Skip to main content
Top
Published in: Annals of Nuclear Medicine 5/2020

01-05-2020 | NSCLC | Original Article

18F-FDG maximum standard uptake value predicts PD-L1 expression on tumor cells or tumor-infiltrating immune cells in non-small cell lung cancer

Authors: Bingxin Hu, Weijia Chen, Yingying Zhang, Hongcheng Shi, Dengfeng Cheng, Yan Xiu

Published in: Annals of Nuclear Medicine | Issue 5/2020

Login to get access

Abstract

Objectives

Programmed cell death-ligand 1 (PD-L1) is expressed on tumor cells (TC) and tumor-infiltrating immune cells (IC). We conducted a retrospective study to investigate the relationship between PD-L1 expression on TC/IC and 18F-FDG uptake in patients with surgically resected non-small cell lung cancer (NSCLC).

Methods

Total 362 NSCLC patients (297 adenocarcinoma and 65 squamous cell carcinoma) who underwent preoperative 18F-FDG-PET/CT imaging were analyzed retrospectively. Immunohistochemistry analysis was performed for PD-L1 expression on TC and IC in NSCLC specimens with 28–8 antibody. The cut-off value of 5% for defining PD-L1 positivity was determined according to previous trials. The association between PD-L1 expression and clinicopathological variables were analyzed, including age, gender, smoking status, tumor diameter, lymph node metastasis, stage and the maximum standardized uptake value (SUVmax).

Results

PD-L1 positive expression was 50.8% (184/362) in NSCLC patients. Its positive expression on TC and IC were 24.3% (88/362) and 42.5% (154/362), respectively. SUVmax was significantly higher in patients with PD-L1 positive expression on TC or IC than that with negative. Multivariate analysis demonstrated that PD-L1 expression were correlated with SUVmax. The best cut-off value of SUVmax for PD-L1 expression on TC/IC was 8.5 [area under the curve (AUC) = 0.607, 95% CI 0.549–0.665, P = 0.001, sensitivity 50.5% and specificity 71.4%] determined by ROC curve.

Conclusion

High SUVmax is linked to PD-L1 expression on TC and IC in our patients with surgically resected non-small cell lung cancer. 18F-FDG-PET/CT imaging may be used to predict the PD-L1 expression on TC and IC in NSCLC patients.
Literature
1.
go back to reference Siegel RL, Miller KD, Jemal A. Cancer statistics, 2018. CA Cancer J Clin. 2018;68:7–30.PubMed Siegel RL, Miller KD, Jemal A. Cancer statistics, 2018. CA Cancer J Clin. 2018;68:7–30.PubMed
2.
go back to reference Reck M, Rodríguez-Abreu D, Robinson AG, Hui R, Csőszi T, Fülöp A, et al. Pembrolizumab versus chemotherapy for PD-L1–positive non-small-cell lung cancer. New Engl J Med. 2016;375:1823–33.CrossRefPubMed Reck M, Rodríguez-Abreu D, Robinson AG, Hui R, Csőszi T, Fülöp A, et al. Pembrolizumab versus chemotherapy for PD-L1–positive non-small-cell lung cancer. New Engl J Med. 2016;375:1823–33.CrossRefPubMed
3.
go back to reference Herbst RS, Baas P, Kim DW, Felip E, Perez-Gracia JL, Han JY, et al. Pembrolizumab versus docetaxel for previously treated, PD-L1-positive, advanced non-small-cell lung cancer (KEYNOTE-010): a randomised controlled trial. Lancet. 2016;387:1540–50.CrossRefPubMed Herbst RS, Baas P, Kim DW, Felip E, Perez-Gracia JL, Han JY, et al. Pembrolizumab versus docetaxel for previously treated, PD-L1-positive, advanced non-small-cell lung cancer (KEYNOTE-010): a randomised controlled trial. Lancet. 2016;387:1540–50.CrossRefPubMed
4.
go back to reference Borghaei H, Paz-Ares L, Horn L, Spigel DR, Steins M, Ready NE, et al. Nivolumab versus docetaxel in advanced nonsquamous non-small-cell lung cancer. N Engl J Med. 2015;373:1627–39.CrossRefPubMedPubMedCentral Borghaei H, Paz-Ares L, Horn L, Spigel DR, Steins M, Ready NE, et al. Nivolumab versus docetaxel in advanced nonsquamous non-small-cell lung cancer. N Engl J Med. 2015;373:1627–39.CrossRefPubMedPubMedCentral
5.
go back to reference Swanson MS, Sinha UK. Rationale for combined blockade of PD-1 and CTLA-4 in advanced head and neck squamous cell cancer—review of current data. Oral Oncol. 2015;51:12–5.CrossRefPubMed Swanson MS, Sinha UK. Rationale for combined blockade of PD-1 and CTLA-4 in advanced head and neck squamous cell cancer—review of current data. Oral Oncol. 2015;51:12–5.CrossRefPubMed
6.
go back to reference Herbst RS, Soria J, Kowanetz M, Fine GD, Hamid O, Gordon MS, et al. Predictive correlates of response to the anti-PD-L1 antibody MPDL3280A in cancer patients. Nature. 2014;515:563–7.CrossRefPubMedPubMedCentral Herbst RS, Soria J, Kowanetz M, Fine GD, Hamid O, Gordon MS, et al. Predictive correlates of response to the anti-PD-L1 antibody MPDL3280A in cancer patients. Nature. 2014;515:563–7.CrossRefPubMedPubMedCentral
7.
go back to reference Kim HR, Ha S, Hong MH, Heo SJ, Koh YW, Choi EC, et al. PD-L1 expression on immune cells, but not on tumor cells, is a favorable prognostic factor for head and neck cancer patients. Sci Rep-Uk. 2016;6:36956.CrossRef Kim HR, Ha S, Hong MH, Heo SJ, Koh YW, Choi EC, et al. PD-L1 expression on immune cells, but not on tumor cells, is a favorable prognostic factor for head and neck cancer patients. Sci Rep-Uk. 2016;6:36956.CrossRef
8.
go back to reference Fehrenbacher LD, Spira AM, Ballinger MP, Kowanetz MP, Vansteenkiste JP, Mazieres JP, et al. Atezolizumab versus docetaxel for patients with previously treated non-small-cell lung cancer (POPLAR): a multicentre, open-label, phase 2 randomised controlled trial. Lancet. 2016;387:1837–46.CrossRefPubMed Fehrenbacher LD, Spira AM, Ballinger MP, Kowanetz MP, Vansteenkiste JP, Mazieres JP, et al. Atezolizumab versus docetaxel for patients with previously treated non-small-cell lung cancer (POPLAR): a multicentre, open-label, phase 2 randomised controlled trial. Lancet. 2016;387:1837–46.CrossRefPubMed
9.
go back to reference Rittmeyer A, Barlesi F, Waterkamp D, Park K, Ciardiello F, von Pawel J, et al. Atezolizumab versus docetaxel in patients with previously treated non-small-cell lung cancer (OAK): a phase 3, open-label, multicentre randomised controlled trial. Lancet. 2017;389:255–65.CrossRefPubMed Rittmeyer A, Barlesi F, Waterkamp D, Park K, Ciardiello F, von Pawel J, et al. Atezolizumab versus docetaxel in patients with previously treated non-small-cell lung cancer (OAK): a phase 3, open-label, multicentre randomised controlled trial. Lancet. 2017;389:255–65.CrossRefPubMed
10.
go back to reference Caicedo C, Garcia-Velloso MJ, Lozano MD, Labiano T, Vigil Diaz C, Lopez-Picazo JM, et al. Role of [18F]FDG PET in prediction of KRAS and EGFR mutation status in patients with advanced non-small-cell lung cancer. Eur J Nucl Med Mol. 2014;I(41):2058–65.CrossRef Caicedo C, Garcia-Velloso MJ, Lozano MD, Labiano T, Vigil Diaz C, Lopez-Picazo JM, et al. Role of [18F]FDG PET in prediction of KRAS and EGFR mutation status in patients with advanced non-small-cell lung cancer. Eur J Nucl Med Mol. 2014;I(41):2058–65.CrossRef
11.
go back to reference Lv Z, Fan J, Xu J, Wu F, Huang Q, Guo M, et al. Value of 18F–FDG PET/CT for predicting EGFR mutations and positive ALK expression in patients with non-small cell lung cancer: a retrospective analysis of 849 Chinese patients. Eur J Nucl Med Mol. 2018;I(45):735–50.CrossRef Lv Z, Fan J, Xu J, Wu F, Huang Q, Guo M, et al. Value of 18F–FDG PET/CT for predicting EGFR mutations and positive ALK expression in patients with non-small cell lung cancer: a retrospective analysis of 849 Chinese patients. Eur J Nucl Med Mol. 2018;I(45):735–50.CrossRef
12.
go back to reference Zhang M, Wang D, Sun Q, Pu H, Wang Y, Zhao S, et al. Prognostic significance of PD-L1 expression and (18)F-FDG PET/CT in surgical pulmonary squamous cell carcinoma. Oncotarget. 2017;8:51630–40.PubMedPubMedCentral Zhang M, Wang D, Sun Q, Pu H, Wang Y, Zhao S, et al. Prognostic significance of PD-L1 expression and (18)F-FDG PET/CT in surgical pulmonary squamous cell carcinoma. Oncotarget. 2017;8:51630–40.PubMedPubMedCentral
13.
go back to reference Kaira K, Higuchi T, Naruse I, Arisaka Y, Tokue A, Altan B, et al. Metabolic activity by 18F–FDG-PET/CT is predictive of early response after nivolumab in previously treated NSCLC. Eur J Nucl Med Mol. 2018;I(45):56–66.CrossRef Kaira K, Higuchi T, Naruse I, Arisaka Y, Tokue A, Altan B, et al. Metabolic activity by 18F–FDG-PET/CT is predictive of early response after nivolumab in previously treated NSCLC. Eur J Nucl Med Mol. 2018;I(45):56–66.CrossRef
14.
go back to reference Takada K, Toyokawa G, Okamoto T, Baba S, Kozuma Y, Matsubara T, et al. Metabolic characteristics of programmed cell death-ligand 1-expressing lung cancer on 18F-fluorodeoxyglucose positron emission tomography/computed tomography. Cancer Med-Us. 2017;6:2552–611.CrossRef Takada K, Toyokawa G, Okamoto T, Baba S, Kozuma Y, Matsubara T, et al. Metabolic characteristics of programmed cell death-ligand 1-expressing lung cancer on 18F-fluorodeoxyglucose positron emission tomography/computed tomography. Cancer Med-Us. 2017;6:2552–611.CrossRef
15.
go back to reference Kaira K, Shimizu K, Kitahara S, Yajima T, Atsumi J, Kosaka T, et al. 2-Deoxy-2-[fluorine-18] fluoro-d-glucose uptake on positron emission tomography is associated with programmed death ligand-1 expression in patients with pulmonary adenocarcinoma. Eur J Cancer. 2018;101:181–90.CrossRefPubMed Kaira K, Shimizu K, Kitahara S, Yajima T, Atsumi J, Kosaka T, et al. 2-Deoxy-2-[fluorine-18] fluoro-d-glucose uptake on positron emission tomography is associated with programmed death ligand-1 expression in patients with pulmonary adenocarcinoma. Eur J Cancer. 2018;101:181–90.CrossRefPubMed
16.
go back to reference Lopci E, Toschi L, Grizzi F, Rahal D, Olivari L, Castino GF, et al. Correlation of metabolic information on FDG-PET with tissue expression of immune markers in patients with non-small cell lung cancer (NSCLC) who are candidates for upfront surgery. Eur J Nucl Med Mol. 2016;I(43):1954–61.CrossRef Lopci E, Toschi L, Grizzi F, Rahal D, Olivari L, Castino GF, et al. Correlation of metabolic information on FDG-PET with tissue expression of immune markers in patients with non-small cell lung cancer (NSCLC) who are candidates for upfront surgery. Eur J Nucl Med Mol. 2016;I(43):1954–61.CrossRef
17.
go back to reference Kazuki Takada GTTT. Association between PD-L1 expression and metabolic activity on 18F-FDG PET/CT in patients with small-sized lung cancer. Anticancer Res. 2017;37:7073–82.PubMed Kazuki Takada GTTT. Association between PD-L1 expression and metabolic activity on 18F-FDG PET/CT in patients with small-sized lung cancer. Anticancer Res. 2017;37:7073–82.PubMed
18.
go back to reference Takada K, Toyokawa G, Azuma K, Takamori S, Jogo T, Hirai F, et al. Radiological features of programmed cell death-ligand 2-positive lung adenocarcinoma: a single-institution retrospective study. Vivo. 2018;32:1541–50.CrossRef Takada K, Toyokawa G, Azuma K, Takamori S, Jogo T, Hirai F, et al. Radiological features of programmed cell death-ligand 2-positive lung adenocarcinoma: a single-institution retrospective study. Vivo. 2018;32:1541–50.CrossRef
19.
go back to reference Kasahara N, Kaira K, Bao P, Higuchi T, Arisaka Y, Erkhem-Ochir B, et al. Correlation of tumor-related immunity with 18F-FDG-PET in pulmonary squamous-cell carcinoma. Lung Cancer. 2018;119:71–7.CrossRefPubMed Kasahara N, Kaira K, Bao P, Higuchi T, Arisaka Y, Erkhem-Ochir B, et al. Correlation of tumor-related immunity with 18F-FDG-PET in pulmonary squamous-cell carcinoma. Lung Cancer. 2018;119:71–7.CrossRefPubMed
20.
go back to reference Castello A, Grizzi F, Toschi L, Rossi S, Rahal D, Marchesi F, et al. Tumor heterogeneity, hypoxia, and immune markers in surgically resected non-small-cell lung cancer. Nucl Med Commun. 2018;39:636–44.CrossRefPubMed Castello A, Grizzi F, Toschi L, Rossi S, Rahal D, Marchesi F, et al. Tumor heterogeneity, hypoxia, and immune markers in surgically resected non-small-cell lung cancer. Nucl Med Commun. 2018;39:636–44.CrossRefPubMed
21.
go back to reference Driver BR, Miller RA, Miller T, Deavers M. Programmed death ligand-1 (PD-L1) expression in either tumor cells or tumor-infiltrating immune cells correlates with solid and high-grade lung adenocarcinomas. Arch Pathol Lab Med. 2017;141:1529–32.CrossRefPubMed Driver BR, Miller RA, Miller T, Deavers M. Programmed death ligand-1 (PD-L1) expression in either tumor cells or tumor-infiltrating immune cells correlates with solid and high-grade lung adenocarcinomas. Arch Pathol Lab Med. 2017;141:1529–32.CrossRefPubMed
22.
go back to reference Jeong H, Kim S, Hong B, Lee C, Kim Y, Bok S, et al. Tumor-associated macrophages enhance tumor hypoxia and aerobic glycolysis. Cancer Res. 2019;79:795–806.PubMed Jeong H, Kim S, Hong B, Lee C, Kim Y, Bok S, et al. Tumor-associated macrophages enhance tumor hypoxia and aerobic glycolysis. Cancer Res. 2019;79:795–806.PubMed
23.
go back to reference Nguyen N, Bellile E, Thomas D, McHugh J, Rozek L, Virani S, et al. Tumor infiltrating lymphocytes and survival in patients with head and neck squamous cell carcinoma. Head Neck. 2016;38:1074–84.CrossRefPubMedPubMedCentral Nguyen N, Bellile E, Thomas D, McHugh J, Rozek L, Virani S, et al. Tumor infiltrating lymphocytes and survival in patients with head and neck squamous cell carcinoma. Head Neck. 2016;38:1074–84.CrossRefPubMedPubMedCentral
24.
go back to reference Rimm DL, Han G, Taube JM, Yi ES, Bridge JA, Flieder DB, et al. A prospective, multi-institutional, pathologist-based assessment of 4 immunohistochemistry assays for PD-L1 expression in non-small cell lung cancer. Jama Oncol. 2017;3:1051–8.CrossRefPubMedPubMedCentral Rimm DL, Han G, Taube JM, Yi ES, Bridge JA, Flieder DB, et al. A prospective, multi-institutional, pathologist-based assessment of 4 immunohistochemistry assays for PD-L1 expression in non-small cell lung cancer. Jama Oncol. 2017;3:1051–8.CrossRefPubMedPubMedCentral
25.
go back to reference Scheel AH, Dietel M, Heukamp LC, Johrens K, Kirchner T, Reu S, et al. Harmonized PD-L1 immunohistochemistry for pulmonary squamous-cell and adenocarcinomas. Mod Pathol. 2016;29:1165–72.CrossRefPubMed Scheel AH, Dietel M, Heukamp LC, Johrens K, Kirchner T, Reu S, et al. Harmonized PD-L1 immunohistochemistry for pulmonary squamous-cell and adenocarcinomas. Mod Pathol. 2016;29:1165–72.CrossRefPubMed
26.
go back to reference Jreige M, Letovanec I, Chaba K, Renaud S, Rusakiewicz S, Cristina V, et al. 18F-FDG PET metabolic-to-morphological volume ratio predicts PD-L1 tumour expression and response to PD-1 blockade in non-small-cell lung cancer. Eur J Nucl Med Mol. 2019;I(46):1859–68.CrossRef Jreige M, Letovanec I, Chaba K, Renaud S, Rusakiewicz S, Cristina V, et al. 18F-FDG PET metabolic-to-morphological volume ratio predicts PD-L1 tumour expression and response to PD-1 blockade in non-small-cell lung cancer. Eur J Nucl Med Mol. 2019;I(46):1859–68.CrossRef
27.
go back to reference Evangelista L, Cuppari L, Menis J, Bonanno L, Reccia P, Frega S, et al. 18F-FDG PET/CT in non-small-cell lung cancer patients : a potential predictive biomarker of response to immunotherapy. Nucl Med Commun. 2019;40:802–7.CrossRefPubMed Evangelista L, Cuppari L, Menis J, Bonanno L, Reccia P, Frega S, et al. 18F-FDG PET/CT in non-small-cell lung cancer patients : a potential predictive biomarker of response to immunotherapy. Nucl Med Commun. 2019;40:802–7.CrossRefPubMed
28.
go back to reference Jagoda EM, Vasalatiy O, Basuli F, Opina ACL, Williams MR, Wong K, et al. Immuno-PET imaging of the programmed cell death-1 ligand (PD-L1) using a zirconium-89 labeled therapeutic antibody. Avelumab Mol Imaging. 2019;18:296576150. Jagoda EM, Vasalatiy O, Basuli F, Opina ACL, Williams MR, Wong K, et al. Immuno-PET imaging of the programmed cell death-1 ligand (PD-L1) using a zirconium-89 labeled therapeutic antibody. Avelumab Mol Imaging. 2019;18:296576150.
29.
go back to reference Ehlerding EB, Lee HJ, Barnhart TE, Jiang D, Kang L, McNeel DG, et al. Noninvasive imaging and quantification of radiotherapy-induced PD-L1 upregulation with89 Zr–Df–atezolizumab. Bioconjugate Chem. 2019;30:1434–41.CrossRef Ehlerding EB, Lee HJ, Barnhart TE, Jiang D, Kang L, McNeel DG, et al. Noninvasive imaging and quantification of radiotherapy-induced PD-L1 upregulation with89 Zr–Df–atezolizumab. Bioconjugate Chem. 2019;30:1434–41.CrossRef
Metadata
Title
18F-FDG maximum standard uptake value predicts PD-L1 expression on tumor cells or tumor-infiltrating immune cells in non-small cell lung cancer
Authors
Bingxin Hu
Weijia Chen
Yingying Zhang
Hongcheng Shi
Dengfeng Cheng
Yan Xiu
Publication date
01-05-2020
Publisher
Springer Singapore
Keywords
NSCLC
NSCLC
Published in
Annals of Nuclear Medicine / Issue 5/2020
Print ISSN: 0914-7187
Electronic ISSN: 1864-6433
DOI
https://doi.org/10.1007/s12149-020-01451-0

Other articles of this Issue 5/2020

Annals of Nuclear Medicine 5/2020 Go to the issue