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抗 PD-1 免疫治疗转移性黑色素瘤的预后和治疗 18F-FDG PET 生物标志物:与结局和转录组学的关联。

Prognostic and theranostic 18F-FDG PET biomarkers for anti-PD1 immunotherapy in metastatic melanoma: association with outcome and transcriptomics.

机构信息

Département d'imagerie Médicale, Gustave Roussy, Université Paris-Saclay, 94800, Villejuif, France.

Department of Medicine, Division of Hematology Oncology, New York-Presbyterian Hospital/Columbia University Medical Center, New York, NY, USA.

出版信息

Eur J Nucl Med Mol Imaging. 2019 Oct;46(11):2298-2310. doi: 10.1007/s00259-019-04411-7. Epub 2019 Jul 25.

DOI:10.1007/s00259-019-04411-7
PMID:31346755
Abstract

PURPOSE

An imaging-based stratification tool is needed to identify melanoma patients who will benefit from anti Programmed Death-1 antibody (anti-PD1). We aimed at identifying biomarkers for survival and response evaluated in lymphoid tissue metabolism in spleen and bone marrow before initiation of therapy.

METHODS

This retrospective study included 55 patients from two institutions who underwent 18F-FDG PET/CT before anti-PD1. Parameters extracted were SUVmax, SUVmean, HISUV (SUV-based Heterogeneity Index), TMTV (total metabolic tumor volume), TLG (total lesion glycolysis), BLR (Bone marrow-to-Liver SUVmax ratio), and SLR (Spleen-to-Liver SUVmax ratio). Each parameter was dichotomized using the median as a threshold. Association with survival, best overall response (BOR), and transcriptomic analyses (NanoString assay) were evaluated using Cox prediction models, Wilcoxon tests, and Spearman's correlation, respectively.

RESULTS

At 20.7 months median follow-up, 33 patients had responded, and 29 patients died. Median PFS and OS were 11.4 (95%CI 2.7-20.2) and 28.5 (95%CI 13.4-43.8) months. TMTV (>25cm), SLR (>0.77), and BLR (>0.79) correlated with shorter survival. High TMTV (>25 cm3), SLR (>0.77), and BLR (>0.79) correlated with shorter survival, with TMTV (HR PFS 2.2, p = 0.02, and HR OS 2.5, p = 0.02) and BLR (HR OS 2.3, p = 0.04) remaining significant in a multivariable analysis. Low TMTV and TLG correlated with BOR (p = 0.03). Increased glucose metabolism in bone marrow (BLR) was associated with transcriptomic profiles including regulatory T cell markers (p < 0.05).

CONCLUSION

Low tumor burden correlates with survival and objective response while hematopoietic tissue metabolism correlates inversely with survival. These biomarkers should be further evaluated for potential clinical application.

摘要

目的

需要一种基于影像学的分层工具来识别那些将从抗程序性死亡-1 抗体(抗 PD-1)治疗中获益的黑色素瘤患者。我们旨在确定在开始治疗之前,脾脏和骨髓中淋巴组织代谢的生存和反应评估的生物标志物。

方法

本回顾性研究纳入了来自两个机构的 55 名接受抗 PD-1 治疗前 18F-FDG PET/CT 的患者。提取的参数包括 SUVmax、SUVmean、HISUV(基于 SUV 的异质性指数)、TMTV(总代谢肿瘤体积)、TLG(总肿瘤糖酵解)、BLR(骨髓-肝脏 SUVmax 比)和 SLR(脾脏-肝脏 SUVmax 比)。使用中位数作为阈值将每个参数分为两组。使用 Cox 预测模型、Wilcoxon 检验和 Spearman 相关分别评估与生存、最佳总反应(BOR)和转录组分析(NanoString 检测)的相关性。

结果

在 20.7 个月的中位随访期内,33 名患者有反应,29 名患者死亡。中位 PFS 和 OS 分别为 11.4(95%CI 2.7-20.2)和 28.5(95%CI 13.4-43.8)个月。TMTV(>25cm)、SLR(>0.77)和 BLR(>0.79)与较短的生存相关。高 TMTV(>25cm3)、SLR(>0.77)和 BLR(>0.79)与较短的生存相关,TMTV(PFS 的 HR 为 2.2,p=0.02,OS 的 HR 为 2.5,p=0.02)和 BLR(OS 的 HR 为 2.3,p=0.04)在多变量分析中仍然具有显著性。低 TMTV 和 TLG 与 BOR 相关(p=0.03)。骨髓中葡萄糖代谢增加(BLR)与包括调节性 T 细胞标志物在内的转录组谱相关(p<0.05)。

结论

低肿瘤负荷与生存和客观反应相关,而造血组织代谢与生存呈负相关。这些生物标志物应进一步评估其在临床应用中的潜力。

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1
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Oncoimmunology. 2019 Mar 6;8(5):e1574197. doi: 10.1080/2162402X.2019.1574197. eCollection 2019.
2
Physiologic colonic fluorine-18-fluorodeoxyglucose uptake may predict response to immunotherapy in patients with metastatic melanoma.生理性结直肠 18F-氟代脱氧葡萄糖摄取可能预测转移性黑色素瘤患者对免疫治疗的反应。
Melanoma Res. 2019 Jun;29(3):318-321. doi: 10.1097/CMR.0000000000000566.
3
治疗前PET播散特征作为接受免疫检查点抑制剂治疗的黑色素瘤患者生存结局的生物标志物。
Sci Rep. 2025 Jul 1;15(1):21570. doi: 10.1038/s41598-025-95713-4.
4
Prognostic Value of 18F-FDG PET/CT in Neoadjuvant PD-1 Inhibitor-treated NSCLC: A Five-year Follow-up Study.18F-FDG PET/CT在新辅助PD-1抑制剂治疗的非小细胞肺癌中的预后价值:一项五年随访研究
Clin Nucl Med. 2025 Jul 1;50(7):577-587. doi: 10.1097/RLU.0000000000005910. Epub 2025 Jun 4.
5
Large Language Models in Cancer Imaging: Applications and Future Perspectives.癌症成像中的大语言模型:应用与未来展望。
J Clin Med. 2025 May 8;14(10):3285. doi: 10.3390/jcm14103285.
6
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Curr Oncol Rep. 2025 Apr;27(4):458-471. doi: 10.1007/s11912-025-01659-1. Epub 2025 Mar 12.
7
Radiomicsmetabolic signature profiles for advanced non-small cell lung cancer with chemoimmunotherapy by reflecting biological function and survival.通过反映生物学功能和生存率,对接受化疗免疫治疗的晚期非小细胞肺癌进行放射组学代谢特征分析。
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8
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9
The role of baseline F-FDG PET/CT for survival prognosis in NSCLC patients undergoing immunotherapy: a systematic review and meta-analysis.基线F-FDG PET/CT在接受免疫治疗的非小细胞肺癌患者生存预后中的作用:一项系统评价和荟萃分析
Ther Adv Med Oncol. 2024 Nov 4;16:17588359241293364. doi: 10.1177/17588359241293364. eCollection 2024.
10
Enhancing Lymphoma Diagnosis, Treatment, and Follow-Up Using F-FDG PET/CT Imaging: Contribution of Artificial Intelligence and Radiomics Analysis.利用F-FDG PET/CT成像增强淋巴瘤的诊断、治疗及随访:人工智能和影像组学分析的贡献
Cancers (Basel). 2024 Oct 17;16(20):3511. doi: 10.3390/cancers16203511.
Can benign lymphoid tissue changes in F-FDG PET/CT predict response to immunotherapy in metastatic melanoma?
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Cancer Immunol Immunother. 2019 Feb;68(2):297-303. doi: 10.1007/s00262-018-2279-9. Epub 2018 Nov 26.
4
Defining T Cell States Associated with Response to Checkpoint Immunotherapy in Melanoma.定义与黑色素瘤免疫检查点治疗应答相关的 T 细胞状态。
Cell. 2018 Nov 1;175(4):998-1013.e20. doi: 10.1016/j.cell.2018.10.038.
5
Evolution of Metastases in Space and Time under Immune Selection.免疫选择下转移在时空上的演变。
Cell. 2018 Oct 18;175(3):751-765.e16. doi: 10.1016/j.cell.2018.09.018. Epub 2018 Oct 11.
6
FDG-PET response and outcome from anti-PD-1 therapy in metastatic melanoma.抗 PD-1 治疗转移性黑色素瘤的 FDG-PET 反应和结果。
Ann Oncol. 2018 Oct 1;29(10):2115-2120. doi: 10.1093/annonc/mdy330.
7
A radiomics approach to assess tumour-infiltrating CD8 cells and response to anti-PD-1 or anti-PD-L1 immunotherapy: an imaging biomarker, retrospective multicohort study.一种基于放射组学的方法来评估肿瘤浸润 CD8 细胞与抗 PD-1 或抗 PD-L1 免疫治疗反应的关系:一项影像学生物标志物、回顾性多队列研究。
Lancet Oncol. 2018 Sep;19(9):1180-1191. doi: 10.1016/S1470-2045(18)30413-3. Epub 2018 Aug 14.
8
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9
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Med Hypotheses. 2018 Jul;116:111-113. doi: 10.1016/j.mehy.2018.05.005. Epub 2018 May 16.
10
Targeting myeloid-derived suppressor cells for cancer immunotherapy.针对髓系来源的抑制细胞的癌症免疫治疗。
Cancer Immunol Immunother. 2018 Aug;67(8):1181-1195. doi: 10.1007/s00262-018-2175-3. Epub 2018 May 31.