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Published in: European Journal of Nuclear Medicine and Molecular Imaging 9/2015

01-08-2015 | Original Article

Gene transcript analysis blood values correlate with 68Ga-DOTA-somatostatin analog (SSA) PET/CT imaging in neuroendocrine tumors and can define disease status

Authors: L. Bodei, M. Kidd, I. M. Modlin, V. Prasad, S. Severi, V. Ambrosini, D. J. Kwekkeboom, E. P. Krenning, R. P. Baum, G. Paganelli, I. Drozdov

Published in: European Journal of Nuclear Medicine and Molecular Imaging | Issue 9/2015

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Abstract

Purpose

Precise determination of neuroendocrine tumor (NET) disease status and response to therapy remains a rate-limiting concern for disease management. This reflects limitations in biomarker specificity and resolution capacity of imaging. In order to evaluate biomarker precision and identify if combinatorial blood molecular markers and imaging could provide added diagnostic value, we assessed the concordance between 68Ga-somatostatin analog (SSA) positron emission tomography (PET), circulating NET gene transcripts (NETest), chromogranin A (CgA), and Ki-67 in NETs.

Methods

We utilized two independent patient groups with positive 68Ga-SSA PET: data set 1 (68Ga-SSA PETs undertaken for peptide receptor radionuclide therapy (PRRT), as primary or salvage treatment, n = 27) and data set 2 (68Ga-SSA PETs performed in patients referred for initial disease staging or restaging after various therapies, n = 22). We examined the maximum standardized uptake value (SUVmax), circulating gene transcripts, CgA levels, and baseline Ki-67. Regression analyses, generalized linear modeling, and receiver-operating characteristic (ROC) analyses were undertaken to determine the strength of the relationships.

Results

SUVmax measured in two centers were mathematically evaluated (regression modeling) and determined to be comparable. Of 49 patients, 47 (96 %) exhibited a positive NETest. Twenty-six (54 %) had elevated CgA (χ2 = 20.1, p < 2.5×10−6). The majority (78 %) had Ki-67 < 20 %. Gene transcript scores were predictive of imaging with >95 % concordance and significantly correlated with SUVmax (R 2 = 0.31, root-mean-square error = 9.4). The genes MORF4L2 and somatostatin receptors SSTR1, 3, and 5 exhibited the highest correlation with SUVmax. Progressive disease was identified by elevated levels of a quotient of MORF4L2 expression and SUVmax [ROC-derived AUC (R 2 = 0.7, p < 0.05)]. No statistical relationship was identified between CgA and Ki-67 and no relationship with imaging parameters was evident.

Conclusion

68Ga-SSA PET imaging parameters (SUVmax) correlated with a circulating NET transcript signature. Disease status could be predicted by an elevated quotient of gene expression (MORF4L2) and SUVmax. These observations provide the basis for further exploration of strategies that combine imaging parameters and disease-specific molecular data for the improvement of NET management.
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Literature
2.
go back to reference Hallet J, Law CH, Cukier M, Saskin R, Liu N, Singh S. Exploring the rising incidence of neuroendocrine tumors: a population-based analysis of epidemiology, metastatic presentation, and outcomes. Cancer 2015;121(4):589–97. doi:10.1002/cncr.29099.PubMedCrossRef Hallet J, Law CH, Cukier M, Saskin R, Liu N, Singh S. Exploring the rising incidence of neuroendocrine tumors: a population-based analysis of epidemiology, metastatic presentation, and outcomes. Cancer 2015;121(4):589–97. doi:10.​1002/​cncr.​29099.PubMedCrossRef
4.
go back to reference Kulke MH, Siu LL, Tepper JE, Fisher G, Jaffe D, Haller DG, et al. Future directions in the treatment of neuroendocrine tumors: consensus report of the National Cancer Institute Neuroendocrine Tumor clinical trials planning meeting. J Clin Oncol Off 2011;29(7):934–43. doi:10.1200/jco.2010.33.2056. Kulke MH, Siu LL, Tepper JE, Fisher G, Jaffe D, Haller DG, et al. Future directions in the treatment of neuroendocrine tumors: consensus report of the National Cancer Institute Neuroendocrine Tumor clinical trials planning meeting. J Clin Oncol Off 2011;29(7):934–43. doi:10.​1200/​jco.​2010.​33.​2056.
6.
go back to reference de Mestier L, Dromain C, d’Assignies G, Scoazec JY, Lassau N, Lebtahi R, et al. Evaluating neuroendocrine tumors progression and therapeutic response: state of the art. Endocr Relat Cancer 2013;18:18. de Mestier L, Dromain C, d’Assignies G, Scoazec JY, Lassau N, Lebtahi R, et al. Evaluating neuroendocrine tumors progression and therapeutic response: state of the art. Endocr Relat Cancer 2013;18:18.
8.
go back to reference Castaño JP, Sundin A, Maecke HR, Villabona C, Vazquez-Albertino R, Navarro E, et al. Gastrointestinal neuroendocrine tumors (NETs): new diagnostic and therapeutic challenges. Cancer Metastasis Rev 2014;33:353–9. doi:10.1007/s10555-013-9465-1.PubMedCrossRef Castaño JP, Sundin A, Maecke HR, Villabona C, Vazquez-Albertino R, Navarro E, et al. Gastrointestinal neuroendocrine tumors (NETs): new diagnostic and therapeutic challenges. Cancer Metastasis Rev 2014;33:353–9. doi:10.​1007/​s10555-013-9465-1.PubMedCrossRef
9.
go back to reference Faivre S, Ronot M, Dreyer C, Serrate C, Hentic O, Bouattour M, et al. Imaging response in neuroendocrine tumors treated with targeted therapies: the experience of sunitinib. Target Oncol 2012;7(2):127–33. doi:10.1007/s11523-012-0216-y.PubMedCrossRef Faivre S, Ronot M, Dreyer C, Serrate C, Hentic O, Bouattour M, et al. Imaging response in neuroendocrine tumors treated with targeted therapies: the experience of sunitinib. Target Oncol 2012;7(2):127–33. doi:10.​1007/​s11523-012-0216-y.PubMedCrossRef
10.
go back to reference Toumpanakis C, Kim MK, Rinke A, Bergestuen DS, Thirlwell C, Khan MS, et al. Combination of cross-sectional and molecular imaging studies in the localization of gastroenteropancreatic neuroendocrine tumors. Neuroendocrinology 2014;99:63–74.PubMedCrossRef Toumpanakis C, Kim MK, Rinke A, Bergestuen DS, Thirlwell C, Khan MS, et al. Combination of cross-sectional and molecular imaging studies in the localization of gastroenteropancreatic neuroendocrine tumors. Neuroendocrinology 2014;99:63–74.PubMedCrossRef
11.
go back to reference Bodei L, Kidd M, Prasad V, Baum RP, Drozdov I, Modlin IM. The future of nuclear medicine imaging of neuroendocrine tumors: on a clear day one might see forever. Eur J Nucl Med Mol Imaging 2014;41:2189–93. doi:10.1007/s00259-014-2836-1.PubMedCrossRef Bodei L, Kidd M, Prasad V, Baum RP, Drozdov I, Modlin IM. The future of nuclear medicine imaging of neuroendocrine tumors: on a clear day one might see forever. Eur J Nucl Med Mol Imaging 2014;41:2189–93. doi:10.​1007/​s00259-014-2836-1.PubMedCrossRef
12.
go back to reference Modlin I, Drozdov I, Alaimo D, Callahan S, Teixeira N, Bodei L, et al. A multianalyte PCR blood test outperforms single analyte ELISAs (chromogranin A, pancreastatin, neurokinin A) for neuroendocrine tumor detection. Endocr Relat Cancer 2014;21:615–28.PubMedCrossRef Modlin I, Drozdov I, Alaimo D, Callahan S, Teixeira N, Bodei L, et al. A multianalyte PCR blood test outperforms single analyte ELISAs (chromogranin A, pancreastatin, neurokinin A) for neuroendocrine tumor detection. Endocr Relat Cancer 2014;21:615–28.PubMedCrossRef
15.
go back to reference Modlin IM, Gustafsson BI, Pavel M, Svejda B, Lawrence B, Kidd M. A nomogram to assess small-intestinal neuroendocrine tumor (‘carcinoid’) survival. Neuroendocrinology 2010;92(3):143–57. doi:10.1159/000319784.PubMedCrossRef Modlin IM, Gustafsson BI, Pavel M, Svejda B, Lawrence B, Kidd M. A nomogram to assess small-intestinal neuroendocrine tumor (‘carcinoid’) survival. Neuroendocrinology 2010;92(3):143–57. doi:10.​1159/​000319784.PubMedCrossRef
17.
go back to reference Modlin I, Drozdov I, Kidd M. A multitranscript blood neuroendocrine tumor molecular signature to identify treatment efficacy and disease progress. J Clin Oncol 2013;31(Suppl):abstract 4137. Modlin I, Drozdov I, Kidd M. A multitranscript blood neuroendocrine tumor molecular signature to identify treatment efficacy and disease progress. J Clin Oncol 2013;31(Suppl):abstract 4137.
18.
go back to reference Modlin I, Drozdov I, Kidd M. Gut neuroendocrine tumor blood qPCR fingerprint assay: characteristics and reproducibility. Clin Chem Lab Med 2014;52(3):419–29.PubMedCrossRef Modlin I, Drozdov I, Kidd M. Gut neuroendocrine tumor blood qPCR fingerprint assay: characteristics and reproducibility. Clin Chem Lab Med 2014;52(3):419–29.PubMedCrossRef
19.
go back to reference Giandomenico V, Modlin IM, Ponten F, Nilsson M, Landegren U, Bergqvist J, et al. Improving the diagnosis and management of neuroendocrine tumors: utilizing new advances in biomarker and molecular imaging science. Neuroendocrinology 2013;98(1):16–30. doi:10.1159/000348832.PubMedCrossRef Giandomenico V, Modlin IM, Ponten F, Nilsson M, Landegren U, Bergqvist J, et al. Improving the diagnosis and management of neuroendocrine tumors: utilizing new advances in biomarker and molecular imaging science. Neuroendocrinology 2013;98(1):16–30. doi:10.​1159/​000348832.PubMedCrossRef
20.
go back to reference Oken MM, Creech RH, Tormey DC, Horton J, Davis TE, McFadden ET, et al. Toxicity and response criteria of the Eastern Cooperative Oncology Group. Am J Clin Oncol 1982;5(6):649–55.PubMedCrossRef Oken MM, Creech RH, Tormey DC, Horton J, Davis TE, McFadden ET, et al. Toxicity and response criteria of the Eastern Cooperative Oncology Group. Am J Clin Oncol 1982;5(6):649–55.PubMedCrossRef
22.
go back to reference Virgolini I, Ambrosini V, Bomanji JB, Baum RP, Fanti S, Gabriel M, et al. Procedure guidelines for PET/CT tumour imaging with 68Ga-DOTA-conjugated peptides: 68Ga-DOTA-TOC, 68Ga-DOTA-NOC, 68Ga-DOTA-TATE. Eur J Nucl Med Mol Imaging 2010;37(10):2004–10. doi:10.1007/s00259-010-1512-3. Virgolini I, Ambrosini V, Bomanji JB, Baum RP, Fanti S, Gabriel M, et al. Procedure guidelines for PET/CT tumour imaging with 68Ga-DOTA-conjugated peptides: 68Ga-DOTA-TOC, 68Ga-DOTA-NOC, 68Ga-DOTA-TATE. Eur J Nucl Med Mol Imaging 2010;37(10):2004–10. doi:10.​1007/​s00259-010-1512-3.
24.
go back to reference Rindi G, Klimstra DS, Arnold R, Kloppel G, Bosman FT, Komminoth P, et al. Nomenclature and classification of neuroendocrine neoplasms of the digestive system. In: Bosman FT, Carneiro F, Hruban RH, Theise ND, editors. WHO classification of the digestive system. 4th ed. Lyon: International Agency for Research on Cancer; 2010. Rindi G, Klimstra DS, Arnold R, Kloppel G, Bosman FT, Komminoth P, et al. Nomenclature and classification of neuroendocrine neoplasms of the digestive system. In: Bosman FT, Carneiro F, Hruban RH, Theise ND, editors. WHO classification of the digestive system. 4th ed. Lyon: International Agency for Research on Cancer; 2010.
25.
go back to reference Travis WD, Brambilla E, Muller-Hermelink HK, Harris CC. Pathology and genetics of tumours of the lung, pleura, thymus and heart. 2004. Travis WD, Brambilla E, Muller-Hermelink HK, Harris CC. Pathology and genetics of tumours of the lung, pleura, thymus and heart. 2004.
26.
go back to reference Friedman J, Hastie T, Tibshirani R. Regularization paths for generalized linear models via coordinate descent. J Stat Softw 2010;33(1):1–22.PubMedCentralPubMed Friedman J, Hastie T, Tibshirani R. Regularization paths for generalized linear models via coordinate descent. J Stat Softw 2010;33(1):1–22.PubMedCentralPubMed
27.
go back to reference Kuhn M. Building predictive models in R using the caret package. J Stat Softw 2008;28(5):1–26. Kuhn M. Building predictive models in R using the caret package. J Stat Softw 2008;28(5):1–26.
28.
go back to reference Hanley JA, McNeil BJ. The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology 1982;143(1):29–36.PubMedCrossRef Hanley JA, McNeil BJ. The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology 1982;143(1):29–36.PubMedCrossRef
29.
go back to reference Treglia G, Castaldi P, Rindi G, Giordano A, Rufini V. Diagnostic performance of gallium-68 somatostatin receptor PET and PET/CT in patients with thoracic and gastroenteropancreatic neuroendocrine tumours: a meta-analysis. Endocrine 2012;42(1):80–7. doi:10.1007/s12020-012-9631-1.PubMedCrossRef Treglia G, Castaldi P, Rindi G, Giordano A, Rufini V. Diagnostic performance of gallium-68 somatostatin receptor PET and PET/CT in patients with thoracic and gastroenteropancreatic neuroendocrine tumours: a meta-analysis. Endocrine 2012;42(1):80–7. doi:10.​1007/​s12020-012-9631-1.PubMedCrossRef
30.
go back to reference Ruf J, Schiefer J, Kropf S, Furth C, Ulrich G, Kosiek O, et al. Quantification in Ga-DOTA(0)-Phe(1)-Tyr(3)-octreotide positron emission tomography/computed tomography: can we be impartial about partial volume effects? Neuroendocrinology 2013;97(4):369–74. doi:10.1159/000350418.PubMedCrossRef Ruf J, Schiefer J, Kropf S, Furth C, Ulrich G, Kosiek O, et al. Quantification in Ga-DOTA(0)-Phe(1)-Tyr(3)-octreotide positron emission tomography/computed tomography: can we be impartial about partial volume effects? Neuroendocrinology 2013;97(4):369–74. doi:10.​1159/​000350418.PubMedCrossRef
31.
32.
go back to reference Haug AR, Auernhammer CJ, Wängler B, Schmidt GP, Uebleis C, Göke B, et al. 68Ga-DOTATATE PET/CT for the early prediction of response to somatostatin receptor-mediated radionuclide therapy in patients with well-differentiated neuroendocrine tumors. J Nucl Med 2010;51(9):1349–56. doi:10.2967/jnumed.110.075002.PubMedCrossRef Haug AR, Auernhammer CJ, Wängler B, Schmidt GP, Uebleis C, Göke B, et al. 68Ga-DOTATATE PET/CT for the early prediction of response to somatostatin receptor-mediated radionuclide therapy in patients with well-differentiated neuroendocrine tumors. J Nucl Med 2010;51(9):1349–56. doi:10.​2967/​jnumed.​110.​075002.PubMedCrossRef
33.
go back to reference Sharma P, Naswa N, Kc SS, Alvarado LA, Dwivedi AK, Yadav Y, et al. Comparison of the prognostic values of 68Ga-DOTANOC PET/CT and 18F-FDG PET/CT in patients with well-differentiated neuroendocrine tumor. Eur J Nucl Med Mol Imaging 2014;41:2194–202.PubMedCrossRef Sharma P, Naswa N, Kc SS, Alvarado LA, Dwivedi AK, Yadav Y, et al. Comparison of the prognostic values of 68Ga-DOTANOC PET/CT and 18F-FDG PET/CT in patients with well-differentiated neuroendocrine tumor. Eur J Nucl Med Mol Imaging 2014;41:2194–202.PubMedCrossRef
34.
go back to reference Kwekkeboom DJ, Kam BL, van Essen M, Teunissen JJ, van Eijck CH, Valkema R, et al. Somatostatin-receptor-based imaging and therapy of gastroenteropancreatic neuroendocrine tumors. Endoc Relat Cancer 2010;17(1):R53–73. doi:10.1677/erc-09-0078. Kwekkeboom DJ, Kam BL, van Essen M, Teunissen JJ, van Eijck CH, Valkema R, et al. Somatostatin-receptor-based imaging and therapy of gastroenteropancreatic neuroendocrine tumors. Endoc Relat Cancer 2010;17(1):R53–73. doi:10.​1677/​erc-09-0078.
35.
go back to reference Walenkamp A, Crespo G, Fierro Maya F, Fossmark R, Igaz P, Rinke A, et al. Hallmarks of gastrointestinal neuroendocrine tumours: implications for treatment. Endocr Relat Cancer 2014;21(6):R445–60. doi:10.1530/erc-14-0106.PubMedCrossRef Walenkamp A, Crespo G, Fierro Maya F, Fossmark R, Igaz P, Rinke A, et al. Hallmarks of gastrointestinal neuroendocrine tumours: implications for treatment. Endocr Relat Cancer 2014;21(6):R445–60. doi:10.​1530/​erc-14-0106.PubMedCrossRef
36.
go back to reference Kaemmerer D, Peter L, Lupp A, Schulz S, Sänger J, Prasad V, et al. Molecular imaging with (68)Ga-SSTR PET/CT and correlation to immunohistochemistry of somatostatin receptors in neuroendocrine tumours. Eur J Nucl Med Mol Imaging 2011;38(9):1659–68. doi:10.1007/s00259-011-1846-5.PubMedCrossRef Kaemmerer D, Peter L, Lupp A, Schulz S, Sänger J, Prasad V, et al. Molecular imaging with (68)Ga-SSTR PET/CT and correlation to immunohistochemistry of somatostatin receptors in neuroendocrine tumours. Eur J Nucl Med Mol Imaging 2011;38(9):1659–68. doi:10.​1007/​s00259-011-1846-5.PubMedCrossRef
37.
go back to reference Corleto VD, Nasoni S, Panzuto F, Cassetta S, Delle Fave G. Somatostatin receptor subtypes: basic pharmacology and tissue distribution. Dig Liver Dis 2004;36 Suppl 1:S8–16.PubMedCrossRef Corleto VD, Nasoni S, Panzuto F, Cassetta S, Delle Fave G. Somatostatin receptor subtypes: basic pharmacology and tissue distribution. Dig Liver Dis 2004;36 Suppl 1:S8–16.PubMedCrossRef
38.
go back to reference Velikyan I, Sundin A, Sörensen J, Lubberink M, Sandström M, Garske-Román U, et al. Quantitative and qualitative intrapatient comparison of 68Ga-DOTATOC and 68Ga-DOTATATE: net uptake rate for accurate quantification. J Nucl Med 2014;55(2):204–10. doi:10.2967/jnumed.113.126177.PubMedCrossRef Velikyan I, Sundin A, Sörensen J, Lubberink M, Sandström M, Garske-Román U, et al. Quantitative and qualitative intrapatient comparison of 68Ga-DOTATOC and 68Ga-DOTATATE: net uptake rate for accurate quantification. J Nucl Med 2014;55(2):204–10. doi:10.​2967/​jnumed.​113.​126177.PubMedCrossRef
40.
go back to reference Marinoni I, Kurrer AS, Vassella E, Dettmer M, Rudolph T, Banz V, et al. Loss of DAXX and ATRX are associated with chromosome instability and reduced survival of patients with pancreatic neuroendocrine tumors. Gastroenterology 2014;146(2):453–60. doi:10.1053/j.gastro.2013.10.020.PubMedCrossRef Marinoni I, Kurrer AS, Vassella E, Dettmer M, Rudolph T, Banz V, et al. Loss of DAXX and ATRX are associated with chromosome instability and reduced survival of patients with pancreatic neuroendocrine tumors. Gastroenterology 2014;146(2):453–60. doi:10.​1053/​j.​gastro.​2013.​10.​020.PubMedCrossRef
41.
go back to reference Kayani I, Bomanji JB, Groves A, Conway G, Gacinovic S, Win T, et al. Functional imaging of neuroendocrine tumors with combined PET/CT using 68Ga-DOTATATE (DOTA-DPhe1, Tyr3-octreotate) and 18F-FDG. Cancer 2008;112(11):2447–55. doi:10.1002/cncr.23469.PubMedCrossRef Kayani I, Bomanji JB, Groves A, Conway G, Gacinovic S, Win T, et al. Functional imaging of neuroendocrine tumors with combined PET/CT using 68Ga-DOTATATE (DOTA-DPhe1, Tyr3-octreotate) and 18F-FDG. Cancer 2008;112(11):2447–55. doi:10.​1002/​cncr.​23469.PubMedCrossRef
44.
go back to reference Jakobsen AM, Andersson P, Saglik G, Andersson E, Kölby L, Erickson JD, et al. Differential expression of vesicular monoamine transporter (VMAT) 1 and 2 in gastrointestinal endocrine tumours. J Pathol 2001;195(4):463–72.PubMedCrossRef Jakobsen AM, Andersson P, Saglik G, Andersson E, Kölby L, Erickson JD, et al. Differential expression of vesicular monoamine transporter (VMAT) 1 and 2 in gastrointestinal endocrine tumours. J Pathol 2001;195(4):463–72.PubMedCrossRef
45.
go back to reference Rozenblatt-Rosen O, Hughes CM, Nannepaga SJ, Shanmugam KS, Copeland TD, Guszczynski T, et al. The parafibromin tumor suppressor protein is part of a human Paf1 complex. Mol Cell Biol 2005;25(2):612–20.PubMedCentralPubMedCrossRef Rozenblatt-Rosen O, Hughes CM, Nannepaga SJ, Shanmugam KS, Copeland TD, Guszczynski T, et al. The parafibromin tumor suppressor protein is part of a human Paf1 complex. Mol Cell Biol 2005;25(2):612–20.PubMedCentralPubMedCrossRef
46.
go back to reference Öberg K, Knigge U, Kwekkeboom D, Perren A. Neuroendocrine gastro-entero-pancreatic tumors: ESMO Clinical Practice Guidelines for diagnosis, treatment and follow-up. Ann Oncol 2012;23(Suppl 7):vii124–30. Öberg K, Knigge U, Kwekkeboom D, Perren A. Neuroendocrine gastro-entero-pancreatic tumors: ESMO Clinical Practice Guidelines for diagnosis, treatment and follow-up. Ann Oncol 2012;23(Suppl 7):vii124–30.
Metadata
Title
Gene transcript analysis blood values correlate with 68Ga-DOTA-somatostatin analog (SSA) PET/CT imaging in neuroendocrine tumors and can define disease status
Authors
L. Bodei
M. Kidd
I. M. Modlin
V. Prasad
S. Severi
V. Ambrosini
D. J. Kwekkeboom
E. P. Krenning
R. P. Baum
G. Paganelli
I. Drozdov
Publication date
01-08-2015
Publisher
Springer Berlin Heidelberg
Published in
European Journal of Nuclear Medicine and Molecular Imaging / Issue 9/2015
Print ISSN: 1619-7070
Electronic ISSN: 1619-7089
DOI
https://doi.org/10.1007/s00259-015-3075-9

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