Abstract
Hepatocellular carcinoma (HCC) is a leading cause of cancer-related death, which develops in the context of fibrosis and cirrhosis caused by chronic inflammation, in turn due to non-alcoholic fatty liver disease (NAFLD), alcohol consumption and/or hepatitis viral infection. An increased number of senescent cells are associated with age-related tissue degeneration during NAFLD-induced HCC, or during chemotherapeutic treatment. Senolytic agents target selectively senescent cells. A combination of the senolytic drugs dasatinib and quercetin (D+Q) reduced hepatic lipid accumulation and alleviated age-associated physical dysfunction in mice. However, whether D+Q can impact the treatment of HCC, at the end-stage of the NAFLD inflammatory spectrum, is unknown. Here, using two well-established HCC cell lines (HepG2, Huh-7), we demonstrate that the maximal cytostatic doses for D and/or Q (1 + 1 μM) lacked efficacy in removing doxorubicin-induced β-gal-positive senescent cells. Moreover, D+Q did not affect doxorubicin-dependent induction of flattened morphology, activation of p16, expression of SASP-associated genes or formation of γH2AX foci. We then investigated the antitumor efficacy of doxorubicin, D+Q, or the combination, in xenograft studies conducted with HCC cells inoculated in athymic nude mice. Doxorubicin reduced tumor growth by 30% compared to control mice, while D+Q was ineffective in synergizing with doxorubicin and in clearing doxorubicin-induced HCC senescent cells. Unexpectedly, D+Q alone appeared to have acute pro-tumorigenic effects in control mice. While our data need to be confirmed in animal models that fully recapitulate NAFLD, we demonstrate that these compounds are ineffective, alone or in synergy with senescence-inducing chemotherapy, against experimental HCC.
Keywords: NAFLD (non-alcoholic fatty liver disease), HCC (hepatocellular carcinoma), senolytic agents, quercertin, dasatinib
Introduction
Hepatocellular carcinoma (HCC) is the second leading cause of cancer-related death in the world (1). As a result of advanced disease or poor liver function, few patients with HCC are eligible for surgery: the leading chemotherapeutics agents (sorafenib, doxorubicin, and others) do not offer an increase in the average survival time of 6 months (1–3). Most HCCs develop in the context of liver steatosis, fibrosis and cirrhosis caused by chronic inflammation. These disturbances can be part of a clinical spectrum called non-alcoholic fatty liver disease (NAFLD), or of prolonged alcohol abuse and/or hepatitis viral infection. Regardless of the etiology, disease progression to HCC takes several decades and is thus accrued by aging: in a recent US study enrolling 59,907 the median age at the time of diagnosis of HCC was 62 years (4). Cellular senescence refers to a state of stable cell-cycle arrest combined with the senescent associated secretory phenotype (SASP) (5). Great hopes rely on the so called senolytics, agents that selectively induce removal of senescent cells, and alleviate multiple age-related phenotypes (6). An increased number of senescent cells is associated to age-related tissue degeneration during NAFLD-induced HCC (7, 8). Ogrodnik et al. showed that treatment with a combination of the senolytic drugs dasatinib and quercetin (D+Q) leads to an overall reduction of NAFLD in aged dietary-induced NAFLD mice models (9). Xu et al. recently showed in a ground breaking report that oral administration of D+Q to naturally aged mice alleviated physical dysfunction and increased their survival by 36% (10). D+Q previously showed efficacy also in pre-clinical models of fibrotic pulmonary disease (11). If D+Q have an effect also on the treatment of the more serious HCC condition, at the end of the liver disease inflammatory spectrum, is unknown.
Results and discussion
To address this issue, first we tested the separate dose-dependent effects of D or Q on the viability of two well-established HCC cell lines (HepG2, Huh-7) (7, 12–16); we administered D or Q to increased concentrations of D or Q (1 nM−1 mM) to HepG2 and Huh-7 cells and identified 1 μM as the maximal cytostatic dose for either drug, without displaying cytotoxic effects (Figure S1A). Subsequently, we tested the impact of combined D+Q on the cellular senescence induced by the chemotherapeutic agent doxorubicin, according to scheme in Figure 1A. Four experimental groups were considered: (1) control cells; (2) cells treated with doxorubicin (DOX) at 100 nM, a concentration slightly cytotoxic in HCC cells (15, 17, 18). DOX was washed out after 24 h and cells were incubated in normal medium for seven additional days, before analyses; (3) D+Q, cells were treated with 1 μM D + 1 μM Q for 24 h; (4) D+Q, DOX; cells were treated with 100 nM doxorubicin for 24 h. Doxorubicin was washed out after 24 h and cells were incubated in normal medium for six additional days, before treatment with D+Q for additional 24 h (Figure 1A). To assess cellular senescence at the end of the treatments, C12FDG, a fluorogenic substrate for β-galactosidase, was used for detection of senescence associated (SA) β-gal positivity, a bona-fide standard marker of senescent cells. C12FDG retention within the cells was evidenced by the distribution plots obtained from the flow cytometer in the area with stronger green fluorescence intensity (Figure S1B). DOXO induced a 40- and 400-fold increase in SA-β-galactosidase activity in HepG2 and in Huh-7 cells, respectively (Figure 1B). Surprisingly D+Q treatment had no effects in removing β-gal positive cells upon DOX treatment, as well as D+Q alone had no significant effects compared to untreated cells (Figure 1B). Next, we quantified the activation of p16, p21, and γH2A.X, established markers of senescence and of DOX-induced DNA damage, respectively (19, 20), using immunofluorescence. As expected, DOX induced significant increase in the amount of nuclei with more than 5 γH2A.X distinct foci marking DNA lesions, and also in p16 and p21 staining, in Huh-7 cells (Figures 1C,D,S1C) and in HepG2 cells (Figures S2A–C). D+Q had no effect in preventing the activation of these markers of senescence upon DOX treatment (Figures 1C,D, S1C, S2A–C). In parallel we measured the expression levels of key genes involved in cellular senescence (p16, p21) and in SASP (IL-6, IL-8, MMP1, MMP3), using qPCR. DOX increased p21, IL-8, MMP1, MMP3, and TGF-β mRNA levels in both Huh-7 and HepG2 cells (Figures S1D, S2D). Interestingly, IL-6 mRNA was not expressed in HepG2 while it was found increased by DOX treatment in Huh-7 cells (Figure S1D). D+Q was largely ineffective in preventing the activation of senescence/SASP genes in both cell types upon DOX treatment (Figures S1D, S2D). In summary, DOX induced cellular senescence in HCC cells, manifested by the SA-β-gal positivity, flattened nuclear morphology, appearance of senescent markers and SASP gene expression; however D+Q did not exhibit senolytic activity in our in vitro experimental setup involving DOX-induced cellular senescence. To investigate the in vivo antitumor efficacy of doxorubicin, D+Q, or the combined treatment, xenograft studies were performed. Subcutaneous HCC xenografts from Huh-7 cells stably over-expressing a far-red fluorescent protein (eqFP650) were established on the dorsal flank of immunodeficient athymic nu/nu mice, and treated until tumor size in the control/untreated group reached 1,400 mm3 (~23 d post-inoculation). Four experimental groups of balb/c nude mice (n = 11 per group) implanted with Huh-7-eqFP650 were created as it follows: (1) CTL, control mice i.p. injected with vehicle alone (PBS); (2) DOX, mice injected with 4 mg/kg doxorubicin at days 7 and 14 post-implantation; (3) D+Q, mice administered with Dasatinib (D, 5 mg/kg) + Quercetin (Q, 50 mg/kg) by oral gavage, at days 9 and 16 post-implantation; (4) D+Q + DOX, mice injected with 4 mg/kg doxorubicin at days 7 and 14 post-implantation, and simultaneously administered with D+Q by oral gavage, at days 9 and 16 post-implantation (Figure 2A). Tumor volume measurement by caliper and eqFP650 in vivo imaging was performed every 2–3 days until euthanasia. Time-dependent tumor volume growth is illustrated in Figures 2B,C: average tumor volume in mice of group 3 (D+Q) exceeded of 50% the average tumor volume in mice of group 1 (CTL) (p = 0.0252). Treatment of doxorubicin reduced tumor growth of 30% (group 2 vs. group 1, p = 0.0486; Figure 2C). Synergistic treatment of mice with D+Q did not further enhance DOX-induced tumor growth inhibition (Figure 2C). Independent assessment of tumor volume using eqFP650-dependent body fluorescence imaging (Figure S3A) or explanted tumor weight (Figure S3B) at sacrifice largely mirrored the values of tumor growth (Figure 2C). Of note, D+Q treated-tumors showed increased proportion of fibrotic-like tissue upon H/E staining (Figure S3C). Overall these data indicate that D+Q is ineffective in clearing chemotherapy-induced HCC senescent cells as also shown on selected tumors sections stained for the SA-β-gal positivity (Figure 2D). Conversely, D+Q alone displayed pro-tumorigenic effects in vitro and in vivo in the absence of chemotherapy. This calls for concern about the utilization of senolytics and of Q, which is often taken as off-the-counter supplement for its documented anti-oxidant properties, in advanced liver diseases. Moreover, a recent clinical trial on D treatment of patients with advanced liver cancer that cannot be removed by surgery, showed no efficacy and significant side effects1. It remains to be demonstrated what impact of D+Q may have in dietary/genetic mice models of NAFLD slowly progressing into HCC (21). Whereas, D and/or Q treatment might exert a protective/therapeutic effect against NAFLD at high (9) but not low (22) doses, we demonstrate that these compounds are largely ineffective alone, or in synergy with senescence-inducing chemotherapy, against experimental HCC.
Material and methods
Cell cultures and treatment
HepG2 and Huh-7 parental lines were obtained from CLS-GmbH and cultured in DMEM (1X) supplemented with 10% fetal bovine serum (FBS), with 1% penicillin/streptomycin. Viral production and transduction of Huh-7 cells to stably express RFP was previously described (7, 23). For chemotherapy-inducing senescence experiments, HepG2 and Huh-7 cells were treated for 24 h with 100 nM Doxorubicin (Sigma-Aldrich) as vehicle DMSO was used. Cell viability was assessed by using alamarBlue™ Cell Viability Reagent (ThermoScientific), according to manufacturer's instructions.
Generation of stable eqFP650-Huh-7 clonal cell line
Stable Huh-7 clonal cell line expressing the far-red fluorescent protein eqFP650 was derived via lentiviral transduction. The cDNA encoding eqFP650 (17) was placed into the HIV1-based self-inactivating lentiviral vector under the control of human EF1α-promoter. The puromycin resistance gene is linked via an internal ribosomal entry site (IRES) element [as described in (8)]. Virus was produced by transient transfection in HEK293T cells and used to transduce Huh-7 cells with MOI > 10 for 48 h in the presence of 4 μg/mL Polybrene. Cells were grown for a week under 3 μg/mL puromycin selection, expanded and used to produce subcutaneous xenograft tumors in immunodeficient mice. Cells from tumor biopsy were re-derived into culture, and plated to multiwell plates at limited dilution. Positive single-cell derived clones were characterized, and a high-expressing clone designated A1 was used in subsequent experiments.
Mouse xenografts
The study was conducted in the Animal Facility of Tallinn University of Technology, in accordance with European Directive 2010/63/EU and National Animal Welfare legislation; the experimental protocol was approved by the ethical committee of Estonian Ministry of Agriculture (now Ministry of Rural Affairs). Forty immunodeficient athymic nu/nu mice (Envigo) were injected subcutaneously with 5 × 106 of exponentially growing eqFP650-Huh-7 (clone A1) cells per animal, in 100 μl 50% media: Matrigel mixture. For treatment, mice were randomized into four cohorts: vehicle alone; doxorubicin; D+Q; and doxorubicin combined with D+Q. Drugs were dissolved in DMSO (doxorubicin at 10 mg/ml; D+Q in a single stock solution of 5 and 50 mg/ml, respectively) and dilutions were made just prior to the treatment procedure. Doxorubicin was diluted in PBS and injected i.p. at 4 mg/kg body weight, D+Q stock was diluted 1/10 in water and administered by oral gavage at 5 and 50 mg/kg body weight, respectively (As D+Q precipitates in aqueous solutions, dilution was prepared individually for each mouse, and the whole contents of the tube was gavaged). Twice a week, images of isoflurane-sedated mice were acquired using IVIS Lumina (PerkinElmer) with 7.5 × 7.5 cm field-of-view, medium binning, 1–2 s exposure time and 500/Cy5.5, 535/Cy5.5, 570/Cy5.5, 605/Cy5.5 excitation (nm)/emission filter pairs. Images were analyzed with LivingImage (PerkinElmer). Fluorescence data were reported as background-subtracted signal (Signal–Bkg), where background fluorescence was measured from the same mouse nearby the injection site, as described (Sci Rep 10332). Tumor volume measurements were performed by a digital caliper in two dimensions, length (L) and width (W), and volume was calculated according to the formula V = L × W2/2.
CF12FDG staining
Cellular senescence was quantified using CF12FDG [5-Dodecanoylaminofluorescein Di-β-D-Galactopyranoside] (Satereh Biotech). CF12FDG is a non-fluorescent, lipophilic, beta-galactosidase substrate. The substrate is cleaved by ß-galactosidase producing a fluorescent product that is well-retained by the cells. CF12FDG detection in HepG2 and Huh-7 cells was performed by flow cytometry as it is described in (24). Briefly, lysosomal alkalinization of HepG2 or Huh-7 cells was induced by incubation of Baf A1 (100 nM) in humidified air with 5% CO2 at 37 C for 1 h. CF12FDG was added in the culture media containing Baf A1 for another 2 h. After fixation with 4% formaldehyde at room temperature, nuclei were stained with DAPI. To quantify the cells positive for CF12FDG, cells were rinsed with PBS, trypsinized, collected, and resuspended in ice cold PBS. The HepG2 hepatocyte suspension was analyzed using a flow cytometer FACSCanto (BD Biosciences).
qPCR
Total RNA was extracted from HepG2 and Huh-7 cells using Trizol® (Invitrogen), according to manufacturer's instructions. Real Time-PCR was performed in triplicate utilizing StepOnePlus™ Real-Time PCR System (Applied Biosystems, Darmstadt, Germany) and SYBR™ Select Master Mix (ThermoScientific).
Human primer sequences were as it follows:
p16 Forward 5′-ATGGAGCCTTCGGCTGACT-3′ Reverse 5′-GTAACTATTCGGTGCGTTGGG-3′; p21 Forward 5′-TGTCCGTCAGAACCCATGC-3′ Reverse 5′-AAAGTCGAAGTTCCATCGCTC-3′ IL-6 Forward 5′-ACTCACCTCTTCAGAACGAATTG-3′, Reverse 5′-CCATCTTTGGAAGGTTCAGGTTG-3′; IL-8 Forward 5′-ACTGAGAGTGATTGAGAGTGGAC-3′, Reverse 5′-AACCCTCTGCACCCAGTTTTC-3′; TGF-β, Forward 5′-GGCCAGATCCTGTCCAAGC-3′, Reverse 5′-GTGGGTTTCCACCATTAGCAC-3′.
MMP1 Forward 5′-CTCTGGAGTAATGTCACACCTCT-3′ Reverse 5′-TGTTGGTCCACCTTTCATCTTC-3′; MMP3 Forward 5′-CTGGACTCCGACACTCTGGA-3′, Reverse 5′-CAGGAAAGGTTCTGAAGTGACC-3′; RPLP0 Forward 5′-CTGGAAGTCCAACTACTTCCT-3′, Reverse 5′-CATCATGGTGTTCTTGCCCAT-3′; GAPDH Forward 5′-GGATTTGGTCGTATTGGG-3′, Reverse 5′-GGAAGATGGTGATGGGATT-3′.
Immunofluorescence
Immunofluorescence in HCC cells was performed as previously described (25). Briefly, cells were fixed in 4% paraformaldehyde for 20 min and permeabilized with 0.1% Triton X-100 (Sigma-Aldrich). 1:1,000 primary antibody was incubated overnight at 4°C. Primary antibodies were from Abcam (gammaH2A.X, CDKN2A/p16INK4a, p21). The staining was developed using Alexa fluorescent (488, 555) conjugated secondary antibodies, and images were acquired using a Axio scan Z.1 or LSM 7 DUO microscopy system, respectively (Zeiss) (LeicaMicrosystems, Wetzlar, Germany).
Immunohistochemistry
Sections from xenograft Huh-7 liver tumors specimens were processed by hematoxylin and eosin staining for histologic evaluation. Immunostaining was performed using the iVIEW DAB Detection Kit. Primary antibody for anti-GLB1/Beta-Galactosidase Antibody (clone 5H2) IHC-plus LS-B10217 was obtained from LSBio. Anti-GLB1 primary antibody was diluted 1:100. Positive and negative controls were run concurrently. Means of triplicate counts were used for statistical analyses. The percentage of brown staining, indicating β-galactosidase positivity, was calculated in 10 random high-power field (HPF) at 200× magnification and expressed as means. All analyses were performed in triplicate by two independent pathologists.
Statistical tests
Results are expressed as means ± s.d. Comparisons between groups were performed with the parametric Student's t-test or the non-parametric Mann–Whitney U-test, as appropriate, using GraphPad Prism Software (version 5.00 for Windows, San Diego, CA, USA): a P-value ≤ 0.05 was considered significant.
Author contributions
KK, MS, MH, PP, and IP: acquisition, analysis, and interpretation of data. MM and JB: critical revision of the manuscript for important intellectual content. MV conceived and designed the study, obtained funding and drafted the manuscript. All authors critically revised the manuscript and approved its final version.
Conflict of interest statement
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Acknowledgments
We thank Insight Editing London for professional editing and Jana Bartonova for her assistance with flow cytometry.
1Available online at: https://clinicaltrials.gov/ct2/show/record/NCT00459108?sect=X30156.
Funding. Our work is supported by the European Social Fund and European Regional Development Fund—Project MAGNET (No. CZ.02.1.01/0.0/0.0/15_003/0000492).
Supplementary material
The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fonc.2018.00459/full#supplementary-material
References
- 1.Gores GJ. Decade in review-hepatocellular carcinoma: HCC-subtypes, stratification and sorafenib. Nat Rev Gastroenterol Hepatol. (2014) 11:645–7. 10.1038/nrgastro.2014.157 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Abou-Alfa GK, Johnson P, Knox JJ, Capanu M, Davidenko I, Lacava J, et al. Doxorubicin plus sorafenib vs doxorubicin alone in patients with advanced hepatocellular carcinoma: a randomized trial. JAMA (2010) 304:2154–60. 10.1001/jama.2010.1672 [DOI] [PubMed] [Google Scholar]
- 3.Llovet JM, Montal R, Sia D, Finn RS. Molecular therapies and precision medicine for hepatocellular carcinoma. Nat Rev Clin Oncol. (2018) 15:599–616. 10.1038/s41571-018-0073-4 [DOI] [PubMed] [Google Scholar]
- 4.Yang JD, Altekruse SF, Nguyen MH, Gores GJ, Roberts LR. Impact of country of birth on age at the time of diagnosis of hepatocellular carcinoma in the United States. Cancer (2017) 123:81–9. 10.1002/cncr.30246 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Loaiza N, Demaria M. Cellular senescence and tumor promotion: is aging the key? Biochim Biophys Acta (2016) 1865:155–67. 10.1016/j.bbcan.2016.01.007 [DOI] [PubMed] [Google Scholar]
- 6.Kirkland JL, Tchkonia T, Zhu Y, Niedernhofer LJ, Robbins PD. The clinical potential of senolytic drugs. J Am Geriatr Soc. (2017) 65:2297–301. 10.1111/jgs.14969 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Borghesan M, Fusilli C, Rappa F, Panebianco C, Rizzo G, Oben JA, et al. DNA hypomethylation and histone variant macroh2a1 synergistically attenuate chemotherapy-induced senescence to promote hepatocellular carcinoma progression. Cancer Res. (2016) 76:594–606. 10.1158/0008-5472.CAN-15-1336 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Aravinthan AD, Alexander GJM. Senescence in chronic liver disease: is the future in aging? J Hepatol. (2016) 65:825–34. 10.1016/j.jhep.2016.05.030 [DOI] [PubMed] [Google Scholar]
- 9.Ogrodnik M, Miwa S, Tchkonia T, Tiniakos D, Wilson CL, Lahat A, et al. Cellular senescence drives age-dependent hepatic steatosis. Nat Commun. (2017) 8:15691. 10.1038/ncomms15691 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Xu M, Pirtskhalava T, Farr JN, Weigand BM, Palmer AK, Weivoda MM, et al. Senolytics improve physical function and increase lifespan in old age. Nat Med. (2018) 24:1246–56. 10.1038/s41591-018-0092-9 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Schafer MJ, White TA, Iijima K, Haak AJ, Ligresti G, Atkinson EJ, et al. Cellular senescence mediates fibrotic pulmonary disease. Nat Commun. (2017) 8:14532. 10.1038/ncomms14532 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Vinciguerra M, Carrozzino F, Peyrou M, Carlone S, Montesano R, Benelli R, et al. Unsaturated fatty acids promote hepatoma proliferation and progression through downregulation of the tumor suppressor PTEN. J Hepatol. (2009) 50:1132–41. 10.1016/j.jhep.2009.01.027 [DOI] [PubMed] [Google Scholar]
- 13.Vinciguerra M, Sgroi A, Veyrat-Durebex C, Rubbia-Brandt L, Buhler LH, Foti M. Unsaturated fatty acids inhibit the expression of tumor suppressor phosphatase and tensin homolog (PTEN) via microRNA-21 up-regulation in hepatocytes. Hepatology (2009) 49:1176–84. 10.1002/hep.22737 [DOI] [PubMed] [Google Scholar]
- 14.Vinciguerra M, Veyrat-Durebex C, Moukil MA, Rubbia-Brandt L, Rohner-Jeanrenaud F, Foti M. PTEN down-regulation by unsaturated fatty acids triggers hepatic steatosis via an NF-kappaBp65/mTOR-dependent mechanism. Gastroenterology (2008) 134:268–80. 10.1053/j.gastro.2007.10.010 [DOI] [PubMed] [Google Scholar]
- 15.Lo Re O, Fusilli C, Rappa F, Van Haele M, Douet J, Pindjakova J, et al. Induction of cancer cell stemness by depletion of macrohistone H2A1 in hepatocellular carcinoma. Hepatology (2017) 67:636–50. 10.1002/hep.29519 [DOI] [PubMed] [Google Scholar]
- 16.Jueliger S, Lyons J, Cannito S, Pata I, Pata P, Shkolnaya M, et al. Efficacy and epigenetic interactions of novel DNA hypomethylating agent guadecitabine (SGI-110) in preclinical models of hepatocellular carcinoma. Epigenetics (2016) 11:709–20. 10.1080/15592294.2016.1214781 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Weiland T, Lampe J, Essmann F, Venturelli S, Berger A, Bossow S, et al. Enhanced killing of therapy-induced senescent tumor cells by oncolytic measles vaccine viruses. Int J Cancer (2014) 134:235–43. 10.1002/ijc.28350 [DOI] [PubMed] [Google Scholar]
- 18.Choi J, Yip-Schneider M, Albertin F, Wiesenauer C, Wang Y, Schmidt CM. The effect of doxorubicin on MEK-ERK signaling predicts its efficacy in HCC. J Surg Res. (2008) 150:219–26. 10.1016/j.jss.2008.01.029 [DOI] [PubMed] [Google Scholar]
- 19.Zhang X, Wu X, Tang W, Luo Y. Loss of p16(Ink4a) function rescues cellular senescence induced by telomere dysfunction. Int J Mol Sci. (2012) 13:5866–77. 10.3390/ijms13055866 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Kilic Eren M, Kilincli A, Eren O. Resveratrol induced premature senescence is associated with DNA damage mediated SIRT1 and SIRT2 down-regulation. PLoS ONE (2015) 10:e0124837. 10.1371/journal.pone.0124837 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Rappa F, Greco A, Podrini C, Cappello F, Foti M, Bourgoin L, et al. Immunopositivity for histone macroH2A1 isoforms marks steatosis-associated hepatocellular carcinoma. PLoS ONE (2013) 8:e54458. 10.1371/journal.pone.0054458 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Enos RT, Velazquez KT, Carson MS, McClellan JL, Nagarkatti P, Nagarkatti M, et al. A low dose of dietary quercetin fails to protect against the development of an obese phenotype in mice. PLoS ONE (2016) 11:e0167979. 10.1371/journal.pone.0167979 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Luker KE, Pata P, Shemiakina II, Pereverzeva A, Stacer AC, Shcherbo DS, et al. Comparative study reveals better far-red fluorescent protein for whole body imaging. Sci Rep. (2015) 5:10332. 10.1038/srep10332 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Noppe G, Dekker P, de Koning-Treurniet C, Blom J, van Heemst D, Dirks RW, et al. Rapid flow cytometric method for measuring senescence associated beta-galactosidase activity in human fibroblasts. Cytometry A (2009) 75:910–6. 10.1002/cyto.a.20796 [DOI] [PubMed] [Google Scholar]
- 25.Podrini C, Koffas A, Chokshi S, Vinciguerra M, Lelliott CJ, White JK, et al. MacroH2A1 isoforms are associated with epigenetic markers for activation of lipogenic genes in fat-induced steatosis. FASEB J. (2015) 29:1676–87. 10.1096/fj.14-262717 [DOI] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.