Skip to main content
Erschienen in: European Journal of Nuclear Medicine and Molecular Imaging 11/2021

27.03.2021 | Original Article

Total metabolic tumor volume and spleen metabolism on baseline [18F]-FDG PET/CT as independent prognostic biomarkers of recurrence in resected breast cancer

verfasst von: Romain-David Seban, Roman Rouzier, Aurelien Latouche, Nicolas Deleval, Jean-Marc Guinebretiere, Irene Buvat, Francois-Clement Bidard, Laurence Champion

Erschienen in: European Journal of Nuclear Medicine and Molecular Imaging | Ausgabe 11/2021

Einloggen, um Zugang zu erhalten

Abstract

Purpose

We evaluated whether biomarkers on baseline [18F]-FDG PET/CT are associated with recurrence after surgery in patients with invasive breast cancer of no special type (NST).

Methods

In this retrospective single-center study, we included consecutive patients with non-metastatic breast cancer of NST who underwent [18F]-FDG PET/CT before treatment, including surgery, between 2011 and 2016. Clinicopathological data were collected. Tumor SUVmax, total metabolic tumor volume (TMTV), and spleen- and bone marrow-to-liver SUVmax ratios (SLR, BLR) were measured from the PET images. Cut-off values were determined using predictiveness curves to predict 5-year recurrence-free survival (5y-RFS). A multivariable prediction model was developed using Cox regression. The association with stromal tumor-infiltrating lymphocytes (TILs) levels (low if <50%) was studied by logistic regression.

Results

Three hundred and three women were eligible, including 93 (31%) with triple-negative breast carcinoma. After a median follow-up of 6.2 years, 56 and 35 patients experienced recurrence and death, respectively. The 5y-RFS rate was 86%. In multivariable analyses, high TMTV (>20 cm3) and high SLR (>0.76) were associated with shorter 5y-RFS (HR 2.4, 95%CI 1.3–4.5, and HR 1.9, 95%CI 1.0–3.6). In logistic regression, high SLR was the only independent factor associated with low stromal TILs (OR 2.8, 95%CI 1.4–5.7).

Conclusion

High total metabolic tumor volume and high spleen glucose metabolism on baseline [18F]-FDG PET/CT were associated with poor 5y-RFS after surgical resection in patients with breast cancer of NST. Spleen metabolism was inversely correlated with stromal TILs and might be a surrogate for an immunosuppressive tumor microenvironment.
Anhänge
Nur mit Berechtigung zugänglich
Literatur
1.
Zurück zum Zitat Desmedt C, Piette F, Loi S, Wang Y, Lallemand F, Haibe-Kains B, et al. Strong time dependence of the 76-gene prognostic signature for node-negative breast cancer patients in the TRANSBIG multicenter independent validation series. Clin Cancer Res. 2007;13:3207–14.PubMedCrossRef Desmedt C, Piette F, Loi S, Wang Y, Lallemand F, Haibe-Kains B, et al. Strong time dependence of the 76-gene prognostic signature for node-negative breast cancer patients in the TRANSBIG multicenter independent validation series. Clin Cancer Res. 2007;13:3207–14.PubMedCrossRef
2.
Zurück zum Zitat Albain KS, Barlow WE, Shak S, Hortobagyi GN, Livingston RB, Yeh I-T, et al. Prognostic and predictive value of the 21-gene recurrence score assay in postmenopausal women with node-positive, oestrogen-receptor-positive breast cancer on chemotherapy: a retrospective analysis of a randomised trial. Lancet Oncol. 2010;11:55–65.PubMedCrossRef Albain KS, Barlow WE, Shak S, Hortobagyi GN, Livingston RB, Yeh I-T, et al. Prognostic and predictive value of the 21-gene recurrence score assay in postmenopausal women with node-positive, oestrogen-receptor-positive breast cancer on chemotherapy: a retrospective analysis of a randomised trial. Lancet Oncol. 2010;11:55–65.PubMedCrossRef
3.
Zurück zum Zitat Lee SH, Ha S, An HJ, Lee JS, Han W, Im S-A, et al. Association between partial-volume corrected SUVmax and Oncotype DX recurrence score in early-stage, ER-positive/HER2-negative invasive breast cancer. Eur J Nucl Med Mol Imaging. 2016;43:1574–84.PubMedCrossRef Lee SH, Ha S, An HJ, Lee JS, Han W, Im S-A, et al. Association between partial-volume corrected SUVmax and Oncotype DX recurrence score in early-stage, ER-positive/HER2-negative invasive breast cancer. Eur J Nucl Med Mol Imaging. 2016;43:1574–84.PubMedCrossRef
4.
Zurück zum Zitat Buus R, Sestak I, Kronenwett R, Ferree S, Schnabel CA, Baehner FL, et al. Molecular drivers of Oncotype DX, Prosigna, EndoPredict, and the Breast Cancer Index: a TransATAC study. J Clin Oncol. 2021;39:126–35.PubMedCrossRef Buus R, Sestak I, Kronenwett R, Ferree S, Schnabel CA, Baehner FL, et al. Molecular drivers of Oncotype DX, Prosigna, EndoPredict, and the Breast Cancer Index: a TransATAC study. J Clin Oncol. 2021;39:126–35.PubMedCrossRef
5.
Zurück zum Zitat Ko H, Baghdadi Y, Love C, Sparano JA. Clinical utility of 18F-FDG PET/CT in staging localized breast cancer before initiating preoperative systemic therapy. J Natl Compr Cancer Netw. 2020;18:1240–6.CrossRef Ko H, Baghdadi Y, Love C, Sparano JA. Clinical utility of 18F-FDG PET/CT in staging localized breast cancer before initiating preoperative systemic therapy. J Natl Compr Cancer Netw. 2020;18:1240–6.CrossRef
6.
Zurück zum Zitat Hyland CJ, Varghese F, Yau C, Beckwith H, Khoury K, Varnado W, et al. Use of 18F-FDG PET/CT as an initial staging procedure for stage II-III breast cancer: a multicenter value analysis. J Natl Compr Cancer Netw. 2020;18:1510–7.CrossRef Hyland CJ, Varghese F, Yau C, Beckwith H, Khoury K, Varnado W, et al. Use of 18F-FDG PET/CT as an initial staging procedure for stage II-III breast cancer: a multicenter value analysis. J Natl Compr Cancer Netw. 2020;18:1510–7.CrossRef
7.
Zurück zum Zitat Nakajo M, Kajiya Y, Kaneko T, Kaneko Y, Takasaki T, Tani A, et al. FDG PET/CT and diffusion-weighted imaging for breast cancer: prognostic value of maximum standardized uptake values and apparent diffusion coefficient values of the primary lesion. Eur J Nucl Med Mol Imaging. 2010;37:2011–20.PubMedCrossRef Nakajo M, Kajiya Y, Kaneko T, Kaneko Y, Takasaki T, Tani A, et al. FDG PET/CT and diffusion-weighted imaging for breast cancer: prognostic value of maximum standardized uptake values and apparent diffusion coefficient values of the primary lesion. Eur J Nucl Med Mol Imaging. 2010;37:2011–20.PubMedCrossRef
8.
Zurück zum Zitat Groheux D, Giacchetti S, Moretti J-L, Porcher R, Espié M, Lehmann-Che J, et al. Correlation of high 18F-FDG uptake to clinical, pathological and biological prognostic factors in breast cancer. Eur J Nucl Med Mol Imaging. 2011;38:426–35.PubMedCrossRef Groheux D, Giacchetti S, Moretti J-L, Porcher R, Espié M, Lehmann-Che J, et al. Correlation of high 18F-FDG uptake to clinical, pathological and biological prognostic factors in breast cancer. Eur J Nucl Med Mol Imaging. 2011;38:426–35.PubMedCrossRef
9.
Zurück zum Zitat Koo HR, Park JS, Kang KW, Han W, Park IA, Moon WK. Correlation between (18)F-FDG uptake on PET/CT and prognostic factors in triple-negative breast cancer. Eur Radiol. 2015;25:3314–21.PubMedCrossRef Koo HR, Park JS, Kang KW, Han W, Park IA, Moon WK. Correlation between (18)F-FDG uptake on PET/CT and prognostic factors in triple-negative breast cancer. Eur Radiol. 2015;25:3314–21.PubMedCrossRef
10.
Zurück zum Zitat Nishimukai A, Inoue N, Kira A, Takeda M, Morimoto K, Araki K, et al. Tumor size and proliferative marker geminin rather than Ki67 expression levels significantly associated with maximum uptake of 18F-deoxyglucose levels on positron emission tomography for breast cancers. PLoS One. 2017;12:e0184508.PubMedPubMedCentralCrossRef Nishimukai A, Inoue N, Kira A, Takeda M, Morimoto K, Araki K, et al. Tumor size and proliferative marker geminin rather than Ki67 expression levels significantly associated with maximum uptake of 18F-deoxyglucose levels on positron emission tomography for breast cancers. PLoS One. 2017;12:e0184508.PubMedPubMedCentralCrossRef
11.
Zurück zum Zitat Kitajima K, Yamano T, Fukushima K, Miyoshi Y, Hirota S, Kawanaka Y, et al. Correlation of the SUVmax of FDG-PET and ADC values of diffusion-weighted MR imaging with pathologic prognostic factors in breast carcinoma. Eur J Radiol. 2016;85:943–9.PubMedCrossRef Kitajima K, Yamano T, Fukushima K, Miyoshi Y, Hirota S, Kawanaka Y, et al. Correlation of the SUVmax of FDG-PET and ADC values of diffusion-weighted MR imaging with pathologic prognostic factors in breast carcinoma. Eur J Radiol. 2016;85:943–9.PubMedCrossRef
12.
Zurück zum Zitat Yoo J, Yoon H-J, Kim BS. Prognostic value of primary tumor SUVmax on F-18 FDG PET/CT compared with semi-quantitative tumor uptake on Tc-99m sestamibi breast-specific gamma imaging in invasive ductal breast cancer. Ann Nucl Med. 2017;31:19–28.PubMedCrossRef Yoo J, Yoon H-J, Kim BS. Prognostic value of primary tumor SUVmax on F-18 FDG PET/CT compared with semi-quantitative tumor uptake on Tc-99m sestamibi breast-specific gamma imaging in invasive ductal breast cancer. Ann Nucl Med. 2017;31:19–28.PubMedCrossRef
13.
Zurück zum Zitat Diao W, Tian F, Jia Z. The prognostic value of SUVmax measuring on primary lesion and ALN by 18F-FDG PET or PET/CT in patients with breast cancer. Eur J Radiol. 2018;105:1–7.PubMedCrossRef Diao W, Tian F, Jia Z. The prognostic value of SUVmax measuring on primary lesion and ALN by 18F-FDG PET or PET/CT in patients with breast cancer. Eur J Radiol. 2018;105:1–7.PubMedCrossRef
14.
Zurück zum Zitat Jiménez-Ballvé A, García García-Esquinas M, Salsidua-Arroyo O, Serrano-Palacio A, García-Sáenz JA, Ortega Candil A, et al. Prognostic value of metabolic tumour volume and total lesion glycolysis in 18F-FDG PET/CT scans in locally advanced breast cancer staging. Rev Esp Med Nucl Imagen Mol. 2016;35:365–72.PubMed Jiménez-Ballvé A, García García-Esquinas M, Salsidua-Arroyo O, Serrano-Palacio A, García-Sáenz JA, Ortega Candil A, et al. Prognostic value of metabolic tumour volume and total lesion glycolysis in 18F-FDG PET/CT scans in locally advanced breast cancer staging. Rev Esp Med Nucl Imagen Mol. 2016;35:365–72.PubMed
15.
Zurück zum Zitat Higuchi T, Fujimoto Y, Ozawa H, Bun A, Fukui R, Miyagawa Y, et al. Significance of metabolic tumor volume at baseline and reduction of mean standardized uptake value in 18F-FDG-PET/CT imaging for predicting pathological complete response in breast cancers treated with preoperative chemotherapy. Ann Surg Oncol. 2019;26:2175–83.PubMedPubMedCentralCrossRef Higuchi T, Fujimoto Y, Ozawa H, Bun A, Fukui R, Miyagawa Y, et al. Significance of metabolic tumor volume at baseline and reduction of mean standardized uptake value in 18F-FDG-PET/CT imaging for predicting pathological complete response in breast cancers treated with preoperative chemotherapy. Ann Surg Oncol. 2019;26:2175–83.PubMedPubMedCentralCrossRef
16.
Zurück zum Zitat Lemarignier C, Martineau A, Teixeira L, Vercellino L, Espié M, Merlet P, et al. Correlation between tumour characteristics, SUV measurements, metabolic tumour volume, TLG and textural features assessed with 18F-FDG PET in a large cohort of oestrogen receptor-positive breast cancer patients. Eur J Nucl Med Mol Imaging. 2017;44:1145–54.PubMedCrossRef Lemarignier C, Martineau A, Teixeira L, Vercellino L, Espié M, Merlet P, et al. Correlation between tumour characteristics, SUV measurements, metabolic tumour volume, TLG and textural features assessed with 18F-FDG PET in a large cohort of oestrogen receptor-positive breast cancer patients. Eur J Nucl Med Mol Imaging. 2017;44:1145–54.PubMedCrossRef
17.
Zurück zum Zitat Seban R-D, Robert C, Dercle L, Yeh R, Dunant A, Reuze S, et al. Increased bone marrow SUVmax on 18F-FDG PET is associated with higher pelvic treatment failure in patients with cervical cancer treated by chemoradiotherapy and brachytherapy. Oncoimmunology. 2019;8:e1574197.PubMedPubMedCentralCrossRef Seban R-D, Robert C, Dercle L, Yeh R, Dunant A, Reuze S, et al. Increased bone marrow SUVmax on 18F-FDG PET is associated with higher pelvic treatment failure in patients with cervical cancer treated by chemoradiotherapy and brachytherapy. Oncoimmunology. 2019;8:e1574197.PubMedPubMedCentralCrossRef
18.
Zurück zum Zitat Seban R-D, Nemer JS, Marabelle A, Yeh R, Deutsch E, Ammari S, et al. Prognostic and theranostic 18F-FDG PET biomarkers for anti-PD1 immunotherapy in metastatic melanoma: association with outcome and transcriptomics. Eur J Nucl Med Mol Imaging. 2019;46:2298–310.PubMedCrossRef Seban R-D, Nemer JS, Marabelle A, Yeh R, Deutsch E, Ammari S, et al. Prognostic and theranostic 18F-FDG PET biomarkers for anti-PD1 immunotherapy in metastatic melanoma: association with outcome and transcriptomics. Eur J Nucl Med Mol Imaging. 2019;46:2298–310.PubMedCrossRef
19.
Zurück zum Zitat Seban R-D, Moya-Plana A, Antonios L, Yeh R, Marabelle A, Deutsch E, et al. Prognostic 18F-FDG PET biomarkers in metastatic mucosal and cutaneous melanoma treated with immune checkpoint inhibitors targeting PD-1 and CTLA-4. Eur J Nucl Med Mol Imaging. 2020. Seban R-D, Moya-Plana A, Antonios L, Yeh R, Marabelle A, Deutsch E, et al. Prognostic 18F-FDG PET biomarkers in metastatic mucosal and cutaneous melanoma treated with immune checkpoint inhibitors targeting PD-1 and CTLA-4. Eur J Nucl Med Mol Imaging. 2020.
20.
Zurück zum Zitat Wong A, Callahan J, Keyaerts M, Neyns B, Mangana J, Aberle S, et al. 18F-FDG PET/CT based spleen to liver ratio associates with clinical outcome to ipilimumab in patients with metastatic melanoma. Cancer Imaging. 2020;20:36.PubMedPubMedCentralCrossRef Wong A, Callahan J, Keyaerts M, Neyns B, Mangana J, Aberle S, et al. 18F-FDG PET/CT based spleen to liver ratio associates with clinical outcome to ipilimumab in patients with metastatic melanoma. Cancer Imaging. 2020;20:36.PubMedPubMedCentralCrossRef
21.
Zurück zum Zitat Prigent K, Lasnon C, Ezine E, Janson M, Coudrais N, Joly E, et al. Assessing immune organs on 18F-FDG PET/CT imaging for therapy monitoring of immune checkpoint inhibitors: inter-observer variability, prognostic value and evolution during the treatment course of melanoma patients. Eur J Nucl Med Mol Imaging. 2021. Prigent K, Lasnon C, Ezine E, Janson M, Coudrais N, Joly E, et al. Assessing immune organs on 18F-FDG PET/CT imaging for therapy monitoring of immune checkpoint inhibitors: inter-observer variability, prognostic value and evolution during the treatment course of melanoma patients. Eur J Nucl Med Mol Imaging. 2021.
22.
Zurück zum Zitat Şahin E, Elboğa U. Relationship between reticuloendothelial systems’ FDG uptake level and clinicopathological features in patient with invasive ductal breast cancer. Radiol Med. 2017;122:785–92.PubMedCrossRef Şahin E, Elboğa U. Relationship between reticuloendothelial systems’ FDG uptake level and clinicopathological features in patient with invasive ductal breast cancer. Radiol Med. 2017;122:785–92.PubMedCrossRef
23.
Zurück zum Zitat Bang J-I, Yoon H-J, Kim BS. Clinical utility of FDG uptake within reticuloendothelial system on F-18 FDG PET/CT for prediction of tumor recurrence in breast cancer. PLoS One. 2018;13:e0208861.PubMedPubMedCentralCrossRef Bang J-I, Yoon H-J, Kim BS. Clinical utility of FDG uptake within reticuloendothelial system on F-18 FDG PET/CT for prediction of tumor recurrence in breast cancer. PLoS One. 2018;13:e0208861.PubMedPubMedCentralCrossRef
24.
Zurück zum Zitat Lee JW, Kim SY, Han SW, Lee JE, Lee HJ, Heo NH, et al. [18F]FDG uptake of bone marrow on PET/CT for predicting distant recurrence in breast cancer patients after surgical resection. EJNMMI Res. 2020;10:72.PubMedPubMedCentralCrossRef Lee JW, Kim SY, Han SW, Lee JE, Lee HJ, Heo NH, et al. [18F]FDG uptake of bone marrow on PET/CT for predicting distant recurrence in breast cancer patients after surgical resection. EJNMMI Res. 2020;10:72.PubMedPubMedCentralCrossRef
25.
Zurück zum Zitat Lee JW, Lee M-S, Chung IK, Son MW, Cho YS, Lee SM. Clinical implication of FDG uptake of bone marrow on PET/CT in gastric cancer patients with surgical resection. World J Gastroenterol. 2017;23:2385–95.PubMedPubMedCentralCrossRef Lee JW, Lee M-S, Chung IK, Son MW, Cho YS, Lee SM. Clinical implication of FDG uptake of bone marrow on PET/CT in gastric cancer patients with surgical resection. World J Gastroenterol. 2017;23:2385–95.PubMedPubMedCentralCrossRef
26.
Zurück zum Zitat Yoon H-J, Kim BS, Moon CM, Yoo J, Lee KE, Kim Y. Prognostic value of diffuse splenic FDG uptake on PET/CT in patients with gastric cancer. PLoS One. 2018;13:e0196110.PubMedPubMedCentralCrossRef Yoon H-J, Kim BS, Moon CM, Yoo J, Lee KE, Kim Y. Prognostic value of diffuse splenic FDG uptake on PET/CT in patients with gastric cancer. PLoS One. 2018;13:e0196110.PubMedPubMedCentralCrossRef
27.
Zurück zum Zitat Lee JW, Choi JS, Lyu J, Lee SM. Prognostic significance of 18F-fluorodeoxyglucose uptake of bone marrow measured on positron emission tomography in patients with small cell lung cancer. Lung Cancer. 2018;118:41–7.PubMedCrossRef Lee JW, Choi JS, Lyu J, Lee SM. Prognostic significance of 18F-fluorodeoxyglucose uptake of bone marrow measured on positron emission tomography in patients with small cell lung cancer. Lung Cancer. 2018;118:41–7.PubMedCrossRef
28.
Zurück zum Zitat Jeong H, Hwang I, Kang SH, Shin HC, Kwon SY. Tumor-associated macrophages as potential prognostic biomarkers of invasive breast cancer. J Breast Cancer. 2019;22:38–51.PubMedPubMedCentralCrossRef Jeong H, Hwang I, Kang SH, Shin HC, Kwon SY. Tumor-associated macrophages as potential prognostic biomarkers of invasive breast cancer. J Breast Cancer. 2019;22:38–51.PubMedPubMedCentralCrossRef
29.
Zurück zum Zitat Hashemi V, Maleki LA, Esmaily M, Masjedi A, Ghalamfarsa G, Namdar A, et al. Regulatory T cells in breast cancer as a potent anti-cancer therapeutic target. Int Immunopharmacol. 2020;78:106087.PubMedCrossRef Hashemi V, Maleki LA, Esmaily M, Masjedi A, Ghalamfarsa G, Namdar A, et al. Regulatory T cells in breast cancer as a potent anti-cancer therapeutic target. Int Immunopharmacol. 2020;78:106087.PubMedCrossRef
30.
Zurück zum Zitat Alshetaiwi H, Pervolarakis N, McIntyre LL, Ma D, Nguyen Q, Rath JA, et al. Defining the emergence of myeloid-derived suppressor cells in breast cancer using single-cell transcriptomics. Sci Immunol. 2020;5. Alshetaiwi H, Pervolarakis N, McIntyre LL, Ma D, Nguyen Q, Rath JA, et al. Defining the emergence of myeloid-derived suppressor cells in breast cancer using single-cell transcriptomics. Sci Immunol. 2020;5.
31.
Zurück zum Zitat Seban R-D, Champion L, Schwartz LH, Dercle L. Spleen glucose metabolism on [18F]-FDG PET/CT: a dynamic double-edged biomarker predicting outcome in cancer patients. Eur J Nucl Med Mol Imaging. 2021. Seban R-D, Champion L, Schwartz LH, Dercle L. Spleen glucose metabolism on [18F]-FDG PET/CT: a dynamic double-edged biomarker predicting outcome in cancer patients. Eur J Nucl Med Mol Imaging. 2021.
32.
Zurück zum Zitat Amin MB, Greene FL, Edge SB, Compton CC, Gershenwald JE, Brookland RK, et al. The eighth edition AJCC cancer staging manual: continuing to build a bridge from a population-based to a more “personalized” approach to cancer staging. CA Cancer J Clin. 2017;67:93–9.PubMedCrossRef Amin MB, Greene FL, Edge SB, Compton CC, Gershenwald JE, Brookland RK, et al. The eighth edition AJCC cancer staging manual: continuing to build a bridge from a population-based to a more “personalized” approach to cancer staging. CA Cancer J Clin. 2017;67:93–9.PubMedCrossRef
33.
Zurück zum Zitat Cserni G, Chmielik E, Cserni B, Tot T. The new TNM-based staging of breast cancer. Virchows Arch. 2018;472:697–703.PubMedCrossRef Cserni G, Chmielik E, Cserni B, Tot T. The new TNM-based staging of breast cancer. Virchows Arch. 2018;472:697–703.PubMedCrossRef
34.
Zurück zum Zitat Loi S, Sirtaine N, Piette F, Salgado R, Viale G, Van Eenoo F, et al. Prognostic and predictive value of tumor-infiltrating lymphocytes in a phase III randomized adjuvant breast cancer trial in node-positive breast cancer comparing the addition of docetaxel to doxorubicin with doxorubicin-based chemotherapy: BIG 02-98. J Clin Oncol. 2013;31:860–7.PubMedCrossRef Loi S, Sirtaine N, Piette F, Salgado R, Viale G, Van Eenoo F, et al. Prognostic and predictive value of tumor-infiltrating lymphocytes in a phase III randomized adjuvant breast cancer trial in node-positive breast cancer comparing the addition of docetaxel to doxorubicin with doxorubicin-based chemotherapy: BIG 02-98. J Clin Oncol. 2013;31:860–7.PubMedCrossRef
35.
Zurück zum Zitat Goldhirsch A, Wood WC, Coates AS, Gelber RD, Thürlimann B, Senn H-J, et al. Strategies for subtypes--dealing with the diversity of breast cancer: highlights of the St. Gallen international expert consensus on the primary therapy of early breast cancer 2011. Ann Oncol. 2011;22:1736–47.PubMedPubMedCentralCrossRef Goldhirsch A, Wood WC, Coates AS, Gelber RD, Thürlimann B, Senn H-J, et al. Strategies for subtypes--dealing with the diversity of breast cancer: highlights of the St. Gallen international expert consensus on the primary therapy of early breast cancer 2011. Ann Oncol. 2011;22:1736–47.PubMedPubMedCentralCrossRef
36.
Zurück zum Zitat Boellaard R, Delgado-Bolton R, Oyen WJG, Giammarile F, Tatsch K, Eschner W, et al. FDG PET/CT: EANM procedure guidelines for tumour imaging: version 2.0. Eur J Nucl Med Mol Imaging. 2015;42:328–54.PubMedCrossRef Boellaard R, Delgado-Bolton R, Oyen WJG, Giammarile F, Tatsch K, Eschner W, et al. FDG PET/CT: EANM procedure guidelines for tumour imaging: version 2.0. Eur J Nucl Med Mol Imaging. 2015;42:328–54.PubMedCrossRef
37.
Zurück zum Zitat Schemper M, Smith TL. A note on quantifying follow-up in studies of failure time. Control Clin Trials. 1996;17:343–6.PubMedCrossRef Schemper M, Smith TL. A note on quantifying follow-up in studies of failure time. Control Clin Trials. 1996;17:343–6.PubMedCrossRef
38.
Zurück zum Zitat Viallon V, Latouche A. Discrimination measures for survival outcomes: connection between the AUC and the predictiveness curve. Biom J. 2011;53:217–36.PubMedCrossRef Viallon V, Latouche A. Discrimination measures for survival outcomes: connection between the AUC and the predictiveness curve. Biom J. 2011;53:217–36.PubMedCrossRef
39.
40.
Zurück zum Zitat Latouche A, Allignol A, Beyersmann J, Labopin M, Fine JP. A competing risks analysis should report results on all cause-specific hazards and cumulative incidence functions. J Clin Epidemiol. 2013;66:648–53.PubMedCrossRef Latouche A, Allignol A, Beyersmann J, Labopin M, Fine JP. A competing risks analysis should report results on all cause-specific hazards and cumulative incidence functions. J Clin Epidemiol. 2013;66:648–53.PubMedCrossRef
42.
Zurück zum Zitat Milano MT, Katz AW, Zhang H, Okunieff P. Oligometastases treated with stereotactic body radiotherapy: long-term follow-up of prospective study. Int J Radiat Oncol Biol Phys. 2012;83:878–86.PubMedCrossRef Milano MT, Katz AW, Zhang H, Okunieff P. Oligometastases treated with stereotactic body radiotherapy: long-term follow-up of prospective study. Int J Radiat Oncol Biol Phys. 2012;83:878–86.PubMedCrossRef
43.
Zurück zum Zitat Denkert C, von Minckwitz G, Darb-Esfahani S, Lederer B, Heppner BI, Weber KE, et al. Tumour-infiltrating lymphocytes and prognosis in different subtypes of breast cancer: a pooled analysis of 3771 patients treated with neoadjuvant therapy. Lancet Oncol. 2018;19:40–50.PubMedCrossRef Denkert C, von Minckwitz G, Darb-Esfahani S, Lederer B, Heppner BI, Weber KE, et al. Tumour-infiltrating lymphocytes and prognosis in different subtypes of breast cancer: a pooled analysis of 3771 patients treated with neoadjuvant therapy. Lancet Oncol. 2018;19:40–50.PubMedCrossRef
44.
Zurück zum Zitat Annaratone L, Cascardi E, Vissio E, Sarotto I, Chmielik E, Sapino A, et al. The multifaceted nature of tumor microenvironment in breast carcinomas. Pathobiology. 2020;87:125–42.PubMedCrossRef Annaratone L, Cascardi E, Vissio E, Sarotto I, Chmielik E, Sapino A, et al. The multifaceted nature of tumor microenvironment in breast carcinomas. Pathobiology. 2020;87:125–42.PubMedCrossRef
45.
Zurück zum Zitat Christmas BJ, Rafie CI, Hopkins AC, Scott BA, Ma HS, Cruz KA, et al. Entinostat converts immune-resistant breast and pancreatic cancers into checkpoint-responsive tumors by reprogramming tumor-infiltrating MDSCs. Cancer Immunol Res. 2018;6:1561–77.PubMedPubMedCentralCrossRef Christmas BJ, Rafie CI, Hopkins AC, Scott BA, Ma HS, Cruz KA, et al. Entinostat converts immune-resistant breast and pancreatic cancers into checkpoint-responsive tumors by reprogramming tumor-infiltrating MDSCs. Cancer Immunol Res. 2018;6:1561–77.PubMedPubMedCentralCrossRef
46.
Zurück zum Zitat Seban R-D, Assié J-B, Giroux-Leprieur E, Massiani M-A, Soussan M, Bonardel G, et al. Association of the metabolic score using baseline FDG-PET/CT and dNLR with immunotherapy outcomes in advanced NSCLC patients treated with first-line pembrolizumab. Cancers. Multidisciplinary Digital Publishing Institute; 2020;12:2234. Seban R-D, Assié J-B, Giroux-Leprieur E, Massiani M-A, Soussan M, Bonardel G, et al. Association of the metabolic score using baseline FDG-PET/CT and dNLR with immunotherapy outcomes in advanced NSCLC patients treated with first-line pembrolizumab. Cancers. Multidisciplinary Digital Publishing Institute; 2020;12:2234.
47.
Zurück zum Zitat Tylski P, Stute S, Grotus N, Doyeux K, Hapdey S, Gardin I, et al. Comparative assessment of methods for estimating tumor volume and standardized uptake value in (18)F-FDG PET. J Nucl Med. 2010;51:268–76.PubMedCrossRef Tylski P, Stute S, Grotus N, Doyeux K, Hapdey S, Gardin I, et al. Comparative assessment of methods for estimating tumor volume and standardized uptake value in (18)F-FDG PET. J Nucl Med. 2010;51:268–76.PubMedCrossRef
48.
Zurück zum Zitat Cardoso F, Kyriakides S, Ohno S, Penault-Llorca F, Poortmans P, Rubio IT, et al. Early breast cancer: ESMO clinical practice guidelines for diagnosis, treatment and follow-up†. Annals of Oncology Elsevier. 2019;30:1194–220.CrossRef Cardoso F, Kyriakides S, Ohno S, Penault-Llorca F, Poortmans P, Rubio IT, et al. Early breast cancer: ESMO clinical practice guidelines for diagnosis, treatment and follow-up†. Annals of Oncology Elsevier. 2019;30:1194–220.CrossRef
49.
Zurück zum Zitat McLemore LE, Janakiram M, Albanese J, Shapiro N, Lo Y, Zang X, et al. An immunoscore using PD-L1, CD68, and tumor-infiltrating lymphocytes (TILs) to predict response to neoadjuvant chemotherapy in invasive breast cancer. Appl Immunohistochem Mol Morphol. 2018;26:611–9.PubMedCrossRef McLemore LE, Janakiram M, Albanese J, Shapiro N, Lo Y, Zang X, et al. An immunoscore using PD-L1, CD68, and tumor-infiltrating lymphocytes (TILs) to predict response to neoadjuvant chemotherapy in invasive breast cancer. Appl Immunohistochem Mol Morphol. 2018;26:611–9.PubMedCrossRef
50.
Zurück zum Zitat Wimberly H, Brown JR, Schalper K, Haack H, Silver MR, Nixon C, et al. PD-L1 expression correlates with tumor-infiltrating lymphocytes and response to neoadjuvant chemotherapy in breast cancer. Cancer Immunol Res. 2015;3:326–32.PubMedCrossRef Wimberly H, Brown JR, Schalper K, Haack H, Silver MR, Nixon C, et al. PD-L1 expression correlates with tumor-infiltrating lymphocytes and response to neoadjuvant chemotherapy in breast cancer. Cancer Immunol Res. 2015;3:326–32.PubMedCrossRef
51.
Zurück zum Zitat Bensch F, van der Veen EL, Lub-de Hooge MN, Jorritsma-Smit A, Boellaard R, Kok IC, et al. 89Zr-atezolizumab imaging as a non-invasive approach to assess clinical response to PD-L1 blockade in cancer. Nat Med. 2018;24:1852–8.PubMedCrossRef Bensch F, van der Veen EL, Lub-de Hooge MN, Jorritsma-Smit A, Boellaard R, Kok IC, et al. 89Zr-atezolizumab imaging as a non-invasive approach to assess clinical response to PD-L1 blockade in cancer. Nat Med. 2018;24:1852–8.PubMedCrossRef
Metadaten
Titel
Total metabolic tumor volume and spleen metabolism on baseline [18F]-FDG PET/CT as independent prognostic biomarkers of recurrence in resected breast cancer
verfasst von
Romain-David Seban
Roman Rouzier
Aurelien Latouche
Nicolas Deleval
Jean-Marc Guinebretiere
Irene Buvat
Francois-Clement Bidard
Laurence Champion
Publikationsdatum
27.03.2021
Verlag
Springer Berlin Heidelberg
Erschienen in
European Journal of Nuclear Medicine and Molecular Imaging / Ausgabe 11/2021
Print ISSN: 1619-7070
Elektronische ISSN: 1619-7089
DOI
https://doi.org/10.1007/s00259-021-05322-2

Weitere Artikel der Ausgabe 11/2021

European Journal of Nuclear Medicine and Molecular Imaging 11/2021 Zur Ausgabe