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.
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DOI:
10.1007/s00259-021-05650-3
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发表时间:
2022-05
影响因子:
9.1
通讯作者:
Rebersek, Martina
Rebersek, Martina
中科院分区:
医学1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

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在接受免疫检查点抑制剂(ICI)的恶性黑色素瘤(MM)患者中开发免疫相关不良事件(irAE)发展的定量分子成像生物标志物,采用18 F-FDG PET/CT成像。 回顾性分析了58例接受抗PD-1或抗CTLA-4 ICI治疗的MM患者的18F-FDG PET/CT图像,以确定irAE的适应症。考虑了最常受irAE影响的三个靶器官:肠、肺和甲状腺。审查患者病历,以确定哪些患者发生了irAE、irAE级别和至irAE诊断的时间。使用卷积神经网络(CNN)分割靶器官,新的定量成像生物标志物-靶器官内18F-FDG摄取的SUV比值(SUVX%)-与临床irAE状态相关。受试者工作特征曲线下面积(AUROC)用于量化irAE检测性能。未发生irAE的患者用于确定靶器官18F-FDG摄取的正常范围。共有31%(18/58)的患者在三个靶器官中发生了irAE:肠(n=6)、肺(n=5)和甲状腺(n=9)。鉴别irAE的最佳指标为肠(SUV 95%,AUROC=0.79)、肺(SUV 95%,AUROC=0.98)和甲状腺(SUV 75%,AUROC=0.88)。irAE检测的最佳截止值为肠(SUV 95%>2.7 g/mL)、肺(SUV 95%>1.7 g/mL)和甲状腺(SUV 75%>2.1 g/mL)。无irAE患者的SUV比值的正常范围(95%置信区间)为肠[1.74,2.86 g/mL]、肺[0.73,1.46 g/mL]和甲状腺[0.86,1.99 g/mL]。irAE受累器官内18F-FDG摄取增加提供了接受ICI的MM患者发生irAE的预测信息,并代表了irAE的潜在定量成像生物标志物。18F-FDG PET/CT可以在临床症状出现之前检测到一些irAE。
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.
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
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发表时间: 2011-03-09
期刊: BMC bioinformatics
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
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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
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DOI: 10.1056/nejmoa1910836
发表时间: 2019-10-17
影响因子: 158.5
作者:
Larkin, J.;Chiarion-Sileni, V.;Wolchok, J. D.
通讯作者: Wolchok, J. D.
FDG PET/CT评估肿瘤对免疫疗法的反应:关于免疫调节的EANM研讨会的报告和文献近期综述。
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