Abstract
Background
Necroptosis plays an important role in tumorigenesis and tumour progression. Long noncoding RNAs (lncRNAs) have been proven to be regulatory factors of necroptosis in various tumours. However, the real role of necroptosis-related lncRNAs (NRLs) and their potential to predict the prognosis of pancreatic cancer (PC) remain largely unclear. The goal of this study was to identify NRLs and create a predictive risk signature in PC, explore its prognostic predictive performance, and further assess immunotherapy and chemotherapy responses.
Methods
RNA sequencing data, tumour mutation burden (TMB) data, and clinical profiles of 178 PC patients were downloaded from The Cancer Genome Atlas (TCGA) database. NRLs were identified using Pearson correlation analysis. Then, patients were divided into the training set and the validation set at a 1:1 ratio. Subsequently, Cox and LASSO regression analyses were conducted to establish a prognostic NRL signature in the training set and validation set. The predictive efficacy of the 5-NRL signature was assessed by survival analysis, nomogram, Cox regression, clinicopathological feature correlation analysis, and receiver operating characteristic (ROC) curve analysis. Furthermore, correlations between the risk score (RS) and immune cell infiltration, immune checkpoint molecules, somatic gene mutations, and anticancer drug sensitivity were analysed. Finally, we used quantitative reverse transcription polymerase chain reaction (qRT-PCR) to validate the 5-NRLs.
Results
A 5-NRL signature was established to predict the prognosis of PC, including LINC00857, AL672291.1, PTPRN2-AS1, AC141930.2, and MEG9. The 5-NRL signature demonstrated a high degree of predictive power according to ROC and Kaplan‒Meier curves and was revealed to be an independent prognostic risk factor via stratified survival analysis. Nomogram and calibration curves indicated the clinical adaptability of the signature. Immune-related pathways were linked to the 5-NRL signature according to enrichment analysis. Additionally, immune cell infiltration, immune checkpoint molecules, somatic gene mutations and the half-maximal inhibitory concentration (IC50) of chemotherapeutic agents were significantly different between the two risk subgroups. These results suggested that our model can be used to evaluate the effectiveness of immunotherapy and chemotherapy, providing a potential new strategy for treating PC.
Conclusions
The novel 5-NRL signature is helpful for assessing the prognosis of PC patients and improving therapy options, so it can be further applied clinically.
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Data availability
The data used to support the findings of this study are available from the corresponding author upon request.
References
Siegel RL, Miller KD, Fuchs HE, Jemal A (2021) Cancer statistics, 2021. CA Cancer J Clin 71:7–33
Zhu H, Li T, Du Y, Li M (2018) Pancreatic cancer: challenges and opportunities. Bmc Med 16:214
Luo K, Wang X, Zhang X, Liu Z, Huang S, Li R (2022) The value of circulating tumor cells in the prognosis and treatment of pancreatic cancer. Front Oncol 12:933645
Rodriguez DA, Weinlich R, Brown S, Guy C, Fitzgerald P, Dillon CP, Oberst A, Quarato G, Low J, Cripps JG, Chen T, Green DR (2016) Characterization of RIPK3-mediated phosphorylation of the activation loop of MLKL during necroptosis. Cell Death Differ 23:76–88
Moujalled DM, Cook WD, Murphy JM, Vaux DL (2014) Necroptosis induced by RIPK3 requires MLKL but not Drp1. Cell Death Dis 5:e1086
Grootjans S, Vanden BT, Vandenabeele P (2017) Initiation and execution mechanisms of necroptosis: an overview. Cell Death Differ 24:1184–1195
Degterev A, Huang Z, Boyce M, Li Y, Jagtap P, Mizushima N, Cuny GD, Mitchison TJ, Moskowitz MA, Yuan J (2005) Chemical inhibitor of nonapoptotic cell death with therapeutic potential for ischemic brain injury. Nat Chem Biol 1:112–119
Christofferson DE, Yuan J (2010) Necroptosis as an alternative form of programmed cell death. Curr Opin Cell Biol 22:263–268
Gong Y, Fan Z, Luo G, Yang C, Huang Q, Fan K, Cheng H, Jin K, Ni Q, Yu X, Liu C (2019) The role of necroptosis in cancer biology and therapy. Mol Cancer 18:100
Yatim N, Jusforgues-Saklani H, Orozco S, Schulz O, Barreira DSR, Reis ESC, Green DR, Oberst A, Albert ML (2015) RIPK1 and NF-κB signaling in dying cells determines cross-priming of CD8+ T cells. Science 350:328–334
Wang W, Marinis JM, Beal AM, Savadkar S, Wu Y, Khan M, Taunk PS, Wu N, Su W, Wu J, Ahsan A, Kurz E, Chen T, Yaboh I, Li F, Gutierrez J, Diskin B, Hundeyin M, Reilly M, Lich JD, Harris PA, Mahajan MK, Thorpe JH, Nassau P, Mosley JE, Leinwand J, Kochen RJ, Mishra A, Aykut B, Glacken M, Ochi A, Verma N, Kim JI, Vasudevaraja V, Adeegbe D, Almonte C, Bagdatlioglu E, Cohen DJ, Wong KK, Bertin J, Miller G (2020) RIP1 kinase drives macrophage-mediated adaptive immune tolerance in pancreatic cancer. Cancer Cell 38:585–590
Lv W, Wang Y, Zhao C, Tan Y, Xiong M, Yi Y, He X, Ren Y, Wu Y, Zhang Q (2021) Identification and validation of m6A-Related lncRNA signature as potential predictive biomarkers in breast cancer. Front Oncol 11:745719
Guo L, Li H, Li W, Tang J (2020) Construction and investigation of a combined hypoxia and stemness index lncRNA-associated ceRNA regulatory network in lung adenocarcinoma. Bmc Med Genom 13:166
Yousefi H, Maheronnaghsh M, Molaei F, Mashouri L, Reza AA, Momeny M, Alahari SK (2020) Long noncoding RNAs and exosomal lncRNAs: classification, and mechanisms in breast cancer metastasis and drug resistance. Oncogene 39:953–974
Liu CY, Zhang YH, Li RB, Zhou LY, An T, Zhang RC, Zhai M, Huang Y, Yan KW, Dong YH, Ponnusamy M, Shan C, Xu S, Wang Q, Zhang YH, Zhang J, Wang K (2018) LncRNA CAIF inhibits autophagy and attenuates myocardial infarction by blocking p53-mediated myocardin transcription. Nat Commun 9:29
Zhou C, Yi C, Yi Y, Qin W, Yan Y, Dong X, Zhang X, Huang Y, Zhang R, Wei J, Ali DW, Michalak M, Chen XZ, Tang J (2020) LncRNA PVT1 promotes gemcitabine resistance of pancreatic cancer via activating Wnt/β-catenin and autophagy pathway through modulating the miR-619-5p/Pygo2 and miR-619-5p/ATG14 axes. Mol Cancer 19:118
Liu Y, Chen Q, Zhu Y, Wang T, Ye L, Han L, Yao Z, Yang Z (2021) Non-coding RNAs in necroptosis, pyroptosis and ferroptosis in cancer metastasis. Cell Death Discov 7:210
Jiang N, Zhang X, Gu X, Li X, Shang L (2021) Progress in understanding the role of lncRNA in programmed cell death. Cell Death Discov 7:30
Guan YX, Zhang MZ, Chen XZ, Zhang Q, Liu SZ, Zhang YL (2018) Lnc RNA SNHG20 participated in proliferation, invasion, and migration of breast cancer cells via miR-495. J Cell Biochem 119:7971–7981
Harari-Steinfeld R, Gefen M, Simerzin A, Zorde-Khvalevsky E, Rivkin M, Ella E, Friehmann T, Gerlic M, Zucman-Rossi J, Caruso S, Leveille M, Estall JL, Goldenberg DS, Giladi H, Galun E, Bromberg Z (2021) The lncRNA H19-Derived MicroRNA-675 promotes liver necroptosis by targeting FADD. Cancers (Basel) 13(3):411
Zhang H, Zhu C, He Z, Chen S, Li L, Sun C (2020) LncRNA PSMB8-AS1 contributes to pancreatic cancer progression via modulating miR-382-3p/STAT1/PD-L1 axis. J Exp Clin Cancer Res 39:179
Jiang P, Gu S, Pan D, Fu J, Sahu A, Hu X, Li Z, Traugh N, Bu X, Li B, Liu J, Freeman GJ, Brown MA, Wucherpfennig KW, Liu XS (2018) Signatures of T cell dysfunction and exclusion predict cancer immunotherapy response. Nat Med 24:1550–1558
Sipos B, Möser S, Kalthoff H, Török V, Löhr M, Klöppel G (2003) A comprehensive characterization of pancreatic ductal carcinoma cell lines: towards the establishment of an in vitro research platform. Virchows Arch 442:444–452
Guo X, Yin H, Chen Y, Li L, Li J, Liu Q (2016) TAK1 regulates caspase 8 activation and necroptotic signaling via multiple cell death checkpoints. Cell Death Dis 7:e2381
Zhang C, He A, Liu S, He Q, Luo Y, He Z, Chen Y, Tao A, Yan J (2019) Inhibition of HtrA2 alleviated dextran sulfate sodium (DSS)-induced colitis by preventing necroptosis of intestinal epithelial cells. Cell Death Dis 10:344
Quail DF, Joyce JA (2013) Microenvironmental regulation of tumor progression and metastasis. Nat Med 19:1423–1437
Liu R, Yang F, Yin JY, Liu YZ, Zhang W, Zhou HH (2021) Influence of tumor immune infiltration on immune checkpoint inhibitor therapeutic efficacy: a computational retrospective study. Front Immunol 12:685370
Tang R, Liu X, Wang W, Hua J, Xu J, Liang C, Meng Q, Liu J, Zhang B, Yu X, Shi S (2021) Role of tumor mutation burden-related signatures in the prognosis and immune microenvironment of pancreatic ductal adenocarcinoma. Cancer Cell Int 21:196
Kim DH, Marinov GK, Pepke S, Singer ZS, He P, Williams B, Schroth GP, Elowitz MB, Wold BJ (2015) Single-cell transcriptome analysis reveals dynamic changes in lncRNA expression during reprogramming. Cell Stem Cell 16:88–101
Wang H, Huo X, Yang XR, He J, Cheng L, Wang N, Deng X, Jin H, Wang N, Wang C, Zhao F, Fang J, Yao M, Fan J, Qin W (2017) STAT3-mediated upregulation of lncRNA HOXD-AS1 as a ceRNA facilitates liver cancer metastasis by regulating SOX4. Mol Cancer 16:136
Xu J, Xu J, Liu X, Jiang J (2022) The role of lncRNA-mediated ceRNA regulatory networks in pancreatic cancer. Cell Death Discov 8:287
Sun CC, Zhu W, Li SJ, Hu W, Zhang J, Zhuo Y, Zhang H, Wang J, Zhang Y, Huang SX, He QQ, Li DJ (2020) FOXC1-mediated LINC00301 facilitates tumor progression and triggers an immune-suppressing microenvironment in non-small cell lung cancer by regulating the HIF1α pathway. Genome Med 12:77
Ren EH, Deng YJ, Yuan WH, Zhang GZ, Wu ZL, Li CY, Xie QQ (2021) An Immune-Related long non-coding RNA signature to predict the prognosis of ewing’s sarcoma based on a machine learning iterative lasso regression. Front Cell Dev Biol 9:651593
Wang YC, Wu YS, Hung CY, Wang SA, Young MJ, Hsu TI, Hung JJ (2018) USP24 induces IL-6 in tumor-associated microenvironment by stabilizing p300 and β-TrCP and promotes cancer malignancy. Nat Commun 9:3996
Yang C, Huang H, Li Y, Zhuo T, Zhu L, Luo C, Wu Y, Qin S (2023) LncRNA PCAT6 promotes proliferation, migration, invasion, and epithelial-mesenchymal transition of lung adenocarcinoma cell by targeting miR-545-3p. Mol Biol Rep 50:3557–3568
Hong W, Liang L, Gu Y, Qi Z, Qiu H, Yang X, Zeng W, Ma L, Xie J (2020) Immune-related lncRNA to construct novel signature and predict the immune landscape of human hepatocellular carcinoma. Mol Ther Nucl Acids 22:937–947
Qi B, Liu H, Zhou Q, Ji L, Shi X, Wei Y, Gu Y, Mizushima A, Xia S (2021) An immune-related lncRNA signature for the prognosis of pancreatic adenocarcinoma. Aging 13:18806–18826
Gao Y, Liu J, Cai B, Chen Q, Wang G, Lu Z, Jiang K, Miao Y (2021) Development of epithelial-mesenchymal transition-related lncRNA signature for predicting survival and immune microenvironment in pancreatic cancerwithexperiment validation. Bioengineered 12:10553–10567
Tay RY, Fernández-Gutiérrez F, Foy V, Burns K, Pierce J, Morris K, Priest L, Tugwood J, Ashcroft L, Lindsay CR, Faivre-Finn C, Dive C, Blackhall F (2019) Prognostic value of circulating tumour cells in limited-stage small-cell lung cancer: analysis of the concurrent once-daily versus twice-daily radiotherapy (CONVERT) randomised controlled trial. Ann Oncol 30:1114–1120
Song Y, Liang Y, Zou Q, Zeng S, Lin H, Liu M, Liu X, Du J, Chen G, Zou L, Su W, Niu F (2021) LINC00857 promotes the proliferation of pancreatic cancer via MET, STAT3, and CREB. J Gastrointest Oncol 12:2622–2630
Cao PW, Liu L, Li ZH, Cao F, Liu FB (2022) Prognostic value of drug targets predicted using deep bioinformatic analysis of m6A-associated lncRNA-based pancreatic cancer model characteristics and its tumour microenvironment. Front Genet 13:853471
Mo J, Cui Z, Wang Q, Zhang W, Li J, Wu S, Qian W, Zhou C, Ma Q, Wang Z, Wu Z (2022) Integrated analysis of necroptosis-related lncRNAs for prognosis and immunotherapy of patients with pancreatic adenocarcinoma. Front Genet 13:940794
Nejati R, Goldstein JB, Halperin DM, Wang H, Hejazi N, Rashid A, Katz MH, Lee JE, Fleming JB, Rodriguez-Canales J, Blando J, Wistuba II, Maitra A, Wolff RA, Varadhachary GR, Wang H (2017) Prognostic significance of tumor-infiltrating lymphocytes in patients with pancreatic ductal adenocarcinoma treated with neoadjuvant chemotherapy. Pancreas 46:1180–1187
Yang Y, Guo Z, Chen W, Wang X, Cao M, Han X, Zhang K, Teng B, Cao J, Wu W, Cao P, Huang C, Qiu Z (2021) M2 macrophage-derived exosomes promote angiogenesis and growth of pancreatic ductal adenocarcinoma by targeting E2F2. Mol Ther 29:1226–1238
Ino Y, Yamazaki-Itoh R, Shimada K, Iwasaki M, Kosuge T, Kanai Y, Hiraoka N (2013) Immune cell infiltration as an indicator of the immune microenvironment of pancreatic cancer. Br J Cancer 108:914–923
van Dijk N, Funt SA, Blank CU, Powles T, Rosenberg JE, van der Heijden MS (2019) The cancer immunogram as a framework for personalized immunotherapy in urothelial cancer. Eur Urol 75:435–444
Pharaon RR, Xing Y, Agulnik M, Villaflor VM (2021) The role of immunotherapy to overcome resistance in viral-associated head and neck cancer. Front Oncol 11:649963
Reck M, Rodríguez-Abreu D, Robinson AG, Hui R, Csőszi T, Fülöp A, Gottfried M, Peled N, Tafreshi A, Cuffe S, O’Brien M, Rao S, Hotta K, Leiby MA, Lubiniecki GM, Shentu Y, Rangwala R, Brahmer JR (2016) Pembrolizumab versus chemotherapy for PD-L1-positive non-small-cell lung cancer. N Engl J Med 375:1823–1833
Keenan TE, Burke KP, Van Allen EM (2019) Genomic correlates of response to immune checkpoint blockade. Nat Med 25:389–402
Xiong Y, Kong X, Fang K, Sun G, Tu S, Wei Y, Ouyang Y, Wan R, Xiao W (2022) Establishment of a Novel signature to Predict Prognosis and Immune characteristics of pancreatic Cancer based on necroptosis-related long non-coding RNA. 20 September PREPRINT (Version 1) available at Research Square https://doi.org/10.21203/rs.3.rs-2067648/v1
Acknowledgements
The current study was supported by the National Natural Science Foundation of China (81860418), the Natural Science Foundation of Jiangxi Province (20202ACB206007). This manuscript has been preprinted in researchsquare ( https://www.researchsquare.com/article/rs-2067648/v1) [50].
Funding
The current study was supported by the National Natural Science Foundation of China (81860418), the Natural Science Foundation of Jiangxi Province (20202ACB206007).
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YX, XK, and WX designed the research. YX, KF, and GS performed the research. YX, ST, YW, YO, and RW analyzed the data. YX, XK, and WX wrote the paper. All authors contributed to the article and approved the submitted version. The authors read and approved the final manuscript.
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Xiong, Y., Kong, X., Fang, K. et al. Establishment of a novel signature to predict prognosis and immune characteristics of pancreatic cancer based on necroptosis-related long non-coding RNA. Mol Biol Rep 50, 7405–7419 (2023). https://doi.org/10.1007/s11033-023-08663-3
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DOI: https://doi.org/10.1007/s11033-023-08663-3