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Identifying Genetic Signatures Associated with Oncogene-Induced Replication Stress in Osteosarcoma and Screening for Potential Targeted Drugs

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Abstract

Osteosarcoma is the most common type of primary malignant bone tumor. Due to the lack of selectivity and sensitivity of chemotherapy drugs to tumor cells, coupled with the use of large doses, chemotherapy drugs often have systemic toxicity. The use of modern sequencing technology to screen tumor markers in a large number of tumor samples is a common method for screening highly specific and selective anti-tumor drugs. This study aims to identify potential biomarkers using the latest reported gene expression signatures of oncogene-induced replication stress (ORS) in aggressive cancers, and potential anti-osteosarcoma drugs were screened in different drug databases. In this study, we obtained 89 osteosarcoma-related samples in the TARGET database, all of which included survival information. According to the median expression of each of six reported ORS gene markers (NAT10/DDX27/ZNF48/C8ORF33/MOCS3/MPP6), we divided 89 osteosarcoma gene expression datasets into a high expression group and a low expression group and then performed a differentially expressed gene (DEG) analysis. The coexisting genes of 6 groups of DEGs were used as replication stress-related genes (RSGs) of osteosarcoma. Then, key RSGs were screened using LASSO regression, a Cox risk proportional regression prognostic model and a tenfold cross-validation test. GSE21257 datasets collected from the Gene Expression Omnibus (GEO) database were used to verify the prognostic model. The final key RSGs selected were used in the L1000PWD and DGIdb databases to mine potential drugs. After further validation by the prognostic model, we identified seven genes associated with ORS in osteosarcoma as key RSGs, including transcription factor 7 like 2 (TCF7L2), solute carrier family 27 member 4 (SLC27A4), proprotein convertase subtilisin/kexin type 5 (PCSK5), nucleolar protein 6 (NOL6), coiled-coil-coil-coil-coil-helix domain containing 4 (CHCHD4), eukaryotic translation initiation factor 3 subunit B (EIF3B), and synthesis of cytochrome C oxidase 1 (SCO1). Then, we screened the seven key RSGs in two drug databases and found six potential anti-osteosarcoma drugs (D GIdb database: repaglinide, tacrolimus, sirolimus, cyclosporine, and hydrochlorothiazide; L1000PWD database: the small molecule VU-0365117-1). Seven RSGs (TCF7L2, SLC27A4, PCSK5, NOL6, CHCHD4, EIF3B, and SCO1) may be associated with the ORS gene signatures in osteosarcoma. Repaglinide, tacrolimus, sirolimus, cyclosporine, hydrochlorothiazide and the small molecule VU-0365117-1 are potential therapeutic drugs for osteosarcoma.

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References

  • Adrogué HJ, Madias NE (2007) Sodium and potassium in the pathogenesis of hypertension. N Engl J Med 356(19):1966–1978

    Article  PubMed  Google Scholar 

  • Barresi V, Trovato-Salinaro A, Spampinato G, Musso N, Castorina S, Rizzarelli E et al (2016) Transcriptome analysis of copper homeostasis genes reveals coordinated upregulation of SLC31A1, SCO1, and COX11 in colorectal cancer. FEBS Open Bio 6(8):794–806

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Bester AC, Roniger M, Oren YS, Im MM, Sarni D, Chaoat M et al (2011) Nucleotide deficiency promotes genomic instability in early stages of cancer development. Cell 145(3):435–446

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Bielack SS, Kempf-Bielack B, Delling G, Exner GU, Flege S, Helmke K et al (2002) Prognostic factors in high-grade osteosarcoma of the extremities or trunk: an analysis of 1,702 patients treated on neoadjuvant cooperative osteosarcoma study group protocols. J Clin Oncol 20(3):776–790

    Article  PubMed  Google Scholar 

  • Bindra RS, Crosby ME, Glazer PM (2007) Regulation of DNA repair in hypoxic cancer cells. Cancer Metastasis Rev 26(2):249–260

    Article  CAS  PubMed  Google Scholar 

  • Blakely KM, Drucker AM, Rosen CF (2019) Drug-induced photosensitivity-an update: culprit drugs, prevention and management. Drug Saf 42(7):827–847

    Article  CAS  PubMed  Google Scholar 

  • Brabletz T, Jung A, Dag S, Hlubek F, Kirchner T (1999) β-catenin regulates the expression of the matrix metalloproteinase-7 in human colorectal cancer. Am J Pathol 155(4):1033–1038

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Brunet M, van Gelder T, Åsberg A, Haufroid V, Hesselink DA, Langman L et al (2019) Therapeutic drug monitoring of tacrolimus-personalized therapy: second consensus report. Ther Drug Monit 41(3):261–307

    Article  CAS  PubMed  Google Scholar 

  • Burhans WC, Weinberger M (2007) DNA replication stress, genome instability and aging. Nucleic Acids Res 35(22):7545–7556

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Burrell RA, McClelland SE, Endesfelder D, Groth P, Weller MC, Shaikh N et al (2013) Replication stress links structural and numerical cancer chromosomal instability. Nature 494(7438):492–496

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Cáceres-Gutiérrez RE, Alfaro-Mora Y, Andonegui MA, Díaz-Chávez J, Herrera LA (2022) The influence of oncogenic RAS on chemotherapy and radiotherapy resistance through DNA repair pathways. Front Cell Dev Biol 10:751367

    Article  PubMed  PubMed Central  Google Scholar 

  • Casali PG, Blay JY, Abecassis N, Bajpai J, Bauer S, Biagini R et al (2022) Gastrointestinal stromal tumours: ESMO-EURACAN-GENTURIS clinical practice guidelines for diagnosis, treatment and follow-up. Ann Oncol 33(1):20–33

    Article  CAS  PubMed  Google Scholar 

  • Chang Q, Long J, Hu L, Chen Z, Li Q, Hu G (2020) Drug repurposing and rediscovery: design, synthesis and preliminary biological evaluation of 1-arylamino-3-aryloxypropan-2-ols as anti-melanoma agents. Bioorg Med Chem 28(9):115404

    Article  CAS  PubMed  Google Scholar 

  • Chawla SP, Staddon AP, Baker LH, Schuetze SM, Tolcher AW, D’Amato GZ et al (2012) Phase II study of the mammalian target of rapamycin inhibitor ridaforolimus in patients with advanced bone and soft tissue sarcomas. J Clin Oncol 30(1):78–84

    Article  CAS  PubMed  Google Scholar 

  • Chen B, Liu Z, Zhang J, Wang H, Yu B (2017) RNA sequencing identifies gene expression profile changes associated with beta-estradiol treatment in U2OS osteosarcoma cells. Onco Targets Ther 10:3421–3427

    Article  PubMed  PubMed Central  Google Scholar 

  • Chen T, Zhang Q, Zhang N, Liu B, Chen J, Huang F et al (2022) Intermittent administration of tacrolimus enhances anti-tumor immunity in melanoma-bearing mice. Carcinogenesis 43(4):338–348. https://doi.org/10.1093/carcin/bgac017

    Article  CAS  PubMed  Google Scholar 

  • Dancey JE, Monzon J (2011) Ridaforolimus: a promising drug in the treatment of soft-tissue sarcoma and other malignancies. Future Oncol 7(7):827–839

    Article  CAS  PubMed  Google Scholar 

  • de Macedo Andrade AC, Felix FA, França GM, Ribeiro ILA, Barboza CAG, de Castro RD et al (2022) Hydrochlorothiazide use is associated with the risk of cutaneous and lip squamous cell carcinoma: a systematic review and meta-analysis. Eur J Clin Pharmacol 78(6):919–930. https://doi.org/10.1007/s00228-022-03299-x

    Article  CAS  PubMed  Google Scholar 

  • Demetri GD, Chawla SP, Ray-Coquard I, Le Cesne A, Staddon AP, Milhem MM et al (2013) Results of an international randomized phase III trial of the mammalian target of rapamycin inhibitor ridaforolimus versus placebo to control metastatic sarcomas in patients after benefit from prior chemotherapy. J Clin Oncol 31(19):2485–2492

    Article  CAS  PubMed  Google Scholar 

  • Dong D, Song M, Wu X, Wang W (2020) NOL6, a new founding oncogene in human prostate cancer and targeted by miR-590-3p. Cytotechnology 72(3):469–478

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Duckett MM, Phung SK, Nguyen L, Khammanivong A, Dickerson E, Dusenbery K et al (2020) The adrenergic receptor antagonists propranolol and carvedilol decrease bone sarcoma cell viability and sustained carvedilol reduces clonogenic survival and increases radiosensitivity in canine osteosarcoma cells. Vet Comp Oncol 18(1):128–140

    Article  CAS  PubMed  Google Scholar 

  • Eilber FR, Rosen G (1989) Adjuvant chemotherapy for osteosarcoma. Semin Oncol 16(4):312–322

    CAS  PubMed  Google Scholar 

  • Essalmani R, Hamelin J, Marcinkiewicz J, Chamberland A, Mbikay M, Chretien M et al (2006) Deletion of the gene encoding proprotein convertase 5/6 causes early embryonic lethality in the mouse. Mol Cell Biol 26(1):354–361

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Fei HJ, Zu LD, Wu J, Jiang XS, Wang JL, Chin YE et al (2016) PCAF acts as a gastric cancer suppressor through a novel PCAF-p16-CDK4 axis. Am J Cancer Res 6(12):2772–2786

    CAS  PubMed  PubMed Central  Google Scholar 

  • Florent R, Poulain L, N’Diaye M (2020) Drug repositioning of the α(1)-adrenergic receptor antagonist naftopidil: a potential new anti-cancer drug? Int J Mol Sci 21:15

    Article  Google Scholar 

  • Gaillard H, García-Muse T, Aguilera A (2015) Replication stress and cancer. Nat Rev Cancer 15(5):276–289

    Article  CAS  PubMed  Google Scholar 

  • Gamberi G, Benassi MS, Bohling T, Ragazzini P, Molendini L, Sollazzo MR et al (1998) C-myc and c-fos in human osteosarcoma: prognostic value of mRNA and protein expression. Oncology 55(6):556–563

    Article  CAS  PubMed  Google Scholar 

  • Gerlinger M, Swanton C (2010) How Darwinian models inform therapeutic failure initiated by clonal heterogeneity in cancer medicine. Br J Cancer 103(8):1139–1143

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Gnoli M, Ponti F, Sangiorgi L (2017) Tumor syndromes that include bone tumors: an update. Surg Pathol Clin 10(3):749–764

    Article  PubMed  Google Scholar 

  • Grignani G, Palmerini E, Dileo P, Asaftei SD, D’Ambrosio L, Pignochino Y et al (2012) A phase II trial of sorafenib in relapsed and unresectable high-grade osteosarcoma after failure of standard multimodal therapy: an Italian Sarcoma Group study. Ann Oncol 23(2):508–516

    Article  CAS  PubMed  Google Scholar 

  • Gromada J, Dissing S, Kofod H, Frøkjaer-Jensen J (1995) Effects of the hypoglycaemic drugs repaglinide and glibenclamide on ATP-sensitive potassium-channels and cytosolic calcium levels in beta TC3 cells and rat pancreatic beta cells. Diabetologia 38(9):1025–1032

    Article  CAS  PubMed  Google Scholar 

  • Guerrero Llobet S, Bhattacharya A, Everts M, Kok K, van der Vegt B, Fehrmann RSN et al (2022) An mRNA expression-based signature for oncogene-induced replication-stress. Oncogene 41(8):1216–1224

    Article  CAS  PubMed  Google Scholar 

  • Halazonetis TD, Gorgoulis VG, Bartek J (2008) An oncogene-induced DNA damage model for cancer development. Science (New York, NY) 319(5868):1352–1355

    Article  CAS  Google Scholar 

  • Haydon RC, Deyrup A, Ishikawa A, Heck R, Jiang W, Zhou L et al (2002) Cytoplasmic and/or nuclear accumulation of the beta-catenin protein is a frequent event in human osteosarcoma. Int J Cancer 102(4):338–342

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Heymann WR (2020) Topical tacrolimus and malignancy risk: should the theory be put to rest? J Am Acad Dermatol 83(2):367–368

    Article  CAS  PubMed  Google Scholar 

  • Himoudi N, Wallace R, Parsley KL, Gilmour K, Barrie AU, Howe K et al (2012) Lack of T-cell responses following autologous tumour lysate pulsed dendritic cell vaccination, in patients with relapsed osteosarcoma. Clin Transl Oncol 14(4):271–279

    Article  CAS  PubMed  Google Scholar 

  • Hollander W, Wilkins RW (1957) Chlorothiazide: a new type of drug for the treatment of arterial hypertension. BMQ 8(3):69–75

    CAS  PubMed  Google Scholar 

  • Isakoff MS, Bielack SS, Meltzer P, Gorlick R (2015) Osteosarcoma: current treatment and a collaborative pathway to success. J Clin Oncol 33(27):3029–3035

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Italiano A, Infante JR, Shapiro GI, Moore KN, LoRusso PM, Hamilton E et al (2018) Phase I study of the checkpoint kinase 1 inhibitor GDC-0575 in combination with gemcitabine in patients with refractory solid tumors. Ann Oncol 29(5):1304–1311

    Article  CAS  PubMed  Google Scholar 

  • Italiano A, Mir O, Mathoulin-Pelissier S, Penel N, Piperno-Neumann S, Bompas E et al (2020) Cabozantinib in patients with advanced Ewing sarcoma or osteosarcoma (CABONE): a multicentre, single-arm, phase 2 trial. Lancet Oncol 21(3):446–455

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Kanai O, Ito T, Saito Z, Yamamoto Y, Fujita K, Okamura M et al (2021) Effect of cyclooxygenase inhibitor use on immunotherapy efficacy in non-small cell lung cancer. Thorac Cancer 12(6):949–957

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Kansara M, Teng MW, Smyth MJ, Thomas DM (2014) Translational biology of osteosarcoma. Nat Rev Cancer 14(11):722–735

    Article  CAS  PubMed  Google Scholar 

  • Kelly PA, Gruber SA, Behbod F, Kahan BD (1997) Sirolimus, a new, potent immunosuppressive agent. Pharmacotherapy 17(6):1148–1156

    CAS  PubMed  Google Scholar 

  • Kim H, Xu H, George E, Hallberg D, Kumar S, Jagannathan V et al (2020) Combining PARP with ATR inhibition overcomes PARP inhibitor and platinum resistance in ovarian cancer models. Nat Commun 11(1):3726

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Kirchner GI, Meier-Wiedenbach I, Manns MP (2004) Clinical pharmacokinetics of everolimus. Clin Pharmacokinet 43(2):83–95

    Article  CAS  PubMed  Google Scholar 

  • Konstantinopoulos PA, Cheng SC, Wahner Hendrickson AE, Penson RT, Schumer ST, Doyle LA et al (2020) Berzosertib plus gemcitabine versus gemcitabine alone in platinum-resistant high-grade serous ovarian cancer: a multicentre, open-label, randomised, phase 2 trial. Lancet Oncol 21(7):957–968

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Kopp LM, Malempati S, Krailo M, Gao Y, Buxton A, Weigel BJ et al (2019) Phase II trial of the glycoprotein non-metastatic B-targeted antibody-drug conjugate, glembatumumab vedotin (CDX-011), in recurrent osteosarcoma AOST1521: a report from the Children’s Oncology Group. Eur J Cancer 121:177–183

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Kotsantis P, Petermann E, Boulton SJ (2018) Mechanisms of oncogene-induced replication stress: jigsaw falling into place. Cancer Discov 8(5):537–555

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Kunisada M, Masaki T, Ono R, Morinaga H, Nakano E, Yogianti F et al (2013) Hydrochlorothiazide enhances UVA-induced DNA damage. Photochem Photobiol 89(3):649–654

    Article  CAS  PubMed  Google Scholar 

  • Le Cesne A, Marec-Berard P, Blay JY, Gaspar N, Bertucci F, Penel N et al (2019) Programmed cell death 1 (PD-1) targeting in patients with advanced osteosarcomas: results from the PEMBROSARC study. Eur J Cancer 119:151–157

    Article  PubMed  Google Scholar 

  • Li Z, Yu DS, Doetsch PW, Werner E (2020) Replication stress and FOXM1 drive radiation induced genomic instability and cell transformation. PLoS ONE 15(11):e0235998

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Li Y, Wang Y, Li J, Ling Z, Chen W, Zhang L et al (2021) Tacrolimus inhibits oral carcinogenesis through cell cycle control. Biomed Pharmacother 139:111545

    Article  CAS  Google Scholar 

  • Liang J, Sun W, Song H, Wang C, Li Q, Li C et al (2021) NOL6 promotes the proliferation and migration of endometrial cancer cells by regulating TWIST1 expression. Epigenomics 13(19):1571–1585

    Article  CAS  PubMed  Google Scholar 

  • Liao D, Johnson RS (2007) Hypoxia: a key regulator of angiogenesis in cancer. Cancer Metastasis Rev 26(2):281–290

    Article  CAS  PubMed  Google Scholar 

  • Ling G, Lamprecht S, Shubinsky G, Osyntsov L, Yerushalmi B, Pinsk I et al (2018) Mycophenolate mofetil alone and in combination with tacrolimus inhibits the proliferation of HT-29 human colonic adenocarcinoma cell line and might interfere with colonic tumorigenesis. Anticancer Res 38(6):3333–3339

    Article  CAS  PubMed  Google Scholar 

  • Link MP, Goorin AM, Miser AW, Green AA, Pratt CB, Belasco JB et al (1986) The effect of adjuvant chemotherapy on relapse-free survival in patients with osteosarcoma of the extremity. N Engl J Med 314(25):1600–1606

    Article  CAS  PubMed  Google Scholar 

  • Luan FL, Hojo M, Maluccio M, Yamaji K, Suthanthiran M (2002) Rapamycin blocks tumor progression: unlinking immunosuppression from antitumor efficacy. Transplantation 73(10):1565–1572

    Article  CAS  PubMed  Google Scholar 

  • Lustig B, Behrens J (2003) The Wnt signaling pathway and its role in tumor development. J Cancer Res Clin Oncol 129(4):199–221

    Article  CAS  PubMed  Google Scholar 

  • Martinez JC, Otley CC, Stasko T, Euvrard S, Brown C, Schanbacher CF et al (2003) Defining the clinical course of metastatic skin cancer in organ transplant recipients: a multicenter collaborative study. Arch Dermatol 139(3):301–306

    Article  PubMed  Google Scholar 

  • Mayer G, Hamelin J, Asselin MC, Pasquato A, Marcinkiewicz E, Tang M et al (2008) The regulated cell surface zymogen activation of the proprotein convertase PC5A directs the processing of its secretory substrates. J Biol Chem 283(4):2373–2384

    Article  CAS  PubMed  Google Scholar 

  • Meazza C, Scanagatta P (2016) Metastatic osteosarcoma: a challenging multidisciplinary treatment. Expert Rev Anticancer Ther 16(5):543–556

    Article  CAS  PubMed  Google Scholar 

  • Moek KL, de Groot DJA, de Vries EGE, Fehrmann RSN (2017) The antibody-drug conjugate target landscape across a broad range of tumour types. Ann Oncol 28(12):3083–3091

    Article  CAS  PubMed  Google Scholar 

  • Moeller BJ, Richardson RA, Dewhirst MW (2007) Hypoxia and radiotherapy: opportunities for improved outcomes in cancer treatment. Cancer Metastasis Rev 26(2):241–248

    Article  CAS  PubMed  Google Scholar 

  • Morgan SS, Cranmer LD (2014) Vorinostat synergizes with ridaforolimus and abrogates the ridaforolimus-induced activation of AKT in synovial sarcoma cells. BMC Res Notes 7:812

    Article  PubMed  PubMed Central  Google Scholar 

  • Navarro-Navarro I, Jiménez-Gallo D, Tello-Collantes K, Linares-Barrios M (2021) Adenomas sebáceos y carcinoma sebáceo eruptivos inducidos por tacrolimus. Actas Dermosifiliogr 112(4):379–381

    Article  CAS  PubMed  Google Scholar 

  • Nazareth D, Jones MJ, Gabrielli B (2019) Everything in moderation: lessons learned by exploiting moderate replication stress in cancer. Cancers (Basel) 11:9

    Article  Google Scholar 

  • Ngoi NY, Sundararajan V, Tan DS (2020) Exploiting replicative stress in gynecological cancers as a therapeutic strategy. Int J Gynecol Cancer 30(8):1224–1238

    Article  PubMed  PubMed Central  Google Scholar 

  • Ning JF, Stanciu M, Humphrey MR, Gorham J, Wakimoto H, Nishihara R et al (2019) Myc targeted CDK18 promotes ATR and homologous recombination to mediate PARP inhibitor resistance in glioblastoma. Nat Commun 10(1):2910

    Article  PubMed  PubMed Central  Google Scholar 

  • Njauw CN, Ji Z, Pham DM, Simoneau A, Kumar R, Flaherty KT et al (2022) Oncogenic KIT induces replication stress and confers cell cycle checkpoint vulnerability in melanoma. J Invest Dermatol 142(5):1413–24.e6

    Article  CAS  PubMed  Google Scholar 

  • Özler S, Pazarci P (2022) Anti-tumoral effect of beta-blockers on prostate and bladder cancer cells via mitogen-activated protein kinase pathways. Anticancer Drugs 33(4):384–388

    Article  PubMed  Google Scholar 

  • Pai CC, Hsu KF, Durley SC, Keszthelyi A, Kearsey SE, Rallis C et al (2019) An essential role for dNTP homeostasis following CDK-induced replication stress. J Cell Sci 132:6

    Google Scholar 

  • Pilavaki P, Gahanbani Ardakani A, Gikas P, Constantinidou A (2023) Osteosarcoma: current concepts and evolutions in management principles. J Clin Med 12:8

    Article  Google Scholar 

  • Puetzler J, Deventer N, Gosheger G, Goesling T, Winkelmann W, Budny T (2020) Hip transposition procedure due to osteosarcoma metastasis of the ilium in a patient with preexisting rotationplasty leads to satisfactory functional result: a case report. Int J Surg Case Rep 77:739–742

    Article  PubMed  PubMed Central  Google Scholar 

  • Pugazhendhi A, Edison T, Velmurugan BK, Jacob JA, Karuppusamy I (2018) Toxicity of Doxorubicin (Dox) to different experimental organ systems. Life Sci 200:26–30

    Article  CAS  PubMed  Google Scholar 

  • Qu K, Wang Z, Fan H, Li J, Liu J, Li P et al (2017) MCM7 promotes cancer progression through cyclin D1-dependent signaling and serves as a prognostic marker for patients with hepatocellular carcinoma. Cell Death Dis 8(2):e2603

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Rival-Tringali AL, Euvrard S, Decullier E, Claudy A, Faure M, Kanitakis J (2009) Conversion from calcineurin inhibitors to sirolimus reduces vascularization and thickness of post-transplant cutaneous squamous cell carcinomas. Anticancer Res 29(6):1927–1932

    CAS  PubMed  Google Scholar 

  • Rødland GE, Hauge S, Hasvold G, Bay LTE, Raabe TTH, Joel M et al (2021) Differential effects of combined ATR/WEE1 inhibition in cancer cells. Cancers (Basel) 13:15

    Article  Google Scholar 

  • Salcher S, Spoden G, Huber JM, Golderer G, Lindner H, Ausserlechner MJ et al (2019) Repaglinide silences the FOXO3/Lumican axis and represses the associated metastatic potential of neuronal cancer cells. Cells 9:1

    Article  PubMed  PubMed Central  Google Scholar 

  • Salgo R, Gossmann J, Schöfer H, Kachel HG, Kuck J, Geiger H et al (2010) Switch to a sirolimus-based immunosuppression in long-term renal transplant recipients: reduced rate of (pre-)malignancies and nonmelanoma skin cancer in a prospective, randomized, assessor-blinded, controlled clinical trial. Am J Transplant 10(6):1385–1393

    Article  CAS  PubMed  Google Scholar 

  • Sallustio BC (2021) Monitoring intra-cellular tacrolimus concentrations in solid organ transplantation: use of peripheral blood mononuclear cells and graft biopsy tissue. Front Pharmacol 12:733285

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Saraf AJ, Fenger JM, Roberts RD (2018) Osteosarcoma: accelerating progress makes for a hopeful future. Front Oncol 8:4

    Article  PubMed  PubMed Central  Google Scholar 

  • Scaglia N, Tyekucheva S, Zadra G, Photopoulos C, Loda M (2014) De novo fatty acid synthesis at the mitotic exit is required to complete cellular division. Cell Cycle 13(5):859–868

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Schumacher A, Nordheim A (1992) Progress towards a molecular understanding of cyclosporin A-mediated immunosuppression. Clin Investig 70(9):773–779

    Article  CAS  PubMed  Google Scholar 

  • Schwartz GK, Shah MA (2005) Targeting the cell cycle: a new approach to cancer therapy. J Clin Oncol 23(36):9408–9421

    Article  CAS  PubMed  Google Scholar 

  • Sehgal SN (1998) Rapamune (RAPA, rapamycin, sirolimus): mechanism of action immunosuppressive effect results from blockade of signal transduction and inhibition of cell cycle progression. Clin Biochem 31(5):335–340

    Article  CAS  PubMed  Google Scholar 

  • Simoni-Nieves A, Gerardo-Ramírez M, Pedraza-Vázquez G, Chávez-Rodríguez L, Bucio L, Souza V et al (2019) GDF11 implications in cancer biology and metabolism. Facts and controversies. Front Oncol 9:1039

    Article  PubMed  PubMed Central  Google Scholar 

  • Srinivasan SV, Dominguez-Sola D, Wang LC, Hyrien O, Gautier J (2013) Cdc45 is a critical effector of myc-dependent DNA replication stress. Cell Rep 3(5):1629–1639

    Article  CAS  PubMed  Google Scholar 

  • Srivastava R, Zhang J, Go GW, Narayanan A, Nottoli TP, Mani A (2015) Impaired LRP6-TCF7L2 activity enhances smooth muscle cell plasticity and causes coronary artery disease. Cell Rep 13(4):746–759

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Stähelin HF (1996) The history of cyclosporin A (Sandimmune) revisited: another point of view. Experientia 52(1):5–13

    Article  PubMed  Google Scholar 

  • Szuhai K, Cleton-Jansen AM, Hogendoorn PC, Bovée JV (2012) Molecular pathology and its diagnostic use in bone tumors. Cancer Genet 205(5):193–204

    Article  CAS  PubMed  Google Scholar 

  • Tawbi HA, Burgess M, Bolejack V, Van Tine BA, Schuetze SM, Hu J et al (2017) Pembrolizumab in advanced soft-tissue sarcoma and bone sarcoma (SARC028): a multicentre, two-cohort, single-arm, open-label, phase 2 trial. Lancet Oncol 18(11):1493–1501

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Thomas LW, Staples O, Turmaine M, Ashcroft M (2017) CHCHD4 regulates intracellular oxygenation and perinuclear distribution of mitochondria. Front Oncol 7:71

    Article  PubMed  PubMed Central  Google Scholar 

  • Thomas LW, Stephen JM, Esposito C, Hoer S, Antrobus R, Ahmed A et al (2019) CHCHD4 confers metabolic vulnerabilities to tumour cells through its control of the mitochondrial respiratory chain. Cancer Metab 7:2

    Article  PubMed  PubMed Central  Google Scholar 

  • Tian Z, Niu X, Yao W (2020) Receptor tyrosine kinases in osteosarcoma treatment: which is the key target? Front Oncol 10:1642

    Article  PubMed  PubMed Central  Google Scholar 

  • Wang B, Xu Z, Sunthamala N, Yaguchi T, Huang J, Kawakami Y et al (2021) Combinatorial sympathetic and cytotoxic T-lymphocyte-associated protein 4 (CTLA-4) blockades inhibit the murine melanoma growth by targeting infiltrating T cells. Transl Cancer Res 10(2):899–913

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Williams G, Zentar MP, Gajendra S, Sonego M, Doherty P, Lalli G (2013) Transcriptional basis for the inhibition of neural stem cell proliferation and migration by the TGFβ-family member GDF11. PLoS ONE 8(11):e78478

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Wright JM, Musini VM, Gill R (2018) First-line drugs for hypertension. Cochrane Database Syst Rev 4(4):cd001841

    PubMed  Google Scholar 

  • Wu S, Su J, Qian H, Guo T (2015) SLC27A4 regulate ATG4B activity and control reactions to chemotherapeutics-induced autophagy in human lung cancer cells. Tumor Biol 37(5):6943–6952

    Article  Google Scholar 

  • Wu L, Wang W, Dai M, Li H, Chen C, Wang D (2019) PPARα ligand, AVE8134, and cyclooxygenase inhibitor therapy synergistically suppress lung cancer growth and metastasis. BMC Cancer 19(1):1166

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Xiao ZX, Chen RQ, Hu DX, Xie XQ, Yu SB, Chen XQ (2017) Identification of repaglinide as a therapeutic drug for glioblastoma multiforme. Biochem Biophys Res Commun 488(1):33–39

    Article  CAS  PubMed  Google Scholar 

  • Xie L, Xu J, Sun X, Tang X, Yan T, Yang R et al (2019) Apatinib for advanced osteosarcoma after failure of standard multimodal therapy: an open label phase II clinical trial. Oncologist 24(7):e542–e550

    Article  CAS  PubMed  Google Scholar 

  • Xie L, Xu J, Sun X, Guo W, Gu J, Liu K et al (2020) Apatinib plus camrelizumab (anti-PD1 therapy, SHR-1210) for advanced osteosarcoma (APFAO) progressing after chemotherapy: a single-arm, open-label, phase 2 trial. J Immunother Cancer 8:1

    Article  Google Scholar 

  • Xue G, Restuccia DF, Lan Q, Hynx D, Dirnhofer S, Hess D et al (2012) Akt/PKB-mediated phosphorylation of Twist1 promotes tumor metastasis via mediating cross-talk between PI3K/Akt and TGF-beta signaling axes. Cancer Discov 2(3):248–259

    Article  CAS  PubMed  Google Scholar 

  • Yamakawa-Karakida N, Sugita K, Inukai T, Goi K, Nakamura M, Uno K et al (2002) Ligand activation of peroxisome proliferator-activated receptor gamma induces apoptosis of leukemia cells by down-regulating the c-myc gene expression via blockade of the Tcf-4 activity. Cell Death Differ 9(5):513–526

    Article  CAS  PubMed  Google Scholar 

  • Yang J, Staples O, Thomas LW, Briston T, Robson M, Poon E et al (2012) Human CHCHD4 mitochondrial proteins regulate cellular oxygen consumption rate and metabolism and provide a critical role in hypoxia signaling and tumor progression. J Clin Invest 122(2):600–611

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Yang JY, Li D, Zhang Y, Guan BX, Gao P, Zhou XC et al (2018) The expression of MCM7 is a useful biomarker in the early diagnostic of gastric cancer. Pathol Oncol Res 24(2):367–372

    Article  CAS  PubMed  Google Scholar 

  • Ye ZM, Peng LR (2020) Expression of Annexin A3 in osteoblasts and osteosarcoma hos cells. J Biol Regul Homeost Agents 34(1):151–156

    CAS  PubMed  Google Scholar 

  • Yen M-C, Chou S-K, Kan J-Y, Kuo P-L, Hou M-F, Hsu Y-L (2018) Solute carrier family 27 member 4 (SLC27A4) enhances cell growth, migration, and invasion in breast cancer cells. Int J Mol Sci 19:11

    Article  Google Scholar 

  • Zeman MK, Cimprich KA (2014) Causes and consequences of replication stress. Nat Cell Biol 16(1):2–9

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Zhang YJ, Zhang L, Zhang GF, Li SB, Duan J, Cheng J et al (2014) Osteosarcoma metastasis: prospective role of ezrin. Tumor Biol 35(6):5055–5059

    Article  CAS  Google Scholar 

  • Zhao C, Deng Y, Liu L, Yu K, Zhang L, Wang H et al (2016) Dual regulatory switch through interactions of Tcf7l2/Tcf4 with stage-specific partners propels oligodendroglial maturation. Nat Commun 7:10883

    Article  CAS  PubMed  PubMed Central  Google Scholar 

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Meng Gao designed research and prepared the manuscript; Weibo Liu, Wenhao Hu, Teng Li, ZeLong Song collected, analyzed, and interpreted the data; XiangYu Wang and Xuesong Zhang monitored, supervised, and critically revised the whole work. All authors read and approved the final manuscript.

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Correspondence to XiangYu Wang or XueSong Zhang.

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Gao, M., Liu, W., Li, T. et al. Identifying Genetic Signatures Associated with Oncogene-Induced Replication Stress in Osteosarcoma and Screening for Potential Targeted Drugs. Biochem Genet (2023). https://doi.org/10.1007/s10528-023-10497-4

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