Sains
Malaysiana 51(1)(2022): 107-119
http://doi.org/10.17576/jsm-2022-5101-09
Identification of an Eight-LncRNA Signature as the Prognostic
LncRNA Markers in Hepatocellular Carcinoma Patients
(Pengenalpastian Tandatangan Lapan-LncRNA sebagai Penanda LncRNA
Prognostik dalam Pesakit Karsinoma Hepatosel)
DONGFANG
WANG1,2, TIANCHI LIU1,2, WEIPING ZENG1, SIXU
LI3, KEAI SINN TAN1,2,
WEN
TAN2 & LI GU*4
1School of
Pharmacy, Jinan University, Guangzhou 510632, Guangdong, China
2Zhuhai Yuanzhi
Health Technology Co. Ltd, Hengqin New Area, Zhuhai 519000, Guangdong, China
3Institute of
Biomedical and Pharmaceutical Sciences, Guangdong University of Technology
Guangzhou 510006, China
4Food and Health
Engineering Research Center of State Education Ministry, Sun Yat-Sen
University, Guangzhou 510275, China
Diserahkan: 12 Januari 2021/Diterima: 25 Mei 2021
ABSTRACT
Long
non-coding RNA (lncRNA) signature has been reputable for the predetermination
of cancer prognosis. In the present study, we constructed a lncRNA model to
predict the survival outcomes for hepatocellular carcinoma (HCC) patients.
Using the transcriptome data from TCGA HCC samples, we identified that NEAT1
and MALAT1 were highly expressed in HCC and other tumor subtypes compared to
the adjacent normal tissues. Based on the LASSO Cox regression model, we
identified an eight-lncRNA signature that significantly correlated with the
overall survival and disease-free survival of the HCC training group. The
prognostic value of this signature was validated using the test group. Further
analysis suggested that this signature was associated with the clinicopathological
parameters such as vascular tumor invasion, pathological stage, and tumor
grade. Integrated functional analysis showed that these eight-lncRNAs were
involved in the cell cycle, metabolic process, and immune response. In
conclusion, we constructed an applicable eight-lncRNA signature that is robust
and reliable for the prognosis of HCC. This signature may provide an efficient
clinical prediction for HCC patients, and further study is required to uncover
the function of the identified lncRNAs better.
Keywords: Cancer genome atlas; gene set enrichment analysis; hepatocellular
carcinoma; long non-coding RNA; prognosis biomarkers
ABSTRAK
Tandatangan RNA bukan pengekodan panjang
(lncRNA) telah terkenal untuk penentuan awal prognosis kanser. Dalam kajian ini,
kami membina model lncRNA untuk meramalkan hasil kelangsungan hidup untuk
pesakit karsinoma hepatosel (HCC). Menggunakan data transkrip daripada sampel
TCGA HCC, kami mengenal pasti bahawa NEAT1 dan MALAT1 sangat dinyatakan dalam
HCC dan sub-jenis tumor lain berbanding dengan tisu normal bersebelahan.
Berdasarkan model regresi LASSO Cox, kami mengenal pasti tandatangan
lapan-lncRNA yang berkorelasi dengan ketara kemandirian keseluruhan dan
kelangsungan hidup bebas penyakit kumpulan latihan HCC. Nilai prognostik
tandatangan ini telah disahkan menggunakan kumpulan ujian. Analisis lanjut
mencadangkan bahawa tandatangan ini dikaitkan dengan parameter klinikopatologi
seperti pencerobohan tumor vaskular, peringkat patologi dan gred tumor.
Analisis fungsi bersepadu mendedahkan bahawa lapan-lncRNA ini terlibat dalam
kitaran sel, proses metabolik dan tindak balas imun. Kesimpulannya, kami
membina tandatangan lapan-lncRNA yang terpakai yang teguh dan boleh dipercayai
untuk prognosis HCC. Tandatangan ini mungkin memberikan ramalan klinikal yang
cekap untuk pesakit HCC dan kajian lanjut diperlukan untuk mendedahkan fungsi
lncRNA yang dikenal pasti dengan lebih baik.
Kata kunci: Analisis pengayaan set gen;
atlas genom kanser; biopenanda prognosis; karsinoma hepatosel; RNA bukan
pengekodan panjang
RUJUKAN
Akhade, V.S., Pal, D. & Kanduri, C. 2017.
Long noncoding RNA: Genome organization and mechanism of action. Advances in Experimental Medicine and
Biology 1008: 47-74.
Beck, D., Thoms, J.A.I., Palu, C., Herold, T.,
Shah, A., Olivier, J., Boelen, L., Huang, Y., Chacon, D., Brown, A., Babic, M.,
Hahn, C., Perugini, M., Zhao, X., Huntly, B.J., Schwarzer, A., Klusmann, J.H.,
Berdel, W.E., Wormann, B., Buchner, T., Hiddemann, W., Bohlander, S.K., To,
L.B., Scott, H.S., Lewis, I.D., D'Andrea, R.J., Wong, J.W.H. & Pimanda,
J.E. 2018. A four-gene LincRNA expression signature predicts risk in multiple
cohorts of acute myeloid leukemia patients. Leukemia 32(2): 263-272.
Camp, R.L., Dolled-Filhart, M. & Rimm, D.L.
2004. X-tile: A new bio-informatics tool for biomarker assessment and
outcome-based cut-point optimization. Clinical
Cancer Research 10(21): 7252-7259.
Cancer Genome Atlas Research Network. 2017.
Comprehensive and integrative genomic characterization of hepatocellular
carcinoma. Cell 169(7):
1327-1341.e23.
Chen, W., Zheng, R., Baade, P.D., Zhang, S.,
Zeng, H., Bray, F., Jemal, A., Yu, X.Q. & He, J. 2016. Cancer statistics in
China, 2015. A Cancer Journal for
Clinicians 66(2): 115-132.
Chiu, H.S., Somvanshi, S., Patel, E., Chen,
T.W., Singh, V.P., Zorman, B., Patil, S.L., Pan, Y., Chatterjee, S.S. Cancer
Genome Atlas Research Network, Sood, A.K., Gunaratne, P.H. & Sumazin, P.
2018. Pan-cancer analysis of lncRNA regulation supports their targeting of
cancer genes in each tumor context. Cell
Reports 23(1): 297-312.e212.
Cui, H., Zhang, Y., Zhang, Q., Chen, W., Zhao,
H. & Liang, J. 2017. A comprehensive genome-wide analysis of long noncoding
RNA expression profile in hepatocellular carcinoma. Cancer Medicine 6(12): 2932-2941.
Dong, H., Wang, W., Mo, S., Chen, R., Zou, K., Han,
J., Zhang, F. & Hu, J. 2018. SP1-induced lncRNA AGAP2-AS1 expression
promotes chemoresistance of breast cancer by epigenetic regulation of MyD88. Journal of Experimental & Clinical
Cancer Research 37(1): 202.
Dutta, R. & Mahato, R.I. 2017. Recent advances
in hepatocellular carcinoma therapy. Pharmacology
& Therapeutics 173: 106-117.
Esposti, D.D., Hernandez-Vargas, H., Voegele,
C., Fernandez-Jimenez, N., Forey, N., Bancel, B., Le Calvez-Kelm, F., McKay,
J., Merle, P. & Herceg, Z. 2016. Identification of novel long non-coding
RNAs deregulated in hepatocellular carcinoma using RNA-sequencing. Oncotarget 7(22): 31862-31877.
Forner, A., Llovet, J.M. & Bruix, J. 2012.
Hepatocellular carcinoma. Lancet 379(9822):
1245-1255.
Friedman, J., Hastie, T. & Tibshirani, R.
2010. Regularization paths for generalized linear models via coordinate
descent. Journal of Statistical Software 33(1): 1-22.
Gu, J.X., Zhang, X., Miao, R.C., Xiang, X.H.,
Fu, Y.N., Zhang, J.Y., Liu, C. & Qu, K. 2019. Six-long non-coding RNA
signature predicts recurrence-free survival in hepatocellular carcinoma. World Journal of Gastroenterology 25(2):
220-232.
He, J., Zuo, Q., Hu, B., Jin, H., Wang, C.,
Cheng, Z., Deng, X., Yang, C., Ruan, H., Yu, C., Zhao, F., Yao, M., Fang, J.,
Gu, J., Zhou, J., Fan, J., Qin, W., Yang, X. & Wang, H. 2019. A
novel, liver-specific long noncoding RNA LINC01093 suppresses HCC progression
by interaction with IGF2BP1 to facilitate decay of GLI1 mRNA. Cancer Letter 450: 98-109.
He, Y., Luo, Y., Liang, B., Ye, L., Lu, G. &
He, W. 2017. Potential applications of MEG3 in cancer diagnosis and prognosis. Oncotarget 8(42): 73282-73295.
Howlader, N.N.A., Krapcho, M., Garshell, J.,
Neyman, N., Altekruse, S.F., Kosary, C.L., Yu, M., Ruhl, J., Tatalovich, Z.,
Cho, H., Mariotto, A., Lewis, D.R., Chen, H.S., Feuer, E.J. & Cronin, K.A.
2014. SEER Cancer Statistics Review,
1975-2010. Bethesda, Maryland: National Cancer Institute.
Hutchinson, J.N., Ensminger, A.W., Clemson,
C.M., Lynch, C.R., Lawrence, J.B. & Chess, A. 2007. A screen for nuclear
transcripts identifies two linked noncoding RNAs associated with SC35 splicing
domains. BMC Genomics 8: 39.
Jen, J., Tang, Y.A., Lu, Y.H., Lin, C.C., Lai,
W.W. & Wang, Y.C. 2017. Oct4 transcriptionally regulates the expression of
long non-coding RNAs NEAT1 and MALAT1 to promote lung cancer progression. Molecular Cancer 16(1): 104.
Kong, Q., Liang, C., Jin, Y., Pan, Y., Tong, D.,
Kong, Q. & Zhou, J. 2019. The lncRNA MIR4435-2HG is upregulated in
hepatocellular carcinoma and promotes cancer cell proliferation by upregulating
miRNA-487a. Cellular & Molecular
Biology Letters 24: 26.
Kopp, F. & Mendell, J.T. 2018. Functional
classification and experimental dissection of long noncoding RNAs. Cell 172(3): 393-407.
Li, J., Han, L., Roebuck, P., Diao, L., Liu, L.,
Yuan, Y., Weinstein, J.N. & Liang, H. 2015. TANRIC: An Interactive open
platform to explore the function of lncRNAs in cancer. Cancer Research 75(18): 3728-3737.
Liu, G., Wang, H., Fu, J.D., Liu, J.Y., Yan, A.G.
& Guan, Y.Y. 2017. A five-miRNA expression signature predicts survival in
hepatocellular carcinoma. Apmis 125(7): 614-622.
Liu, T., Wu, X., Chen, T., Luo, Z. & Hu, X.
2018. Downregulation of DNMT3A by miR-708-5p inhibits lung cancer stem
cell-like phenotypes through repressing Wnt/beta-catenin signaling. Clinical Cancer Research 24(7):
1748-1760.
Luo, W., Wang, L., Luo, M.H., Huang, Y.Z., Yang,
H., Zhou, Y., Jia, H.T. & Wang, X.X. 2017. hsa-mir-3199-2 and hsa-mir-1293
as novel prognostic biomarkers of papillary renal cell carcinoma by COX ratio
risk regression model screening. Journal
of Cellular Biochemistry 118(10): 3488-3494.
Ponting, C.P., Oliver, P.L. & Reik, W. 2009.
Evolution and functions of long noncoding RNAs. Cell 136(4): 629-641.
Shahraki, H.R., Salehi, A. & Zare, N.
Survival Prognostic factors of male breast cancer in southern Iran: A LASSO-Cox
regression approach. Asian Pacific
Journal of Cancer Prevention 16(15): 6773-6777.
Singh, S., Singh, P.P., Roberts, L.R. &
Sanchez, W. 2014. Chemopreventive strategies in hepatocellular carcinoma. Nature Reviews Gastroenterology &
Hepatology 11(1): 45-54.
Subramanian, A., Tamayo, P., Mootha, V.K.,
Mukherjee, S., Ebert, B.L., Gillette, M.A., Paulovich, A., Pomeroy, S.L.,
Golub, T.R., Lander, E.S. & Mesirov, J.P. 2005. Gene set enrichment
analysis: A knowledge-based approach for interpreting genome-wide expression
profiles. PNAS 102(43): 15545-15550.
Sui, J., Miao, Y., Han, J., Nan, H., Shen, B.,
Zhang, X., Zhang, Y., Wu, Y., Wu, W., Liu, T., Xu, S., Yang, S., Yin, L., Pu,
Y. & Liang, G. 2018. Systematic analyses of a novel lncRNA-associated
signature as the prognostic biomarker for hepatocellular carcinoma. Cancer Medicine 7(7): 3240-3256.
Sun, J., Hu, J., Wang, G., Yang, Z., Zhao, C.,
Zhang, X. & Wang, J. 2018. LncRNA TUG1 promoted KIAA1199 expression via
miR-600 to accelerate cell metastasis and epithelial-mesenchymal transition in
colorectal cancer. Journal of
experimental & Clinical Cancer Research 37(1): 106.
The Cancer Genome Atlas Research Network,
Wheeler, D.A. & Roberts, L.R. 2017. Comprehensive and integrative genomic
characterization of hepatocellular carcinoma. Cell 169(7): 1327-1341.e1323.
Tibshirani, R. 1997. The lasso method for
variable selection in the Cox model. Statistics
in Medicine 16(4): 385-395.
Torre, L.A., Bray, F., Siegel, R.L., Ferlay, J.,
Lortet-Tieulent, J. & Jemal, A. 2015. Global cancer statistics, 2012. A Cancer Journal for Clinicians 65(2):
87-108.
West, J.A., Davis, C.P., Sunwoo, H., Simon,
M.D., Sadreyev, R.I., Wang, P.I., Tolstorukov, M.Y. & Kingston, R.E. 2014.
The long noncoding RNAs NEAT1 and MALAT1 bind active chromatin sites. Molecular Cancer 55(5): 791-802.
Xue, M., Zhuo, Y. & Shan, B. 2017.
MicroRNAs, long noncoding RNAs, and their functions in human disease. Methods in Molecular Biology 1617: 1-25.
Yang, J., Li, C. & Li, H.E.C. 2019. LncRNA
CACNA1G-AS1 facilitates hepatocellular carcinoma progression through the
miR-2392/C1orf61 pathway. Journal of
Cellular Physiology 234(10): 18415-18422.
Yang, Y., Chen, L., Gu, J., Zhang, H., Yuan, J.,
Lian, Q., Lv, G., Wang, S., Wu, Y., Yang, Y.T., Wang, D., Liu, Y., Tang, J.,
Luo, G., Li, Y., Hu, L., Sun, X., Wang, D., Guo, M., Zi, Q., Xi, J., Wang, H.,
Zhang, M.Q. & Lu, Z.J. 2017. Recurrently deregulated lncRNAs in
hepatocellular carcinoma. Nature
Communications 8: 14421.
Yuan, S., Wang, J., Yang, Y., Zhang, J., Liu,
H., Xiao, J., Xu, Q., Huang, X., Xiang, B., Zhu, S., Li, L., Liu, J., Liu, L.
& Zhou, W. 2017. The prediction of clinical outcome in hepatocellular
carcinoma based on a six-gene metastasis signature. Clinical Cancer Research 23(1): 289-297.
Zhang, J., Li, Z., Liu, L., Wang, Q., Li, S.,
Chen, D., Hu, Z., Yu, T., Ding, J., Li, J., Yao, M., Huang, S., Zhao, Y. &
He, X. 2018. Long noncoding RNA TSLNC8 is a tumor suppressor that inactivates
the interleukin-6/STAT3 signaling pathway. Hepatology 67(1): 171-187.
Zhao, Q.J., Zhang, J., Xu, L. & Liu, F.F.
2018. Identification of a five-long non-coding RNA signature to improve the
prognosis prediction for patients with hepatocellular carcinoma. World Journal of Gastroenterology 24(30):
3426-3439.
*Pengarang
untuk surat-menyurat; email: guli9@mail.sysu.edu.cn
|