[1]戴云秀,杨光杰,王振光,等.18F-FDG PET/CT基线SUVmax在滤泡性淋巴瘤侵袭性、分期评价中的价值及其与中期疗效的相关性研究[J].国际放射医学核医学杂志,2018,(2):104-110.[doi:10.3760/cma.j.issn.1673-4114.2018.02.002]
 Dai Yunxiu,Yang Guangjie,Wang Zhenguang,et al.Evaluation of invasiveness, staging, and correlation with interim therapeutic response based on baseline 18F-FDG PET/CT SUVmax in patients with follicular lymphoma[J].International Journal of Radiation Medicine and Nuclear Medicine,2018,(2):104-110.[doi:10.3760/cma.j.issn.1673-4114.2018.02.002]
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18F-FDG PET/CT基线SUVmax在滤泡性淋巴瘤侵袭性、分期评价中的价值及其与中期疗效的相关性研究(/HTML)
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《国际放射医学核医学杂志》[ISSN:1673-4114/CN:12-1381/R]

卷:
期数:
2018年第2期
页码:
104-110
栏目:
临床研究
出版日期:
2018-05-09

文章信息/Info

Title:
Evaluation of invasiveness, staging, and correlation with interim therapeutic response based on baseline 18F-FDG PET/CT SUVmax in patients with follicular lymphoma
作者:
戴云秀 杨光杰 王振光 赵钰鋆 于明明 李大成 武凤玉 刘思敏
266000, 青岛大学附属医院PET/CT中心
Author(s):
Dai Yunxiu Yang Guangjie Wang Zhenguang Zhao Yujun Yu Mingming Li Dacheng Wu Fengyu Liu Simin
PET/CT Center, the Affiliated Hospital of Qingdao University, Qingdao 266000, China
关键词:
正电子发射断层显像术体层摄影术X线计算机标准化摄取值疗效评价滤泡性淋巴瘤
Keywords:
Positron-emission tomographyTomography X-ray computedStandardized uptake valueResponse assessmentFollicular lymphoma
DOI:
10.3760/cma.j.issn.1673-4114.2018.02.002
摘要:
目的 探讨18F-FDG PET/CT基线最大标准化摄取值(SUVmax)在评估滤泡性淋巴瘤(FL)侵袭性、临床分期中的应用价值及其与R-CHOP (利妥昔单抗联合环磷酰胺、阿霉素、长春新碱和泼尼松)化疗方案中期疗效的相关性。方法 回顾性研究R-CHOP方案化疗前行基线18F-FDG PET/CT检查的FL患者48例,其中18例患者在3个周期R-CHOP化疗后再次行18F-FDG PET/CT检查进行疗效评估。应用两个独立样本t检验和Mann-Whitney U检验评价低级别FL组(病理分级为1~2级、3a级)与高级别FL组(病理分级为3b级及以上)、局限期组与播散期组、完全缓解组与非完全缓解组患者的基线SUVmax差异;应用Spearman相关分析评价基线SUVmax与不同Ann Arbor分期的相关性。结果 低级别FL组与高级别FL组患者的基线SUVmax差异有统计学意义(6.23±4.68 vs.13.20±6.68,t=3.919,P<0.001),受试者工作特征曲线(ROC)下面积为0.835。基线SUVmax与Ann Arbor分期无显著相关性(r=0.242,P=0.098)。低级别FL患者中局限期组的基线SUVmax明显低于播散期组,差异有统计学意义(中位数1.20 vs.7.85,U=24.000,P<0.001),ROC曲线下面积为0.905。R-CHOP中期化疗后疗效完全缓解组的基线SUVmax明显低于非完全缓解组,差异有统计学意义(5.16±3.05 vs.10.99±7.45,t=2.172,P=0.045)。结论 18F-FDG PET/CT基线SUVmax可有效评估FL的侵袭性,并与R-CHOP方案的中期疗效、低级别FL患者的病变播散程度密切相关。
Abstract:
Objective To study the value of baseline 18F-FDG PET/CT maximum standardized uptake value (SUVmax) in evaluating the invasiveness, staging, and correlation between baseline SUVmax and the interim therapeutic response in patients with follicular lymphoma (FL). Methods Forty-eight FL patients who underwent baseline 18F-FDG PET/CT scan before chemotherapy, with the combination regimen of rituximab, cyclophosphamide, hydroxydaunomycin, oncovin and prednisolone (R-CHOP), were studied. Eighteen patients underwent 18F-FDG PET/CT scan again after 3 cycles of R-CHOP treatment to evaluate the interim therapeutic response. Two-sample t-test and Mann-Whitney U test were used to evaluate the differences in the baseline SUVmax between the following:low-grade group (pathological grades 1-2 and 3a) and high-grade group (pathological grade not lower than grade 3b); non-disseminated stage group and disseminated stage group; and complete response (CR) group and non-CR group. Spearman’s rank correlation coefficient was used to estimate the relation between the baseline SUVmax and the Ann Arbor staging. Results The baseline SUVmax was significantly different between the low-and high-grade groups (6.23±4.68 vs. 13.20±6.68, t=3.919, P<0.001), and the area under the receiver operating characteristic curve (AUC) was 0.835. No significant relation was found between the baseline SUVmax and the Ann Arbor staging (r=0.242, P=0.098). The baseline SUVmax of the non-disseminated stage group was significantly lower than that of the disseminated stage group among low-grade FL patients (median:1.20 vs. 7.85, U=24.000, P<0.001), and the AUC was 0.905. The baseline SUVmax of the CR group was significantly lower than that of the non-CR group after the interim R-CHOP therapy (5.16±3.05 vs. 10.99±7.45, t=2.172, P=0.045). Conclusions The baseline 18F-FDG PET/CT SUVmax is effective in evaluating invasiveness and staging and is related to the interim therapeutic response among FL patients. Moreover, the baseline SUVmax is related to the disease dissemination among low-grade FL patients.

参考文献/References:

[1] 中华医学会血液学分会, 中国抗癌协会淋巴瘤专业委员会. 中国滤泡性淋巴瘤诊断与治疗指南(2013年版)[J]. 中华血液学杂志, 2013, 34(9):820-824. DOI:10.3760/cma.j.issn.0253-2727. 2013. 09.020. Chinese Society of Hematology, Chinese Medical Association, Chinese Society of Lymphoma, Chinese Anti-cancer Association. Chinese guidelines for diagnosis and treatment of follicular lymphoma(2013)[J]. Chin J Hematol, 2013, 34(9):820-824.
[2] 叶琇锦, 钱文斌. 滤泡性淋巴瘤预后和分层治疗策略[J]. 中国实用内科杂志, 2015, 35(2):99-101. DOI:10.7504/nk2015010105. Ye XJ, Qian WB. The current prognostic tools and strategy for treating follicular lymphoma[J]. Chin J Pract Intern Med, 2015, 35(2):99-101.
[3] Mendez M, Torrente M, Provencio M. Follicular lymphomas and their transformation:Past and current research[J]. Expert Rev Hematol, 2017, 10(6):515-524. DOI:10.1080/17474086.2017.1326812.
[4] Yang G, Nie P, Wang Z, et al. 18F-FDG hepatic superscan caused by a non-germinal center subtype of diffuse large B-cell lymphoma[J]. Eur J Nucl Med Mol Imaging, 2016, 43(10):1928. DOI:10.1007/s00259-016-3399-0.
[5] 刘青青, 王振光, 王楠, 等. 非霍奇金淋巴瘤与广泛淋巴结转移癌的18F-FDG PET/CT淋巴结影像特征比较[J]. 中华核医学与分子影像杂志, 2016, 36(2):142-145. DOI:10.3760/cma.j.issn.2095-2848.2016.02.010. Liu QQ, Wang ZG, Wang N, et al. Characteristics of lymph nodes on 18F-FDG PET/CT imaging in patients with non-Hodgkin’s lymphoma and widespread lymph node metastases carcinoma[J]. Chin J Nucl Med Mol Imaging, 2016, 36(2):142-145.
[6] 吕清湖, 唐明灯, 林端瑜, 等. 原发鼻咽淋巴瘤与鼻咽癌的18F-FDG PET/CT诊断与鉴别[J]. 国际放射医学核医学杂志, 2017, 41(3):166-172. DOI:10.3760/cma.j.issn.1673-4114.2017.03.002. Lyu QH, Tang MD, Lin DY, et al. Value of 18F-FDG PET/CT examination in the differential diagnosis of primary nasopharyngeal lymphoma and nasopharyngeal carcinoma[J]. Int J Radiat Med Nucl Med, 2017, 41(3):166-172.
[7] 秦文琼, 高硕. PET/CT与临床预后因素在弥漫大B细胞淋巴瘤疗效评价及预后评估中的应用[J]. 国际放射医学核医学杂志,2017, 41(6):437-442. DOI:10.3760/cma.j.issn.1673-4114. 2017. 06.010. Qin WQ, Gao S. Application of PET/CT and clinical factors in the therapeutic and prognostic evaluation of diffuse large B cell lymphoma[J]. Int J Radiat Med Nucl Med, 2017, 41(6):437-442.
[8] Younes A, Hilden P, Coiffier B, et al. International Working Group consensus response evaluation criteria in lymphoma(RECIL 2017)[J]. Ann Oncol, 2017, 28(7):1436-1447. DOI:10.1093/annonc/mdx097.
[9] 中华医学会核医学分会PET与分子影像学组. 淋巴瘤18F-FDG PET/CT显像临床应用指南(2016版)[J]. 中华核医学与分子影像杂志, 2016, 36(5):458-460. DOI:10.3760/cma.j.issn.2095-2848. 2016.05.017. Imaging Group of Chinese Society of Nuclear Medicine. Clinical practice guideline of 18F-FDG PET/CT in lymphoma(2016 edition)[J]. Chin J Nucl Med Mol Imaging, 2016, 36(5):458-460.
[10] Jaffe ES. The 2008 WHO classification of lymphomas:implications for clinical practice and translational research[J]. Hematology Am Soc Hematol Educ Program, 2009, 2009(1):523-531. DOI:10.1182/asheducation-2009.1.523.
[11] Finn WG, Kroft SH. New classifications for non-Hodgkin’s lymphoma[J]. Cancer Treat Res, 1999, 99(99):1-26. DOI:10.1007/978-0-585-38571-6_1.
[12] O JH, Lodge MA, Wahl RL. Practical PERCIST:A Simplified Guide to PET Response Criteria in Solid Tumors 1.0[J]. Radiology, 2016, 280(2):576-584. DOI:10.1148/radiol.2016142043.
[13] Takata K, Miyata-Takata T, Sato Y, et al. Pathology of follicular lymphoma[J]. J Clin Exp Hematop, 2014, 54(1):3-9. DOI:10.3960/jslrt.54.3.
[14] Fischer T, Zing NPC, Chiattone CS, et al. Transformed follicular lymphoma[J]. Ann Hematol, 2018, 97(1):17-29. DOI:10.1007/s00277-017-3151-2.
[15] 戴娜, 吴翼伟, 章斌. 18F-FDG PET/CT对不同分级和分期滤泡性淋巴瘤诊断及预后评估的价值[J]. 中华核医学与分子影像杂志, 2014, 34(1):23-26. DOI:10.3760/cma.j.issn.2095-2848. 2014. 01. 008. Dai N, Wu YW, Zhang B. Grading, staging and prognosis of follicular lymphoma:the value of 18F-FDG PET/CT[J]. Chin J Nucl Med Mol Imaging, 2014, 34(1):23-26.
[16] 丁重阳, 李天女, 孙晋,等. 18F-FDG PET/CT在滤泡性淋巴瘤分期及疗效评价中的临床价值[J]. 中华核医学与分子影像杂志, 2014, 34(3):179-182. DOI:10.3760/cma.j.issn.2095-2848. 2014. 03.005. Ding CY, Li TN, Sun J, et al. Clinical value of 18F-FDG PET/CT in clinical staging and therapeutic evaluation of follicular lymphoma[J]. Chin J Nucl Med Mol Imaging, 2014, 34(3):179-182.
[17] Rodriguez M, Rehn S, Ahlström H, et al. Predicting malignancy grade with PET in non-Hodgkin’s lymphoma[J]. J Nucl Med, 1995, 36(10):1790-1796.
[18] Minamimoto R, Fayad L, Advani R, et al. Diffuse large B-Cell lymphoma:prospective multicenter comparison of early interim FLT PET/CT versus FDG PET/CT with IHP, EORTC, deauville, and PERCIST criteria for early therapeutic monitoring[J]. Radiology, 2016, 280(1):220-229. DOI:10.1148/radiol.2015150689.
[19] Suh C, Kang YK, Roh JL, et al. Prognostic value of tumor 18F-FDG uptake in patients with untreated extranodal natural killer/T-cell lymphomas of the head and neck[J]. J Nucl Med, 2008, 49(11):1783-1789. DOI:10.2967/jnumed.108.053355.
[20] Ahmadzadehfar H, Rodrigues M, Zakavi R, et al. Prognostic significance of the standardized uptake value of pre-therapeutic 18F-FDG PET in patients with malignant lymphoma[J]. Med Oncol, 2011, 28(4):1570-1576. DOI:10.1007/s12032-010-9584-2.
[21] Tychyj-Pinel C, Ricard F, Fulham M, et al. PET/CT assessment in follicular lymphoma using standardized criteria:central review in the PRIMA study[J]. Eur J Nucl Med Mol Imaging, 2014, 41(3):408-415. DOI:10.1007/s00259-013-2441-8.
[22] Angelopoulou MK, Mosa E, Pangalis GA, et al. The significance of PET/CT in the initial staging of hodgkin lymphoma:experience outside clinical trials[J]. Anticancer Res, 2017, 37(10):5727-5736. DOI:10.21873/anticanres.12011.

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 Li Shengxu,Tang Mingdeng,Lin Duanyu,et al.Value of 18F-FDG PET/CT in detecting metastatic lymph nodes of thoracic esophageal squamous cell carcinoma[J].International Journal of Radiation Medicine and Nuclear Medicine,2016,40(2):408.[doi:10.3760/cma.j.issn.1673-4114.2016.06.002]
[19]张莹莹,王振光,武凤玉,等.特发性肺间质纤维化HRCT病变区与非病变区18F-FDG PET/CT表现分析[J].国际放射医学核医学杂志,2016,40(6):414.[doi:10.3760/cma.j.issn.1673-4114.2016.06.003]
 Zhang Yingying,Wang Zhenguang,Wu Fengyu,et al.18F-FDG PET/CT imaging analysis of regions with abnormal and normal pulmonary parenchyma on high resolution CT in idiopathic pulmonary fibrosis patients[J].International Journal of Radiation Medicine and Nuclear Medicine,2016,40(2):414.[doi:10.3760/cma.j.issn.1673-4114.2016.06.003]
[20]张毓艺,姚稚明.18F-FDG PET/CT对非小细胞肺癌淋巴结分期诊断价值的研究进展[J].国际放射医学核医学杂志,2016,40(6):447.[doi:10.3760/cma.j.issn.1673-4114.2016.06.009]
 Zhang Yuyi,Yao Zhiming.The progress of 18F-FDG PET/CT in the diagnosis of N-staging of non-small cell lung cancer[J].International Journal of Radiation Medicine and Nuclear Medicine,2016,40(2):447.[doi:10.3760/cma.j.issn.1673-4114.2016.06.009]

备注/Memo

备注/Memo:
收稿日期:2017-11-07。
基金项目:国家自然科学基金(81601527);山东省自然科学基金(ZR2017MH036)
通讯作者:王振光,Email:doctorwzg2002@hotmail.com
更新日期/Last Update: 2018-05-09