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Published in: Journal of Experimental & Clinical Cancer Research 1/2018

Open Access 01-12-2018 | Research

Metabolic reprogramming-based characterization of circulating tumor cells in prostate cancer

Authors: Jing Chen, Shunwang Cao, Bo Situ, Juan Zhong, Yanwei Hu, Shufen Li, Jinlan Huang, Jiasen Xu, Shiyang Wu, Jinduan Lin, Qianwen Zhao, Zhen Cai, Lei Zheng, Qian Wang

Published in: Journal of Experimental & Clinical Cancer Research | Issue 1/2018

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Abstract

Background

Circulating tumor cells (CTCs), an advantageous target of liquid biopsy, is an important biomarker for the prognosis and monitoring of cancer. Currently, detection techniques for CTCs are mainly based on the physical and/or epithelial characteristics of tumor cells. However, biofunctional activity markers that can indicate the high metastatic capacity of CTCs are lacking.

Methods

Functional microarray, quantitative real-time polymerase chain reaction, and Western blot were used on five prostate cancer cell lines with different metastatic capacities to identify the metastasis-related metabolic genes. The identified genes were detected in the CTCs of 64 clinical samples using the RNA in situ hybridization. A multi-criteria weighted model was used to determine the optimal metabolic markers for the CTCs test. Based on five fluorescent signals targeting DAPI, CD45, metabolic, epithelial (EpCAM/CKs), and mesenchymal (Vimentin/Twist) markers, the filtration-enriched CTCs were classified as GM+CTCs/GMCTCs (metabolic types) or E-CTCs/H-CTCs/M-CTCs (EMT types). Correlation analysis and ROC curve were conducted on 54 prostate cancer samples to evaluate the clinical significance of CTCs subtypes.

Results

Eight metastasis-related metabolic genes were identified, including HK2, PDP2, G6PD, PGK1, PHKA1, PYGL, PDK1, and PKM2. Among them, PGK1 and G6PD were determined as optimal glucose metabolic (GM) markers for CTCs. GM+CTCs (marked by PGK1/G6PD) were detectable in 64.8% (35/54) of prostate cancer patients, accounting for 46.5% (134/288) of total CTCs. An increased GM+CTCs level was associated with advanced tumor stage and metastasis (P <  0.05). In the discrimination of cancer metastasis from non-metastasis, GM+CTCs presented a higher AUC of the ROC curve (0.780) compared with the EMT CTCs subtypes (E-CTCs 0.729, H-CTCs 0.741, and M-CTCs 0.648). A triple tPSA–Gleason–GM+CTCs marker increased the AUC to 0.904, which was better than that of the tPSA–Gleason–H-CTCs marker (0.874).

Conclusions

The metabolic marker (PGK1/G6PD) is determined as the indicator for the biofunctional activity analysis of CTCs, compared with the existing morphological (EMT) classification on CTCs. The metabolic characterization of CTCs demonstrates that hypermetabolic GM+CTCs are promising biomarkers for prostate cancer metastasis.
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Literature
1.
go back to reference Hodgkinson CL, Morrow CJ, Li Y, Metcalf RL, Rothwell DG, Trapani F, Polanski R, Burt DJ, Simpson KL, Morris K, et al. Tumorigenicity and genetic profiling of circulating tumor cells in small-cell lung cancer. Nat Med. 2014;20(8):897–903.CrossRefPubMed Hodgkinson CL, Morrow CJ, Li Y, Metcalf RL, Rothwell DG, Trapani F, Polanski R, Burt DJ, Simpson KL, Morris K, et al. Tumorigenicity and genetic profiling of circulating tumor cells in small-cell lung cancer. Nat Med. 2014;20(8):897–903.CrossRefPubMed
2.
go back to reference Williams ES, Rodriguez-Bravo V, Chippada-Venkata U, De Ia Iglesia-Vicente J, Gong Y, Galsky M, Oh W, Cordon-Cardo C, Domingo-Domenech J. Generation of prostate Cancer patient derived xenograft models from circulating tumor cells. J Vis Exp. 2015;105:53182. Williams ES, Rodriguez-Bravo V, Chippada-Venkata U, De Ia Iglesia-Vicente J, Gong Y, Galsky M, Oh W, Cordon-Cardo C, Domingo-Domenech J. Generation of prostate Cancer patient derived xenograft models from circulating tumor cells. J Vis Exp. 2015;105:53182.
3.
go back to reference Cabel L, Proudhon C, Gortais H, Loirat D, Coussy F, Pierga JY, Bidard FC. Circulating tumor cells: clinical validity and utility. Int J Clin Oncol. 2017;22(3):421–30.CrossRefPubMed Cabel L, Proudhon C, Gortais H, Loirat D, Coussy F, Pierga JY, Bidard FC. Circulating tumor cells: clinical validity and utility. Int J Clin Oncol. 2017;22(3):421–30.CrossRefPubMed
4.
go back to reference Liu M, Tang M, Li M, Gao F, Shi C, Hou J, Zeng W. Circulating tumor cells: a new window for diagnosis and evaluation of Cancer. Anti Cancer Agents Med Chem. 2016;16(12):1529–40.CrossRef Liu M, Tang M, Li M, Gao F, Shi C, Hou J, Zeng W. Circulating tumor cells: a new window for diagnosis and evaluation of Cancer. Anti Cancer Agents Med Chem. 2016;16(12):1529–40.CrossRef
5.
go back to reference Alix-Panabieres C, Pantel K. Clinical applications of circulating tumor cells and circulating tumor DNA as liquid biopsy. Cancer Discov. 2016;6(5):479–91.CrossRefPubMed Alix-Panabieres C, Pantel K. Clinical applications of circulating tumor cells and circulating tumor DNA as liquid biopsy. Cancer Discov. 2016;6(5):479–91.CrossRefPubMed
6.
go back to reference Michor F, Polyak K. The origins and implications of intratumor heterogeneity. Cancer Prev Res (Phila). 2010;3(11):1361–4.CrossRef Michor F, Polyak K. The origins and implications of intratumor heterogeneity. Cancer Prev Res (Phila). 2010;3(11):1361–4.CrossRef
8.
go back to reference Thiery JP. Epithelial-mesenchymal transitions in tumour progression. Nat Rev Cancer. 2002;2(6):442–54.CrossRefPubMed Thiery JP. Epithelial-mesenchymal transitions in tumour progression. Nat Rev Cancer. 2002;2(6):442–54.CrossRefPubMed
9.
go back to reference Yu M, Bardia A, Wittner BS, Stott SL, Smas ME, Ting DT, Isakoff SJ, Ciciliano JC, Wells MN, Shah AM, et al. Circulating breast tumor cells exhibit dynamic changes in epithelial and mesenchymal composition. Science. 2013;339(6119):580–4.CrossRefPubMedPubMedCentral Yu M, Bardia A, Wittner BS, Stott SL, Smas ME, Ting DT, Isakoff SJ, Ciciliano JC, Wells MN, Shah AM, et al. Circulating breast tumor cells exhibit dynamic changes in epithelial and mesenchymal composition. Science. 2013;339(6119):580–4.CrossRefPubMedPubMedCentral
10.
go back to reference Li TT, Liu H, Li FP, Hu YF, Mou TY, Lin T, Yu J, Zheng L, Li GX. Evaluation of epithelial-mesenchymal transitioned circulating tumor cells in patients with resectable gastric cancer: relevance to therapy response. World J Gastroenterol. 2015;21(47):13259–67.CrossRefPubMedPubMedCentral Li TT, Liu H, Li FP, Hu YF, Mou TY, Lin T, Yu J, Zheng L, Li GX. Evaluation of epithelial-mesenchymal transitioned circulating tumor cells in patients with resectable gastric cancer: relevance to therapy response. World J Gastroenterol. 2015;21(47):13259–67.CrossRefPubMedPubMedCentral
11.
15.
go back to reference Cai Z, Zhou Y, Lei T, Chiu JF, He QY. Mammary serine protease inhibitor inhibits epithelial growth factor-induced epithelial-mesenchymal transition of esophageal carcinoma cells. Cancer. 2009;115(1):36–48.CrossRefPubMed Cai Z, Zhou Y, Lei T, Chiu JF, He QY. Mammary serine protease inhibitor inhibits epithelial growth factor-induced epithelial-mesenchymal transition of esophageal carcinoma cells. Cancer. 2009;115(1):36–48.CrossRefPubMed
16.
go back to reference Bettum IJ, Gorad SS, Barkovskaya A, Pettersen S, Moestue SA, Vasiliauskaite K, Tenstad E, Oyjord T, Risa O, Nygaard V, et al. Metabolic reprogramming supports the invasive phenotype in malignant melanoma. Cancer Lett. 2015;366(1):71–83.CrossRefPubMed Bettum IJ, Gorad SS, Barkovskaya A, Pettersen S, Moestue SA, Vasiliauskaite K, Tenstad E, Oyjord T, Risa O, Nygaard V, et al. Metabolic reprogramming supports the invasive phenotype in malignant melanoma. Cancer Lett. 2015;366(1):71–83.CrossRefPubMed
17.
go back to reference Zhao J, Li J, Fan TWM, Hou SX. Glycolytic reprogramming through PCK2 regulates tumor initiation of prostate cancer cells. Oncotarget. 2017;8(48):83602–18.PubMedPubMedCentral Zhao J, Li J, Fan TWM, Hou SX. Glycolytic reprogramming through PCK2 regulates tumor initiation of prostate cancer cells. Oncotarget. 2017;8(48):83602–18.PubMedPubMedCentral
18.
go back to reference Livak KJ, Schmittgen TD. Analysis of relative gene expression data using real-time quantitative PCR and the 2(−Delta Delta C(T)) method. Methods. 2001;25(4):402–8.CrossRefPubMed Livak KJ, Schmittgen TD. Analysis of relative gene expression data using real-time quantitative PCR and the 2(−Delta Delta C(T)) method. Methods. 2001;25(4):402–8.CrossRefPubMed
19.
go back to reference Wu S, Liu S, Liu Z, Huang J, Pu X, Li J, Yang D, Deng H, Yang N, Xu J. Classification of circulating tumor cells by epithelial-mesenchymal transition markers. PLoS One. 2015;10(4):e0123976.CrossRefPubMedPubMedCentral Wu S, Liu S, Liu Z, Huang J, Pu X, Li J, Yang D, Deng H, Yang N, Xu J. Classification of circulating tumor cells by epithelial-mesenchymal transition markers. PLoS One. 2015;10(4):e0123976.CrossRefPubMedPubMedCentral
20.
go back to reference Liu Y, Zheng J, Fang W, You J, Wang J, Cui X, Wu B. Isolation and characterization of human prostate cancer cell subclones with different metastatic potential. Zhonghua Bing Li Xue Za Zhi. 1999;28(5):361–4.PubMed Liu Y, Zheng J, Fang W, You J, Wang J, Cui X, Wu B. Isolation and characterization of human prostate cancer cell subclones with different metastatic potential. Zhonghua Bing Li Xue Za Zhi. 1999;28(5):361–4.PubMed
21.
go back to reference Horoszewicz JS, Leong SS, Chu TM, Wajsman ZL, Friedman M, Papsidero L, Kim U, Chai LS, Kakati S, Arya SK, et al. The LNCaP cell line--a new model for studies on human prostatic carcinoma. Prog Clin Biol Res. 1980;37:115–32.PubMed Horoszewicz JS, Leong SS, Chu TM, Wajsman ZL, Friedman M, Papsidero L, Kim U, Chai LS, Kakati S, Arya SK, et al. The LNCaP cell line--a new model for studies on human prostatic carcinoma. Prog Clin Biol Res. 1980;37:115–32.PubMed
22.
go back to reference Kaighn ME, Narayan KS, Ohnuki Y, Lechner JF, Jones LW. Establishment and characterization of a human prostatic carcinoma cell line (PC-3). Investig Urol. 1979;17(1):16–23. Kaighn ME, Narayan KS, Ohnuki Y, Lechner JF, Jones LW. Establishment and characterization of a human prostatic carcinoma cell line (PC-3). Investig Urol. 1979;17(1):16–23.
23.
go back to reference Stone KR, Mickey DD, Wunderli H, Mickey GH, Paulson DF. Isolation of a human prostate carcinoma cell line (DU 145). Int J Cancer. 1978;21(3):274–81.CrossRefPubMed Stone KR, Mickey DD, Wunderli H, Mickey GH, Paulson DF. Isolation of a human prostate carcinoma cell line (DU 145). Int J Cancer. 1978;21(3):274–81.CrossRefPubMed
24.
go back to reference Saaty TL. A scaling method for priorities in hierarchical structures. J Math Psychol. 1977;15(3):234–81.CrossRef Saaty TL. A scaling method for priorities in hierarchical structures. J Math Psychol. 1977;15(3):234–81.CrossRef
25.
go back to reference Saaty RW. The analytic hierarchy process – what it is and how it is used. Mathematical Modelling. 1987;9(3):161–76.CrossRef Saaty RW. The analytic hierarchy process – what it is and how it is used. Mathematical Modelling. 1987;9(3):161–76.CrossRef
26.
go back to reference Zhao R, Cai Z, Li S, Cheng Y, Gao H, Liu F, Wu S, Liu S, Dong Y, Zheng L, et al. Expression and clinical relevance of epithelial and mesenchymal markers in circulating tumor cells from colorectal cancer. Oncotarget. 2017;8(6):9293–302.PubMed Zhao R, Cai Z, Li S, Cheng Y, Gao H, Liu F, Wu S, Liu S, Dong Y, Zheng L, et al. Expression and clinical relevance of epithelial and mesenchymal markers in circulating tumor cells from colorectal cancer. Oncotarget. 2017;8(6):9293–302.PubMed
27.
go back to reference Li S, Chen Q, Li H, Wu Y, Feng J, Yan Y. Mesenchymal circulating tumor cells (CTCs) and OCT4 mRNA expression in CTCs for prognosis prediction in patients with non-small-cell lung cancer. Clin Transl Oncol. 2017;19(9):1147–53.CrossRefPubMed Li S, Chen Q, Li H, Wu Y, Feng J, Yan Y. Mesenchymal circulating tumor cells (CTCs) and OCT4 mRNA expression in CTCs for prognosis prediction in patients with non-small-cell lung cancer. Clin Transl Oncol. 2017;19(9):1147–53.CrossRefPubMed
28.
go back to reference Yang P, Li Z, Fu R, Wu H, Li Z. Pyruvate kinase M2 facilitates colon cancer cell migration via the modulation of STAT3 signalling. Cell Signal. 2014;26(9):1853–62.CrossRefPubMed Yang P, Li Z, Fu R, Wu H, Li Z. Pyruvate kinase M2 facilitates colon cancer cell migration via the modulation of STAT3 signalling. Cell Signal. 2014;26(9):1853–62.CrossRefPubMed
29.
go back to reference Kim H, Jang H, Kim TW, Kang BH, Lee SE, Jeon YK, Chung DH, Choi J, Shin J, Cho EJ, et al. Core pluripotency factors directly regulate metabolism in embryonic stem cell to maintain pluripotency. Stem Cells. 2015;33(9):2699–711.CrossRefPubMed Kim H, Jang H, Kim TW, Kang BH, Lee SE, Jeon YK, Chung DH, Choi J, Shin J, Cho EJ, et al. Core pluripotency factors directly regulate metabolism in embryonic stem cell to maintain pluripotency. Stem Cells. 2015;33(9):2699–711.CrossRefPubMed
30.
go back to reference Koukourakis MI, Kalamida D, Mitrakas AG, Liousia M, Pouliliou S, Sivridis E, Giatromanolaki A. Metabolic cooperation between co-cultured lung cancer cells and lung fibroblasts. Lab Investig. 2017;97(11):1321–31.CrossRefPubMed Koukourakis MI, Kalamida D, Mitrakas AG, Liousia M, Pouliliou S, Sivridis E, Giatromanolaki A. Metabolic cooperation between co-cultured lung cancer cells and lung fibroblasts. Lab Investig. 2017;97(11):1321–31.CrossRefPubMed
31.
go back to reference Prakash S, Sarran L, Socci N, DeMatteo RP, Eisenstat J, Greco AM, Maki RG, Wexler LH, LaQuaglia MP, Besmer P, et al. Gastrointestinal stromal tumors in children and young adults: a clinicopathologic, molecular, and genomic study of 15 cases and review of the literature. J Pediatr Hematol Oncol. 2005;27(4):179–87.CrossRefPubMed Prakash S, Sarran L, Socci N, DeMatteo RP, Eisenstat J, Greco AM, Maki RG, Wexler LH, LaQuaglia MP, Besmer P, et al. Gastrointestinal stromal tumors in children and young adults: a clinicopathologic, molecular, and genomic study of 15 cases and review of the literature. J Pediatr Hematol Oncol. 2005;27(4):179–87.CrossRefPubMed
32.
go back to reference Favaro E, Bensaad K, Chong MG, Tennant DA, Ferguson DJ, Snell C, Steers G, Turley H, Li JL, Günther UL, et al. Glucose utilization via glycogen phosphorylase sustains proliferation and prevents premature senescence in cancer cells. Cell Metab. 2012;16(6):751–64.CrossRefPubMed Favaro E, Bensaad K, Chong MG, Tennant DA, Ferguson DJ, Snell C, Steers G, Turley H, Li JL, Günther UL, et al. Glucose utilization via glycogen phosphorylase sustains proliferation and prevents premature senescence in cancer cells. Cell Metab. 2012;16(6):751–64.CrossRefPubMed
33.
go back to reference Kamarajugadda S, Stemboroski L, Cai Q, Simpson NE, Nayak S, Tan M, Lu J. Glucose oxidation modulates anoikis and tumor metastasis. Mol Cell Biol. 2012;32(10):1893–907.CrossRefPubMedPubMedCentral Kamarajugadda S, Stemboroski L, Cai Q, Simpson NE, Nayak S, Tan M, Lu J. Glucose oxidation modulates anoikis and tumor metastasis. Mol Cell Biol. 2012;32(10):1893–907.CrossRefPubMedPubMedCentral
34.
go back to reference Chen G, Gharib TG, Huang CC, Taylor JM, Misek DE, Kardia SL, Giordano TJ, Iannettoni MD, Orringer MB, Hanash SM, et al. Discordant protein and mRNA expression in lung adenocarcinomas. Mol Cell Proteomics. 2002;1(4):304–13.CrossRefPubMed Chen G, Gharib TG, Huang CC, Taylor JM, Misek DE, Kardia SL, Giordano TJ, Iannettoni MD, Orringer MB, Hanash SM, et al. Discordant protein and mRNA expression in lung adenocarcinomas. Mol Cell Proteomics. 2002;1(4):304–13.CrossRefPubMed
35.
go back to reference Guo Y, Xiao P, Lei S, Deng F, Xiao GG, Liu Y, Chen X, Li L, Wu S, Chen Y, et al. How is mRNA expression predictive for protein expression? A correlation study on human circulating monocytes. Acta Biochim Biophys Sin Shanghai. 2008;40(5):426–36.CrossRefPubMed Guo Y, Xiao P, Lei S, Deng F, Xiao GG, Liu Y, Chen X, Li L, Wu S, Chen Y, et al. How is mRNA expression predictive for protein expression? A correlation study on human circulating monocytes. Acta Biochim Biophys Sin Shanghai. 2008;40(5):426–36.CrossRefPubMed
36.
go back to reference Hu J, Zhao W, Zhan S, Xiao P, Zhou J, Wang L, Li L, Zhang H, Niu L, Zhong T. Delta-like 1 homolog in Capra hircus: molecular characteristics, expression pattern and phylogeny. Mol Biol Rep. 2016;43(6):563–71.CrossRefPubMed Hu J, Zhao W, Zhan S, Xiao P, Zhou J, Wang L, Li L, Zhang H, Niu L, Zhong T. Delta-like 1 homolog in Capra hircus: molecular characteristics, expression pattern and phylogeny. Mol Biol Rep. 2016;43(6):563–71.CrossRefPubMed
37.
go back to reference Wei J, Ma Z, Li Y, Zhao B, Wang D, Jin Y, Jin Y. MiR-143 inhibits cell proliferation by targeting autophagy-related 2B in non-small cell lung cancer H1299 cells. Mol Med Rep. 2015;11(1):571–6.CrossRefPubMed Wei J, Ma Z, Li Y, Zhao B, Wang D, Jin Y, Jin Y. MiR-143 inhibits cell proliferation by targeting autophagy-related 2B in non-small cell lung cancer H1299 cells. Mol Med Rep. 2015;11(1):571–6.CrossRefPubMed
38.
go back to reference Kaucsár T, Rácz Z, Hamar P. Post-transcriptional gene-expression regulation by micro RNA (miRNA) network in renal disease. Adv Drug Deliv Rev. 2010;62(14):1390–401.CrossRefPubMed Kaucsár T, Rácz Z, Hamar P. Post-transcriptional gene-expression regulation by micro RNA (miRNA) network in renal disease. Adv Drug Deliv Rev. 2010;62(14):1390–401.CrossRefPubMed
40.
go back to reference O'Neill PA, Davies MP, Shaaban AM, Innes H, Torevell A, Sibson DR, Foster CS. Wild-type oestrogen receptor beta (ERb1) mRNA and protein expression in tamoxifen-treated post-menopausal breast cancers. Br J Cancer. 2004;91:1694–702.CrossRefPubMedPubMedCentral O'Neill PA, Davies MP, Shaaban AM, Innes H, Torevell A, Sibson DR, Foster CS. Wild-type oestrogen receptor beta (ERb1) mRNA and protein expression in tamoxifen-treated post-menopausal breast cancers. Br J Cancer. 2004;91:1694–702.CrossRefPubMedPubMedCentral
41.
go back to reference Vorobyov E, Horst J. Expression of two protein isoforms of PAX7 is controlled by competing cleavage-polyadenylation and splicing. Gene. 2004;342(1):107–12.CrossRefPubMed Vorobyov E, Horst J. Expression of two protein isoforms of PAX7 is controlled by competing cleavage-polyadenylation and splicing. Gene. 2004;342(1):107–12.CrossRefPubMed
42.
go back to reference Ho W. Integrated analytic hierarchy process and its applications – a literature review. Eur J Oper Res. 2008;186(1):211–28.CrossRef Ho W. Integrated analytic hierarchy process and its applications – a literature review. Eur J Oper Res. 2008;186(1):211–28.CrossRef
43.
go back to reference Zieker D, Konigsrainer I, Weinreich J, Beckert S, Glatzle J, Nieselt K, Buhler S, Loffler M, Gaedcke J, Northoff H, et al. Phosphoglycerate kinase 1 promoting tumor progression and metastasis in gastric cancer - detected in a tumor mouse model using positron emission tomography/magnetic resonance imaging. Cell Physiol Biochem. 2010;26(2):147–54.CrossRefPubMed Zieker D, Konigsrainer I, Weinreich J, Beckert S, Glatzle J, Nieselt K, Buhler S, Loffler M, Gaedcke J, Northoff H, et al. Phosphoglycerate kinase 1 promoting tumor progression and metastasis in gastric cancer - detected in a tumor mouse model using positron emission tomography/magnetic resonance imaging. Cell Physiol Biochem. 2010;26(2):147–54.CrossRefPubMed
44.
go back to reference Yu T, Zhao Y, Hu Z, Li J, Chu D, Zhang J, Li Z, Chen B, Zhang X, Pan H, et al. MetaLnc9 facilitates lung Cancer metastasis via a PGK1-activated AKT/mTOR pathway. Cancer Res. 2017;77(21):5782–94.CrossRefPubMed Yu T, Zhao Y, Hu Z, Li J, Chu D, Zhang J, Li Z, Chen B, Zhang X, Pan H, et al. MetaLnc9 facilitates lung Cancer metastasis via a PGK1-activated AKT/mTOR pathway. Cancer Res. 2017;77(21):5782–94.CrossRefPubMed
45.
go back to reference Ahmad SS, Glatzle J, Bajaeifer K, Buhler S, Lehmann T, Konigsrainer I, Vollmer JP, Sipos B, Ahmad SS, Northoff H, et al. Phosphoglycerate kinase 1 as a promoter of metastasis in colon cancer. Int J Oncol. 2013;43(2):586–90.CrossRefPubMed Ahmad SS, Glatzle J, Bajaeifer K, Buhler S, Lehmann T, Konigsrainer I, Vollmer JP, Sipos B, Ahmad SS, Northoff H, et al. Phosphoglycerate kinase 1 as a promoter of metastasis in colon cancer. Int J Oncol. 2013;43(2):586–90.CrossRefPubMed
46.
go back to reference Xie H, Tong G, Zhang Y, Liang S, Tang K, Yang Q. PGK1 drives hepatocellular carcinoma metastasis by enhancing metabolic process. Int J Mol Sci. 2017;18:8. Xie H, Tong G, Zhang Y, Liang S, Tang K, Yang Q. PGK1 drives hepatocellular carcinoma metastasis by enhancing metabolic process. Int J Mol Sci. 2017;18:8.
47.
go back to reference Kowalik MA, Guzzo G, Morandi A, Perra A, Menegon S, Masgras I, Trevisan E, Angioni MM, Fornari F, Quagliata L, et al. Metabolic reprogramming identifies the most aggressive lesions at early phases of hepatic carcinogenesis. Oncotarget. 2016;7(22):32375–93.CrossRefPubMedPubMedCentral Kowalik MA, Guzzo G, Morandi A, Perra A, Menegon S, Masgras I, Trevisan E, Angioni MM, Fornari F, Quagliata L, et al. Metabolic reprogramming identifies the most aggressive lesions at early phases of hepatic carcinogenesis. Oncotarget. 2016;7(22):32375–93.CrossRefPubMedPubMedCentral
48.
go back to reference Lu M, Lu L, Dong Q, Yu G, Chen J, Qin L, Wang L, Zhu W, Jia H. Elevated G6PD expression contributes to migration and invasion of hepatocellular carcinoma cells by inducing epithelial-mesenchymal transition. Acta Biochim Biophys Sin Shanghai. 2018;50(4):370–80.CrossRefPubMed Lu M, Lu L, Dong Q, Yu G, Chen J, Qin L, Wang L, Zhu W, Jia H. Elevated G6PD expression contributes to migration and invasion of hepatocellular carcinoma cells by inducing epithelial-mesenchymal transition. Acta Biochim Biophys Sin Shanghai. 2018;50(4):370–80.CrossRefPubMed
49.
go back to reference Wang J, Yuan W, Chen Z, Wu S, Chen J, Ge J, Hou F, Chen Z. Overexpression of G6PD is associated with poor clinical outcome in gastric cancer. Tumour Biol. 2012;33(1):95–101.CrossRefPubMed Wang J, Yuan W, Chen Z, Wu S, Chen J, Ge J, Hou F, Chen Z. Overexpression of G6PD is associated with poor clinical outcome in gastric cancer. Tumour Biol. 2012;33(1):95–101.CrossRefPubMed
50.
go back to reference Zhang Q, Yi X, Yang Z, Han Q, Di X, Chen F, Wang Y, Yi Z, Kuang Y, Zhu Y. Overexpression of G6PD represents a potential prognostic factor in clear cell renal cell carcinoma. J Cancer. 2017;8(4):665–73.CrossRefPubMedPubMedCentral Zhang Q, Yi X, Yang Z, Han Q, Di X, Chen F, Wang Y, Yi Z, Kuang Y, Zhu Y. Overexpression of G6PD represents a potential prognostic factor in clear cell renal cell carcinoma. J Cancer. 2017;8(4):665–73.CrossRefPubMedPubMedCentral
51.
go back to reference Goodman OB Jr, Fink LM, Symanowski JT, Wong B, Grobaski B, Pomerantz D, Ma Y, Ward DC, Vogelzang NJ. Circulating tumor cells in patients with castration-resistant prostate cancer baseline values and correlation with prognostic factors. Cancer Epidemiol Biomark Prev. 2009;18(6):1904–13.CrossRef Goodman OB Jr, Fink LM, Symanowski JT, Wong B, Grobaski B, Pomerantz D, Ma Y, Ward DC, Vogelzang NJ. Circulating tumor cells in patients with castration-resistant prostate cancer baseline values and correlation with prognostic factors. Cancer Epidemiol Biomark Prev. 2009;18(6):1904–13.CrossRef
52.
go back to reference Moreno JG, Miller MC, Gross S, Allard WJ, Gomella LG, Terstappen LW. Circulating tumor cells predict survival in patients with metastatic prostate cancer. Urology. 2005;65(4):713–8.CrossRefPubMed Moreno JG, Miller MC, Gross S, Allard WJ, Gomella LG, Terstappen LW. Circulating tumor cells predict survival in patients with metastatic prostate cancer. Urology. 2005;65(4):713–8.CrossRefPubMed
53.
go back to reference Resel Folkersma L, Olivier Gomez C, San Jose Manso L, Veganzones de Castro S, Galante Romo I, Vidaurreta Lazaro M, de la Orden GV, Arroyo Fernandez M, Diaz Rubio E, Silmi Moyano A, et al. Immunomagnetic quantification of circulating tumoral cells in patients with prostate cancer: clinical and pathological correlation. Arch Esp Urol. 2010;63(1):23–31.CrossRefPubMed Resel Folkersma L, Olivier Gomez C, San Jose Manso L, Veganzones de Castro S, Galante Romo I, Vidaurreta Lazaro M, de la Orden GV, Arroyo Fernandez M, Diaz Rubio E, Silmi Moyano A, et al. Immunomagnetic quantification of circulating tumoral cells in patients with prostate cancer: clinical and pathological correlation. Arch Esp Urol. 2010;63(1):23–31.CrossRefPubMed
54.
go back to reference Tsumura H, Satoh T, Ishiyama H, Tabata KI, Takenaka K, Sekiguchi A, Nakamura M, Kitano M, Hayakawa K, Iwamura M. Perioperative search for circulating tumor cells in patients undergoing prostate brachytherapy for clinically nonmetastatic prostate Cancer. Int J Mol Sci. 2017;18(1):E128.CrossRefPubMed Tsumura H, Satoh T, Ishiyama H, Tabata KI, Takenaka K, Sekiguchi A, Nakamura M, Kitano M, Hayakawa K, Iwamura M. Perioperative search for circulating tumor cells in patients undergoing prostate brachytherapy for clinically nonmetastatic prostate Cancer. Int J Mol Sci. 2017;18(1):E128.CrossRefPubMed
55.
go back to reference Garg M. Epithelial, mesenchymal and hybrid epithelial/mesenchymal phenotypes and their clinical relevance in cancer metastasis. Expert Rev Mol Med. 2017;19:e3.CrossRefPubMed Garg M. Epithelial, mesenchymal and hybrid epithelial/mesenchymal phenotypes and their clinical relevance in cancer metastasis. Expert Rev Mol Med. 2017;19:e3.CrossRefPubMed
56.
go back to reference Bhatia S, Monkman J, Toh AKL, Nagaraj SH, Thompson EW. Targeting epithelial-mesenchymal plasticity in cancer: clinical and preclinical advances in therapy and monitoring. Biochem J. 2017;474(19):3269–306.CrossRefPubMed Bhatia S, Monkman J, Toh AKL, Nagaraj SH, Thompson EW. Targeting epithelial-mesenchymal plasticity in cancer: clinical and preclinical advances in therapy and monitoring. Biochem J. 2017;474(19):3269–306.CrossRefPubMed
57.
go back to reference Wu YH, Lee YH, Shih HY, Chen SH, Cheng YC, Tsun-Yee Chiu D. Glucose-6-phosphate dehydrogenase is indispensable in embryonic development by modulation of epithelial-mesenchymal transition via the NOX/Smad3/miR-200b axis. Cell Death Dis. 2018;9(1):10.CrossRefPubMedPubMedCentral Wu YH, Lee YH, Shih HY, Chen SH, Cheng YC, Tsun-Yee Chiu D. Glucose-6-phosphate dehydrogenase is indispensable in embryonic development by modulation of epithelial-mesenchymal transition via the NOX/Smad3/miR-200b axis. Cell Death Dis. 2018;9(1):10.CrossRefPubMedPubMedCentral
58.
go back to reference Yang W, Xia Y, Ji H, Zheng Y, Liang J, Huang W, Gao X, Aldape K, Lu Z. Nuclear PKM2 regulates beta-catenin transactivation upon EGFR activation. Nature. 2011;480(7375):118–22.CrossRefPubMedPubMedCentral Yang W, Xia Y, Ji H, Zheng Y, Liang J, Huang W, Gao X, Aldape K, Lu Z. Nuclear PKM2 regulates beta-catenin transactivation upon EGFR activation. Nature. 2011;480(7375):118–22.CrossRefPubMedPubMedCentral
59.
go back to reference Yang L, Hou Y, Yuan J, Tang S, Zhang H, Zhu Q, Du YE, Zhou M, Wen S, Xu L, et al. Twist promotes reprogramming of glucose metabolism in breast cancer cells through PI3K/AKT and p53 signaling pathways. Oncotarget. 2015;6(28):25755–69.PubMedPubMedCentral Yang L, Hou Y, Yuan J, Tang S, Zhang H, Zhu Q, Du YE, Zhou M, Wen S, Xu L, et al. Twist promotes reprogramming of glucose metabolism in breast cancer cells through PI3K/AKT and p53 signaling pathways. Oncotarget. 2015;6(28):25755–69.PubMedPubMedCentral
61.
go back to reference Ruscetti M, Quach B, Dadashian EL, Mulholland DJ, Wu H. Tracking and functional characterization of epithelial-mesenchymal transition and mesenchymal tumor cells during prostate Cancer metastasis. Cancer Res. 2015;75(13):2749–59.CrossRefPubMedPubMedCentral Ruscetti M, Quach B, Dadashian EL, Mulholland DJ, Wu H. Tracking and functional characterization of epithelial-mesenchymal transition and mesenchymal tumor cells during prostate Cancer metastasis. Cancer Res. 2015;75(13):2749–59.CrossRefPubMedPubMedCentral
62.
go back to reference Jolly MK, Boareto M, Huang B, Jia D, Lu M, Ben-Jacob E, Onuchic JN, Levine H. Implications of the hybrid epithelial/mesenchymal phenotype in metastasis. Front Oncol. 2015;5:155.CrossRefPubMedPubMedCentral Jolly MK, Boareto M, Huang B, Jia D, Lu M, Ben-Jacob E, Onuchic JN, Levine H. Implications of the hybrid epithelial/mesenchymal phenotype in metastasis. Front Oncol. 2015;5:155.CrossRefPubMedPubMedCentral
Metadata
Title
Metabolic reprogramming-based characterization of circulating tumor cells in prostate cancer
Authors
Jing Chen
Shunwang Cao
Bo Situ
Juan Zhong
Yanwei Hu
Shufen Li
Jinlan Huang
Jiasen Xu
Shiyang Wu
Jinduan Lin
Qianwen Zhao
Zhen Cai
Lei Zheng
Qian Wang
Publication date
01-12-2018
Publisher
BioMed Central
Published in
Journal of Experimental & Clinical Cancer Research / Issue 1/2018
Electronic ISSN: 1756-9966
DOI
https://doi.org/10.1186/s13046-018-0789-0

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