Skip to main content
Top
Published in: Cancer Cell International 1/2022

Open Access 01-12-2022 | Hepatocellular Carcinoma | Research

Matrix stiffness-dependent STEAP3 coordinated with PD-L2 identify tumor responding to sorafenib treatment in hepatocellular carcinoma

Authors: Shunxi Wang, Long Chen, Wanqian Liu

Published in: Cancer Cell International | Issue 1/2022

Login to get access

Abstract

Background

Ferroptosis have been implicated in tumorigenesis, tumor progression, and chemo- and immuno-therapy in cirrhotic hepatocellular carcinoma (HCC), indicating its association with matrix stiffness and clinical benefit of targeting drugs or immune checkpoint inhibitor. Here, we postulated that increased matrix stiffness reduces ferroptosis and impairs tumor immunity by regulating the expression of ferroptosis- and immune-related genes in HCC, which might be a robust predictor of therapeutic efficacy.

Methods

Using publicly available tissue microarray datasets, liver cancer rat model, and clinical specimen, ferroptosis-related differential genes in HCV-infected cirrhotic HCC and its mechanical heterogeneous pattern of expression were screened and identified. Further investigation on the underlying mechanism of matrix stiffness-regulated ferroptosis and the expression of immune mediator were performed. Finally, threshold analysis of HCC cases with sorafenib treatment revealed the value of clinical applications of these potential predictors.

Results

STEAP3 was identified as the ferroptosis-related differential genes in HCV-infected cirrhotic HCC. Stiffer matrix decreased STEAP3 in the invasive front area of HCC and the liver cirrhotic tissue. Contrarily, softer matrix induced STEAP3 in the central area of HCC and the normal liver tissue. Immunological correlation of STEAP3 in cirrhotic HCC showed that STEAP3-mediated immune infiltration of CD4+ T and CD8+ T cells, macrophages, neutrophils, and dendritic cells and HCC prognosis, predicting to regulate immune infiltration. Overexpression of STEAP3 induced ferroptosis and inhibited the expression of immune mediator of PD-L2 on a stiff matrix. Especially, the ferroptosis- and immune-related gene predictive biomarker (FIGPB), including STEAP3 and PD-L2, predicts better clinical benefit of sorafenib in HCC patients.

Conclusions

This finding identifies matrix stiffness impairs ferroptosis and anti-tumor immunity by mediating STEAP3 and PD-L2. More importantly, coordinated with PD-L2, matrix stiffness-dependent STEAP3 could be applied as the independent predictors to favorable sorafenib response, and thus targeting it could be a potential diagnosis and treatment strategy for HCC.
Appendix
Available only for authorised users
Literature
2.
go back to reference Yoshida N, Doyama H, Yano T, Horimatsu T, Uedo N, Yamamoto Y, Kakushima N, Kanzaki H, Hori S, Yao K, Oda I, Katada C, Yokoi C, Ohata K, Yoshimura K, Ishikawa H, Muto M. Early gastric cancer detection in high-risk patients: a multicentre randomised controlled trial on the effect of second-generation narrow band imaging. Gut. 2021;70:67–75.PubMedCrossRef Yoshida N, Doyama H, Yano T, Horimatsu T, Uedo N, Yamamoto Y, Kakushima N, Kanzaki H, Hori S, Yao K, Oda I, Katada C, Yokoi C, Ohata K, Yoshimura K, Ishikawa H, Muto M. Early gastric cancer detection in high-risk patients: a multicentre randomised controlled trial on the effect of second-generation narrow band imaging. Gut. 2021;70:67–75.PubMedCrossRef
3.
go back to reference De Carlis L, Pirotta V, Rondinara GF, Sansalone CV, Colella G, Maione G, Slim AO, Rampoldi A, Cazzulani A, Belli L, Forti D. Hepatic adenoma and focal nodular hyperplasia: diagnosis and criteria for treatment. Liver Transpl Surg. 1997;3:160–5.PubMedCrossRef De Carlis L, Pirotta V, Rondinara GF, Sansalone CV, Colella G, Maione G, Slim AO, Rampoldi A, Cazzulani A, Belli L, Forti D. Hepatic adenoma and focal nodular hyperplasia: diagnosis and criteria for treatment. Liver Transpl Surg. 1997;3:160–5.PubMedCrossRef
4.
go back to reference Li L, Diao W, Zen K. Micro-ribonucleic acids: potential noninvasive biomarkers for hepatocellular carcinoma. J Hepatocell Carcinoma. 2014;1:21–33.PubMedPubMedCentral Li L, Diao W, Zen K. Micro-ribonucleic acids: potential noninvasive biomarkers for hepatocellular carcinoma. J Hepatocell Carcinoma. 2014;1:21–33.PubMedPubMedCentral
5.
go back to reference Dixon SJ, Lemberg KM, Lamprecht MR, Skouta R, Zaitsev EM, Gleason CE, Patel DN, Bauer AJ, Cantley AM, Yang WS, Morrison B, Stockwell BR. Ferroptosis: an iron-dependent form of nonapoptotic cell death. Cell. 2012;149:1060–72.PubMedPubMedCentralCrossRef Dixon SJ, Lemberg KM, Lamprecht MR, Skouta R, Zaitsev EM, Gleason CE, Patel DN, Bauer AJ, Cantley AM, Yang WS, Morrison B, Stockwell BR. Ferroptosis: an iron-dependent form of nonapoptotic cell death. Cell. 2012;149:1060–72.PubMedPubMedCentralCrossRef
6.
go back to reference Hassannia B, Vandenabeele P, VandenBerghe T. Targeting ferroptosis to iron out cancer. Cancer Cell. 2019;35:830–49.PubMedCrossRef Hassannia B, Vandenabeele P, VandenBerghe T. Targeting ferroptosis to iron out cancer. Cancer Cell. 2019;35:830–49.PubMedCrossRef
7.
go back to reference Caillot F, Daveau R, Daveau M, Lubrano J, Saint-Auret G, Hiron M, Goria O, Scotte M, Francois A, Salier J-P. Down-regulated expression of the TSAP6 protein in liver is associated with a transition from cirrhosis to hepatocellular carcinoma. Histopathology. 2009;54:319–27.PubMedCrossRef Caillot F, Daveau R, Daveau M, Lubrano J, Saint-Auret G, Hiron M, Goria O, Scotte M, Francois A, Salier J-P. Down-regulated expression of the TSAP6 protein in liver is associated with a transition from cirrhosis to hepatocellular carcinoma. Histopathology. 2009;54:319–27.PubMedCrossRef
10.
go back to reference Zhang Z, Yao Z, Wang L, Ding H, Shao J, Chen A, Zhang F, Zheng S. Activation of ferritinophagy is required for the RNA-binding protein ELAVL1/HuR to regulate ferroptosis in hepatic stellate cells. Autophagy. 2018;14:2083–103.PubMedPubMedCentralCrossRef Zhang Z, Yao Z, Wang L, Ding H, Shao J, Chen A, Zhang F, Zheng S. Activation of ferritinophagy is required for the RNA-binding protein ELAVL1/HuR to regulate ferroptosis in hepatic stellate cells. Autophagy. 2018;14:2083–103.PubMedPubMedCentralCrossRef
11.
go back to reference Sun X, Niu X, Chen R, He W, Chen D, Kang R, Tang D. Metallothionein-1G facilitates sorafenib resistance through inhibition of ferroptosis. Hepatology. 2016;64:488–500.PubMedCrossRef Sun X, Niu X, Chen R, He W, Chen D, Kang R, Tang D. Metallothionein-1G facilitates sorafenib resistance through inhibition of ferroptosis. Hepatology. 2016;64:488–500.PubMedCrossRef
13.
go back to reference Chen G, Xia B, Fu Q, Huang X, Wang F, Chen Z, Lv Y. Matrix mechanics as regulatory factors and therapeutic targets in hepatic fibrosis. Int J Biol Sci. 2019;15:2509–21.PubMedPubMedCentralCrossRef Chen G, Xia B, Fu Q, Huang X, Wang F, Chen Z, Lv Y. Matrix mechanics as regulatory factors and therapeutic targets in hepatic fibrosis. Int J Biol Sci. 2019;15:2509–21.PubMedPubMedCentralCrossRef
14.
go back to reference Saatci O, Kaymak A, Raza U, Ersan PG, Akbulut O, Banister CE, Sikirzhytski V, Tokat UM, Aykut G, Ansari SA, Dogan HT, Dogan M, Jandaghi P, Isik A, Gundogdu F, Kosemehmetoglu K, Dizdar O, Aksoy S, Akyol A, Uner A, Buckhaults PJ, Riazalhosseini Y, Sahin O. Targeting lysyl oxidase (LOX) overcomes chemotherapy resistance in triple negative breast cancer. Nat Commun. 2020;11:2416.PubMedPubMedCentralCrossRef Saatci O, Kaymak A, Raza U, Ersan PG, Akbulut O, Banister CE, Sikirzhytski V, Tokat UM, Aykut G, Ansari SA, Dogan HT, Dogan M, Jandaghi P, Isik A, Gundogdu F, Kosemehmetoglu K, Dizdar O, Aksoy S, Akyol A, Uner A, Buckhaults PJ, Riazalhosseini Y, Sahin O. Targeting lysyl oxidase (LOX) overcomes chemotherapy resistance in triple negative breast cancer. Nat Commun. 2020;11:2416.PubMedPubMedCentralCrossRef
15.
go back to reference Dong Y, Zheng Q, Wang Z, Lin X, You Y, Wu S, Wang Y, Hu C, Xie X, Chen J, Gao D, Zhao Y, Wu W, Liu Y, Ren Z, Chen R, Cui J. Higher matrix stiffness as an independent initiator triggers epithelial–mesenchymal transition and facilitates HCC metastasis. J Hematol Oncol. 2019;12:112.PubMedPubMedCentralCrossRef Dong Y, Zheng Q, Wang Z, Lin X, You Y, Wu S, Wang Y, Hu C, Xie X, Chen J, Gao D, Zhao Y, Wu W, Liu Y, Ren Z, Chen R, Cui J. Higher matrix stiffness as an independent initiator triggers epithelial–mesenchymal transition and facilitates HCC metastasis. J Hematol Oncol. 2019;12:112.PubMedPubMedCentralCrossRef
16.
go back to reference Yoshida GJ. Regulation of heterogeneous cancer-associated fibroblasts: the molecular pathology of activated signaling pathways. J Exp Clin Cancer Res. 2020;39:112.PubMedPubMedCentralCrossRef Yoshida GJ. Regulation of heterogeneous cancer-associated fibroblasts: the molecular pathology of activated signaling pathways. J Exp Clin Cancer Res. 2020;39:112.PubMedPubMedCentralCrossRef
17.
go back to reference Alonso-Nocelo M, Raimondo TM, Vining KH, López-López R, de la Fuente M, Mooney DJ. Matrix stiffness and tumor-associated macrophages modulate epithelial to mesenchymal transition of human adenocarcinoma cells. Biofabrication. 2018;10: 035004.PubMedPubMedCentralCrossRef Alonso-Nocelo M, Raimondo TM, Vining KH, López-López R, de la Fuente M, Mooney DJ. Matrix stiffness and tumor-associated macrophages modulate epithelial to mesenchymal transition of human adenocarcinoma cells. Biofabrication. 2018;10: 035004.PubMedPubMedCentralCrossRef
18.
go back to reference Stroka KM, Aranda-Espinoza H. Endothelial cell substrate stiffness influences neutrophil transmigration via myosin light chain kinase-dependent cell contraction. Blood. 2011;118:1632–40.PubMedPubMedCentralCrossRef Stroka KM, Aranda-Espinoza H. Endothelial cell substrate stiffness influences neutrophil transmigration via myosin light chain kinase-dependent cell contraction. Blood. 2011;118:1632–40.PubMedPubMedCentralCrossRef
20.
go back to reference Osipov A, Saung MT, Zheng L, Murphy AG. Small molecule immunomodulation: the tumor microenvironment and overcoming immune escape. J Immunother Cancer. 2019;7:224.PubMedPubMedCentralCrossRef Osipov A, Saung MT, Zheng L, Murphy AG. Small molecule immunomodulation: the tumor microenvironment and overcoming immune escape. J Immunother Cancer. 2019;7:224.PubMedPubMedCentralCrossRef
21.
go back to reference Feins S, Kong W, Williams EF, Milone MC, Fraietta JA. An introduction to chimeric antigen receptor (CAR) T-cell immunotherapy for human cancer. Am J Hematol. 2019;94:S3-s9.PubMedCrossRef Feins S, Kong W, Williams EF, Milone MC, Fraietta JA. An introduction to chimeric antigen receptor (CAR) T-cell immunotherapy for human cancer. Am J Hematol. 2019;94:S3-s9.PubMedCrossRef
22.
go back to reference Yearley JH, Gibson C, Yu N, Moon C, Murphy E, Juco J, Lunceford J, Cheng J, Chow LQM, Seiwert TY, Handa M, Tomassini JE, McClanahan T. PD-L2 expression in human tumors: relevance to anti-PD-1 therapy in cancer. Clin Cancer Res. 2017;23:3158–67.PubMedCrossRef Yearley JH, Gibson C, Yu N, Moon C, Murphy E, Juco J, Lunceford J, Cheng J, Chow LQM, Seiwert TY, Handa M, Tomassini JE, McClanahan T. PD-L2 expression in human tumors: relevance to anti-PD-1 therapy in cancer. Clin Cancer Res. 2017;23:3158–67.PubMedCrossRef
23.
go back to reference Zhao SG, Lehrer J, Chang SL, Das R, Erho N, Liu Y, Sjöström M, Den RB, Freedland SJ, Klein EA, Karnes RJ, Schaeffer EM, Xu M, Speers C, Nguyen PL, Ross AE, Chan JM, Cooperberg MR, Carroll PR, Davicioni E, Fong L, Spratt DE, Feng FY. The immune landscape of prostate cancer and nomination of PD-L2 as a potential therapeutic target. J Natl Cancer Inst. 2019;111:301–10.PubMedCrossRef Zhao SG, Lehrer J, Chang SL, Das R, Erho N, Liu Y, Sjöström M, Den RB, Freedland SJ, Klein EA, Karnes RJ, Schaeffer EM, Xu M, Speers C, Nguyen PL, Ross AE, Chan JM, Cooperberg MR, Carroll PR, Davicioni E, Fong L, Spratt DE, Feng FY. The immune landscape of prostate cancer and nomination of PD-L2 as a potential therapeutic target. J Natl Cancer Inst. 2019;111:301–10.PubMedCrossRef
24.
go back to reference Roemer MG, Advani RH, Ligon AH, Natkunam Y, Redd RA, Homer H, Connelly CF, Sun HH, Daadi SE, Freeman GJ, Armand P, Chapuy B, de Jong D, Hoppe RT, Neuberg DS, Rodig SJ, Shipp MA. PD-L1 and PD-L2 genetic alterations define classical hodgkin lymphoma and predict outcome. J Clin Oncol. 2016;34:2690–7.PubMedPubMedCentralCrossRef Roemer MG, Advani RH, Ligon AH, Natkunam Y, Redd RA, Homer H, Connelly CF, Sun HH, Daadi SE, Freeman GJ, Armand P, Chapuy B, de Jong D, Hoppe RT, Neuberg DS, Rodig SJ, Shipp MA. PD-L1 and PD-L2 genetic alterations define classical hodgkin lymphoma and predict outcome. J Clin Oncol. 2016;34:2690–7.PubMedPubMedCentralCrossRef
25.
go back to reference Wang W, Green M, Choi JE, Gijón M, Kennedy PD, Johnson JK, Liao P, Lang X, Kryczek I, Sell A, Xia H, Zhou J, Li G, Li J, Li W, Wei S, Vatan L, Zhang H, Szeliga W, Gu W, Liu R, Lawrence TS, Lamb C, Tanno Y, Cieslik M, Stone E, Georgiou G, Chan TA, Chinnaiyan A, Zou W. CD8 T cells regulate tumour ferroptosis during cancer immunotherapy. Nature. 2019;569:270–4.PubMedPubMedCentralCrossRef Wang W, Green M, Choi JE, Gijón M, Kennedy PD, Johnson JK, Liao P, Lang X, Kryczek I, Sell A, Xia H, Zhou J, Li G, Li J, Li W, Wei S, Vatan L, Zhang H, Szeliga W, Gu W, Liu R, Lawrence TS, Lamb C, Tanno Y, Cieslik M, Stone E, Georgiou G, Chan TA, Chinnaiyan A, Zou W. CD8 T cells regulate tumour ferroptosis during cancer immunotherapy. Nature. 2019;569:270–4.PubMedPubMedCentralCrossRef
26.
go back to reference Johnson WE, Li C, Rabinovic A. Adjusting batch effects in microarray expression data using empirical Bayes methods. Biostatistics. 2007;8:118–27.PubMedCrossRef Johnson WE, Li C, Rabinovic A. Adjusting batch effects in microarray expression data using empirical Bayes methods. Biostatistics. 2007;8:118–27.PubMedCrossRef
27.
go back to reference Xia T, Zhao R, Liu W, Huang Q, Chen P, Waju YN, Al-Ani MK, Lv Y, Yang L. Effect of substrate stiffness on hepatocyte migration and cellular Young’s modulus. J Cell Physiol. 2018;233:6996–7006.PubMedCrossRef Xia T, Zhao R, Liu W, Huang Q, Chen P, Waju YN, Al-Ani MK, Lv Y, Yang L. Effect of substrate stiffness on hepatocyte migration and cellular Young’s modulus. J Cell Physiol. 2018;233:6996–7006.PubMedCrossRef
28.
go back to reference Soumerai TE, Donoghue MTA, Bandlamudi C, Srinivasan P, Chang MT, Zamarin D, Cadoo KA, Grisham RN, O’Cearbhaill RE, Tew WP, Konner JA, Hensley ML, Makker V, Sabbatini P, Spriggs DR, Troso-Sandoval TA, Charen AS, Friedman C, Gorsky M, Schweber SJ, Middha S, Murali R, Chiang S, Park KJ, Soslow RA, Ladanyi M, Li BT, Mueller J, Weigelt B, Zehir A, Berger MF, Abu-Rustum NR, Aghajanian C, DeLair DF, Solit DB, Taylor BS, Hyman DM. Clinical utility of prospective molecular characterization in advanced endometrial cancer. Clin Cancer Res. 2018;24:5939–47.PubMedPubMedCentralCrossRef Soumerai TE, Donoghue MTA, Bandlamudi C, Srinivasan P, Chang MT, Zamarin D, Cadoo KA, Grisham RN, O’Cearbhaill RE, Tew WP, Konner JA, Hensley ML, Makker V, Sabbatini P, Spriggs DR, Troso-Sandoval TA, Charen AS, Friedman C, Gorsky M, Schweber SJ, Middha S, Murali R, Chiang S, Park KJ, Soslow RA, Ladanyi M, Li BT, Mueller J, Weigelt B, Zehir A, Berger MF, Abu-Rustum NR, Aghajanian C, DeLair DF, Solit DB, Taylor BS, Hyman DM. Clinical utility of prospective molecular characterization in advanced endometrial cancer. Clin Cancer Res. 2018;24:5939–47.PubMedPubMedCentralCrossRef
29.
go back to reference Moore LD, Le T, Fan G. DNA methylation and its basic function. Neuropsychopharmacology. 2013;38:23–38.PubMedCrossRef Moore LD, Le T, Fan G. DNA methylation and its basic function. Neuropsychopharmacology. 2013;38:23–38.PubMedCrossRef
30.
go back to reference Sahin U, Oehm P, Derhovanessian E, Jabulowsky RA, Vormehr M, Gold M, Maurus D, Schwarck-Kokarakis D, Kuhn AN, Omokoko T, Kranz LM, Diken M, Kreiter S, Haas H, Attig S, Rae R, Cuk K, Kemmer-Brück A, Breitkreuz A, Tolliver C, Caspar J, Quinkhardt J, Hebich L, Stein M, Hohberger A, Vogler I, Liebig I, Renken S, Sikorski J, Leierer M, Müller V, Mitzel-Rink H, Miederer M, Huber C, Grabbe S, Utikal J, Pinter A, Kaufmann R, Hassel JC, Loquai C, Türeci Ö. An RNA vaccine drives immunity in checkpoint-inhibitor-treated melanoma. Nature. 2020;585:107–12.PubMedCrossRef Sahin U, Oehm P, Derhovanessian E, Jabulowsky RA, Vormehr M, Gold M, Maurus D, Schwarck-Kokarakis D, Kuhn AN, Omokoko T, Kranz LM, Diken M, Kreiter S, Haas H, Attig S, Rae R, Cuk K, Kemmer-Brück A, Breitkreuz A, Tolliver C, Caspar J, Quinkhardt J, Hebich L, Stein M, Hohberger A, Vogler I, Liebig I, Renken S, Sikorski J, Leierer M, Müller V, Mitzel-Rink H, Miederer M, Huber C, Grabbe S, Utikal J, Pinter A, Kaufmann R, Hassel JC, Loquai C, Türeci Ö. An RNA vaccine drives immunity in checkpoint-inhibitor-treated melanoma. Nature. 2020;585:107–12.PubMedCrossRef
31.
go back to reference Chang TT, Thakar D, Weaver VM. Force-dependent breaching of the basement membrane. Matrix Biol. 2017;57–58:178–89.PubMedCrossRef Chang TT, Thakar D, Weaver VM. Force-dependent breaching of the basement membrane. Matrix Biol. 2017;57–58:178–89.PubMedCrossRef
32.
33.
go back to reference Kudo M, Ueshima K, Ikeda M, Torimura T, Tanabe N, Aikata H, Izumi N, Yamasaki T, Nojiri S, Hino K, Tsumura H, Kuzuya T, Isoda N, Yasui K, Aino H, Ido A, Kawabe N, Nakao K, Wada Y, Yokosuka O, Yoshimura K, Okusaka T, Furuse J, Kokudo N, Okita K, Johnson PJ, Arai Y. Randomised, multicentre prospective trial of transarterial chemoembolisation (TACE) plus sorafenib as compared with TACE alone in patients with hepatocellular carcinoma: TACTICS trial. Gut. 2020;69:1492–501.PubMedCrossRef Kudo M, Ueshima K, Ikeda M, Torimura T, Tanabe N, Aikata H, Izumi N, Yamasaki T, Nojiri S, Hino K, Tsumura H, Kuzuya T, Isoda N, Yasui K, Aino H, Ido A, Kawabe N, Nakao K, Wada Y, Yokosuka O, Yoshimura K, Okusaka T, Furuse J, Kokudo N, Okita K, Johnson PJ, Arai Y. Randomised, multicentre prospective trial of transarterial chemoembolisation (TACE) plus sorafenib as compared with TACE alone in patients with hepatocellular carcinoma: TACTICS trial. Gut. 2020;69:1492–501.PubMedCrossRef
34.
go back to reference Cheng Z, Wei-Qi J, Jin D. New insights on sorafenib resistance in liver cancer with correlation of individualized therapy. Biochim Biophys Acta Rev Cancer. 2020;1874: 188382.PubMedCrossRef Cheng Z, Wei-Qi J, Jin D. New insights on sorafenib resistance in liver cancer with correlation of individualized therapy. Biochim Biophys Acta Rev Cancer. 2020;1874: 188382.PubMedCrossRef
35.
go back to reference Chen Y, Li Z-Y, Zhou G-Q, Sun Y. An immune-related gene prognostic index for head and neck squamous cell carcinoma. Clin Cancer Res. 2021;27:330–41.PubMedCrossRef Chen Y, Li Z-Y, Zhou G-Q, Sun Y. An immune-related gene prognostic index for head and neck squamous cell carcinoma. Clin Cancer Res. 2021;27:330–41.PubMedCrossRef
36.
go back to reference De Angelis C, Nagi C, Hoyt CC, Liu L, Roman K, Wang C, Zheng Y, Veeraraghavan J, Sethunath V, Nuciforo P, Wang T, Tsimelzon A, Mao S, Hilsenbeck SG, Trivedi MV, Cataldo ML, Pavlick A, Wolff AC, Weigelt B, Reis-Filho JS, Prat A, Gutierrez C, Osborne CK, Rimawi MF, Schiff R. Evaluation of the predictive role of tumor immune infiltrate in patients with HER2-positive breast cancer treated with neoadjuvant anti-HER2 therapy without chemotherapy. Clin Cancer Res. 2020;26:738–45.PubMedCrossRef De Angelis C, Nagi C, Hoyt CC, Liu L, Roman K, Wang C, Zheng Y, Veeraraghavan J, Sethunath V, Nuciforo P, Wang T, Tsimelzon A, Mao S, Hilsenbeck SG, Trivedi MV, Cataldo ML, Pavlick A, Wolff AC, Weigelt B, Reis-Filho JS, Prat A, Gutierrez C, Osborne CK, Rimawi MF, Schiff R. Evaluation of the predictive role of tumor immune infiltrate in patients with HER2-positive breast cancer treated with neoadjuvant anti-HER2 therapy without chemotherapy. Clin Cancer Res. 2020;26:738–45.PubMedCrossRef
37.
go back to reference Guo W-Z, Fang H-B, Cao S-L, Chen S-Y, Li J, Shi J-H, Tang H-W, Zhang Y, Wen P-H, Zhang J-K, Wang Z-H, Shi X-Y, Pang C, Yang H, Hu B-W, Zhang S-J. Six-transmembrane epithelial antigen of the prostate 3 deficiency in hepatocytes protects the liver against ischemia-reperfusion injury by suppressing transforming growth factor-β-activated kinase 1. Hepatology. 2020;71:1037–54.PubMedCrossRef Guo W-Z, Fang H-B, Cao S-L, Chen S-Y, Li J, Shi J-H, Tang H-W, Zhang Y, Wen P-H, Zhang J-K, Wang Z-H, Shi X-Y, Pang C, Yang H, Hu B-W, Zhang S-J. Six-transmembrane epithelial antigen of the prostate 3 deficiency in hepatocytes protects the liver against ischemia-reperfusion injury by suppressing transforming growth factor-β-activated kinase 1. Hepatology. 2020;71:1037–54.PubMedCrossRef
38.
go back to reference Zhao N, Huang Y, Wang Y-H, Muir RK, Chen Y-C, Wei J, Hooshdaran N, Viswanath P, Seo Y, Ruggero D, Renslo AR, Evans MJ. Ferronostics: measuring tumoral ferrous iron with PET to predict sensitivity to iron-targeted cancer therapies. J Nucl Med. 2021;62:949–55.PubMedCrossRef Zhao N, Huang Y, Wang Y-H, Muir RK, Chen Y-C, Wei J, Hooshdaran N, Viswanath P, Seo Y, Ruggero D, Renslo AR, Evans MJ. Ferronostics: measuring tumoral ferrous iron with PET to predict sensitivity to iron-targeted cancer therapies. J Nucl Med. 2021;62:949–55.PubMedCrossRef
39.
go back to reference Wang J, Shan Q, Liu Y, Yang H, Kuang S, He B, Zhang Y, Chen J, Zhang T, Glaser KJ, Zhu C, Chen J, Yin M, Venkatesh SK, Ehman RL. 3D MR elastography of hepatocellular carcinomas as a potential biomarker for predicting tumor recurrence. J Magn Reson Imaging. 2019;49:719–30.PubMedCrossRef Wang J, Shan Q, Liu Y, Yang H, Kuang S, He B, Zhang Y, Chen J, Zhang T, Glaser KJ, Zhu C, Chen J, Yin M, Venkatesh SK, Ehman RL. 3D MR elastography of hepatocellular carcinomas as a potential biomarker for predicting tumor recurrence. J Magn Reson Imaging. 2019;49:719–30.PubMedCrossRef
40.
go back to reference Asrani SK. Incorporation of noninvasive measures of liver fibrosis into clinical practice: diagnosis and prognosis. Clin Gastroenterol Hepatol. 2015;13:2190–204.PubMedCrossRef Asrani SK. Incorporation of noninvasive measures of liver fibrosis into clinical practice: diagnosis and prognosis. Clin Gastroenterol Hepatol. 2015;13:2190–204.PubMedCrossRef
41.
go back to reference Li X, Das A, Bi D. Mechanical heterogeneity in tissues promotes rigidity and controls cellular invasion. Phys Rev Lett. 2019;123: 058101.PubMedCrossRef Li X, Das A, Bi D. Mechanical heterogeneity in tissues promotes rigidity and controls cellular invasion. Phys Rev Lett. 2019;123: 058101.PubMedCrossRef
42.
go back to reference Tissot FS, Estrach S, Boulter E, Cailleteau L, Tosello L, Seguin L, Pisano S, Audebert S, Croce O, Féral CC. Dermal fibroblast SLC3A2 deficiency leads to premature aging and loss of epithelial homeostasis. J Invest Dermatol. 2018;138:2511–21.PubMedCrossRef Tissot FS, Estrach S, Boulter E, Cailleteau L, Tosello L, Seguin L, Pisano S, Audebert S, Croce O, Féral CC. Dermal fibroblast SLC3A2 deficiency leads to premature aging and loss of epithelial homeostasis. J Invest Dermatol. 2018;138:2511–21.PubMedCrossRef
43.
go back to reference Estrach S, Lee S-A, Boulter E, Pisano S, Errante A, Tissot FS, Cailleteau L, Pons C, Ginsberg MH, Féral CC. CD98hc (SLC3A2) loss protects against ras-driven tumorigenesis by modulating integrin-mediated mechanotransduction. Cancer Res. 2014;74:6878–89.PubMedPubMedCentralCrossRef Estrach S, Lee S-A, Boulter E, Pisano S, Errante A, Tissot FS, Cailleteau L, Pons C, Ginsberg MH, Féral CC. CD98hc (SLC3A2) loss protects against ras-driven tumorigenesis by modulating integrin-mediated mechanotransduction. Cancer Res. 2014;74:6878–89.PubMedPubMedCentralCrossRef
44.
go back to reference Digomann D, Kurth I, Tyutyunnykova A, Chen O, Löck S, Gorodetska I, Peitzsch C, Skvortsova I-I, Negro G, Aschenbrenner B, Eisenhofer G, Richter S, Heiden S, Porrmann J, Klink B, Schwager C, Dowle AA, Hein L, Kunz-Schughart LA, Abdollahi A, Lohaus F, Krause M, Baumann M, Linge A, Dubrovska A. The CD98 heavy chain is a marker and regulator of head and neck squamous cell carcinoma radiosensitivity. Clin Cancer Res. 2019;25:3152–63.PubMedCrossRef Digomann D, Kurth I, Tyutyunnykova A, Chen O, Löck S, Gorodetska I, Peitzsch C, Skvortsova I-I, Negro G, Aschenbrenner B, Eisenhofer G, Richter S, Heiden S, Porrmann J, Klink B, Schwager C, Dowle AA, Hein L, Kunz-Schughart LA, Abdollahi A, Lohaus F, Krause M, Baumann M, Linge A, Dubrovska A. The CD98 heavy chain is a marker and regulator of head and neck squamous cell carcinoma radiosensitivity. Clin Cancer Res. 2019;25:3152–63.PubMedCrossRef
45.
go back to reference Jiang L, Kon N, Li T, Wang S-J, Su T, Hibshoosh H, Baer R, Gu W. Ferroptosis as a p53-mediated activity during tumour suppression. Nature. 2015;520:57–62.PubMedPubMedCentralCrossRef Jiang L, Kon N, Li T, Wang S-J, Su T, Hibshoosh H, Baer R, Gu W. Ferroptosis as a p53-mediated activity during tumour suppression. Nature. 2015;520:57–62.PubMedPubMedCentralCrossRef
46.
go back to reference Qiang Z, Dong H, Xia Y, Chai D, Hu R, Jiang H. Nrf2 and STAT3 alleviates ferroptosis-mediated IIR-ALI by regulating SLC7A11. Oxid Med Cell Longev. 2020;2020:5146982.PubMedPubMedCentralCrossRef Qiang Z, Dong H, Xia Y, Chai D, Hu R, Jiang H. Nrf2 and STAT3 alleviates ferroptosis-mediated IIR-ALI by regulating SLC7A11. Oxid Med Cell Longev. 2020;2020:5146982.PubMedPubMedCentralCrossRef
47.
go back to reference Wang L, Liu Y, Du T, Yang H, Lei L, Guo M, Ding H-F, Zhang J, Wang H, Chen X, Yan C. ATF3 promotes erastin-induced ferroptosis by suppressing system Xc. Cell Death Differ. 2020;27:662–75.PubMedCrossRef Wang L, Liu Y, Du T, Yang H, Lei L, Guo M, Ding H-F, Zhang J, Wang H, Chen X, Yan C. ATF3 promotes erastin-induced ferroptosis by suppressing system Xc. Cell Death Differ. 2020;27:662–75.PubMedCrossRef
48.
go back to reference Yu Z, Wang H, Fang Y, Lu L, Li M, Yan B, Nie Y, Teng C. Molecular chaperone HspB2 inhibited pancreatic cancer cell proliferation via activating p53 downstream gene RPRM, BAI1, and TSAP6. J Cell Biochem. 2020;121:2318–29.PubMedCrossRef Yu Z, Wang H, Fang Y, Lu L, Li M, Yan B, Nie Y, Teng C. Molecular chaperone HspB2 inhibited pancreatic cancer cell proliferation via activating p53 downstream gene RPRM, BAI1, and TSAP6. J Cell Biochem. 2020;121:2318–29.PubMedCrossRef
49.
go back to reference Johnson DB, Reynolds KL, Sullivan RJ, Balko JM, Patrinely JR, Cappelli LC, Naidoo J, Moslehi JJ. Immune checkpoint inhibitor toxicities: systems-based approaches to improve patient care and research. Lancet Oncol. 2020;21:e398–404.PubMedCrossRef Johnson DB, Reynolds KL, Sullivan RJ, Balko JM, Patrinely JR, Cappelli LC, Naidoo J, Moslehi JJ. Immune checkpoint inhibitor toxicities: systems-based approaches to improve patient care and research. Lancet Oncol. 2020;21:e398–404.PubMedCrossRef
50.
Metadata
Title
Matrix stiffness-dependent STEAP3 coordinated with PD-L2 identify tumor responding to sorafenib treatment in hepatocellular carcinoma
Authors
Shunxi Wang
Long Chen
Wanqian Liu
Publication date
01-12-2022
Publisher
BioMed Central
Published in
Cancer Cell International / Issue 1/2022
Electronic ISSN: 1475-2867
DOI
https://doi.org/10.1186/s12935-022-02634-7

Other articles of this Issue 1/2022

Cancer Cell International 1/2022 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