Abstract
Cellular senescence is a natural condition of irreversible cell cycle arrest and apoptotic resistance that occurs in cells exposed to various stress factors, such as replicative stress or overexpression of oncogenes. Unraveling the complex regulation of senescence in cells is essential to strengthen senescence-related therapeutic approaches in cancer, as cellular senescence plays a dual role in tumorigenesis, having both anti- and pro-tumorigenic effects. In our study we created a model of replicative cellular senescence, based on transcriptomic data, including an extra intermediate time-point prior to cells entering senescence, to elucidate the interplay of networks governing cellular senescence with networks involved in tumorigenesis. We reveal specific changes that occur in transcription factor activity at different timepoints before and after cells entering senescence and model the signaling networks that govern these changes.
Similar content being viewed by others
Data availability
The dataset supporting the conclusions of this article is available in the GEO repository, under the accession number GSE144703.
Code availability
The BioInfoMiner platform is available online at the website https://bioinfominer.com. DoRothEA, PROGENy and CARNIVAL are published tools, available online on the Saez lab Github page https://github.com/saezlab.
References
Alvarez MJ, Shen Y, Giorgi FM, Lachmann A, Ding BB, Ye BH, Califano A (2016) Functional characterization of somatic mutations in cancer using network-based inference of protein activity. Nat Genet 48(8):838–847. https://doi.org/10.1038/ng.3593
Ashburner M, Ball CA, Blake JA, Botstein D, Butler H, Cherry JM, Davis AP, Dolinski K, Dwight SS, Eppig JT, Harris MA, Hill DP, Issel-Tarver L, Kasarskis A, Lewis S, Matese JC, Richardson JE, Ringwald M, Rubin GM, Sherlock G (2000) Gene ontology: tool for the unification of biology. Nat Genet 25(1):25–29
Baell JB, Leaver DJ, Hermans SJ et al (2018) Inhibitors of histone acetyltransferases KAT6A/B induce senescence and arrest tumour growth. Nature 560(7717):253–257. https://doi.org/10.1038/s41586-018-0387-5
Bartkova J, Rezaei N, Liontos M et al (2006) Oncogene-induced senescence is part of the tumorigenesis barrier imposed by DNA damage checkpoints. Nature 444(7119):633–637
Beauséjour CM, Krtolica A, Galimi F, Narita M, Lowe SW, Yaswen P, Campisi J (2003) Reversal of human cellular senescence: roles of the p53 and p16 pathways. EMBO J 22(16):4212–4222
Benjamini Y, Hochberg Y (1995) Controlling the False Discovery Rate: A Practical and Powerful Approach to Multiple Testing. J Royal Stat Soc 57(1):289–300
Bikkavilli RK, Avasarala S, Van Scoyk M, Arcaroli J, Brzezinski C, Zhang W, Edwards MG, Rathinam MK, Zhou T, Tauler J, Borowicz S, Lussier YA, Parr BA, Cool CD, Winn RA (2015) Wnt7a is a novel inducer of β-catenin-independent tumor-suppressive cellular senescence in lung cancer. Oncogene 34(42):5317–5328
Bousoik E, Montazeri AH (2018) "Do We Know Jack" About JAK? A closer look at JAK/STAT signaling pathway. Front Oncol 8:287. https://doi.org/10.3389/fonc.2018.00287
Collado M, Serrano M (2006) The power and the promise of oncogene-induced senescence markers. Nat Rev Cancer 6(6):472–476. https://doi.org/10.1038/nrc1884
Cristofalo VJ, Lorenzini A, Allen RG, Torres C, Tresini M (2004) Replicative senescence: a critical review. Mech Ageing Dev 125(10–11):827–848
DeGregori J (2002) The genetics of the E2F family of transcription factors: shared functions and unique roles. Biochim Biophys Acta 1602(2):131–150
Deng Y, Chang S (2007) Role of telomeres and telomerase in genomic instability, senescence and cancer. Lab Invest 87(11):1071–1076
Fabregat A, Jupe S, Matthews L, Sidiropoulos K, Gillespie M, Garapati P, Haw R, Jassal B, Korninger F, May B, Milacic M, Roca CD, Rothfels K, Sevilla C, Shamovsky V, Shorser S, Varusai T, Viteri G, Weiser J, Wu G, Stein L, Hermjakob H, D'Eustachio P (2018) The reactome pathway knowledgebase. Nucleic Acids Res 46(D1):D649–D655. https://doi.org/10.1093/nar/gkx1132
Furth PA (2018) Peroxisome proliferator-activated receptor gamma and BRCA1. Endocr Relat Cancer. https://doi.org/10.1530/ERC-18-0449
Gan Q, Huang J, Zhou R, Niu J, Zhu X, Wang J, Zhang Z, Tong T (2008) PPARγ accelerates cellular senescence by inducing p16INK4α expression in human diploid fibroblasts. J Cell Sci 121(Pt 13):2235–2245. https://doi.org/10.1242/jcs.026633
Garcia-Alonso L, Holland CH, Ibrahim MM, Turei D, Saez-Rodriguez J (2019) Benchmark and integration of resources for the estimation of human transcription factor activities. Genome Res 29:1363–1375
Goldstein JT, Berger AC, Shih J, Duke FF, Furst L, Kwiatkowski DJ, Cherniack AD, Meyerson M, Strathdee CA (2017) Genomic activation of PPARG reveals a candidate therapeutic axis in bladder cancer. Cancer Res 77(24):6987–6998
Hernandez-Segura A, Nehme J, Demaria M (2018) Hallmarks of cellular senescence. Trends Cell Biol 28(6):436–453. https://doi.org/10.1016/j.tcb.2018.02.001
Hoare M, Ito Y, Kang TW, Weekes MP, Matheson NJ, Patten DA, Shetty S, Parry AJ, Menon S, Salama R, Antrobus R, Tomimatsu K, Howat W, Lehner PJ, Zender L, Narita M (2016) NOTCH1 mediates a switch between two distinct secretomes during senescence. Nat Cell Biol 18(9):979–992. https://doi.org/10.1038/ncb3397
Holland CH, Szalai B, Saez-Rodriguez J (2019) Transfer of regulatory knowledge from human to mouse for functional genomics analysis. Biochim Biophys Acta 13:194431. https://doi.org/10.1016/j.bbagrm.2019.194431
Hsu J, Sage J (2016) Novel functions for the transcription factor E2F4 in development and disease. Cell Cycle 15(23):3183–3190
Kandhaya-Pillai R, Miro-Mur F, Alijotas-Reig J, Tchkonia T, Kirkland JL, Schwartz S (2017) TNFα-senescence initiates a STAT-dependent positive feedback loop, leading to a sustained interferon signature, DNA damage, and cytokine secretion. Aging (Albany NY) 9(11):2411–2435. https://doi.org/10.18632/aging.101328
Köhler S, Carmody L, Vasilevsky N et al (2019) Expansion of the human phenotype ontology (HPO) knowledge base and resources. Nucleic Acids Res 47(D1):D1018–D1027. https://doi.org/10.1093/nar/gky1105
Koutsandreas T, Binenbaum I, Pilalis E, Valavanis I, Papadodima O, Chatziioannou A (2016) Analyzing and visualizing genomic complexity for the derivation of the emergent molecular networks. IJMSTR 4(2):30–49. https://doi.org/10.4018/IJMSTR.2016040103
Kuilman T, Michaloglou C, Mooi WJ, Peeper DS (2010) The essence of senescence. Genes Dev 24(22):2463–2479. https://doi.org/10.1101/gad.1971610
Lee S, Schmitt CA (2019) The dynamic nature of senescence in cancer. Nat Cell Biol 21(1):94–101
Li SK, Smith DK, Leung WY, Cheung AM, Lam EW, Dimri GP, Yao KM (2008) FoxM1c counteracts oxidative stress-induced senescence and stimulates Bmi-1 expression. J Biol Chem 283(24):16545–16553
Liu A, Trairatphisan P, Gjerga E, Didangelos A, Barratt J, Saez-Rodriguez J (2019) From expression footprints to causal pathways: contextualizing large signaling networks with CARNIVAL. NPJ Syst Biol Appl 5:40. https://doi.org/10.1038/s41540-019-0118-z
Milanovic M, Fan DNY, Belenki D et al (2018) Senescence-associated reprogramming promotes cancer stemness. Nature 553(7686):96–100. https://doi.org/10.1038/nature25167
Narita M, Nũnez S, Heard E, Narita M, Lin AW, Hearn SA, Spector DL, Hannon GJ, Lowe SW (2003) Rb-mediated heterochromatin formation and silencing of E2F target genes during cellular senescence. Cell 113(6):703–716
Ritchie ME, Phipson B, Wu D, Hu Y, Law CW, Shi W, Smyth GK (2015) limma powers differential expression analyses for RNA-sequencing and microarray studies. Nucleic Acids Res 43(7):e47. https://doi.org/10.1093/nar/gkv007
Ritschka B, Storer M, Mas A, Heinzmann F, Ortells MC, Morton JP, Sansom OJ, Zender L, Keyes WM (2017) The senescence-associated secretory phenotype induces cellular plasticity and tissue regeneration. Genes Dev 31(2):172–183. https://doi.org/10.1101/gad.290635.116
Rokudai S, Laptenko O, Arnal SM, Taya Y, Kitabayashi I, Prives C (2013) MOZ increases p53 acetylation and premature senescence through its complex formation with PML. Proc Natl Acad Sci USA 110(10):3895–3900
Rodier F, Campisi J (2011) Four faces of cellular senescence. J Cell Biol 192(4):547–556
Smirnov A, Panatta E, Lena A, Castiglia D, Di Daniele N, Melino G, Candi E (2016) FOXM1 regulates proliferation, senescence and oxidative stress in keratinocytes and cancer cells. Aging (Albany NY) 8(7):1384–1397. https://doi.org/10.18632/aging.100988
Smith CL, Eppig JT (2012) The Mammalian phenotype ontology as a unifying standard for experimental and high-throughput phenotyping data. Mamm Genome 23(9–10):653–668. https://doi.org/10.1007/s00335-012-9421-3
Wang C, Zhao L, Su Q, Fan X, Wang Y, Gao S, Wang H, Chen H, Chan CB, Liu Z (2016) Phosphorylation of MITF by AKT affects its downstream targets and causes TP53-dependent cell senescence. Int J Biochem Cell Biol 80:132–142. https://doi.org/10.1016/j.biocel.2016.09.029
Wang Z, Li Y, Wu D, Yu S, Wang Y, Leung CF (2019) Nuclear receptor HNF4α performs a tumor suppressor function in prostate cancer via its induction of p21-driven cellular senescence. Oncogene. https://doi.org/10.1038/s41388-019-1080-3
Schubert M, Klinger B, Klünemann M, Sieber A, Uhlitz F, Sauer S, Garnett MJ, Blüthgen N, Saez-Rodriguez J (2018) Perturbation-response genes reveal signaling footprints in cancer gene expression. Nat Commun 9(1):20. https://doi.org/10.1038/s41467-017-02391-6
Türei D, Korcsmáros T, Saez-Rodriguez J (2016) OmniPath: guidelines and gateway for literature-curated signaling pathway resources. Nat Methods 13(12):966–967. https://doi.org/10.1038/nmeth.4077
Winn RA, Van Scoyk M, Hammond M, Rodriguez K, Crossno JT Jr, Heasley LE, Nemenoff RA (2006) Antitumorigenic effect of Wnt 7a and Fzd 9 in non-small cell lung cancer cells is mediated through ERK-5-dependent activation of peroxisome proliferator-activated receptor gamma. J Biol Chem 281(37):26943–26950
Wolyniec K, Wotton S, Kilbey A, Jenkins A, Terry A, Peters G, Stocking C, Cameron E, Neil JC (2009) RUNX1 and its fusion oncoprotein derivative, RUNX1-ETO, induce senescence-like growth arrest independently of replicative stress. Oncogene 28(27):2502–2512
Wu L, Timmers C, Maiti B, Saavedra HI, Sang L, Chong GT, Nuckolls F, Giangrande P, Wright FA, Field SJ, Greenberg ME, Orkin S, Nevins JR, Robinson ML, Leone G (2001) The E2F1-3 transcription factors are essential for cellular proliferation. Nature 414(6862):457–462
Xu M, Tchkonia T, Kirkland JL (2016) Perspective: targeting the JAK/STAT pathway to fight age-related dysfunction. Pharmacol Res 111:152–154. https://doi.org/10.1016/j.phrs.2016.05.015
Zeng S, Shen WH, Liu L (2018) Senescence and Cancer. Cancer Transl Med 4(3):70–74. https://doi.org/10.4103/ctm.ctm_22_18
Funding
This work was supported by the Research Funding Program: Thales “MAESTRO” co-financed by the European Union (European Social Fund) and Greek national funds through the Operational Program “Education and Lifelong Learning” of the National Strategic Reference Framework (NSRF) to NC and AC. This work has been also supported partly by EU H2020 MSCA ITN‐675448 (TRAINERS) and MSCA RISE‐734749 (INSPIRED) to AC. ΙΒ’s PhD thesis is supported by a scholarship from the State Scholarship Foundation in Greece (IKY) (Operational Program “Human Resources Development—Education and Lifelong Learning” Partnership Agreement (PA) 2014–2020).
Author information
Authors and Affiliations
Contributions
IB, NC and AC contributed to the study conception and design. Material preparation and data collection were performed by ML. Data analysis was performed by IB. The first draft of the manuscript was written by IB, review and editing were performed by IB, NC and AC. All authors read and approved the final manuscript.
Corresponding authors
Ethics declarations
Conflict of interest
Aristotelis Chatziioannou is the founder and CEO of e-NIOS PC. Other authors declare that they have no conflict of interest.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Electronic supplementary material
Below is the link to the electronic supplementary material.
Rights and permissions
About this article
Cite this article
Binenbaum, I., Lefaki, M., Chondrogianni, N. et al. Bioinformatic framework for analysis of transcription factor changes as the molecular link between replicative cellular senescence signaling pathways and carcinogenesis. Biogerontology 21, 357–366 (2020). https://doi.org/10.1007/s10522-020-09866-y
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10522-020-09866-y