Screening of PDSS1 as a Potential Biomarker for Hepatocellular Carcinoma Based on a Copper-Related Prognostic Signature through Bulk and Single-cell RNA-sequencing Analysis

被引:1
作者
Lin, Kainan [1 ,2 ]
Cai, Jingwei [1 ,2 ]
Pan, Siyuan [2 ]
Yu, Xuefei [3 ]
Qiu, Yiwu [4 ]
Ying, Zhangguo [3 ]
Feng, He [3 ]
Zhang, Lizhuo [3 ]
Liu, Yanyang [3 ]
Shen, Huize [3 ]
Hong, Yangjian [3 ]
Li, Qinglin [3 ]
Jin, Renan [1 ,2 ]
机构
[1] Zhejiang Univ, Sch Med, Hangzhou 310058, Zhejiang, Peoples R China
[2] Zhejiang Univ, Sir Run Run Shaw Hosp, Dept Gen Surg, Hangzhou 310016, Zhejiang, Peoples R China
[3] Zhejiang Canc Hosp, Key Lab Head & Neck Canc Translat Res Zhejiang, Hangzhou 310022, Zhejiang, Peoples R China
[4] Zhejiang Chinese Med Univ, Sch Basic Med Sci, Hangzhou 310053, Peoples R China
基金
中国国家自然科学基金;
关键词
liver hepatocellular carcinoma; cuproptosis-related prognostic signature; PDSS1; tumor-associated macrophages; tumor-related transcription factors; high metabolic microenvironment;
D O I
10.7150/jca.96867
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background: Currently, there is few literature comprehensively analyzing landscape of cuproptosisrelated genes (CRGs) in liver hepatocellular carcinoma (LIHC) with multiple omics approaches. Aims: : Using comprehensive analysis, we aim to find out how CRGs works on LIHC. Method: With data from The Cancer Genome Atlas (TCGA) database, we constructed a prognostic prediction model for CGRs using LASSO regression analysis and performed immune infiltration analysis using the same dataset. To validate findings, we utilized RNA expression data from the International Cancer Genome Consortium (ICGC). Furthermore, we analyzed the enrichment and features of CRGs in epithelial cells using single-cell RNA sequencing (scRNA-seq) data. To validate the reliability of findings, we performed several experiments including RT-PCR, cloning formation assay, scratch assay, and Transwell assay. Result: We have constructed a high-precision risk scoring model composed of CRGs for predicting prognosis in TCGA-LIHC. Reliability of the risk prognosis model was confirmed through Kaplan-Meier curve analysis, time-dependent ROC analysis, and multivariate regression analysis. Furthermore, we found knocking down PDSS1 increased sensitivity of LIHC cells to copper ions, and both proliferation and migration abilities were significantly reduced. Finally, we comprehensively characterized the features of CRGs in LIHC through scRNA-seq. Conclusion: In this study, we introduce PDSS1 as a novel CRG in HCC. Utilizing scRNA-seq, we provide a comprehensive landscape of cuproptosis across various cell subtypes within the HCC tumor microenvironment. Furthermore, we detailed the characteristics of high PDSS1-expressing tumor cells, including their distinctive transcription factors, metabolic profiles, and interactions with different subtypes within the tumor microenvironment. This work not only elucidated the role of PDSS1 in HCC but also enhanced our understanding of cuproptosis dynamics during tumor progression.
引用
收藏
页码:5028 / 5045
页数:18
相关论文
共 13 条
[1]   Altered copper homeostasis underlies sensitivity of hepatocellular carcinoma to copper chelation [J].
Davis, Caroline, I ;
Gu, Xingxing ;
Kiefer, Ryan M. ;
Ralle, Martina ;
Gade, Terence P. ;
Brady, Donita C. .
METALLOMICS, 2020, 12 (12) :1995-2008
[2]   Mechanisms for copper acquisition, distribution and regulation [J].
Kim, Byung-Eun ;
Nevitt, Tracy ;
Thiele, Dennis J. .
NATURE CHEMICAL BIOLOGY, 2008, 4 (03) :176-185
[3]   Association between blood copper and nonalcoholic fatty liver disease according to sex [J].
Lan, Yanqi ;
Wu, Shouling ;
Wang, Yanhong ;
Chen, Shuohua ;
Liao, Wei ;
Zhang, Xiaohui ;
Pan, Li ;
Jiang, Xiaozhong ;
Zhang, Yanmin ;
Wang, Li .
CLINICAL NUTRITION, 2021, 40 (04) :2045-2052
[4]   A single-cell atlas of the multicellular ecosystem of primary and metastatic hepatocellular carcinoma [J].
Lu, Yiming ;
Yang, Aiqing ;
Quan, Cheng ;
Pan, Yingwei ;
Zhang, Haoyun ;
Li, Yuanfeng ;
Gao, Chengming ;
Lu, Hao ;
Wang, Xueting ;
Cao, Pengbo ;
Chen, Hongxia ;
Lu, Shichun ;
Zhou, Gangqiao .
NATURE COMMUNICATIONS, 2022, 13 (01)
[5]  
Luza Sandra C., 1996, American Journal of Clinical Nutrition, V63, p812S
[6]   Activation of Autophagy, Observed in Liver Tissues From Patients With Wilson Disease and From ATP7B-Deficient Animals, Protects Hepatocytes From Copper-Induced Apoptosis [J].
Polishchuk, Elena, V ;
Merolla, Assunta ;
Lichtmannegger, Josef ;
Romano, Alessia ;
Indrieri, Alessia ;
Ilyechova, Ekaterina Y. ;
Concilli, Mafalda ;
De Cegli, Rossella ;
Crispino, Roberta ;
Mariniello, Marta ;
Petruzzelli, Raffaella ;
Ranucci, Giusy ;
Iorio, Raffaele ;
Pietrocola, Federico ;
Einer, Claudia ;
Borchard, Sabine ;
Zibert, Andree ;
Schmidt, Hartmut H. ;
Di Schiavi, Elia ;
Puchkova, Ludmila, V ;
Franco, Brunella ;
Kroemer, Guido ;
Zischka, Hans ;
Polishchuk, Roman S. .
GASTROENTEROLOGY, 2019, 156 (04) :1173-+
[7]   Global cancer statistics 2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries [J].
Sung, Hyuna ;
Ferlay, Jacques ;
Siegel, Rebecca L. ;
Laversanne, Mathieu ;
Soerjomataram, Isabelle ;
Jemal, Ahmedin ;
Bray, Freddie .
CA-A CANCER JOURNAL FOR CLINICIANS, 2021, 71 (03) :209-249
[8]   Copper induces cell death by targeting lipoylated TCA cycle proteins [J].
Tsvetkov, Peter ;
Coy, Shannon ;
Petrova, Boryana ;
Dreishpoon, Margaret ;
Verma, Ana ;
Abdusamad, Mai ;
Rossen, Jordan ;
Joesch-Cohen, Lena ;
Humeidi, Ranad ;
Spangler, Ryan D. ;
Eaton, John K. ;
Frenkel, Evgeni ;
Kocak, Mustafa ;
Corsello, Steven M. ;
Lutsenko, Svetlana ;
Kanarek, Naama ;
Santagata, Sandro ;
Golub, Todd R. .
SCIENCE, 2022, 375 (6586) :1254-+
[9]   Hepatocellular carcinoma [J].
Vogel, Arndt ;
Meyer, Tim ;
Sapisochin, Gonzalo ;
Salem, Riad ;
Saborowski, Anna .
LANCET, 2022, 400 (10360) :1345-1362
[10]   Liver tumour immune microenvironment subtypes and neutrophil heterogeneity [J].
Xue, Ruidong ;
Zhang, Qiming ;
Cao, Qi ;
Kong, Ruirui ;
Xiang, Xiao ;
Liu, Hengkang ;
Feng, Mei ;
Wang, Fangyanni ;
Cheng, Jinghui ;
Li, Zhao ;
Zhan, Qimin ;
Deng, Mi ;
Zhu, Jiye ;
Zhang, Zemin ;
Zhang, Ning .
NATURE, 2022, 612 (7938) :141-+