Abstract
Portal vein embolization (PVE) can be required to stimulate liver regeneration before hepatectomy for colorectal liver metastasis (CRCLM), however PVE may also trigger CRCLM progression in patients initially exhibiting chemotherapy response. Using RNA-seq, we aimed to determine the molecular networks involved in metastatic progression in this context. A prospective study including all CRCLM patients undergoing PVE prior to hepatectomy was conducted. Paired biopsies of metastatic lesions were obtained prior to and after PVE and total RNA was isolated and used to prepare Illumina rRNA-depleted TruSeq stranded cDNA libraries for HiSeq 100 bp paired-end sequencing. Patients were classified with progression of disease (PDPVE) or stable disease (SDPVE) post-PVE using 3D-CT tumor volumetric analysis. Results: Twenty patients were included, 13 (65.0%) in the PDPVE group (median 58.0% (18.6–234.3) increase in tumor volume) and 7 (35.0%) in the SDPVE group exhibiting continuous chemotherapy response (median −14.3% (−40.8 to −2.8) decrease in tumor volume) (p < 0.0001). Our results showed that progressive CRCLM after PVE undergo gene expression changes that indicate activation of core cancer pathways (IL-17 (p = 5.94 × 10−03), PI3K (p = 8.71 × 10−03), IL6 and IGF-1 signaling pathways), consistent with changes driven by cytokines and growth factors. Differential expression analysis in a paired model of progression (EdgeR, DeSeq) identified significantly dysregulated genes in the PDPVE group (FOS, FOSB, RAB20, IRS2). Conclusion: Differentially expressed genes and pathways with known links to cancer and metastasis were identified post-PVE in patients with disease progression. Highlighting these molecular changes is a crucial first step towards development of targeted therapeutic strategies that may mitigate the effects of PVE on tumor growth.
Similar content being viewed by others
Abbreviations
- CRCLM:
-
Colorectal cancer liver metastasis
- PVE:
-
Portal vein embolization
- RNA:
-
Ribonucleic acid
- FLR:
-
Future liver remnant
- RIN:
-
RNA intergrity score
- CT:
-
Computed tomography
- TLV:
-
Total liver volume
- TV:
-
Tumor volume
- TTV:
-
Total tumor volume
- PDPVE :
-
Progression of disease post-PVE
- SDPVE :
-
Stable disease post-PVE
- RECIST:
-
Response Evaluation Criteria In Solid Tumors
- CR:
-
Complete response
- PR:
-
Partial response
- PD:
-
Progression of disease
- SD:
-
Stable disease
- DEG:
-
Differentially expressed genes
- qRT-PCR:
-
Quantitative reverse transcription polymerase chain reaction
- rRNA:
-
Ribosomal ribonucleic acid
- FDR:
-
False discovery rate
References
Abdalla EK (2010) Portal vein embolization (prior to major hepatectomy) effects on regeneration, resectability, and outcome. J Surg Oncol 102:960–967. doi:10.1002/jso.21654
Abulkhir A, Limongelli P, Healey AJ, Damrah O, Tait P, Jackson J, Habib N, Jiao LR (2008) Preoperative portal vein embolization for major liver resection. Ann Surg 247:49–57. doi:10.1097/SLA.0b013e31815f6e5b
Adam R, Pascal G, Castaing D, Azoulay D, Delvart V, Paule B, Levi F, Bismuth H (2004). Tumor progression while on chemotherapy: a contraindication to liver resection for multiple colorectal metastases? Ann Surg 240, 1052–1061 (Discussion 1061–1064)
Ak G, Metintas M, Metintas S, Yildirim H, Ozkan R, Ozden H (2010) Three-dimensional evaluation of chemotherapy response in malignant pleural mesothelioma. Eur J Radiol 74:130–135. doi:10.1016/j.ejrad.2009.02.002
Angel P, Karin M (1991) The role of Jun, Fos and the AP-1 complex in cell-proliferation and transformation. Biochim Biophys Acta 1072:129–157
Barbaro B, Di Stasi C, Nuzzo G, Vellone M, Giuliante F, Marano P (2003) Preoperative right portal vein embolization in patients with metastatic liver disease. Metastatic liver volumes after RPVE. Acta Radiol 44:98–102
Cremolini C, Loupakis F, Antoniotti C, Lupi C, Sensi E, Lonardi S, Mezi S, Tomasello G, Ronzoni M, Zaniboni A, Tonini G, Carlomagno C, Allegrini G, Chiara S, D’Amico M, Granetto C, Cazzaniga M, Boni L, Fontanini G, Falcone A (2015) FOLFOXIRI plus bevacizumab versus FOLFIRI plus bevacizumab as first-line treatment of patients with metastatic colorectal cancer: updated overall survival and molecular subgroup analyses of the open-label, phase 3 TRIBE study. Lancet Oncol 16:1306–1315
Dawson JC, Bruche S, Spence HJ, Braga, VMM, Machesky LM (2012) Mtss1 promotes cell-cell junction assembly and stability through the small GTPase Rac1. PLoS ONE 7:e31141. doi:10.1371/journal.pone.0031141
De Jong KP, Lont HE, Bijma AM, Brouwers M (1995) The effect of partial hepatectomy on tumor growth in rats: in vivo and in vitro studies. Hepatology 22:1263–1272
Eferl R, Wagner EF (2003) AP-1: a double-edged sword in tumorigenesis. Nat Rev Cancer 3:859–868. doi:10.1038/nrc1209
Eisenhauer EA, Therasse P, Bogaerts J, Schwartz LH, Sargent D, Ford R, Dancey J, Arbuck S, Gwyther S, Mooney M, Rubinstein L, Shankar L, Dodd L, Kaplan R, Lacombe D, Verweij J (2009) New response evaluation criteria in solid tumours: revised RECIST guideline (version 1.1). Eur J Cancer 45:228–247. doi:10.1016/j.ejca.2008.10.026
Elias D, De Baere T, Roche A, Mducreux, Leclere J, Lasser P (1999) During liver regeneration following right portal embolization the growth rate of liver metastases is more rapid than that of the liver parenchyma. Br J Surg 86:784–788. doi:10.1046/j.1365-2168.1999.01154.x
Eveno C, Le Henaff C, Audollent R, Soyer P, Rampanou A, Nemeth J, Brouland J-P, Dupuy E, Pocard M, Bonnin P (2012) Tumor and non-tumor liver angiogenesis is traced and evaluated by hepatic arterial ultrasound in murine models. Ultrasound Med Biol 38:1195–1204. doi:10.1016/j.ultrasmedbio.2012.03.004
Fausto N, Campbell JS, Riehle KJ (2006) Liver regeneration. Hepatology 43:S45–S53. doi:10.1002/hep.20969
Fernandez FG, Drebin JA, Linehan DC, Dehdashti F, Siegel BA, Strasberg SM (2004) Five-year survival after resection of hepatic metastases from colorectal cancer in patients screened by positron emission tomography with F-18 fluorodeoxyglucose (FDG-PET). Ann Surg 240, 438–47 (Discussion 447–450)
Heinrich S, Jochum W, Graf R, Clavien P-A (2006) Portal vein ligation and partial hepatectomy differentially influence growth of intrahepatic metastasis and liver regeneration in mice. J Hepatol 45:35–42. doi:10.1016/j.jhep.2006.02.020
Hennigan RF, Hawker KL, Ozanne BW (1994) Fos-transformation activates genes associated with invasion. Oncogene 9:3591–3600
Hochster HS, Hart LL, Ramanathan RK, Childs BH, Hainsworth JD, Cohn AL, Wong L, Fehrenbacher L, Abubakr Y, Saif MW, Schwartzberg L, Hedrick E (2008) Safety and efficacy of oxaliplatin and fluoropyrimidine regimens with or without bevacizumab as first-line treatment of metastatic colorectal cancer: results of the tree study. J Clin Oncol 26:3523–3529. doi:10.1200/JCO.2007.15.4138
Hoekstra LT, van Lienden KP, Doets A., Busch ORC, Gouma DJ, van Gulik, TM (2012. Tumor progression after preoperative portal vein embolization. Ann Surg 256, 812–817 (Discussion 817–818). doi:10.1097/SLA.0b013e3182733f09
Hu E, Mueller E, Oliviero S, Papaioannou VE, Johnson R, Spiegelman BM (1994) Targeted disruption of the c-fos gene demonstrates c-fos-dependent and -independent pathways for gene expression stimulated by growth factors or oncogenes. Embo J 13:3094–3103
Hurwitz H., Fehrenbacher L, Novotny W., Cartwright T, Hainsworth J. Heim W, Berlin J, Baron A, Griffing S, Holmgren E, Ferrara N, Fyfe G, Rogers B, Ross R, Kabbinavar F (2004) Bevacizumab plus irinotecan, fluorouracil, and leucovorin for metastatic colorectal cancer. N Engl J Med 350:2335–2342. doi:10.1056/NEJMoa032691
Jeon D-G, Kong C-B, Cho WH, Song WS, Cho SH, Choi SW, Lee S-Y (2014) Examination of the cutoff value of postchemotherapy increase in tumor volume as a predictor of subsequent oncologic events in stage IIB osteosarcoma. J Surg Oncol 109:275–279. doi:10.1002/jso.23496
Jones S, Zhang X, Parsons DW, Lin, J.C.-H., Leary RJ, Angenendt P, Mankoo P, Carter H, Kamiyama H, Jimeno A, Hong S-M, Fu B, Lin M-T, Calhoun ES, Kamiyama M, Walter K, Nikolskaya T, Nikolsky Y, Hartigan J, Smith DR, Hidalgo M, Leach SD, Klein AP, Jaffee EM, Goggins M, Maitra A, Iacobuzio-Donahue C, Eshleman JR, Kern SE, Hruban RH, Karchin R, Papadopoulos N, Parmigiani G, Vogelstein B, Velculescu VE, Kinzler KW (2008) Core signaling pathways in human pancreatic cancers revealed by global genomic analyses. Science 321:1801–1806. doi:10.1126/science.1164368
Kokudo N, Tada K, Seki M, Ohta H, Azekura K, Ueno M, Ohta K, Yamaguchi T, Matsubara T, Takahashi T, Nakajima T, Muto T, Ikari T, Yanagisawa A, Kato Y (2001) Proliferative activity of intrahepatic colorectal metastases after preoperative hemihepatic portal vein embolization. Hepatology 34:267–272. doi:10.1053/jhep.2001.26513
Kollmar O, Corsten M, Scheuer C, Vollmar B, Schilling MK, Menger MD (2007) Portal branch ligation induces a hepatic arterial buffer response, microvascular remodeling, normoxygenation, and cell proliferation in portal blood-deprived liver tissue. Am J Physiol Gastrointest Liver Physiol 292:G1534–G1542. doi:10.1152/ajpgi.00503.2006
Lee Y-G, Macoska JA, Korenchuk S, Pienta KJ (2002) MIM, a potential metastasis suppressor gene in bladder cancer. Neoplasia 4:291–294. doi:10.1038/sj.neo.7900231
Lim C, Cauchy F, Azoulay D, Farges O, Ronot M, Pocard M (2013) Tumour progression and liver regeneration-insights from animal models. Nat Rev Gastroenterol Hepatol. doi:10.1038/nrgastro.2013.55
Liu K, Wang G, Ding H, Chen Y, Yu G, Wang J (2010) Downregulation of metastasis suppressor 1(MTSS1) is associated with nodal metastasis and poor outcome in Chinese patients with gastric cancer. BMC Cancer 10:428. doi:10.1186/1471-2407-10-428
Madoff DC, Abdalla EK, Vauthey J-N (2005) Portal vein embolization in preparation for major hepatic resection: evolution of a new standard of care. J Vasc Interv Radiol 16:779–790. doi:10.1097/01.RVI.0000159543.28222.73
Maggiori L, Bretagnol F, Sibert A, Paradis V, Vilgrain V, Panis Y (2011) Selective portal vein ligation and embolization induce different tumoral responses in the rat liver. Surgery 149:496–503. doi:10.1016/j.surg.2010.10.012
McGarry LC, Winnie JN, Ozanne BW (2004) Invasion of v-Fos(FBR)-transformed cells is dependent upon histone deacetylase activity and suppression of histone deacetylase regulated genes. Oncogene 23:5284–5292. doi:10.1038/sj.onc.1207687
Michalopoulos GK (2007) Liver regeneration. J Cell Physiol 213:286–300. doi:10.1002/jcp.21172
Momiyama M, Kumamoto T, Suetsugu A, Kishimoto H, Chishima T, Tanaka K, Akiyama H, Ichikawa Y, Bouvet M, Endo I, Hoffman RM (2012) Major liver resection stimulates stromal recruitment and metastasis compared with repeated minor resection. J Surg Res 178:280–287. doi:10.1016/j.jss.2012.03.020
Mueller L, Hillert C, Möller L, Krupski-Berdien G, Rogiers X, Broering DC (2008) Major hepatectomy for colorectal metastases: is preoperative portal occlusion an oncological risk factor? Ann Surg Oncol 15:1908–1917. doi:10.1245/s10434-008-9925-y
Nordlinger B, Sorbye H, Glimelius B, Poston GJ, Schlag PM, Rougier P, Bechstein WO, Primrose JN, Walpole, ET, Finch-Jones M, Jaeck D, Mirza D, Parks RW, Mauer M, Tanis E, Van Cutsem E, Scheithauer W, Gruenberger T, EORTC Gastro-Intestinal Tract Cancer Group, Cancer Research UK, Arbeitsgruppe Lebermetastasen und–tumoren in der Chirurgischen Arbeitsgemeinschaft Onkologie (ALM-CAO), Australasian Gastro-Intestinal Trials Group (AGITG), Fédération Francophone de Cancérologie Digestive (FFCD) (2013) Perioperative FOLFOX4 chemotherapy and surgery versus surgery alone for resectable liver metastases from colorectal cancer (EORTC 40983): long-term results of a randomised, controlled, phase 3 trial. Lancet Oncol. 14:1208–1215. doi:10.1016/S1470-2045(13)70447-9
Pamecha V, Levene A, Grillo F, Woodward N, Dhillon A, Davidson BR (2009) Effect of portal vein embolisation on the growth rate of colorectal liver metastases. Br J Cancer 100:617–622. doi:10.1038/sj.bjc.6604872
Picardo A, Karpoff HM, Ng B, Lee J, Brennan MF, Fong Y (1998) Partial hepatectomy accelerates local tumor growth: potential roles of local cytokine activation. Surgery 124:57–64
Rauchfuss F, Lambeck S, Claus RA, Ullmann J, Schulz T, Weber M, Katenkamp K, Guthke R, Bauer M, Settmacher U (2012) Sustained liver regeneration after portal vein embolization a human molecular pilot study. Dig Liver Dis 44:681–688. doi:10.1016/j.dld.2012.04.002
Reichmann E, Schwarz H, Deiner EM, Leitner I (1992) Activation of an inducible c-FosER fusion protein causes loss of epithelial polarity and triggers epithelial-fibroblastoid cell conversion. Cell 71:1103–1116
Richter S, Vollmar B, Mücke I, Post S, Menger MD (2001) Hepatic arteriolo-portal venular shunting guarantees maintenance of nutritional microvascular supply in hepatic arterial buffer response of rat livers. J Physiol (Lond) 531:193–201
Saltz LB, Clarke S, Díaz-Rubio E (2008) Bevacizumab in combination with oxaliplatin-based chemotherapy as first-line therapy in metastatic colorectal cancer: a randomized phase III study. J Clin Oncol 26:2013–2019
Scheele J, Stangl R, Altendorf-Hofmann A (1990) Hepatic metastases from colorectal carcinoma: impact of surgical resection on the natural history. Br J Surg 77:1241–1246
Siegel R, Naishadham D, Jemal A (2013) Cancer statistics, 2013. CA: A Cancer J Clin 63:11–30. doi:10.3322/caac.21166
Simmonds PC, Primrose JN, Colquitt JL, Garden OJ, Poston GJ, Rees M (2006) Surgical resection of hepatic metastases from colorectal cancer: a systematic review of published studies. Br J Cancer 94:982–999. doi:10.1038/sj.bjc.6603033
Simoneau E, Aljiffry M, Salman A, Abualhassan N, Cabrera T, Valenti D, El Baage A, Jamal M, Kavan P, Al-Abbad S, Chaudhury P, Hassanain M, Metrakos P (2012) Portal vein embolization stimulates tumour growth in patients with colorectal cancer liver metastases. HPB (Oxford) 14:461–468. doi:10.1111/j.1477-2574.2012.00476.x
Taub R (2004) Liver regeneration: from myth to mechanism. Nat Rev Mol Cell Biol 5:836–847. doi:10.1038/nrm1489
Yokoyama Y, Wawrzyniak A, Sarmadi AM, Baveja R, Gruber HE, Clemens MG, Zhang JX (2006) Hepatic arterial flow becomes the primary supply of sinusoids following partial portal vein ligation in rats. J Gastroenterol Hepatol 21:1567–1574. doi:10.1111/j.1440-1746.2006.04460.x
Yu JS, Koujak S, Nagase S, Li C-M, Su T, Wang X, Keniry M, Memeo L, Rojtman A, Mansukhani M, Hibshoosh H, Tycko B, Parsons R (2008) PCDH8, the human homolog of PAPC, is a candidate tumor suppressor of breast cancer. Oncogene 27:4657–4665. doi:10.1038/onc.2008.101
Acknowledgements
This study was supported by the Liver Disease Biobank (McGill University Health Center). We would like to thank Dr Bia Dias, as well as the interventional radiology fellows and angiography technicians of the McGill University Health Center Radiology Department. We also would like to thank Genome Quebec for the sequencing and bioinformatics platforms.
Funding
E.S. was supported by a salary grant from FRQS (Fonds de Recherche du Québec en Santé) and by the CIHR (Canadian Institute of Health and Research)/FRSQ training grant in cancer research FRN 53888 of the McGill Integrated Cancer Research Training Program.
Author information
Authors and Affiliations
Corresponding author
Electronic supplementary material
Below is the link to the electronic supplementary material.
Rights and permissions
About this article
Cite this article
Simoneau, E., Chicoine, J., Negi, S. et al. Next generation sequencing of progressive colorectal liver metastases after portal vein embolization. Clin Exp Metastasis 34, 351–361 (2017). https://doi.org/10.1007/s10585-017-9855-9
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10585-017-9855-9