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LncRNA and mRNA interaction study based on transcriptome profiles reveals potential core genes in the pathogenesis of human glioblastoma multiforme

  • Original Article - Cancer Research
  • Published:
Journal of Cancer Research and Clinical Oncology Aims and scope Submit manuscript

Abstract

Objectives

To study the expression profiles of lncRNA and mRNA in glioblastoma multiforme (GBM) and to find potential core genes in the pathogenesis of this high malignant disease.

Methods

Agilent Microarray (Arrystar v2.0) was used to detect the expressions of 33,045 lncRNAs and 30,215 coding transcripts in 5 GBM and 5 normal brain samples. Differentially expressed lncRNAs and mRNAs were identified through Volcano Plot filtering. The expressions of six lncRNAs were further detected by qPCR to validate the results of microarray. The function of differential mRNA was determined by pathway and GO analysis, and the function of lncRNAs was studied by subgroup analysis and by their physical or functional relationships with corresponding mRNAs.

Results

A total of 815 lncRNAs and 738 mRNAs are found to be differentially expressed between the GBM and normal brain groups. With the expression of these differentially expressed genes, the two group samples could be clearly differentiated. The result of qPCR has showed a good consistency with the microarray, thus proving the accuracy of the microarray data. GO and Pathway analyses have proved that the functions of differentially expressed mRNAs in GBM related closely with many processes that important in the cancer pathogenesis. Core lncRNAs and mRNAs that may play important roles in the pathogenesis of GBM are revealed and listed according to various methods.

Conclusion

The GBM shows an aberrant expression profile of lncRNA and mRNA. Potential core genes are revealed by the lncRNA and mRNA interaction study based on transcriptome profiles in GBM.

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Abbreviations

GBM:

Glioblastoma multiforme

LncRNA:

Long noncoding RNA

HOTAIR:

HOX antisense intergenic RNA

MALAT1:

Metastasis-associated lung adenocarcinoma transcript 1

MEG3:

Maternally expressed gene 3

SAGE:

Serial analyses of gene expression

GAPDH:

Glyceraldehyde 3-phosphate dehydrogenase

FDR:

False discovery rate

GO:

Gene Ontology

KEGG:

Kyoto encyclopedia of genes and genomes

RVM t test:

Random variance model t test

lincRNAs:

Large intervening noncoding RNAs

PRC2:

The polycomb complex 2

ITSN1:

Intersectin 1

UCSC:

University of California, Santa Cruz

HEIH:

LncRNA high expression in hepatocellular carcinoma

References

  • Balik V, Srovnal J, Sulla I, Kalita O, Foltanova T, Vaverka M, Hrabalek L, Hajduch M (2013) MEG3: a novel long noncoding potentially tumour-suppressing RNA in meningiomas. J Neurooncol 112:1–8

    Article  CAS  PubMed  Google Scholar 

  • Birney E, Stamatoyannopoulos JA, Dutta A, Guigo R, Gingeras TR, Margulies EH, Weng Z, Snyder M, Dermitzakis ET, Thurman RE, Kuehn MS, Taylor CM, Neph S, Koch CM, Asthana S, Malhotra A, Adzhubei I, Greenbaum JA, Andrews RM, Flicek P, Boyle PJ, Cao H, Carter NP, Clelland GK, Davis S, Day N, Dhami P, Dillon SC, Dorschner MO, Fiegler H, Giresi PG, Goldy J, Hawrylycz M, Haydock A, Humbert R, James KD, Johnson BE, Johnson EM, Frum TT, Rosenzweig ER, Karnani N, Lee K, Lefebvre GC, Navas PA, Neri F, Parker SC, Sabo PJ, Sandstrom R, Shafer A, Vetrie D, Weaver M, Wilcox S, Yu M, Collins FS, Dekker J, Lieb JD, Tullius TD, Crawford GE, Sunyaev S, Noble WS, Dunham I, Denoeud F, Reymond A, Kapranov P, Rozowsky J, Zheng D, Castelo R, Frankish A, Harrow J, Ghosh S, Sandelin A, Hofacker IL, Baertsch R, Keefe D, Dike S, Cheng J, Hirsch HA, Sekinger EA, Lagarde J, Abril JF, Shahab A, Flamm C, Fried C, Hackermuller J, Hertel J, Lindemeyer M, Missal K, Tanzer A, Washietl S, Korbel J, Emanuelsson O, Pedersen JS, Holroyd N, Taylor R, Swarbreck D, Matthews N, Dickson MC, Thomas DJ, Weirauch MT, Gilbert J, Drenkow J, Bell I, Zhao X, Srinivasan KG, Sung WK, Ooi HS, Chiu KP, Foissac S, Alioto T, Brent M, Pachter L, Tress ML, Valencia A, Choo SW, Choo CY, Ucla C, Manzano C, Wyss C, Cheung E, Clark TG, Brown JB, Ganesh M, Patel S, Tammana H, Chrast J, Henrichsen CN, Kai C, Kawai J, Nagalakshmi U, Wu J, Lian Z, Lian J, Newburger P, Zhang X, Bickel P, Mattick JS, Carninci P, Hayashizaki Y, Weissman S, Hubbard T, Myers RM, Rogers J, Stadler PF, Lowe TM, Wei CL, Ruan Y, Struhl K, Gerstein M, Antonarakis SE, Fu Y, Green ED, Karaoz U, Siepel A, Taylor J, Liefer LA, Wetterstrand KA, Good PJ, Feingold EA, Guyer MS, Cooper GM, Asimenos G, Dewey CN, Hou M, Nikolaev S, Montoya-Burgos JI, Loytynoja A, Whelan S, Pardi F, Massingham T, Huang H, Zhang NR, Holmes I, Mullikin JC, Ureta-Vidal A, Paten B, Seringhaus M, Church D, Rosenbloom K, Kent WJ, Stone EA, Batzoglou S, Goldman N, Hardison RC, Haussler D, Miller W, Sidow A, Trinklein ND, Zhang ZD, Barrera L, Stuart R, King DC, Ameur A, Enroth S, Bieda MC, Kim J, Bhinge AA, Jiang N, Liu J, Yao F, Vega VB, Lee CW, Ng P, Shahab A, Yang A, Moqtaderi Z, Zhu Z, Xu X, Squazzo S, Oberley MJ, Inman D, Singer MA, Richmond TA, Munn KJ, Rada-Iglesias A, Wallerman O, Komorowski J, Fowler JC, Couttet P, Bruce AW, Dovey OM, Ellis PD, Langford CF, Nix DA, Euskirchen G, Hartman S, Urban AE, Kraus P, Van Calcar S, Heintzman N, Kim TH, Wang K, Qu C, Hon G, Luna R, Glass CK, Rosenfeld MG, Aldred SF, Cooper SJ, Halees A, Lin JM, Shulha HP, Zhang X, Xu M, Haidar JN, Yu Y, Ruan Y, Iyer VR, Green RD, Wadelius C, Farnham PJ, Ren B, Harte RA, Hinrichs AS, Trumbower H, Clawson H, Hillman-Jackson J, Zweig AS, Smith K, Thakkapallayil A, Barber G, Kuhn RM, Karolchik D, Armengol L, Bird CP, de Bakker PI, Kern AD, Lopez-Bigas N, Martin JD, Stranger BE, Woodroffe A, Davydov E, Dimas A, Eyras E, Hallgrimsdottir IB, Huppert J, Zody MC, Abecasis GR, Estivill X, Bouffard GG, Guan X, Hansen NF, Idol JR, Maduro VV, Maskeri B, McDowell JC, Park M, Thomas PJ, Young AC, Blakesley RW, Muzny DM, Sodergren E, Wheeler DA, Worley KC, Jiang H, Weinstock GM, Gibbs RA, Graves T, Fulton R, Mardis ER, Wilson RK, Clamp M, Cuff J, Gnerre S, Jaffe DB, Chang JL, Lindblad-Toh K, Lander ES, Koriabine M, Nefedov M, Osoegawa K, Yoshinaga Y, Zhu B, de Jong PJ (2007) Identification and analysis of functional elements in 1% of the human genome by the ENCODE pilot project. Nature 447:799–816

    Article  CAS  PubMed  Google Scholar 

  • Carlson MR, Zhang B, Fang Z, Mischel PS, Horvath S, Nelson SF (2006) Gene connectivity, function, and sequence conservation: predictions from modular yeast co-expression networks. BMC Genomics 7:40

    Article  PubMed Central  PubMed  Google Scholar 

  • Clarke R, Ressom HW, Wang A, Xuan J, Liu MC, Gehan EA, Wang Y (2008) The properties of high-dimensional data spaces: implications for exploring gene and protein expression data. Nat Rev Cancer 8:37–49

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Gibb EA, Vucic EA, Enfield KS, Stewart GL, Lonergan KM, Kennett JY, Becker-Santos DD, MacAulay CE, Lam S, Brown CJ, Lam WL (2011) Human cancer long non-coding RNA transcriptomes. PLoS One 6:e25915

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Gorodnova TV, ESh K, Yanus GA, Katanugina AS, Abysheva SN, Togo AV, Imyanitov EN (2010) Distribution of FGFR2, TNRC9, MAP3K1, LSP1, and 8q24 alleles in genetically enriched breast cancer patients versus elderly tumor-free women. Cancer Genet Cytogenet 199: 69–72

  • Gupta RA, Shah N, Wang KC, Kim J, Horlings HM, Wong DJ, Tsai MC, Hung T, Argani P, Rinn JL, Wang Y, Brzoska P, Kong B, Li R, West RB, van de Vijver MJ, Sukumar S, Chang HY (2010) Long non-coding RNA HOTAIR reprograms chromatin state to promote cancer metastasis. Nature 464:1071–1076

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Guttman M, Amit I, Garber M, French C, Lin MF, Feldser D, Huarte M, Zuk O, Carey BW, Cassady JP, Cabili MN, Jaenisch R, Mikkelsen TS, Jacks T, Hacohen N, Bernstein BE, Kellis M, Regev A, Rinn JL, Lander ES (2009) Chromatin signature reveals over a thousand highly conserved large non-coding RNAs in mammals. Nature 458:223–227

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Han L, Zhang K, Shi Z, Zhang J, Zhu J, Zhu S, Zhang A, Jia Z, Wang G, Yu S, Pu P, Dong L, Kang C (2012) LncRNA profile of glioblastoma reveals the potential role of lncRNAs in contributing to glioblastoma pathogenesis. Int J Oncol 40:2004–2012

    CAS  PubMed  Google Scholar 

  • Harrow J, Denoeud F, Frankish A, Reymond A, Chen CK, Chrast J, Lagarde J, Gilbert JG, Storey R, Swarbreck D, Rossier C, Ucla C, Hubbard T, Antonarakis SE, Guigo R (2006) GENCODE: producing a reference annotation for ENCODE. Genome Biol 7(Suppl 1): S4.1–S9

  • Khalil AM, Guttman M, Huarte M, Garber M, Raj A, Rivea MD, Thomas K, Presser A, Bernstein BE, van Oudenaarden A, Regev A, Lander ES, Rinn JL (2009) Many human large intergenic noncoding RNAs associate with chromatin-modifying complexes and affect gene expression. Proc Natl Acad Sci USA 106:11667–11672

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Ma Y, Wang B, Li W, Ying G, Fu L, Niu R, Gu F (2010) Reduction of intersectin1-s induced apoptosis of human glioblastoma cells. Brain Res 1351:222–228

    Article  CAS  PubMed  Google Scholar 

  • Ma Y, Wang B, Li W, Liu X, Wang J, Ding T, Zhang J, Ying G, Fu L, Gu F (2011) Intersectin1-s is involved in migration and invasion of human glioma cells. J Neurosci Res 89:1079–1090

    Article  CAS  PubMed  Google Scholar 

  • Morin A, Fritsch L, Mathieu JR, Gilbert C, Guarmit B, Firlej V, Gallou-Kabani C, Vieillefond A, Delongchamps NB, Cabon F (2012) Identification of CAD as an androgen receptor interactant and an early marker of prostate tumor recurrence. FASEB J 26:460–467

    Article  CAS  PubMed  Google Scholar 

  • Morris KV (2009) RNA-directed transcriptional gene silencing and activation in human cells. Oligonucleotides 19:299–306

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Orom UA, Derrien T, Guigo R, Shiekhattar R (2010) Long noncoding RNAs as enhancers of gene expression. Cold Spring Harb Symp Quant Biol 75:325–331

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Otsuki T, Mori M, Tatibana M (1981) Phosphorylation and dephosphorylation of carbamoyl-phosphate synthetase II complex of rat ascites hepatoma cells. J Biochem 89:1367–1374

    CAS  PubMed  Google Scholar 

  • Prieto C, Risueno A, Fontanillo C, De las Rivas J (2008) Human gene coexpression landscape: confident network derived from tissue transcriptomic profiles. PLoS One 3: e3911

  • Pujana MA, Han JD, Starita LM, Stevens KN, Tewari M, Ahn JS, Rennert G, Moreno V, Kirchhoff T, Gold B, Assmann V, Elshamy WM, Rual JF, Levine D, Rozek LS, Gelman RS, Gunsalus KC, Greenberg RA, Sobhian B, Bertin N, Venkatesan K, Ayivi-Guedehoussou N, Sole X, Hernandez P, Lazaro C, Nathanson KL, Weber BL, Cusick ME, Hill DE, Offit K, Livingston DM, Gruber SB, Parvin JD, Vidal M (2007) Network modeling links breast cancer susceptibility and centrosome dysfunction. Nat Genet 39:1338–1349

    Article  CAS  PubMed  Google Scholar 

  • Rinn JL, Kertesz M, Wang JK, Squazzo SL, Xu X, Brugmann SA, Goodnough LH, Helms JA, Farnham PJ, Segal E, Chang HY (2007) Functional demarcation of active and silent chromatin domains in human HOX loci by noncoding RNAs. Cell 129:1311–1323

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Russo A, O’Bryan JP (2012) Intersectin 1 is required for neuroblastoma tumorigenesis. Oncogene 31:4828–4834

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Shiozaki K, Yamaguchi K, Takahashi K, Moriya S, Miyagi T (2011) Regulation of sialyl Lewis antigen expression in colon cancer cells by sialidase NEU4. J Biol Chem 286:21052–21061

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Tringali C, Cirillo F, Lamorte G, Papini N, Anastasia L, Lupo B, Silvestri I, Tettamanti G, Venerando B (2012) NEU4L sialidase overexpression promotes beta-catenin signaling in neuroblastoma cells, enhancing stem-like malignant cell growth. Int J Cancer 131:1768–1778

    Article  CAS  PubMed  Google Scholar 

  • Tsai MC, Spitale RC, Chang HY (2011) Long intergenic noncoding RNAs: new links in cancer progression. Cancer Res 71:3–7

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Vachon CM, Scott CG, Fasching PA, Hall P, Tamimi RM, Li J, Stone J, Apicella C, Odefrey F, Gierach GL, Jud SM, Heusinger K, Beckmann MW, Pollan M, Fernandez-Navarro P, Gonzalez-Neira A, Benitez J, van Gils CH, Lokate M, Onland-Moret NC, Peeters PH, Brown J, Leyland J, Varghese JS, Easton DF, Thompson DJ, Luben RN, Warren RM, Wareham NJ, Loos RJ, Khaw KT, Ursin G, Lee E, Gayther SA, Ramus SJ, Eeles RA, Leach MO, Kwan-Lim G, Couch FJ, Giles GG, Baglietto L, Krishnan K, Southey MC, Le ML, Kolonel LN, Woolcott C, Maskarinec G, Haiman CA, Walker K, Johnson N, McCormack VA, Biong M, Alnaes GI, Gram IT, Kristensen VN, Borresen-Dale AL, Lindstrom S, Hankinson SE, Hunter DJ, Andrulis IL, Knight JA, Boyd NF, Figuero JD, Lissowska J, Wesolowska E, Peplonska B, Bukowska A, Reszka E, Liu J, Eriksson L, Czene K, Audley T, Wu AH, Pankratz VS, Hopper JL, dos-Santos-Silva I (2012) Common breast cancer susceptibility variants in LSP1 and RAD51L1 are associated with mammographic density measures that predict breast cancer risk. Cancer Epidemiol Biomark Prev 21:1156–1166

    Article  CAS  Google Scholar 

  • Van Meir EG, Hadjipanayis CG, Norden AD, Shu HK, Wen PY, Olson JJ (2010) Exciting new advances in neuro-oncology: the avenue to a cure for malignant glioma.CA. Cancer J Clin 60:166–193

    Article  Google Scholar 

  • Watts DJ, Strogatz SH (1998) Collective dynamics of ‘small-world’ networks. Nature 393:440–442

    Article  CAS  PubMed  Google Scholar 

  • Wright GW, Simon RM (2003) A random variance model for detection of differential gene expression in small microarray experiments. Bioinformatics 19:2448–2455

    Article  CAS  PubMed  Google Scholar 

  • Yamanami H, Shiozaki K, Wada T, Yamaguchi K, Uemura T, Kakugawa Y, Hujiya T, Miyagi T (2007) Down-regulation of sialidase NEU4 may contribute to invasive properties of human colon cancers. Cancer Sci 98:299–307

    Article  CAS  PubMed  Google Scholar 

  • Yang H, Crawford N, Lukes L, Finney R, Lancaster M, Hunter KW (2005) Metastasis predictive signature profiles pre-exist in normal tissues. Clin Exp Metastasis 22:593–603

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Yang F, Zhang L, Huo XS, Yuan JH, Xu D, Yuan SX, Zhu N, Zhou WP, Yang GS, Wang YZ, Shang JL, Gao CF, Zhang FR, Wang F, Sun SH (2011) Long noncoding RNA high expression in hepatocellular carcinoma facilitates tumor growth through enhancer of zeste homolog 2 in humans. Hepatology 54:1679–1689

    Article  CAS  PubMed  Google Scholar 

  • Ying L, Huang Y, Chen H, Wang Y, Xia L, Chen Y, Liu Y, Qiu F (2013) Downregulated MEG3 activates autophagy and increases cell proliferation in bladder cancer. Mol BioSyst 9:407–411

    Article  CAS  PubMed  Google Scholar 

  • Zhou Y, Zhang X, Klibanski A (2012) MEG3 noncoding RNA: a tumor suppressor. J Mol Endocrinol 48:R45–R53

    Article  PubMed Central  CAS  PubMed  Google Scholar 

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Acknowledgments

This study was supported by the National “863” High Technique Project (2007AA02Z483), National Natural Science Foundation of China (30930094, 81101908, 81272781, 30973076), Program for academic leaders in health sciences (No. XBR2011030) and “Shu Guang” project (No. 11SG37) in Shanghai. We want to thank Yanfen Ge and her colleagues at KangCheng Bio-tech Inc., and Qi Li and his colleagues at Gminix Company, for the assistance in bioinformatic analysis and many other help during the course of this study.

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None.

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Corresponding authors

Correspondence to Juxiang Chen or Yicheng Lu.

Additional information

Yong Yan and Lei Zhang have contributed equally to the article.

Electronic supplementary material

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432_2014_1861_MOESM1_ESM.tif

Supplementary material 1 (TIFF 1201 kb) Figure S1: GO analysis of differential expressed (A, C, and E, up-regulated; B, D, and F, down-regulated) mRNA in GBMs. A and B, Biological process; C and D, Cellular component; E and F, Molecular function

432_2014_1861_MOESM2_ESM.tif

Supplementary material 2 (TIFF 9904 kb) Figure S2: Gene co-expression network of the normal brain. The solid round spots stand for the mRNAs, the Hexagon with a circle spots stand for the lncRNAs. The lines between spots stand for the relationship between the genes. The spot size is on behalf of the capability of a gene to act with its adjacent genes

432_2014_1861_MOESM3_ESM.tif

Supplementary material 3 (TIFF 10098 kb) Figure S3: Gene co-expression network of the GBM. The solid round spots stand for the mRNAs, the Hexagon with a circle spots stand for the lncRNAs. The lines between spots stand for the relationship between the genes. The spot size is on behalf of the capability of a gene to act with its adjacent genes

Supplementary material 4 (DOC 30 kb)

Supplementary material 5 (XLS 717 kb)

Supplementary material 6 (XLS 898 kb)

Supplementary material 7 (DOC 28 kb)

Supplementary material 8 (DOC 19 kb)

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Yan, Y., Zhang, L., Jiang, Y. et al. LncRNA and mRNA interaction study based on transcriptome profiles reveals potential core genes in the pathogenesis of human glioblastoma multiforme. J Cancer Res Clin Oncol 141, 827–838 (2015). https://doi.org/10.1007/s00432-014-1861-6

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  • DOI: https://doi.org/10.1007/s00432-014-1861-6

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