Quantitative imaging biomarkers of immune-related adverse events in immune-checkpoint blockade-treated metastatic melanoma patients: a pilot study.
Quantitative imaging biomarkers of immune-related adverse events in immune-checkpoint blockade-treated metastatic melanoma patients: a pilot study.
复制标题
DOI:
10.1007/s00259-021-05650-3
复制
发表时间:
2022-05
影响因子:
9.1
通讯作者:
Rebersek, Martina
中科院分区:
文献类型:
--
作者:
Hribernik, Nezka;Huff, Daniel T.;Studen, Andrej;Zevnik, Katarina;Klanecek, Zan;Emamekhoo, Hamid;Skalic, Katja;Jeraj, Robert;Rebersek, Martina
关键词:
To develop quantitative molecular imaging biomarkers of immune-related adverse event (irAE) development in malignant melanoma (MM) patients receiving immune-checkpoint inhibitors (ICI) imaged with 18F-FDG PET/CT. 18F-FDG PET/CT images of 58 MM patients treated with anti-PD-1 or anti-CTLA-4 ICI were retrospectively analyzed for indication of irAE. Three target organs, most commonly affected by irAE, were considered: bowel, lung, and thyroid. Patient charts were reviewed to identify which patients experienced irAE, irAE grade, and time to irAE diagnosis. Target organs were segmented using a convolutional neural network (CNN), and novel quantitative imaging biomarkers — SUV percentiles (SUVX%) of 18F-FDG uptake within the target organs — were correlated with the clinical irAE status. Area under the receiver-operating characteristic curve (AUROC) was used to quantify irAE detection performance. Patients who did not experience irAE were used to establish normal ranges for target organ 18F-FDG uptake. A total of 31% (18/58) patients experienced irAE in the three target organs: bowel (n=6), lung (n=5), and thyroid (n=9). Optimal percentiles for identifying irAE were bowel (SUV95%, AUROC=0.79), lung (SUV95%, AUROC=0.98), and thyroid (SUV75%, AUROC=0.88). Optimal cut-offs for irAE detection were bowel (SUV95%>2.7 g/mL), lung (SUV95%>1.7 g/mL), and thyroid (SUV75%>2.1 g/mL). Normal ranges (95% confidence interval) for the SUV percentiles in patients without irAE were bowel [1.74, 2.86 g/mL], lung [0.73, 1.46 g/mL], and thyroid [0.86, 1.99 g/mL]. Increased 18F-FDG uptake within irAE-affected organs provides predictive information about the development of irAE in MM patients receiving ICI and represents a potential quantitative imaging biomarker for irAE. Some irAE can be detected on 18F-FDG PET/CT well before clinical symptoms appear.
登录
查看更多内容
DOI:
10.1056/nejmoa1003466
发表时间:
2010-08-19
期刊:
The New England journal of medicine
影响因子:
--
作者:
Hodi FS;O'Day SJ;McDermott DF;Weber RW;Sosman JA;Haanen JB;Gonzalez R;Robert C;Schadendorf D;Hassel JC;Akerley W;van den Eertwegh AJ;Lutzky J;Lorigan P;Vaubel JM;Linette GP;Hogg D;Ottensmeier CH;Lebbé C;Peschel C;Quirt I;Clark JI;Wolchok JD;Weber JS;Tian J;Yellin MJ;Nichol GM;Hoos A;Urba WJ
通讯作者:
Urba WJ
影响因子:
3
作者:
Nelson EK;Piehler B;Eckels J;Rauch A;Bellew M;Hussey P;Ramsay S;Nathe C;Lum K;Krouse K;Stearns D;Connolly B;Skillman T;Igra M
通讯作者:
Igra M
DOI:
10.1016/j.compmedimag.2019.04.005
发表时间:
2019-07-01
影响因子:
5.7
作者:
Taghanaki, Saeid Asgari;Zheng, Yefeng;Hamarneh, Ghassan
通讯作者:
Hamarneh, Ghassan
影响因子:
158.5
作者:
Larkin, J.;Chiarion-Sileni, V.;Wolchok, J. D.
通讯作者:
Wolchok, J. D.
DOI:
10.1007/s00259-018-4171-4
发表时间:
2019-01
影响因子:
9.1
作者:
Aide N;Hicks RJ;Le Tourneau C;Lheureux S;Fanti S;Lopci E
通讯作者:
Lopci E