| Journal of Experimental & Clinical Cancer Research | |
| Candidate microRNA biomarkers of pancreatic ductal adenocarcinoma: meta-analysis, experimental validation and clinical significance | |
| Cheng-Hong Peng1  Zhi-Wei Quan2  Wei Gong2  Kun Cheng1  Ming-Zhe Weng2  Xiang Kong3  Ming-Zhe Ma2  | |
| [1] Department of General Surgery, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, China;Department of General Surgery, Xinhua Hospital, Shanghai Jiaotong University School of Medicine, 1665 Kongjiang Road, Shanghai 200092, People’s Republic of China;Department of Pharmacology, Wannan Medical College, Anhui, China | |
| 关键词: Biomarker; Pancreatic cancer; Meta-analysis; microRNA; | |
| Others : 815094 DOI : 10.1186/1756-9966-32-71 |
|
| received in 2013-05-14, accepted in 2013-09-26, 发布年份 2013 | |
PDF
|
|
【 摘 要 】
Background
The diagnostic and prognostic value of microRNA (miRNA) expression aberrations in pancreatic ductal adenocarcinoma (PDAC) has been studied extensively in recent years. However, differences in measurement platforms and lab protocols as well as small sample sizes can render gene expression levels incomparable.
Methods
A comprehensive meta-review of published studies in PDAC that compared the miRNA expression profiles of PDAC tissues and paired neighbouring noncancerous pancreatic tissues was performed to determine candidate miRNA biomarkers for PDAC. Both a miRNA vote-counting strategy and a recently published Robust Rank Aggregation method were employed. In this review, a total of 538 tumour and 206 noncancerous control samples were included.
Results
We identified a statistically significant miRNA meta-signature of seven up- and three down-regulated miRNAs. The experimental validation results showed that the miRNA expression levels were in accordance with the meta-signature. The results from the vote-counting strategy were consistent with those from the Robust Rank Aggregation method. The experimental validation confirmed that the statistically unique profiles identified by the meta-review approach could discriminate PDAC tissues from paired nonmalignant pancreatic tissues. In a cohort of 70 patients, the high expression of miR-21 (p=0.018, HR=2.610; 95% CI=1.179-5.777) and miR-31 (p=0.039, HR=2.735; 95% CI=1.317-6.426), the low expression of miR-375 (p=0.022, HR=2.337; 95% CI=1.431-5.066) were associated with poor overall survival following resection, independent of clinical covariates.
Conclusions
The identified miRNAs may be used to develop a panel of diagnostic and prognostic biomarkers for PDAC with sufficient sensitivity and specificity for use in a clinical setting.
【 授权许可】
2013 Ma et al.; licensee BioMed Central Ltd.
【 预 览 】
| Files | Size | Format | View |
|---|---|---|---|
| 20140710054334250.pdf | 525KB | ||
| Figure 2. | 88KB | Image | |
| Figure 1. | 53KB | Image |
【 图 表 】
Figure 1.
Figure 2.
【 参考文献 】
- [1]Hidalgo M: New insights into pancratic cancer biology. Ann Oncol 2012, 23(Suppl 10):135-138.
- [2]Hidalgo M: Pancreatic cancer. N Engl J Med 2010, 362:1605-1617.
- [3]Mardis ER: Applying next-generation sequencing to pancreatic cancer treatment. Nat Rev Gastroenterol Hepatol 2012, 9:477-486.
- [4]Du Y, Liu M, Gao J, Li Z: Aberrant microRNAs expression patterns in pancreatic cancer and their clinical translation. Cancer Biother Radiopharm 2013, 28:361-369.
- [5]Costello E, Greenhalf W, Neoptolemos JP: New biomarkers and targets in pancreatic cancer and their application to treatment. Nat Rev Gastroenterol Heaptol 2012, 9:435-444.
- [6]Gregory RI, Chendrimada TP, Cooch N, Shiekhattar R: Human RISC couples microRNA biogenesis and posttranscriptional gene silencing. Cell 2005, 123:631-640.
- [7]Yates LA, Norbury CJ, Gilbert RJ: The long and short of microRNAs. Cell 2013, 153:516-519.
- [8]Singh R, Mo YY: Role of microRNAs in breast cancer. Cancer Biol Ther 2013, 14:201-212.
- [9]Baer C, Claus R, Plass C: Genome-wide epigenetic regulation of miRNAs in cancer. Cancer Res 2013, 73:473-477.
- [10]Song S, Ajani JA: The role of microRNAs in cancers of upper gastrointestinal tract. Nat Rev Gastroenterol Hepatol 2013, 10:109-118.
- [11]Lee HK, Hsu AK, Sajdak J, Qin J, Pavlidis P: Coexpression analysis of human genes across many microarray data sets. Genome Res 2004, 14:1085-1094.
- [12]Griffith OL, Melck A, Jones SJ, Wiseman SM: Meta-analysis and meta-review of thyroid cancer gene expression profiling studies identifies important diagnostic biomarkers. J Clin Oncol 2006, 24:5043-5051.
- [13]Chan SK, Griffith OL, Tai IT, Jones SJ: Meta-analysis of colorectal cancer gene expression profiling studies identifies consistently reported candidate biomarkers. Cancer Epidemiol Biomarkers Prev 2008, 17:543-552.
- [14]Ma Y, Zhang P, Yang J, Liu Z, Yang Z, Qin H: Candidate microRNA biomarkers in human colorectal cancer: systematic review profiling studies and experimental validation. Int J Cancer 2012, 130:2077-2087.
- [15]Guan P, Yin Z, Li X, Wu W, Zhou B: Meta-analysis of human lung cancer microRNA expression profiling studies comparing cancer tissues with normal tissues. J Exp Clin Cancer Res 2012, 31:54. BioMed Central Full Text
- [16]Kolde R, Laur S, Adler P, Vilo J: Robust rank aggregation for gene list integration and meta-analysis. Bioinformatics 2012, 28:573-580.
- [17]Võsa U, Vooder T, Kolde R, Vilo J, Metspalu A, Annilo T: Meta-analysis of microRNA expression in lung cancer. Int J Cancer 2013, 132:2884-2893.
- [18]Singh S, Chitkara D, Kumar V, Behrman SW: Mahato RI:miRNA profiling in pancreatic cancer and restoration of chemosensitivity. Cancer Lett 2012, 12:00596-4.
- [19]Munding JB, Adai AT, Maghnouj A, Urbanik A, Zöllner H, Liffers ST, Chromik AM, Uhl W, Szafranska-Schwarzbach AE, Tannapfel A, Hahn SA: Global microRNA expression profiling of microdissected tissues identifies miR-135b as a novel biomarker for pancreatic ductal adenocarcinoma. Int J Cancer 2012, 131:E86-E95.
- [20]Ma Y, Yu S, Zhao W, Lu Z, Chen J: miR-27a regulates the growth, colony formation and migration of pancreatic cancer cells by targeting Sprouty2. Cancer Lett 2010, 298:150-158.
- [21]Szafranska AE, Davison TS, John J, Cannon T, Sipos B, Maghnouj A, Labourier E, Hahn SA: MicroRNA expression alterations are linked to tumorigenesis and non-neoplastic processes in pancreatic ductal adenocarcinoma. Oncogene 2007, 26:4442-4452.
- [22]Piepoli A, Tavano F, Copetti M, Mazza T, Palumbo O, Panza A, di Mola FF, Pazienza V, Mazzoccoli G, Biscaglia G, Gentile A, Mastrodonato N, Carella M, Pellegrini F, di Sebastiano P, Andriulli A: Mirna expression profiles identify drivers in colorectal and pancreatic cancers. PLoS One 2012, 7:e33663.
- [23]Bauer AS, Keller A, Costello E, Greenhalf W, Bier M, Borries A, Beier M, Neoptolemos J, Büchler M, Werner J, Giese N, Hoheisel JD: Diagnosis of pancreatic ductal adenocarcinoma and chronic pancreatitis by measurement of microRNA abundance in blood and tissue. PLoS One 2012, 7:e34151.
- [24]Lee EJ, Gusev Y, Jiang J, Nuovo GJ, Lerner MR, Frankel WL, Morgan DL, Postier RG, Brackett DJ, Schmittgen TD: Expression profiling identifies microRNA signature in pancreatic cancer. Int J Cancer 2007, 120:1046-1054.
- [25]Bloomston M, Frankel WL, Petrocca F, Volinia S, Alder H, Hagan JP, Liu CG, Bhatt D, Taccioli C, Croce CM: MicroRNA expression patterns to differentiate pancreatic adenocarcinoma from normal pancreas and chronic pancreatitis. JAMA 2007, 297:1901-1908.
- [26]Schultz NA, Werner J, Willenbrock H, Roslind A, Giese N, Horn T, Wøjdemann M, Johansen JS: MicroRNA expression profiles associated with pancreatic adenocarcinoma and ampullary adenocarcinoma. Mod Pathol 2012, 25:1609-1622.
- [27]Jamieson NB, Morran DC, Morton JP, Ali A, Dickson EJ, Carter CR, Sansom OJ, Evans TR, McKay CJ, Oien KA: MicroRNA molecular profiles associated with diagnosis, clinicopathologic criteria, and overall survival in patients with resectable pancreatic ductal adenocarcinoma. Clin Cancer Res 2012, 18:534-545.
- [28]Panarelli NC, Chen YT, Zhou XK, Kitabayashi N, Yantiss RK: MicroRNA expression aids the preoperative diagnosis of pancreatic ductal adenocarcinoma. Pancreas 2012, 41:685-690.
- [29]Ali S, Saleh H, Sethi S, Sarkar FH, Philip PA: MicroRNA profiling of diagnostic needle aspirates from patients with pancreatic cancer. Br J Cancer 2012, 107:1354-1360.
- [30]Zhang S, Hao J, Xie F, Hu X, Liu C, Tong J, Zhou J, Wu J, Shao C: Downregulation of miR-132 by promoter methylation contributes to pancreatic cancer development. Carcinogenesis 2011, 32:1183-1189.
- [31]Nagao Y, Hisaoka M, Matsuyama A, Kanemitsu S, Hamada T, Fukuyama T, Nakano R, Uchiyama A, Kawamoto M, Yamaguchi K, Hashimoto H: Association of microRNA-21 expression with its targets, PDCD4 and TIMP3, in pancreatic ductal adenocarcinoma. Mod Pathol 2012, 25:112-121.
- [32]Sato F, Tsuchiya S, Terasawa L, Tsujimoto G: Intra-platform repeatability and inter-platform comparability of microRNA microarray technology. Plos One 2009, 4:e5540.
- [33]Wang B, Howel P, Bruheim S, Ju J, Owen LB, Fodstad O, Xi Y: Systematic evaluation of three microRNA profiling platforms: microarray, breads array, and quantative real-time PCR array. Plos One 2011, 6:e17167.
- [34]Git A, Dvinge H, Salmon-Divon M, Osborne M, Kutter C, Hadfield J, Bertone P, Caldas C: Systematic comparison of microarray profiling, real-time PCR, and next-generation sequencing technologies for measuring differential microRNA expression. RNA 2010, 16:991-1006.
- [35]Etienne W, Meyer MH, Peppers J, Meyer RA Jr: Comparison of mRNA gene expression by RT-PCR and DNA microarray. Biotechniques 2004, 36:618-620.
- [36]Zhang XJ, Ye H, Zeng CW, He B, Zhang H, Chen YQ: Dysregulation of miR-15a and miR-214 in human pancreatic cancer. J Hematol Oncol 2010, 3:46. BioMed Central Full Text
- [37]Tavano F, di Mola FF, Piepoli A, Panza A, Copetti M, Burbaci FP, Latiano T, Pellegrini F, Maiello E, Andriulli A, di Sebastiano P: Changes in miR-143 and miR-21 expression and clinicopathological correlations in pancreatic cancers. Pancreas 2012, 41:1280-1284.
- [38]Greither T, Grochola LF, Udelnow A, Lautenschlager C, Wurl P, Taubert H: Elevated expression of microRNAs 155, 203, 210 and 222 in pancreatic tumors is associated with poorer survival. Int J Cancer 2010, 126:73-80.
- [39]Papaconstantinou IG, Manta A, Gazouli M, Lyberopoulou A, Lykou dis PM, Polymeneas G, Voros D: Expression of microRNAs in patients with pancreatic cancer and its prognostic significance. Pancreas 2013, 42:67-71.
- [40]Ikenaga N, Ohuchida K, Mizumoto K, Yu J, Kayashima T, Sakai H, Fujita H, Nakata K, Tanaka M: MicroRNA-203 expression as a new prognostic marker of pancreatic adenocarcinoma. Ann Surg Oncol 2010, 17:3210-3218.
- [41]Liu CG, Calin GA, Meloon B, Gamliel N, Sevignani C, Ferracin M, Dumitru CD, Shimizu M, Zupo S, Dono M, Alder H, Bullrich F, Negrini M, Croce CM: An oligonucleotide microchip for genome-wide microRNA profiling in human and mouse tissues. Proc Natl Acad Sci USA 2004, 101:9740-9744.
- [42]Babak T, Zhang W, Morris Q, Blencowe BJ, Hughes TR: Probing microRNAs with microarrays: tissue specificity and functional inference. RNA 2004, 10:1813-1819.
PDF