-03-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"European Radiology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1007/s00330-025-11524-1","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING","Score":null,"Total":0}
引用次数: 0
Abstract
Objectives: This study aimed to assess whether pharmacokinetic parameters derived from DCE-MRI can stratify Programmed Death-Ligand 1 (PD-L1) expression in NSCLC. The secondary aim was to identify a suitable pharmacokinetic model configuration for anisotropic temporally-spaced DCE-MRI sequences, considering Tofts variants, population-averaged arterial input functions (AIF), and bolus arrival time (BAT) estimation methods.
Materials and methods: From April 2021 to May 2023, patients with locally advanced non-small cell lung cancer (NSCLC) were prospectively enrolled. Tumors were categorized based on: PD-L1 absence/presence (threshold 1%) and hyperexpression/hypoexpression (threshold 50%). Pharmacokinetic parameters were extracted using several candidate configurations; fit quality was evaluated using coefficient of determination (R²). Mann-Whitney U-test and ROC-AUC were used to assess correlation with PD-L1 for the best-fit configuration.
Results: Thirty-eight patients (mean age 68 ± 9 years, 28 men) were included. PD-L1 expression was present in 25 patients (66%) and absent in 13 (34%). PD-L1 was hyperexpressed in 13 (34%) patients and hypoexpressed in 25 (66%). Voxel-wise pharmacokinetic parameters were extracted using the best-fit configuration-extended Tofts model (ETM) with Georgiou AIF and Peak-Gradient (PG) BAT estimation (R2 = 0.79). Ktrans median (0.25 vs. 0.12 min-¹, p = 0.02), Ktrans standard deviation (0.32 vs. 0.23 min-¹, p = 0.01) and Kep median (1.09 vs. 0.59 min-¹, p = 0.02) were significantly higher in PD-L1 < 50% group (ROC-AUC 0.71-0.76).
Conclusion: DCE-MRI pharmacokinetic parameters could stratify PD-L1 hypo/hyperexpression in NSCLC. The ETM with PG BAT estimation method and Georgiou AIF was the best-performing pharmacokinetic configuration.
Key points: Question Could Dynamic Contrast-Enhanced (DCE) MRI offer a safe and non-invasive way to assess Programmed Death-Ligand 1 (PD-L1) expression? Findings Quantitative DCE-MRI parameters Ktrans (the volume transfer rate) and Kep (the efflux rate constant) show potential for distinguishing PD-L1 hyperexpression from hypoexpression. Clinical relevance Preliminary results suggest that DCE-MRI could be a safe method to stratify PD-L1 hypo/hyperexpression in non-small cell lung cancer, potentially optimizing treatment decisions, given the high cost of immunotherapy.
期刊介绍:
European Radiology (ER) continuously updates scientific knowledge in radiology by publication of strong original articles and state-of-the-art reviews written by leading radiologists. A well balanced combination of review articles, original papers, short communications from European radiological congresses and information on society matters makes ER an indispensable source for current information in this field.
This is the Journal of the European Society of Radiology, and the official journal of a number of societies.
From 2004-2008 supplements to European Radiology were published under its companion, European Radiology Supplements, ISSN 1613-3749.