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image of Etiology-based Molecular Characterization of Hepatocellular Carcinoma 
Reveals SQLE’s Contribution to Immunosuppressive Microenvironment

Abstract

Background

Hepatocellular carcinoma (HCC) is a kind of fatal cancer with a variety of risk factors. However, a pan-etiology molecular characterization of HCC has not been explored.

Objective

The objective of this study is to explore etiology-specific features of HCC and improve our understanding of tumorigenesis, thereby revealing potential therapeutic targets.

Methods

RNA-seq, genetic alteration, copy number alteration, and clinicopathological data of The Cancer Genome Atlas -Liver Hepatocellular Carcinoma cohort were downloaded and explored. Immune-related features and single-cell and spatial transcriptomic data were adopted and analyzed.

Results

Etiology-based analyses revealed that HCC with different etiologies showed different clinical features, including gender composition, ethnic composition, clinical stage distribution, and survival. In addition, distinct genetic alterations, copy number alterations, and tumor microenvironment were observed in HCC patients with different etiologies. Significantly enhanced expression of squalene epoxidase (SQLE) was observed in viral hepatitis-related HCC and was associated with poor tumor grade and overall survival. Correlation analysis revealed a negative relationship between SQLE expression and anti-tumor immunity. Single-cell and spatial transcriptomics demonstrated that SQLE contributed to reduced T cell and NK cell infiltration while increasing macrophage and monocyte infiltration.

Conclusion

The current study demonstrated that HCC has etiology-specific clinical features, genetic alteration, copy number alteration, and tumor microenvironment. Overexpression of SQLE in viral hepatitis-related HCC correlate with poor clinical outcome and may contribute to reduce T cell and NK cell infiltration while increased macrophage and monocyte infiltration, which lead to immunosuppressive microenvironment and can be an actionable target.

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2025-05-22
2025-09-14
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References

  1. Yang H. Cheng J. Zhuang H. Xu H. Wang Y. Zhang T. Yang Y. Qian H. Lu Y. Han F. Cao L. Yang N. Liu R. Yang X. Zhang J. Wu J. Zhang N. Pharmacogenomic profiling of intra-tumor heterogeneity using a large organoid biobank of liver cancer. Cancer Cell 2024 42 4 535 551.e8 10.1016/j.ccell.2024.03.004 38593780
    [Google Scholar]
  2. Xie P. Yu M. Zhang B. Yu Q. Zhao Y. Wu M. Jin L. Yan J. Zhou B. Liu S. Li X. Zhou C. Zhu X. Huang C. Xu Y. Xiao Y. Zhou J. Fan J. Hung M.C. Ye Q. Guo L. Li H. CRKL dictates anti-PD-1 resistance by mediating tumor-associated neutrophil infiltration in hepatocellular carcinoma. J. Hepatol. 2024 81 1 93 107 10.1016/j.jhep.2024.02.009 38403027
    [Google Scholar]
  3. Sun Y. Wu P. Zhang Z. Wang Z. Zhou K. Song M. Ji Y. Zang F. Lou L. Rao K. Wang P. Gu Y. Gu J. Lu B. Chen L. Pan X. Zhao X. Peng L. Liu D. Chen X. Wu K. Lin P. Wu L. Su Y. Du M. Hou Y. Yang X. Qiu S. Shi Y. Sun H. Zhou J. Huang X. Peng D.H. Zhang L. Fan J. Integrated multi-omics profiling to dissect the spatiotemporal evolution of metastatic hepatocellular carcinoma. Cancer Cell 2024 42 1 135 156.e17 10.1016/j.ccell.2023.11.010 38101410
    [Google Scholar]
  4. Chen L. Zhang C. Xue R. Liu M. Bai J. Bao J. Wang Y. Jiang N. Li Z. Wang W. Wang R. Zheng B. Yang A. Hu J. Liu K. Shen S. Zhang Y. Bai M. Wang Y. Zhu Y. Yang S. Gao Q. Gu J. Gao D. Wang X.W. Nakagawa H. Zhang N. Wu L. Rozen S.G. Bai F. Wang H. Deep whole-genome analysis of 494 hepatocellular carcinomas. Nature 2024 627 8004 586 593 10.1038/s41586‑024‑07054‑3 38355797
    [Google Scholar]
  5. Pinheiro P.S. Jones P.D. Medina H. Cranford H.M. Koru-Sengul T. Bungum T. Wong R. Kobetz E.N. McGlynn K.A. Incidence of etiology-specific hepatocellular carcinoma: Diverging trends and significant heterogeneity by race and ethnicity. Clin. Gastroenterol. Hepatol. 2024 22 3 562 571.e8 10.1016/j.cgh.2023.08.016 37678486
    [Google Scholar]
  6. Pinheiro P.S. Medina H.N. Callahan K.E. Jones P.D. Brown C.P. Altekruse S.F. McGlynn K.A. Kobetz E.N. The association between etiology of hepatocellular carcinoma and race‐ethnicity in Florida. Liver Int. 2020 40 5 1201 1210 10.1111/liv.14409 32087002
    [Google Scholar]
  7. Brar G. Greten T.F. Graubard B.I. McNeel T.S. Petrick J.L. McGlynn K.A. Altekruse S.F. Hepatocellular carcinoma survival by etiology: A SEER‐Medicare database analysis. Hepatol. Commun. 2020 4 10 1541 1551 10.1002/hep4.1564 33024922
    [Google Scholar]
  8. Lee T.K.W. Guan X.Y. Ma S. Cancer stem cells in hepatocellular carcinoma — From origin to clinical implications. Nat. Rev. Gastroenterol. Hepatol. 2022 19 1 26 44 10.1038/s41575‑021‑00508‑3 34504325
    [Google Scholar]
  9. Chen J. Kaya N.A. Zhang Y. Kendarsari R.I. Sekar K. Lee Chong S. Seshachalam V.P. Ling W.H. Jin Phua C.Z. Lai H. Yang H. Lu B. Lim J.Q. Ma S. Chew S.C. Chua K.P. Santiago Alvarez J.J. Wu L. Ooi L. Yaw-Fui Chung A. Cheow P.C. Kam J.H. Wei-Chieh Kow A. Ganpathi I.S. Bunchaliew C. Thammasiri J. Koh P.S. Bee-Lan Ong D. Lim J. de Villa V.H. Dela Cruz R.D. Loh T.J. Wan W.K. Leow W.Q. Yang Y. Liu J. Skanderup A.J. Pang Y.H. Ting Soon G.S. Madhavan K. Kiat-Hon Lim T. Bonney G. Goh B.K.P. Chew V. Dan Y.Y. Toh H.C. Sik-Yin Foo R. Tam W.L. Zhai W. Kah-Hoe Chow P. A multimodal atlas of hepatocellular carcinoma reveals convergent evolutionary paths and ‘bad apple’ effect on clinical trajectory. J. Hepatol. 2024 81 4 667 678 10.1016/j.jhep.2024.05.017 38782118
    [Google Scholar]
  10. Gao Q. Zhu H. Dong L. Shi W. Chen R. Song Z. Huang C. Li J. Dong X. Zhou Y. Liu Q. Ma L. Wang X. Zhou J. Liu Y. Boja E. Robles A.I. Ma W. Wang P. Li Y. Ding L. Wen B. Zhang B. Rodriguez H. Gao D. Zhou H. Fan J. Integrated proteogenomic characterization of HBV-related hepatocellular carcinoma. Cell 2019 179 2 561 577.e22 10.1016/j.cell.2019.08.052 31585088
    [Google Scholar]
  11. Jiang Y. Sun A. Zhao Y. Ying W. Sun H. Yang X. Xing B. Sun W. Ren L. Hu B. Li C. Zhang L. Qin G. Zhang M. Chen N. Zhang M. Huang Y. Zhou J. Zhao Y. Liu M. Zhu X. Qiu Y. Sun Y. Huang C. Yan M. Wang M. Liu W. Tian F. Xu H. Zhou J. Wu Z. Shi T. Zhu W. Qin J. Xie L. Fan J. Qian X. He F. Proteomics identifies new therapeutic targets of early-stage hepatocellular carcinoma. Nature 2019 567 7747 257 261 10.1038/s41586‑019‑0987‑8 30814741
    [Google Scholar]
  12. Zheng J. Wang S. Xia L. Sun Z. Chan K.M. Bernards R. Qin W. Chen J. Xia Q. Jin H. Hepatocellular carcinoma: Signaling pathways and therapeutic advances. Signal Transduct. Target. Ther. 2025 10 1 35 10.1038/s41392‑024‑02075‑w 39915447
    [Google Scholar]
  13. Yang X. Yang C. Zhang S. Geng H. Zhu A.X. Bernards R. Qin W. Fan J. Wang C. Gao Q. Precision treatment in advanced hepatocellular carcinoma. Cancer Cell 2024 42 2 180 197 10.1016/j.ccell.2024.01.007 38350421
    [Google Scholar]
  14. Myojin Y. Kodama T. Maesaka K. Motooka D. Sato Y. Tanaka S. Abe Y. Ohkawa K. Mita E. Hayashi Y. Hikita H. Sakamori R. Tatsumi T. Taguchi A. Eguchi H. Takehara T. ST6GAL1 is a novel serum biomarker for lenvatinib-susceptible FGF19-driven hepatocellular carcinoma. Clin. Cancer Res. 2021 27 4 1150 1161 10.1158/1078‑0432.CCR‑20‑3382 33288659
    [Google Scholar]
  15. Ruiz de Galarreta M. Bresnahan E. Molina-Sánchez P. Lindblad K.E. Maier B. Sia D. Puigvehi M. Miguela V. Casanova-Acebes M. Dhainaut M. Villacorta-Martin C. Singhi A.D. Moghe A. von Felden J. Tal Grinspan L. Wang S. Kamphorst A.O. Monga S.P. Brown B.D. Villanueva A. Llovet J.M. Merad M. Lujambio A. β-Catenin activation promotes immune escape and resistance to Anti–PD-1 therapy in hepatocellular carcinoma. Cancer Discov. 2019 9 8 1124 1141 10.1158/2159‑8290.CD‑19‑0074 31186238
    [Google Scholar]
  16. Montironi C. Castet F. Haber P.K. Pinyol R. Torres-Martin M. Torrens L. Mesropian A. Wang H. Puigvehi M. Maeda M. Leow W.Q. Harrod E. Taik P. Chinburen J. Taivanbaatar E. Chinbold E. Solé Arqués M. Donovan M. Thung S. Neely J. Mazzaferro V. Anderson J. Roayaie S. Schwartz M. Villanueva A. Friedman S.L. Uzilov A. Sia D. Llovet J.M. Inflamed and non-inflamed classes of HCC: A revised immunogenomic classification. Gut 2023 72 1 129 140 10.1136/gutjnl‑2021‑325918 35197323
    [Google Scholar]
  17. Haber P.K. Castet F. Torres-Martin M. Andreu-Oller C. Puigvehí M. Miho M. Radu P. Dufour J.F. Verslype C. Zimpel C. Marquardt J.U. Galle P.R. Vogel A. Bathon M. Meyer T. Labgaa I. Digklia A. Roberts L.R. Mohamed Ali M.A. Mínguez B. Citterio D. Mazzaferro V. Finkelmeier F. Trojan J. Özdirik B. Müller T. Schmelzle M. Bejjani A. Sung M.W. Schwartz M.E. Finn R.S. Thung S. Villanueva A. Sia D. Llovet J.M. Molecular markers of response to Anti-PD1 therapy in advanced hepatocellular carcinoma. Gastroenterology 2023 164 1 72 88.e18 10.1053/j.gastro.2022.09.005 36108710
    [Google Scholar]
  18. Pfister D. Núñez N.G. Pinyol R. Govaere O. Pinter M. Szydlowska M. Gupta R. Qiu M. Deczkowska A. Weiner A. Müller F. Sinha A. Friebel E. Engleitner T. Lenggenhager D. Moncsek A. Heide D. Stirm K. Kosla J. Kotsiliti E. Leone V. Dudek M. Yousuf S. Inverso D. Singh I. Teijeiro A. Castet F. Montironi C. Haber P.K. Tiniakos D. Bedossa P. Cockell S. Younes R. Vacca M. Marra F. Schattenberg J.M. Allison M. Bugianesi E. Ratziu V. Pressiani T. D’Alessio A. Personeni N. Rimassa L. Daly A.K. Scheiner B. Pomej K. Kirstein M.M. Vogel A. Peck-Radosavljevic M. Hucke F. Finkelmeier F. Waidmann O. Trojan J. Schulze K. Wege H. Koch S. Weinmann A. Bueter M. Rössler F. Siebenhüner A. De Dosso S. Mallm J.P. Umansky V. Jugold M. Luedde T. Schietinger A. Schirmacher P. Emu B. Augustin H.G. Billeter A. Müller-Stich B. Kikuchi H. Duda D.G. Kütting F. Waldschmidt D.T. Ebert M.P. Rahbari N. Mei H.E. Schulz A.R. Ringelhan M. Malek N. Spahn S. Bitzer M. Ruiz de Galarreta M. Lujambio A. Dufour J.F. Marron T.U. Kaseb A. Kudo M. Huang Y.H. Djouder N. Wolter K. Zender L. Marche P.N. Decaens T. Pinato D.J. Rad R. Mertens J.C. Weber A. Unger K. Meissner F. Roth S. Jilkova Z.M. Claassen M. Anstee Q.M. Amit I. Knolle P. Becher B. Llovet J.M. Heikenwalder M. NASH limits anti-tumour surveillance in immunotherapy-treated HCC. Nature 2021 592 7854 450 456 10.1038/s41586‑021‑03362‑0 33762733
    [Google Scholar]
  19. Canale F.P. Neumann J. von Renesse J. Loggi E. Pecoraro M. Vogel I. Zoppi G. Antonini G. Wolf T. Jin W. Zheng X. La Barba G. Birgin E. Forkel M. Nilsson T. Marone R. Mueller H. Pelletier N. Jeker L.T. Civenni G. Schlapbach C. Catapano C.V. Seifert L. Seifert A.M. Gillessen S. De Dosso S. Cristaudi A. Rahbari N.N. Ercolani G. Geiger R. Proteomics of immune cells from liver tumors reveals immunotherapy targets. Cell Genomics 2023 3 6 100331 10.1016/j.xgen.2023.100331 37388918
    [Google Scholar]
  20. Thorsson V. Gibbs D.L. Brown S.D. Wolf D. Bortone D.S. Ou Yang T.H. Porta-Pardo E. Gao G.F. Plaisier C.L. Eddy J.A. Ziv E. Culhane A.C. Paull E.O. Sivakumar I.K.A. Gentles A.J. Malhotra R. Farshidfar F. Colaprico A. Parker J.S. Mose L.E. Vo N.S. Liu J. Liu Y. Rader J. Dhankani V. Reynolds S.M. Bowlby R. Califano A. Cherniack A.D. Anastassiou D. Bedognetti D. Mokrab Y. Newman A.M. Rao A. Chen K. Krasnitz A. Hu H. Malta T.M. Noushmehr H. Pedamallu C.S. Bullman S. Ojesina A.I. Lamb A. Zhou W. Shen H. Choueiri T.K. Weinstein J.N. Guinney J. Saltz J. Holt R.A. Rabkin C.S. Lazar A.J. Serody J.S. Demicco E.G. Disis M.L. Vincent B.G. Shmulevich I. Caesar-Johnson S.J. Demchok J.A. Felau I. Kasapi M. Ferguson M.L. Hutter C.M. Sofia H.J. Tarnuzzer R. Wang Z. Yang L. Zenklusen J.C. Zhang J.J. Chudamani S. Liu J. Lolla L. Naresh R. Pihl T. Sun Q. Wan Y. Wu Y. Cho J. DeFreitas T. Frazer S. Gehlenborg N. Getz G. Heiman D.I. Kim J. Lawrence M.S. Lin P. Meier S. Noble M.S. Saksena G. Voet D. Zhang H. Bernard B. Chambwe N. Dhankani V. Knijnenburg T. Kramer R. Leinonen K. Liu Y. Miller M. Reynolds S. Shmulevich I. Thorsson V. Zhang W. Akbani R. Broom B.M. Hegde A.M. Ju Z. Kanchi R.S. Korkut A. Li J. Liang H. Ling S. Liu W. Lu Y. Mills G.B. Ng K-S. Rao A. Ryan M. Wang J. Weinstein J.N. Zhang J. Abeshouse A. Armenia J. Chakravarty D. Chatila W.K. de Bruijn I. Gao J. Gross B.E. Heins Z.J. Kundra R. La K. Ladanyi M. Luna A. Nissan M.G. Ochoa A. Phillips S.M. Reznik E. Sanchez-Vega F. Sander C. Schultz N. Sheridan R. Sumer S.O. Sun Y. Taylor B.S. Wang J. Zhang H. Anur P. Peto M. Spellman P. Benz C. Stuart J.M. Wong C.K. Yau C. Hayes D.N. Parker J.S. Wilkerson M.D. Ally A. Balasundaram M. Bowlby R. Brooks D. Carlsen R. Chuah E. Dhalla N. Holt R. Jones S.J.M. Kasaian K. Lee D. Ma Y. Marra M.A. Mayo M. Moore R.A. Mungall A.J. Mungall K. Robertson A.G. Sadeghi S. Schein J.E. Sipahimalani P. Tam A. Thiessen N. Tse K. Wong T. Berger A.C. Beroukhim R. Cherniack A.D. Cibulskis C. Gabriel S.B. Gao G.F. Ha G. Meyerson M. Schumacher S.E. Shih J. Kucherlapati M.H. Kucherlapati R.S. Baylin S. Cope L. Danilova L. Bootwalla M.S. Lai P.H. Maglinte D.T. Van Den Berg D.J. Weisenberger D.J. Auman J.T. Balu S. Bodenheimer T. Fan C. Hoadley K.A. Hoyle A.P. Jefferys S.R. Jones C.D. Meng S. Mieczkowski P.A. Mose L.E. Perou A.H. Perou C.M. Roach J. Shi Y. Simons J.V. Skelly T. Soloway M.G. Tan D. Veluvolu U. Fan H. Hinoue T. Laird P.W. Shen H. Zhou W. Bellair M. Chang K. Covington K. Creighton C.J. Dinh H. Doddapaneni H.V. Donehower L.A. Drummond J. Gibbs R.A. Glenn R. Hale W. Han Y. Hu J. Korchina V. Lee S. Lewis L. Li W. Liu X. Morgan M. Morton D. Muzny D. Santibanez J. Sheth M. Shinbrot E. Wang L. Wang M. Wheeler D.A. Xi L. Zhao F. Hess J. Appelbaum E.L. Bailey M. Cordes M.G. Ding L. Fronick C.C. Fulton L.A. Fulton R.S. Kandoth C. Mardis E.R. McLellan M.D. Miller C.A. Schmidt H.K. Wilson R.K. Crain D. Curley E. Gardner J. Lau K. Mallery D. Morris S. Paulauskis J. Penny R. Shelton C. Shelton T. Sherman M. Thompson E. Yena P. Bowen J. Gastier-Foster J.M. Gerken M. Leraas K.M. Lichtenberg T.M. Ramirez N.C. Wise L. Zmuda E. Corcoran N. Costello T. Hovens C. Carvalho A.L. de Carvalho A.C. Fregnani J.H. Longatto-Filho A. Reis R.M. Scapulatempo-Neto C. Silveira H.C.S. Vidal D.O. Burnette A. Eschbacher J. Hermes B. Noss A. Singh R. Anderson M.L. Castro P.D. Ittmann M. Huntsman D. Kohl B. Le X. Thorp R. Andry C. Duffy E.R. Lyadov V. Paklina O. Setdikova G. Shabunin A. Tavobilov M. McPherson C. Warnick R. Berkowitz R. Cramer D. Feltmate C. Horowitz N. Kibel A. Muto M. Raut C.P. Malykh A. Barnholtz-Sloan J.S. Barrett W. Devine K. Fulop J. Ostrom Q.T. Shimmel K. Wolinsky Y. Sloan A.E. De Rose A. Giuliante F. Goodman M. Karlan B.Y. Hagedorn C.H. Eckman J. Harr J. Myers J. Tucker K. Zach L.A. Deyarmin B. Hu H. Kvecher L. Larson C. Mural R.J. Somiari S. Vicha A. Zelinka T. Bennett J. Iacocca M. Rabeno B. Swanson P. Latour M. Lacombe L. Têtu B. Bergeron A. McGraw M. Staugaitis S.M. Chabot J. Hibshoosh H. Sepulveda A. Su T. Wang T. Potapova O. Voronina O. Desjardins L. Mariani O. Roman-Roman S. Sastre X. Stern M-H. Cheng F. Signoretti S. Berchuck A. Bigner D. Lipp E. Marks J. McCall S. McLendon R. Secord A. Sharp A. Behera M. Brat D.J. Chen A. Delman K. Force S. Khuri F. Magliocca K. Maithel S. Olson J.J. Owonikoko T. Pickens A. Ramalingam S. Shin D.M. Sica G. Van Meir E.G. Zhang H. Eijckenboom W. Gillis A. Korpershoek E. Looijenga L. Oosterhuis W. Stoop H. van Kessel K.E. Zwarthoff E.C. Calatozzolo C. Cuppini L. Cuzzubbo S. DiMeco F. Finocchiaro G. Mattei L. Perin A. Pollo B. Chen C. Houck J. Lohavanichbutr P. Hartmann A. Stoehr C. Stoehr R. Taubert H. Wach S. Wullich B. Kycler W. Murawa D. Wiznerowicz M. Chung K. Edenfield W.J. Martin J. Baudin E. Bubley G. Bueno R. De Rienzo A. Richards W.G. Kalkanis S. Mikkelsen T. Noushmehr H. Scarpace L. Girard N. Aymerich M. Campo E. Giné E. Guillermo A.L. Van Bang N. Hanh P.T. Phu B.D. Tang Y. Colman H. Evason K. Dottino P.R. Martignetti J.A. Gabra H. Juhl H. Akeredolu T. Stepa S. Hoon D. Ahn K. Kang K.J. Beuschlein F. Breggia A. Birrer M. Bell D. Borad M. Bryce A.H. Castle E. Chandan V. Cheville J. Copland J.A. Farnell M. Flotte T. Giama N. Ho T. Kendrick M. Kocher J-P. Kopp K. Moser C. Nagorney D. O’Brien D. O’Neill B.P. Patel T. Petersen G. Que F. Rivera M. Roberts L. Smallridge R. Smyrk T. Stanton M. Thompson R.H. Torbenson M. Yang J.D. Zhang L. Brimo F. Ajani J.A. Gonzalez A.M.A. Behrens C. Bondaruk J. Broaddus R. Czerniak B. Esmaeli B. Fujimoto J. Gershenwald J. Guo C. Lazar A.J. Logothetis C. Meric-Bernstam F. Moran C. Ramondetta L. Rice D. Sood A. Tamboli P. Thompson T. Troncoso P. Tsao A. Wistuba I. Carter C. Haydu L. Hersey P. Jakrot V. Kakavand H. Kefford R. Lee K. Long G. Mann G. Quinn M. Saw R. Scolyer R. Shannon K. Spillane A. Stretch Synott M. Thompson J. Wilmott J. Al-Ahmadie H. Chan T.A. Ghossein R. Gopalan A. Levine D.A. Reuter V. Singer S. Singh B. Tien N.V. Broudy T. Mirsaidi C. Nair P. Drwiega P. Miller J. Smith J. Zaren H. Park J-W. Hung N.P. Kebebew E. Linehan W.M. Metwalli A.R. Pacak K. Pinto P.A. Schiffman M. Schmidt L.S. Vocke C.D. Wentzensen N. Worrell R. Yang H. Moncrieff M. Goparaju C. Melamed J. Pass H. Botnariuc N. Caraman I. Cernat M. Chemencedji I. Clipca A. Doruc S. Gorincioi G. Mura S. Pirtac M. Stancul I. Tcaciuc D. Albert M. Alexopoulou I. Arnaout A. Bartlett J. Engel J. Gilbert S. Parfitt J. Sekhon H. Thomas G. Rassl D.M. Rintoul R.C. Bifulco C. Tamakawa R. Urba W. Hayward N. Timmers H. Antenucci A. Facciolo F. Grazi G. Marino M. Merola R. de Krijger R. Gimenez-Roqueplo A-P. Piché A. Chevalier S. McKercher G. Birsoy K. Barnett G. Brewer C. Farver C. Naska T. Pennell N.A. Raymond D. Schilero C. Smolenski K. Williams F. Morrison C. Borgia J.A. Liptay M.J. Pool M. Seder C.W. Junker K. Omberg L. Dinkin M. Manikhas G. Alvaro D. Bragazzi M.C. Cardinale V. Carpino G. Gaudio E. Chesla D. Cottingham S. Dubina M. Moiseenko F. Dhanasekaran R. Becker K-F. Janssen K-P. Slotta-Huspenina J. Abdel-Rahman M.H. Aziz D. Bell S. Cebulla C.M. Davis A. Duell R. Elder J.B. Hilty J. Kumar B. Lang J. Lehman N.L. Mandt R. Nguyen P. Pilarski R. Rai K. Schoenfield L. Senecal K. Wakely P. Hansen P. Lechan R. Powers J. Tischler A. Grizzle W.E. Sexton K.C. Kastl A. Henderson J. Porten S. Waldmann J. Fassnacht M. Asa S.L. Schadendorf D. Couce M. Graefen M. Huland H. Sauter G. Schlomm T. Simon R. Tennstedt P. Olabode O. Nelson M. Bathe O. Carroll P.R. Chan J.M. Disaia P. Glenn P. Kelley R.K. Landen C.N. Phillips J. Prados M. Simko J. Smith-McCune K. VandenBerg S. Roggin K. Fehrenbach A. Kendler A. Sifri S. Steele R. Jimeno A. Carey F. Forgie I. Mannelli M. Carney M. Hernandez B. Campos B. Herold-Mende C. Jungk C. Unterberg A. von Deimling A. Bossler A. Galbraith J. Jacobus L. Knudson M. Knutson T. Ma D. Milhem M. Sigmund R. Godwin A.K. Madan R. Rosenthal H.G. Adebamowo C. Adebamowo S.N. Boussioutas A. Beer D. Giordano T. Mes-Masson A-M. Saad F. Bocklage T. Landrum L. Mannel R. Moore K. Moxley K. Postier R. Walker J. Zuna R. Feldman M. Valdivieso F. Dhir R. Luketich J. Pinero E.M.M. Quintero-Aguilo M. Carlotti C.G. Jr Dos Santos J.S. Kemp R. Sankarankuty A. Tirapelli D. Catto J. Agnew K. Swisher E. Creaney J. Robinson B. Shelley C.S. Godwin E.M. Kendall S. Shipman C. Bradford C. Carey T. Haddad A. Moyer J. Peterson L. Prince M. Rozek L. Wolf G. Bowman R. Fong K.M. Yang I. Korst R. Rathmell W.K. Fantacone-Campbell J.L. Hooke J.A. Kovatich A.J. Shriver C.D. DiPersio J. Drake B. Govindan R. Heath S. Ley T. Van Tine B. Westervelt P. Rubin M.A. Lee J.I. Aredes N.D. Mariamidze A. The immune landscape of cancer. Immunity 2018 48 4 812 830.e14 10.1016/j.immuni.2018.03.023 29628290
    [Google Scholar]
  21. Bagaev A. Kotlov N. Nomie K. Svekolkin V. Gafurov A. Isaeva O. Osokin N. Kozlov I. Frenkel F. Gancharova O. Almog N. Tsiper M. Ataullakhanov R. Fowler N. Conserved pan-cancer microenvironment subtypes predict response to immunotherapy. Cancer Cell 2021 39 6 845 865.e7 10.1016/j.ccell.2021.04.014 34019806
    [Google Scholar]
  22. Li Y. Yang T. Lai T. You L. Yang F. Qiu J. Wang L. Du W. Hua C. Xu Z. Cai J. Li Z. Liu Y. Li L. Zhang M. Chen J. Zhang L. Chen D. Wang W. Liu S. Wu L. Zeng W. Wang B. Wei X. Liu L. Chen F. CDCP: A visualization and analyzing platform for single-cell datasets. J. Genet. Genomics 2022 49 7 689 692 10.1016/j.jgg.2021.12.004 34973426
    [Google Scholar]
  23. Zeng J. Zhang Y. Shang Y. Mai J. Shi S. Lu M. Bu C. Zhang Z. Zhang Z. Li Y. Du Z. Xiao J. CancerSCEM: A database of single-cell expression map across various human cancers. Nucleic Acids Res. 2022 50 D1 D1147 D1155 10.1093/nar/gkab905 34643725
    [Google Scholar]
  24. Wang G. Wu S. Xiong Z. Qu H. Fang X. Bao Y. CROST: A comprehensive repository of spatial transcriptomics. Nucleic Acids Res. 2024 52 D1 D882 D890 10.1093/nar/gkad782 37791883
    [Google Scholar]
  25. Liu L. Yu K. Huang C. Huo M. Li X. Yin R. Liu C. Lu L. Sun H. Zhang J. Sex differences in hepatocellular carcinoma indicated BEX4 as a potential target to improve efficacy of lenvatinib plus immune checkpoint inhibitors. J. Cancer 2022 13 11 3221 3233 10.7150/jca.73051 36118521
    [Google Scholar]
  26. Ally A. Balasundaram M. Carlsen R. Chuah E. Clarke A. Dhalla N. Holt R.A. Jones S.J.M. Lee D. Ma Y. Marra M.A. Mayo M. Moore R.A. Mungall A.J. Schein J.E. Sipahimalani P. Tam A. Thiessen N. Cheung D. Wong T. Brooks D. Robertson A.G. Bowlby R. Mungall K. Sadeghi S. Xi L. Covington K. Shinbrot E. Wheeler D.A. Gibbs R.A. Donehower L.A. Wang L. Bowen J. Gastier-Foster J.M. Gerken M. Helsel C. Leraas K.M. Lichtenberg T.M. Ramirez N.C. Wise L. Zmuda E. Gabriel S.B. Meyerson M. Cibulskis C. Murray B.A. Shih J. Beroukhim R. Cherniack A.D. Schumacher S.E. Saksena G. Pedamallu C.S. Chin L. Getz G. Noble M. Zhang H. Heiman D. Cho J. Gehlenborg N. Saksena G. Voet D. Lin P. Frazer S. Defreitas T. Meier S. Lawrence M. Kim J. Creighton C.J. Muzny D. Doddapaneni H.V. Hu J. Wang M. Morton D. Korchina V. Han Y. Dinh H. Lewis L. Bellair M. Liu X. Santibanez J. Glenn R. Lee S. Hale W. Parker J.S. Wilkerson M.D. Hayes D.N. Reynolds S.M. Shmulevich I. Zhang W. Liu Y. Iype L. Makhlouf H. Torbenson M.S. Kakar S. Yeh M.M. Jain D. Kleiner D.E. Jain D. Dhanasekaran R. El-Serag H.B. Yim S.Y. Weinstein J.N. Mishra L. Zhang J. Akbani R. Ling S. Ju Z. Su X. Hegde A.M. Mills G.B. Lu Y. Chen J. Lee J-S. Sohn B.H. Shim J.J. Tong P. Aburatani H. Yamamoto S. Tatsuno K. Li W. Xia Z. Stransky N. Seiser E. Innocenti F. Gao J. Kundra R. Zhang H. Heins Z. Ochoa A. Sander C. Ladanyi M. Shen R. Arora A. Sanchez-Vega F. Schultz N. Kasaian K. Radenbaugh A. Bissig K-D. Moore D.D. Totoki Y. Nakamura H. Shibata T. Yau C. Graim K. Stuart J. Haussler D. Slagle B.L. Ojesina A.I. Katsonis P. Koire A. Lichtarge O. Hsu T-K. Ferguson M.L. Demchok J.A. Felau I. Sheth M. Tarnuzzer R. Wang Z. Yang L. Zenklusen J.C. Zhang J. Hutter C.M. Sofia H.J. Verhaak R.G.W. Zheng S. Lang F. Chudamani S. Liu J. Lolla L. Wu Y. Naresh R. Pihl T. Sun C. Wan Y. Benz C. Perou A.H. Thorne L.B. Boice L. Huang M. Rathmell W.K. Noushmehr H. Saggioro F.P. Tirapelli D.P.C. Junior C.G.C. Mente E.D. Silva O.C. Jr Trevisan F.A. Kang K.J. Ahn K.S. Giama N.H. Moser C.D. Giordano T.J. Vinco M. Welling T.H. Crain D. Curley E. Gardner J. Mallery D. Morris S. Paulauskis J. Penny R. Shelton C. Shelton T. Kelley R. Park J-W. Chandan V.S. Roberts L.R. Bathe O.F. Hagedorn C.H. Auman J.T. O’Brien D.R. Kocher J-P.A. Jones C.D. Mieczkowski P.A. Perou C.M. Skelly T. Tan D. Veluvolu U. Balu S. Bodenheimer T. Hoyle A.P. Jefferys S.R. Meng S. Mose L.E. Shi Y. Simons J.V. Soloway M.G. Roach J. Hoadley K.A. Baylin S.B. Shen H. Hinoue T. Bootwalla M.S. Van Den Berg D.J. Weisenberger D.J. Lai P.H. Holbrook A. Berrios M. Laird P.W. Comprehensive and integrative genomic characterization of hepatocellular carcinoma. Cell 2017 169 7 1327 1341.e23 10.1016/j.cell.2017.05.046 28622513
    [Google Scholar]
  27. Elia I. Haigis M.C. Metabolites and the tumour microenvironment: From cellular mechanisms to systemic metabolism. Nat. Metab. 2021 3 1 21 32 10.1038/s42255‑020‑00317‑z 33398194
    [Google Scholar]
  28. Martínez-Reyes I. Chandel N.S. Cancer metabolism: Looking forward. Nat. Rev. Cancer 2021 21 10 669 680 10.1038/s41568‑021‑00378‑6 34272515
    [Google Scholar]
  29. Kao K.C. Vilbois S. Tsai C.H. Ho P.C. Metabolic communication in the tumour–immune microenvironment. Nat. Cell Biol. 2022 24 11 1574 1583 10.1038/s41556‑022‑01002‑x 36229606
    [Google Scholar]
  30. Huang B. Song B. Xu C. Cholesterol metabolism in cancer: Mechanisms and therapeutic opportunities. Nat. Metab. 2020 2 2 132 141 10.1038/s42255‑020‑0174‑0 32694690
    [Google Scholar]
  31. Liu F. Tian T. Zhang Z. Xie S. Yang J. Zhu L. Wang W. Shi C. Sang L. Guo K. Yang Z. Qu L. Liu X. Liu J. Yan Q. Ju H. Wang W. Piao H. Shao J. Zhou T. Lin A. Long non-coding RNA SNHG6 couples cholesterol sensing with mTORC1 activation in hepatocellular carcinoma. Nat. Metab. 2022 4 8 1022 1040 10.1038/s42255‑022‑00616‑7 35995997
    [Google Scholar]
  32. Xu R. Song J. Ruze R. Chen Y. Yin X. Wang C. Zhao Y. SQLE promotes pancreatic cancer growth by attenuating ER stress and activating lipid rafts-regulated Src/PI3K/Akt signaling pathway. Cell Death Dis. 2023 14 8 497 10.1038/s41419‑023‑05987‑7 37542052
    [Google Scholar]
  33. Sun H. Li L. Li W. Yang F. Zhang Z. Liu Z. Du W. p53 transcriptionally regulates SQLE to repress cholesterol synthesis and tumor growth. EMBO Rep. 2021 22 10 e52537 10.15252/embr.202152537 34459531
    [Google Scholar]
  34. Zhang J. Xu H. He Y. Zheng X. Lin T. Yang L. Tan P. Wei Q. Inhibition of KDM4A restricts SQLE transcription and induces oxidative stress imbalance to suppress bladder cancer. Redox Biol. 2024 77 103407 10.1016/j.redox.2024.103407 39461328
    [Google Scholar]
  35. Li C. Wang Y. Liu D. Wong C.C. Coker O.O. Zhang X. Liu C. Zhou Y. Liu Y. Kang W. To K.F. Sung J.J.Y. Yu J. Squalene epoxidase drives cancer cell proliferation and promotes gut dysbiosis to accelerate colorectal carcinogenesis. Gut 2022 71 11 2253 2265 10.1136/gutjnl‑2021‑325851 35232776
    [Google Scholar]
  36. Ye Z. Ai X. Yang K. Yang Z. Fei F. Liao X. Qiu Z. Gimple R.C. Yuan H. Huang H. Gong Y. Xiao C. Yue J. Huang L. Saulnier O. Wang W. Zhang P. Dai L. Wang X. Wang X. Ahn Y.H. You C. Xu J. Wan X. Taylor M.D. Zhao L. Rich J.N. Zhou S. Targeting microglial metabolic rewiring synergizes with immune-checkpoint blockade therapy for glioblastoma. Cancer Discov. 2023 13 4 974 1001 10.1158/2159‑8290.CD‑22‑0455 36649564
    [Google Scholar]
  37. Cai N. Cheng K. Ma Y. Liu S. Tao R. Li Y. Li D. Guo B. Jia W. Liang H. Zhao J. Xia L. Ding Z. Chen J. Zhang W. Targeting MMP9 in CTNNB1 mutant hepatocellular carcinoma restores CD8 + T cell-mediated antitumour immunity and improves anti-PD-1 efficacy. Gut 2024 73 6 985 999 10.1136/gutjnl‑2023‑331342 38123979
    [Google Scholar]
  38. Bastid J. Cottalorda-Regairaz A. Alberici G. Bonnefoy N. Eliaou J-F. Bensussan A. ENTPD1/CD39 is a promising therapeutic target in oncology. Oncogene 2013 32 14 1743 1751 10.1038/onc.2012.269 22751118
    [Google Scholar]
  39. Zhao X. Huang L. Lu Y. Jiang W. Song Y. Qiu B. Tao D. Liu Y. Ma Y. PIWIL2 interacting with IKK to regulate autophagy and apoptosis in esophageal squamous cell carcinoma. Cell Death Differ. 2021 28 6 1941 1954 10.1038/s41418‑020‑00725‑4 33469229
    [Google Scholar]
  40. Gialeli C. Tuysuz E.C. Staaf J. Guleed S. Paciorek V. Mörgelin M. Papadakos K.S. Blom A.M. Complement inhibitor CSMD1 modulates epidermal growth factor receptor oncogenic signaling and sensitizes breast cancer cells to chemotherapy. J. Exp. Clin. Cancer Res. 2021 40 1 258 10.1186/s13046‑021‑02042‑1 34404439
    [Google Scholar]
  41. Tuysuz E.C. Mourati E. Rosberg R. Moskal A. Gialeli C. Johansson E. Governa V. Belting M. Pietras A. Blom A.M. Tumor suppressor role of the complement inhibitor CSMD1 and its role in TNF-induced neuroinflammation in gliomas. J. Exp. Clin. Cancer Res. 2024 43 1 98 10.1186/s13046‑024‑03019‑6 38561856
    [Google Scholar]
  42. Basu J. Olsson A. Ferchen K. Titerina E.K. Chetal K. Nicolas E. Czyzewicz P. Levchenko D. Ge L. Hua X. Grimes H.L. Salomonis N. Kappes D.J. ThPOK is a critical multifaceted regulator of myeloid lineage development. Nat. Immunol. 2023 24 8 1295 1307 10.1038/s41590‑023‑01549‑3 37474652
    [Google Scholar]
  43. Zhu Y. Wang Q. Xie X. Ma C. Qiao Y. Zhang Y. Wu Y. Gao Y. Jiang J. Liu X. Chen J. Li C. Ge G. ZBTB7B is a permissive regulator of hepatocellular carcinoma initiation by repressing c-Jun expression and function. Cell Death Dis. 2024 15 1 55 10.1038/s41419‑024‑06441‑y 38225233
    [Google Scholar]
  44. Yang J. Savvatis K. Kang J.S. Fan P. Zhong H. Schwartz K. Barry V. Mikels-Vigdal A. Karpinski S. Kornyeyev D. Adamkewicz J. Feng X. Zhou Q. Shang C. Kumar P. Phan D. Kasner M. López B. Diez J. Wright K.C. Kovacs R.L. Chen P.S. Quertermous T. Smith V. Yao L. Tschöpe C. Chang C.P. Targeting LOXL2 for cardiac interstitial fibrosis and heart failure treatment. Nat. Commun. 2016 7 1 13710 10.1038/ncomms13710 27966531
    [Google Scholar]
  45. Ikenaga N. Peng Z.W. Vaid K.A. Liu S.B. Yoshida S. Sverdlov D.Y. Mikels-Vigdal A. Smith V. Schuppan D. Popov Y.V. Selective targeting of lysyl oxidase-like 2 (LOXL2) suppresses hepatic fibrosis progression and accelerates its reversal. Gut 2017 66 9 1697 1708 10.1136/gutjnl‑2016‑312473 28073888
    [Google Scholar]
  46. Guo M. Zhuang Y. Wu Y. Zhang C. Cheng X. Xu D. Zhang Z. The cell fate regulator DACH1 modulates ferroptosis through affecting P53/SLC25A37 signaling in fibrotic disease. Hepatol. Commun. 2024 8 3 e0396 10.1097/HC9.0000000000000396 38437058
    [Google Scholar]
  47. Piao S. Zheng L. Zheng H. Zhou M. Feng Q. Zhou S. Ke M. Yang H. Wang X. High expression of PDLIM2 predicts a poor prognosis in prostate cancer and is correlated with epithelial-mesenchymal transition and immune cell infiltration. J. Immunol. Res. 2022 2022 1 28 10.1155/2022/2922832 35707002
    [Google Scholar]
  48. Yang J.X. Chuang Y.C. Tseng J.C. Liu Y.L. Lai C.Y. Lee A.Y.L. Huang C.Y.F. Hong Y.R. Chuang T.H. Tumor promoting effect of PDLIM2 downregulation involves mitochondrial ROS, oncometabolite accumulations and HIF-1α activation. J. Exp. Clin. Cancer Res. 2024 43 1 169 10.1186/s13046‑024‑03094‑9 38880883
    [Google Scholar]
  49. Jiang X. Chu Z. Cao Y. Tang Y. Shi Y. Shi X. PDLIM2 prevents the malignant phenotype of hepatocellular carcinoma cells by negatively regulating β-catenin. Cancer Gene Ther. 2021 28 10-11 1113 1124 10.1038/s41417‑020‑00257‑6 33398035
    [Google Scholar]
  50. Ji Y. Ni C. Shen Y. Xu Z. Tang L. Yu F. Zhu L. Lu H. Zhang C. Yang S. Wang X. ESRP1-mediated biogenesis of circPTPN12 inhibits hepatocellular carcinoma progression by PDLIM2/ NF-κB pathway. Mol. Cancer 2024 23 1 143 10.1186/s12943‑024‑02056‑1 38992675
    [Google Scholar]
  51. da Silva A.R. Gunawan F. Boezio G.L.M. Faure E. Théron A. Avierinos J.F. Lim S. Jha S.G. Ramadass R. Guenther S. Looso M. Zaffran S. Juan T. Stainier D.Y.R. egr3 is a mechanosensitive transcription factor gene required for cardiac valve morphogenesis. Sci. Adv. 2024 10 20 eadl0633 10.1126/sciadv.adl0633 38748804
    [Google Scholar]
  52. Chen C. Chen Y. Li Y. Zhang H. Huang X. Li Y. Li Z. Han J. Wu X. Liu H. Sun T. EGR3 inhibits tumor progression by inducing schwann cell‐like differentiation. Adv. Sci. 2024 11 34 2400066 10.1002/advs.202400066 38973154
    [Google Scholar]
  53. Mancina R.M. Sasidharan K. Lindblom A. Wei Y. Ciociola E. Jamialahmadi O. Pingitore P. Andréasson A.C. Pellegrini G. Baselli G. Männistö V. Pihlajamäki J. Kärjä V. Grimaudo S. Marini I. Maggioni M. Becattini B. Tavaglione F. Dix C. Castaldo M. Klein S. Perelis M. Pattou F. Thuillier D. Raverdy V. Dongiovanni P. Fracanzani A.L. Stickel F. Hampe J. Buch S. Luukkonen P.K. Prati D. Yki-Järvinen H. Petta S. Xing C. Schafmayer C. Aigner E. Datz C. Lee R.G. Valenti L. Lindén D. Romeo S. PSD3 downregulation confers protection against fatty liver disease. Nat. Metab. 2022 4 1 60 75 10.1038/s42255‑021‑00518‑0 35102341
    [Google Scholar]
  54. Sekar R Motzler K Kwon Y Vps37a regulates hepatic glucose production by controlling glucagon receptor localization to endosomes. Cell Metab. 2022 34 11 1824 1842 10.1016/j.cmet.2022.09.022 36243006
    [Google Scholar]
  55. Prajapati M. Conboy H.L. Hojyo S. Fukada T. Budnik B. Bartnikas T.B. Biliary excretion of excess iron in mice requires hepatocyte iron import by Slc39a14. J. Biol. Chem. 2021 297 1 100835 10.1016/j.jbc.2021.100835 34051234
    [Google Scholar]
  56. Xia S. Wu J. Zhou W. Zhang M. Zhao K. Liu J. Tian D. Liao J. SLC7A2 deficiency promotes hepatocellular carcinoma progression by enhancing recruitment of myeloid-derived suppressors cells. Cell Death Dis. 2021 12 6 570 10.1038/s41419‑021‑03853‑y 34108444
    [Google Scholar]
  57. Gao Y. You M. Fu J. Tian M. Zhong X. Du C. Hong Z. Zhu Z. Liu J. Markowitz G.J. Wang F.S. Yang P. Intratumoral stem-like CCR4+ regulatory T cells orchestrate the immunosuppressive microenvironment in HCC associated with hepatitis B. J. Hepatol. 2022 76 1 148 159 10.1016/j.jhep.2021.08.029 34689996
    [Google Scholar]
  58. Wen J. Zhang X. Wong C.C. Zhang Y. Pan Y. Zhou Y. Cheung A.H.K. Liu Y. Ji F. Kang X. Liu D. Yu J. Targeting squalene epoxidase restores anti-PD-1 efficacy in metabolic dysfunction-associated steatohepatitis-induced hepatocellular carcinoma. Gut 2024 73 12 2023 2036 10.1136/gutjnl‑2023‑331117 38744443
    [Google Scholar]
  59. Liu D. Wong C.C. Fu L. Chen H. Zhao L. Li C. Zhou Y. Zhang Y. Xu W. Yang Y. Wu B. Cheng G. Lai P.B.S. Wong N. Sung J.J.Y. Yu J. Squalene epoxidase drives NAFLD-induced hepatocellular carcinoma and is a pharmaceutical target. Sci. Transl. Med. 2018 10 437 eaap9840 10.1126/scitranslmed.aap9840 29669855
    [Google Scholar]
  60. Zhang E.B. Zhang X. Wang K. Zhang F. Chen T.W. Ma N. Ni Q.Z. Wang Y.K. Zheng Q.W. Cao H.J. Xia J. Zhu B. Xu S. Ding X. Wang X. Li Z. Cheng S. Xie D. Li J.J. Antifungal agent Terbinafine restrains tumor growth in preclinical models of hepatocellular carcinoma via AMPK-mTOR axis. Oncogene 2021 40 34 5302 5313 10.1038/s41388‑021‑01934‑y 34247189
    [Google Scholar]
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  • Article Type:
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Keywords: HCC ; tumor microenvironment ; SQLE ; etiology ; molecular characterization
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