Skip to main content
Top
Published in: BMC Cancer 1/2024

Open Access 01-12-2024 | Research

NUSAP1 promotes pancreatic ductal adenocarcinoma progression by drives the epithelial-mesenchymal transition and reduces AMPK phosphorylation

Authors: Yuan Liu, Rong Tang, Qing-Cai Meng, Si Shi, Jin Xu, Xian-Jun Yu, Bo Zhang, Wei Wang

Published in: BMC Cancer | Issue 1/2024

Login to get access

Abstract

Background

Pancreatic ductal adenocarcinoma (PDAC) has a poor prognosis, and its molecular mechanisms are unclear. Nucleolar and spindle-associated protein 1 (NUSAP1), an indispensable mitotic regulator, has been reported to be involved in the development of several types of tumors. The biological function and molecular mechanism of NUSAP1 in PDAC remain controversial. This study explored the effects and mechanism of NUSAP1 in PDAC.

Methods

Differentially expressed genes (DEGs) were screened. A protein‒protein interaction (PPI) network was constructed to identify hub genes. Experimental studies and tissue microarray (TMA) analysis were performed to investigate the effects of NUSAP1 in PDAC and explore its mechanism.

Results

Network analysis revealed that NUSAP1 is an essential hub gene in the PDAC transcriptome. Genome heterogeneity analysis revealed that NUSAP1 is related to tumor mutation burden (TMB), loss of heterozygosity (LOH) and homologous recombination deficiency (HRD) in PDAC. NUSAP1 is correlated with the levels of infiltrating immune cells, such as B cells and CD8 T cells. High NUSAP1 expression was found in PDAC tissues and was associated with a poor patient prognosis. NUSAP1 promoted cancer cell proliferation, migration and invasion, drives the epithelial-mesenchymal transition and reduces AMPK phosphorylation.

Conclusions

NUSAP1 is an essential hub gene that promotes PDAC progression and leads to a dismal prognosis by drives the epithelial-mesenchymal transition and reduces AMPK phosphorylation.
Appendix
Available only for authorised users
Literature
2.
go back to reference Brayer KJ, Hanson JA, Cingam S, Martinez C, Ness SA, Rabinowitz I. The inflammatory response of human pancreatic cancer samples compared to normal controls. PLoS One. 2023;18(11):e0284232.PubMedPubMedCentralCrossRef Brayer KJ, Hanson JA, Cingam S, Martinez C, Ness SA, Rabinowitz I. The inflammatory response of human pancreatic cancer samples compared to normal controls. PLoS One. 2023;18(11):e0284232.PubMedPubMedCentralCrossRef
3.
go back to reference Huang H, Wright S, Zhang J, Brekken RA. Getting a grip on adhesion: cadherin switching and collagen signaling. Biochim Biophys Acta Mol Cell Res. 2019;1866(11):118472.PubMedCrossRef Huang H, Wright S, Zhang J, Brekken RA. Getting a grip on adhesion: cadherin switching and collagen signaling. Biochim Biophys Acta Mol Cell Res. 2019;1866(11):118472.PubMedCrossRef
4.
go back to reference Lee M, Marinoni I, Irmler M, Psaras T, Honegger JB, Beschorner R, et al. Transcriptome analysis of MENX-associated rat pituitary adenomas identifies novel molecular mechanisms involved in the pathogenesis of human pituitary gonadotroph adenomas. Acta Neuropathol. 2013;126(1):137–50.PubMedPubMedCentralCrossRef Lee M, Marinoni I, Irmler M, Psaras T, Honegger JB, Beschorner R, et al. Transcriptome analysis of MENX-associated rat pituitary adenomas identifies novel molecular mechanisms involved in the pathogenesis of human pituitary gonadotroph adenomas. Acta Neuropathol. 2013;126(1):137–50.PubMedPubMedCentralCrossRef
5.
go back to reference Strobel O, Neoptolemos J, Jäger D, Büchler MW. Optimizing the outcomes of pancreatic cancer surgery. Nat Rev Clin Oncol. 2019;16(1):11–26.PubMedCrossRef Strobel O, Neoptolemos J, Jäger D, Büchler MW. Optimizing the outcomes of pancreatic cancer surgery. Nat Rev Clin Oncol. 2019;16(1):11–26.PubMedCrossRef
7.
8.
go back to reference Feng H, Gu ZY, Li Q, Liu QH, Yang XY, Zhang JJ. Identification of significant genes with poor prognosis in ovarian cancer via bioinformatical analysis. J Ovarian Res. 2019;12(1):35.PubMedPubMedCentralCrossRef Feng H, Gu ZY, Li Q, Liu QH, Yang XY, Zhang JJ. Identification of significant genes with poor prognosis in ovarian cancer via bioinformatical analysis. J Ovarian Res. 2019;12(1):35.PubMedPubMedCentralCrossRef
9.
go back to reference Qiu JJ, Xu L, Zeng XH, Wu ZR, Wang Y, Wang Y, et al. NUSAP1 promotes the metastasis of breast cancer cells via the AMPK/PPARγ signaling pathway. Ann Transl Med. 2021;9(22):1689.PubMedPubMedCentralCrossRef Qiu JJ, Xu L, Zeng XH, Wu ZR, Wang Y, Wang Y, et al. NUSAP1 promotes the metastasis of breast cancer cells via the AMPK/PPARγ signaling pathway. Ann Transl Med. 2021;9(22):1689.PubMedPubMedCentralCrossRef
10.
go back to reference Hou J, Lu ZQ, Liu XH, Luo BF, Qu GY, Xu Y, et al. Increased NUSAP1 expression is associated with lymph node metastasis and survival prognosis in bladder urothelial carcinoma. Sci Rep. 2022;12(1):7003.PubMedPubMedCentralCrossRef Hou J, Lu ZQ, Liu XH, Luo BF, Qu GY, Xu Y, et al. Increased NUSAP1 expression is associated with lymph node metastasis and survival prognosis in bladder urothelial carcinoma. Sci Rep. 2022;12(1):7003.PubMedPubMedCentralCrossRef
11.
go back to reference Barrett T, Wilhite SE, Ledoux P, Evangelista C, Kim IF, Tomashevsky M, Marshall KA, Phillippy KH, Sherman PM, Holko M, et al. NCBI GEO: archive for functional genomics data sets–update. Nucleic Acids Res. 2013;41(Database issue):D991-995.PubMed Barrett T, Wilhite SE, Ledoux P, Evangelista C, Kim IF, Tomashevsky M, Marshall KA, Phillippy KH, Sherman PM, Holko M, et al. NCBI GEO: archive for functional genomics data sets–update. Nucleic Acids Res. 2013;41(Database issue):D991-995.PubMed
12.
go back to reference Zhang Y, Pang SJ, Sun B, Zhang MB, Jiao XX, Lai LY, et al. ELOVLs predict distinct prognosis value and immunotherapy efficacy in patients with hepatocellular carcinoma. Front Oncol. 2022;12:884066.PubMedPubMedCentralCrossRef Zhang Y, Pang SJ, Sun B, Zhang MB, Jiao XX, Lai LY, et al. ELOVLs predict distinct prognosis value and immunotherapy efficacy in patients with hepatocellular carcinoma. Front Oncol. 2022;12:884066.PubMedPubMedCentralCrossRef
14.
15.
go back to reference Meng Q, Shi S, Liang C, Liang D, Hua J, Zhang B, et al. Abrogation of glutathione peroxidase-1 drives EMT and chemoresistance in pancreatic cancer by activating ROS-mediated Akt/GSK3β/Snail signaling. Oncogene. 2018;37(44):5843–57.PubMedCrossRef Meng Q, Shi S, Liang C, Liang D, Hua J, Zhang B, et al. Abrogation of glutathione peroxidase-1 drives EMT and chemoresistance in pancreatic cancer by activating ROS-mediated Akt/GSK3β/Snail signaling. Oncogene. 2018;37(44):5843–57.PubMedCrossRef
16.
go back to reference Liang C, Shi S, Qin Y, Meng Q, Hua J, Hu Q, et al. Localisation of PGK1 determines metabolic phenotype to balance metastasis and proliferation in patients with SMAD4-negative pancreatic cancer. Gut. 2020;69:888–900.PubMedCrossRef Liang C, Shi S, Qin Y, Meng Q, Hua J, Hu Q, et al. Localisation of PGK1 determines metabolic phenotype to balance metastasis and proliferation in patients with SMAD4-negative pancreatic cancer. Gut. 2020;69:888–900.PubMedCrossRef
17.
go back to reference Ji S, Qin Y, Liang C, Huang R, Shi S, Liu J, et al. FBW7 (F-box and WD repeat domain-containing 7) negatively regulates glucose metabolism by targeting the c-Myc/TXNIP (thioredoxin-binding protein) axis in pancreatic cancer. Clin Cancer Res. 2016;22:3950–60.PubMedCrossRef Ji S, Qin Y, Liang C, Huang R, Shi S, Liu J, et al. FBW7 (F-box and WD repeat domain-containing 7) negatively regulates glucose metabolism by targeting the c-Myc/TXNIP (thioredoxin-binding protein) axis in pancreatic cancer. Clin Cancer Res. 2016;22:3950–60.PubMedCrossRef
18.
go back to reference Liang C, Yu XJ, Guo XZ, Sun MH, Wang Z, Song Y, et al. MicroRNA-33a-mediated downregulation of Pim-3 kinase expression renders human pancreatic cancer cells sensitivity to gemcitabine. Oncotarget. 2015;6:14440–55.PubMedPubMedCentralCrossRef Liang C, Yu XJ, Guo XZ, Sun MH, Wang Z, Song Y, et al. MicroRNA-33a-mediated downregulation of Pim-3 kinase expression renders human pancreatic cancer cells sensitivity to gemcitabine. Oncotarget. 2015;6:14440–55.PubMedPubMedCentralCrossRef
19.
go back to reference Akl L, Abd El-Hafeez AA, Ibrahim TM, Salem R, Marzouk HMM, El-Domany RA. Identification of novel piperazine-tethered phthalazines as selective CDK1 inhibitors endowed with in vitro anticancer activity toward the pancreatic cancer. Eur J Med Chem. 2022;243:114704.PubMedCrossRef Akl L, Abd El-Hafeez AA, Ibrahim TM, Salem R, Marzouk HMM, El-Domany RA. Identification of novel piperazine-tethered phthalazines as selective CDK1 inhibitors endowed with in vitro anticancer activity toward the pancreatic cancer. Eur J Med Chem. 2022;243:114704.PubMedCrossRef
20.
go back to reference Tanaka T, Okada R, Hozaka Y, Wada M, Moriya S, Satake S, et al. Molecular pathogenesis of pancreatic ductal adenocarcinoma: impact of miR-30c-5p and miR-30c-2-3p regulation on oncogenic genes. Cancers (Basel). 2020;12(10):2731.PubMedCrossRef Tanaka T, Okada R, Hozaka Y, Wada M, Moriya S, Satake S, et al. Molecular pathogenesis of pancreatic ductal adenocarcinoma: impact of miR-30c-5p and miR-30c-2-3p regulation on oncogenic genes. Cancers (Basel). 2020;12(10):2731.PubMedCrossRef
21.
go back to reference Li Z, Zhuang H, Chen X, Zhang Y, Ma Z, Wang S, et al. Identification of MBOAT2 as an unfavorable biomarker correlated with KRAS activation and reduced CD8+ T-cell infiltration in pancreatic cancer. J Oncol. 2022;2022:4269733.PubMedPubMedCentral Li Z, Zhuang H, Chen X, Zhang Y, Ma Z, Wang S, et al. Identification of MBOAT2 as an unfavorable biomarker correlated with KRAS activation and reduced CD8+ T-cell infiltration in pancreatic cancer. J Oncol. 2022;2022:4269733.PubMedPubMedCentral
22.
go back to reference Timaner M, Shaked Y. Elucidating the roles of ASPM isoforms reveals a novel prognostic marker for pancreatic cancer. J Pathol. 2020;250(2):123–5.PubMedCrossRef Timaner M, Shaked Y. Elucidating the roles of ASPM isoforms reveals a novel prognostic marker for pancreatic cancer. J Pathol. 2020;250(2):123–5.PubMedCrossRef
23.
24.
go back to reference Xu Y, Li X, Su X. iTRAQ‑based proteomics analysis of the therapeutic effects of combined anticancer bioactive peptides and oxaliplatin on gastric cancer cells. Oncol Rep. 2020;43(1):201–17.PubMed Xu Y, Li X, Su X. iTRAQ‑based proteomics analysis of the therapeutic effects of combined anticancer bioactive peptides and oxaliplatin on gastric cancer cells. Oncol Rep. 2020;43(1):201–17.PubMed
25.
go back to reference Neoptolemos JP, Kleeff J, Michl P, Costello E, Greenhalf W, Palmer DH. Therapeutic developments in pancreatic cancer: current and future perspectives. Nat Rev Gastroenterol Hepatol. 2018;15(6):333–48.PubMedCrossRef Neoptolemos JP, Kleeff J, Michl P, Costello E, Greenhalf W, Palmer DH. Therapeutic developments in pancreatic cancer: current and future perspectives. Nat Rev Gastroenterol Hepatol. 2018;15(6):333–48.PubMedCrossRef
27.
go back to reference Deng YJ, Ma HY, Hao JY, Xie QQ, Zhao RC. MCM2 and NUSAP1 are potential biomarkers for the diagnosis and prognosis of pancreatic cancer. Biomed Res Int. 2020;2020:8604340.PubMedPubMedCentralCrossRef Deng YJ, Ma HY, Hao JY, Xie QQ, Zhao RC. MCM2 and NUSAP1 are potential biomarkers for the diagnosis and prognosis of pancreatic cancer. Biomed Res Int. 2020;2020:8604340.PubMedPubMedCentralCrossRef
28.
go back to reference Guo H, Zou J, Zhou L, Zhong M, He Y, Huang S, et al. NUSAP1 promotes gastric cancer tumorigenesis and progression by stabilizing the YAP1 protein. Front Oncol. 2021;10:591698.PubMedPubMedCentralCrossRef Guo H, Zou J, Zhou L, Zhong M, He Y, Huang S, et al. NUSAP1 promotes gastric cancer tumorigenesis and progression by stabilizing the YAP1 protein. Front Oncol. 2021;10:591698.PubMedPubMedCentralCrossRef
29.
go back to reference Wu Y, Liu HX, Gong YF, Zhang B, Chen WX. ANKRD22 enhances breast cancer cell malignancy by activating the Wnt/β-catenin pathway via modulating NuSAP1 expression. Bosn J Basic Med Sci. 2021;21(3):294–304.PubMedPubMedCentral Wu Y, Liu HX, Gong YF, Zhang B, Chen WX. ANKRD22 enhances breast cancer cell malignancy by activating the Wnt/β-catenin pathway via modulating NuSAP1 expression. Bosn J Basic Med Sci. 2021;21(3):294–304.PubMedPubMedCentral
30.
go back to reference Gao SY, Gang J, Yu M, Xin GS, Tan HX. Computational analysis for identification of early diagnostic biomarkers and prognostic biomarkers of liver cancer based on GEO and TCGA databases and studies on pathways and biological functions affecting the survival time of liver cancer. BMC Cancer. 2021;21(1):791.PubMedPubMedCentralCrossRef Gao SY, Gang J, Yu M, Xin GS, Tan HX. Computational analysis for identification of early diagnostic biomarkers and prognostic biomarkers of liver cancer based on GEO and TCGA databases and studies on pathways and biological functions affecting the survival time of liver cancer. BMC Cancer. 2021;21(1):791.PubMedPubMedCentralCrossRef
33.
go back to reference Cerami E, Gao J, Dogrusoz U, Gross BE, Sumer SO, Aksoy BA, et al. The cBio cancer genomics portal: an open platform for exploring multidimensional cancer genomics data. Cancer Discov. 2012;2(5):401–4.PubMedCrossRef Cerami E, Gao J, Dogrusoz U, Gross BE, Sumer SO, Aksoy BA, et al. The cBio cancer genomics portal: an open platform for exploring multidimensional cancer genomics data. Cancer Discov. 2012;2(5):401–4.PubMedCrossRef
34.
go back to reference Zhang H, Lin YD, Zhuang MX, Zhu L, Dai YM, Lin MB. Screening and identification of CNIH4 gene associated with cell proliferation in gastric cancer based on a large-scale CRISPR-Cas9 screening database DepMap. Gene. 2022;850:146961.PubMedCrossRef Zhang H, Lin YD, Zhuang MX, Zhu L, Dai YM, Lin MB. Screening and identification of CNIH4 gene associated with cell proliferation in gastric cancer based on a large-scale CRISPR-Cas9 screening database DepMap. Gene. 2022;850:146961.PubMedCrossRef
35.
go back to reference Shi B, Ding J, Qi J, Gu Z. Characteristics and prognostic value of potential dependency genes in clear cell renal cell carcinoma based on a large-scale CRISPR-Cas9 and RNAi screening database DepMap. Int J Med Sci. 2021;18(9):2063–75.PubMedPubMedCentralCrossRef Shi B, Ding J, Qi J, Gu Z. Characteristics and prognostic value of potential dependency genes in clear cell renal cell carcinoma based on a large-scale CRISPR-Cas9 and RNAi screening database DepMap. Int J Med Sci. 2021;18(9):2063–75.PubMedPubMedCentralCrossRef
36.
go back to reference Fu T, Dai LJ, Wu SY, Xiao Y, Ma D, Jiang YZ, et al. Spatial architecture of the immune microenvironment orchestrates tumor immunity and therapeutic response. J Hematol Oncol. 2021;14(1):98.PubMedPubMedCentralCrossRef Fu T, Dai LJ, Wu SY, Xiao Y, Ma D, Jiang YZ, et al. Spatial architecture of the immune microenvironment orchestrates tumor immunity and therapeutic response. J Hematol Oncol. 2021;14(1):98.PubMedPubMedCentralCrossRef
37.
go back to reference Dai Y, Qiang W, Lin K, Gui Y, Lan X, Wang D. An immune-related gene signature for predicting survival and immunotherapy efficacy in hepatocellular carcinoma. Cancer Immunol Immunother. 2021;70(4):967–79.PubMedCrossRef Dai Y, Qiang W, Lin K, Gui Y, Lan X, Wang D. An immune-related gene signature for predicting survival and immunotherapy efficacy in hepatocellular carcinoma. Cancer Immunol Immunother. 2021;70(4):967–79.PubMedCrossRef
38.
go back to reference Li Y, Shen J, Cheng CS, Gao H, Zhao J, Chen L. Overexpression of pyruvate dehydrogenase phosphatase 1 promotes the progression of pancreatic adenocarcinoma by regulating energy-related AMPK/mTOR signaling. Cell Biosci. 2020;10:95.PubMedPubMedCentralCrossRef Li Y, Shen J, Cheng CS, Gao H, Zhao J, Chen L. Overexpression of pyruvate dehydrogenase phosphatase 1 promotes the progression of pancreatic adenocarcinoma by regulating energy-related AMPK/mTOR signaling. Cell Biosci. 2020;10:95.PubMedPubMedCentralCrossRef
39.
go back to reference Chen W, Zhang Z, Yung KK, Ko JK. MUC1 is responsible for the pro-metastatic potential of calycosin in pancreatic ductal adenocarcinoma. Am J Cancer Res. 2022;12(7):3242–58.PubMedPubMedCentral Chen W, Zhang Z, Yung KK, Ko JK. MUC1 is responsible for the pro-metastatic potential of calycosin in pancreatic ductal adenocarcinoma. Am J Cancer Res. 2022;12(7):3242–58.PubMedPubMedCentral
40.
go back to reference Xu Q, Wu N, Li X, Guo C, Li C, Jiang B, et al. Inhibition of PTP1B blocks pancreatic cancer progression by targeting the PKM2/AMPK/mTOC1 pathway. Cell Death Dis. 2019;10(12):874.PubMedPubMedCentralCrossRef Xu Q, Wu N, Li X, Guo C, Li C, Jiang B, et al. Inhibition of PTP1B blocks pancreatic cancer progression by targeting the PKM2/AMPK/mTOC1 pathway. Cell Death Dis. 2019;10(12):874.PubMedPubMedCentralCrossRef
41.
go back to reference Song CF, Hu YH, Mang ZG, Ye Z, Chen HD, Jing DS, et al. Hernandezine induces autophagic cell death in human pancreatic cancer cells via activation of the ROS/AMPK signaling pathway. Acta Pharmacol Sin. 2023;44(4):865–76.PubMedCrossRef Song CF, Hu YH, Mang ZG, Ye Z, Chen HD, Jing DS, et al. Hernandezine induces autophagic cell death in human pancreatic cancer cells via activation of the ROS/AMPK signaling pathway. Acta Pharmacol Sin. 2023;44(4):865–76.PubMedCrossRef
Metadata
Title
NUSAP1 promotes pancreatic ductal adenocarcinoma progression by drives the epithelial-mesenchymal transition and reduces AMPK phosphorylation
Authors
Yuan Liu
Rong Tang
Qing-Cai Meng
Si Shi
Jin Xu
Xian-Jun Yu
Bo Zhang
Wei Wang
Publication date
01-12-2024
Publisher
BioMed Central
Published in
BMC Cancer / Issue 1/2024
Electronic ISSN: 1471-2407
DOI
https://doi.org/10.1186/s12885-024-11842-5

Other articles of this Issue 1/2024

BMC Cancer 1/2024 Go to the issue
Webinar | 19-02-2024 | 17:30 (CET)

Keynote webinar | Spotlight on antibody–drug conjugates in cancer

Antibody–drug conjugates (ADCs) are novel agents that have shown promise across multiple tumor types. Explore the current landscape of ADCs in breast and lung cancer with our experts, and gain insights into the mechanism of action, key clinical trials data, existing challenges, and future directions.

Dr. Véronique Diéras
Prof. Fabrice Barlesi
Developed by: Springer Medicine