Title
Author
DOI
Article Type
Special Issue
Volume
Issue
Necroptosis-related gene to construct a signature to predict the prognosis and immune features in patients with cervical cancer
1Department of Gynecology and Obstetrics, The First Affiliated Hospital of Ningbo University, 315000 Ningbo, Zhejiang, China
2Department of Urology, The First Affiliated Hospital of Ningbo University, 315000 Ningbo, Zhejiang, China
3Department of Oncology, Ningbo Chinese Medical Hospital, 315000 Ningbo, Zhejiang, China
DOI: 10.22514/ejgo.2024.116 Vol.45,Issue 6,December 2024 pp.48-66
Submitted: 25 May 2023 Accepted: 28 June 2023
Published: 15 December 2024
*Corresponding Author(s): Yuehua Sheng E-mail: shengyuehua@nbdyyy.com
Cervical cancer (CC) is the fourth most deadly disease in women. Necroptosis is a programmed form of necrosis. Increasing evidences indicated that abnormal expression of necroptosis-related genes was associated with prognosis in cancers. However, the value of necroptosis-related genes (NRGs) as potential prognostic biomarker for CC is still unclear. The expression matrix and clinicopathological information were achieved from the The Cancer Genome Atlas (TCGA) and The Genotype-Tissue Expression (GTEx) datasets. Consensus clustering classification was performed and its correlation with prognosis, clinicopathological features and immunity was analyzed. Subsequently, we constructed a risk signature (NRGscore) by least absolute shrinkage and selection operator (LASSO) regression analysis. CIBERSORT, single sample geneset enrichment analysis (ssGSEA) and ESTIMATE were used to explore the difference in immune landscape in patients with different risks. We also evaluated the NRGscore signature in immunotherapy and chemotherapy response prediction between high- and low-risk groups. Quantitative reverse transcription PCR (qRT-PCR) was performed to validate the expression difference of key genes in CC tissues. We constructed the prognostic signature with 9 necroptosis-related genes and patients with high-risk score featured with significantly worse prognosis, lower proportion of immune cell infiltration, and higher proportion of immunosuppressive cells. Multivariate regression analyses displayed that NRGscore signature could not only independently predicted the overall survival but also performed better than any other clinical and pathological factors. The qRT-PCR results demonstrated most of NRGs were differently expressed in CC samples. The NRGscore signature effectively predicted the prognosis of CC patients and demonstrated close relationship with the tumor immune microenvironment, chemotherapy and immunotherapy responses. These NRGs could provide potential targets with regard to the immunotherapy for individualized treatment.
Cervical cancer; Chemotherapy; Necroptosis; Immunotherapy; Prognosis
Yongming Du,Yichao Hu,Mengmeng Qiu,Yuehua Sheng. Necroptosis-related gene to construct a signature to predict the prognosis and immune features in patients with cervical cancer. European Journal of Gynaecological Oncology. 2024. 45(6);48-66.
[1] Sung H, Ferlay J, Siegel RL, Laversanne M, Soerjomataram I, Jemal A, et al. Global Cancer Statistics 2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA: A Cancer Journal for Clinicians. 2021; 71: 209–249.
[2] Thongkhao P, Janmunee N, Tangkananan A. Prognostic factors for post-recurrence survival among patients with locally advanced cervical cancer who underwent definitive concurrent chemoradiation. Reports of Practical Oncology and Radiotherapy. 2022; 27: 615–623.
[3] Nguyen ES, Risbud A, Birkenbeuel JL, Murphy LS, Goshtasbi K, Pang JC, et al. Prognostic factors and outcomes of de novo sinonasal squamous cell carcinoma: a systematic review and meta‐analysis. Otolaryngology—Head and Neck Surgery. 2022; 166: 434–443.
[4] Kokka F, Bryant A, Olaitan A, Brockbank E, Powell M, Oram D. Hysterectomy with radiotherapy or chemotherapy or both for women with locally advanced cervical cancer. Cochrane Database of Systematic Reviews. 2022; 8: CD010260.
[5] Yan J, Wan P, Choksi S, Liu Z. Necroptosis and tumor progression. Trends in Cancer. 2022; 8: 21–27.
[6] Qiu Q, Li Y, Zhang Y, Hou Y, Hu J, Wang L, et al. A prognosis model for clear cell renal cell carcinoma based on four necroptosis-related genes. Frontiers in Medicine. 2022; 9: 942991.
[7] Ren H, Zheng J, Cheng Q, Yang X, Fu Q. Establishment of a necroptosis-related prognostic signature to reveal immune infiltration and predict drug sensitivity in hepatocellular carcinoma. Frontiers in Genetics. 2022; 13: 900713.
[8] Zhou X, Zhang B, Zheng G, Zhang Z, Wu J, Du K, et al. Novel necroptosis-related gene signature for predicting early diagnosis and prognosis and immunotherapy of gastric cancer. Cancers. 2022; 14: 3891.
[9] Liu T, Guo L, Liu G, Dai Z, Wang L, Lin B, et al. Identification of necroptosis-related signature and tumor microenvironment infiltration characteristics in lung adenocarcinoma. Lung Cancer. 2022; 172: 75–85.
[10] Wang Z, Chen G, Dai F, Liu S, Hu W, Cheng Y. Identification and verification of necroptosis-related gene signature with prognosis and tumor immune microenvironment in ovarian cancer. Frontiers in Immunology. 2022; 13: 894718.
[11] Green DR. The coming decade of cell death research: five riddles. Cell. 2019; 177: 1094–1107.
[12] Bertheloot D, Latz E, Franklin BS. Necroptosis, pyroptosis and apoptosis: an intricate game of cell death. Cellular & Molecular Immunology. 2021; 18: 1106–1121.
[13] Tang R, Xu J, Zhang B, Liu J, Liang C, Hua J, et al. Ferroptosis, necroptosis, and pyroptosis in anticancer immunity. Journal of Hematology & Oncology. 2020; 13: 110.
[14] Tong X, Tang R, Xiao M, Xu J, Wang W, Zhang B, et al. Targeting cell death pathways for cancer therapy: recent developments in necroptosis, pyroptosis, ferroptosis, and cuproptosis research. Journal of Hematology & Oncology. 2022; 15: 174.
[15] Zhang T, Wang Y, Inuzuka H, Wei W. Necroptosis pathways in tumorigenesis. Seminars in Cancer Biology. 2022; 86: 32–40.
[16] Narayanan S, Kawaguchi T, Yan L, Peng X, Qi Q, Takabe K. Cytolytic activity score to assess anticancer immunity in colorectal cancer. Annals of Surgical Oncology. 2018; 25: 2323–2331.
[17] Rooney M, Shukla S, Wu C, Getz G, Hacohen N. Molecular and genetic properties of tumors associated with local immune cytolytic activity. Cell. 2015; 160: 48–61.
[18] Kroemer G, Galluzzi L, Kepp O, Zitvogel L. Immunogenic cell death in cancer therapy. Annual Review of Immunology. 2013; 31: 51–72.
[19] Seifert L, Werba G, Tiwari S, Giao Ly NN, Alothman S, Alqunaibit D, et al. The necrosome promotes pancreatic oncogenesis via CXCL1 and Mincle-induced immune suppression. Nature. 2016; 532: 245–249.
[20] Borst J, Ahrends T, Bąbała N, Melief CJM, Kastenmüller W. CD4+ T cell help in cancer immunology and immunotherapy. Nature Reviews Immunology. 2018; 18: 635–647.
[21] Cho SY, Kim S, Son M, Kim G, Singh P, Kim HN, et al. Dual oxidase 1 and NADPH oxidase 2 exert favorable effects in cervical cancer patients by activating immune response. BMC Cancer. 2019; 19: 1078.
[22] Fulda S, Debatin K. Extrinsic versus intrinsic apoptosis pathways in anticancer chemotherapy. Oncogene. 2006; 25: 4798–4811.
[23] Kaufmann SH, Earnshaw WC. Induction of apoptosis by cancer chemotherapy. Experimental Cell Research. 2000; 256: 42–49.
[24] Ghobrial IM, Witzig TE, Adjei AA. Targeting apoptosis pathways in cancer therapy. CA: A Cancer Journal for Clinicians. 2005; 55: 178–194.
[25] Xie X, Hu L, Liu L, Wang J, Liu Y, Ma L, et al. Punicalagin promotes autophagic degradation of human papillomavirus E6 and E7 proteins in cervical cancer through the ROS-JNK-BCL2 pathway. Translational Oncology. 2022; 19: 101388.
[26] Chen Y-J, Hong W-F, Liu M-L, Guo X, Yu YY, Cui YH, et al. An integrated bioinformatic investigation of mitochondrial solute carrier family 25 (SLC25) in colon cancer followed by preliminary validation of member 5 (SLC25A5) in tumorigenesis. Cell Death & Disease. 2022; 13: 237.
[27] Pe KCS, Saetung R, Yodsurang V, Chaotham C, Suppipat K, Chanvorachote P, et al. Triple-negative breast cancer influences a mixed M1/M2 macrophage phenotype associated with tumor aggressiveness. PLOS ONE. 2022; 17: e0273044.
[28] Yang HD, Kim P, Eun JW, Shen Q, Kim HS, Shin WC, et al. Oncogenic potential of histone-variant H2a.Z.1 and its regulatory role in cell cycle and epithelial-mesenchymal transition in liver cancer. Oncotarget. 2016; 7: 11412–11423.
[29] Sen P, Ghosal S, Hazra R, Arega S, Mohanty R, Kulkarni KK, et al. Transcriptomic analyses of gene expression by CRISPR knockout of miR-214 in cervical cancer cells. Genomics. 2020; 112: 1490–1499.
[30] Lee E, Ouzounova M, Piranlioglu R, Ma MT, Guzel M, Marasco D, et al. The pleiotropic effects of TNFα in breast cancer subtypes is regulated by TNFAIP3/A20. Oncogene. 2019; 38: 469–482.
[31] Lin S, Wang M, Cao Q, Li Q. Chromatin modified protein 4C (CHMP4C) facilitates the malignant development of cervical cancer cells. FEBS Open Bio. 2020; 10: 1295–1303.
[32] Zeng R, Xiong X. Effect of NMB-regulated ERK1/2 and p65 signaling pathway on proliferation and apoptosis of cervical cancer. Pathology. Research and Practice. 2022; 238: 154104.
[33] Chaouhan HS, Vinod C, Mahapatra N, Yu SH, Wang IK, Chen KB, et al. Necroptosis: a pathogenic negotiator in human diseases. International Journal of Molecular Sciences. 2022; 23: 12714.
[34] Li T, Li M, Xu C, Xu X, Ding J, Cheng L, et al. miR‑146a regulates the function of Th17 cell differentiation to modulate cervical cancer cell growth and apoptosis through NF-κB signaling by targeting TRAF6. Oncology Reports. 2019; 41: 2897–2908.
[35] Burgdorf S, Porubsky S, Marx A, Popovic ZV. Cancer acidity and hypertonicity contribute to dysfunction of tumor-associated dendritic cells: potential impact on antigen cross-presentation machinery. Cancers. 2020; 12: 2403.
[36] Shimasaki N, Jain A, Campana D. NK cells for cancer immunotherapy. Nature Reviews Drug Discovery. 2020; 19: 200–218.
[37] Albertsson PA, Basse PH, Hokland M, Goldfarb RH, Nagelkerke JF, Nannmark U, et al. NK cells and the tumour microenvironment: implications for NK-cell function and anti-tumour activity. Trends in Immunology. 2003; 24: 603–609.
[38] Purohit A, Saxena S, Varney M, Prajapati DR, Kozel JA, Lazenby A, et al. Host Cxcr2-dependent regulation of pancreatic cancer growth, angiogenesis, and metastasis. The American Journal of Pathology. 2021; 191: 759–771.
[39] Zhou S, Zhou Z, Hu Z, Huang X, Wang Z, Chen E, et al. Tumor-associated neutrophils recruit macrophages and t-regulatory cells to promote progression of hepatocellular carcinoma and resistance to Sorafenib. Gastroenterology. 2016; 150: 1646–1658.e17.
[40] Coffelt SB, Kersten K, Doornebal CW, Weiden J, Vrijland K, Hau C, et al. IL-17-producing γδ T cells and neutrophils conspire to promote breast cancer metastasis. Nature. 2015; 522: 345–348.
[41] Abe H, Morikawa T, Saito R, Yamashita H, Seto Y, Fukayama M. In Epstein—Barr virus-associated gastric carcinoma a high density of CD66b-positive tumor-associated neutrophils is associated with intestinal-type histology and low frequency of lymph node metastasis. Virchows Archiv. 2016; 468: 539–548.
[42] St. Paul M, Ohashi PS. The roles of CD8+ T cell subsets in antitumor immunity. Trends in Cell Biology. 2020; 30: 695–704.
[43] Tang Y, Zhang AXJ, Chen G, Wu Y, Gu W. Prognostic and therapeutic TILs of cervical cancer—current advances and future perspectives. Molecular Therapy—Oncolytics. 2021; 22: 410–430.
[44] Kooshkaki O, Derakhshani A, Safarpour H, Najafi S, Vahedi P, Brunetti O, et al. The latest findings of PD-1/PD-L1 inhibitor application in gynecologic cancers. International Journal of Molecular Sciences. 2020; 21: 5034.
[45] Ai L, Xu A, Xu J. Roles of PD-1/PD-L1 pathway: signaling, cancer, and beyond. Advances in Experimental Medicine and Biology. 2020; 8: 33–59.
[46] Mauricio D, Zeybek B, Tymon-Rosario J, Harold J, Santin AD. Immunotherapy in cervical cancer. Current Oncology Reports. 2021; 23: 61.
[47] Pitt J, Vétizou M, Daillère R, Roberti M, Yamazaki T, Routy B, et al. Resistance mechanisms to immune-checkpoint blockade in cancer: tumor-intrinsic and -extrinsic factors. Immunity. 2016; 44: 1255–1269.
[48] Zhang H, Zhang Y. Application of vincristine and cisplatin combined with intensity-modulated radiation therapy in the treatment of patients with advanced cervical cancer. American Journal of Translational Research. 2021; 13: 13894–13901.
[49] Gibbons NB, Watson RWG, Coffey RNT, Brady HP, Fitzpatrick JM. Heat‐shock proteins inhibit induction of prostate cancer cell apoptosis. The Prostate. 2000; 45: 58–65.
[50] Sung HJ, Kim Y, Kang H, Sull JW, Kim YS, Jang SW, et al. Inhibitory effect of Trolox on the migration and invasion of human lung and cervical cancer cells. International Journal of Molecular Medicine. 2012; 29: 245–251.
[51] Alotaibi D, Amara S, Johnson TL, Tiriveedhi V. Potential anticancer effect of prostratin through SIK3 inhibition. Oncology Letters. 2018; 15: 3252–3258.
Science Citation Index Expanded (SciSearch) Created as SCI in 1964, Science Citation Index Expanded now indexes over 9,500 of the world’s most impactful journals across 178 scientific disciplines. More than 53 million records and 1.18 billion cited references date back from 1900 to present.
Biological Abstracts Easily discover critical journal coverage of the life sciences with Biological Abstracts, produced by the Web of Science Group, with topics ranging from botany to microbiology to pharmacology. Including BIOSIS indexing and MeSH terms, specialized indexing in Biological Abstracts helps you to discover more accurate, context-sensitive results.
Google Scholar Google Scholar is a freely accessible web search engine that indexes the full text or metadata of scholarly literature across an array of publishing formats and disciplines.
JournalSeek Genamics JournalSeek is the largest completely categorized database of freely available journal information available on the internet. The database presently contains 39226 titles. Journal information includes the description (aims and scope), journal abbreviation, journal homepage link, subject category and ISSN.
Current Contents - Clinical Medicine Current Contents - Clinical Medicine provides easy access to complete tables of contents, abstracts, bibliographic information and all other significant items in recently published issues from over 1,000 leading journals in clinical medicine.
BIOSIS Previews BIOSIS Previews is an English-language, bibliographic database service, with abstracts and citation indexing. It is part of Clarivate Analytics Web of Science suite. BIOSIS Previews indexes data from 1926 to the present.
Journal Citation Reports/Science Edition Journal Citation Reports/Science Edition aims to evaluate a journal’s value from multiple perspectives including the journal impact factor, descriptive data about a journal’s open access content as well as contributing authors, and provide readers a transparent and publisher-neutral data & statistics information about the journal.
Top