Guillermo Fernández-Varo1,2, Meritxell Perramón1, Silvia Carvajal1, Denise Oró1, Eudald Casals3, Loreto Boix4, Laura Oller1, Laura Macías-Muñoz1, Santi Marfà1, Gregori Casals1,5, Manuel Morales-Ruiz1,2,5, Pedro Casado6, Pedro R Cutillas6, Jordi Bruix4, Miquel Navasa7, Josep Fuster7, Juan Carlos Garcia-Valdecasas7, Mihai C Pavel7, Víctor Puntes8,9,10, Wladimiro Jiménez1,2. 1. Service of Biochemistry and Molecular Genetics, Hospital Clinic Universitari, Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain. 2. Departament of Biomedicine, University of Barcelona, Barcelona, Spain. 3. School of Biotechnology and Health Sciences, Wuyi University, Jiangmen, China. 4. Barcelona-Clinic Liver Cancer Group, Liver Unit, Hospital Clinic de Barcelona, CIBERehd, IDIBAPS, University of Barcelona, Barcelona, Spain. 5. Working Group for the Biochemical Assessment of Hepatic Disease-SEQCML, Barcelona, Spain. 6. Centre for Haemato-Oncology, Barts Cancer Institute, Queen Mary University of London, London, UK. 7. Liver Surgery and Transplant Unit, Digestive and Metabolic Diseases Institute, Hospital Clínic of Barcelona, CIBERehd, IDIBAPS, University of Barcelona, Barcelona, Spain. 8. Institut Català de Recerca i Estudis Avançats (ICREA), Barcelona, Spain. 9. Institut Català de Nanociència i Nanotecnologia (ICN2), Bellaterra, Spain. 10. Vall d'Hebron Institute of Research (VHIR), Barcelona, Spain.
Abstract
BACKGROUND AND AIMS: Despite the availability of new-generation drugs, hepatocellular carcinoma (HCC) is still the third most frequent cause of cancer-related deaths worldwide. Cerium oxide nanoparticles (CeO2 NPs) have emerged as an antioxidant agent in experimental liver disease because of their antioxidant, anti-inflammatory, and antisteatotic properties. In the present study, we aimed to elucidate the potential of CeO2 NPs as therapeutic agents in HCC. APPROACH AND RESULTS: HCC was induced in 110 Wistar rats by intraperitoneal administration of diethylnitrosamine for 16 weeks. Animals were treated with vehicle or CeO2 NPs at weeks 16 and 17. At the eighteenth week, nanoceria biodistribution was assessed by mass spectrometry (MS). The effect of CeO2 NPs on tumor progression and animal survival was investigated. Hepatic tissue MS-based phosphoproteomics as well as analysis of principal lipid components were performed. The intracellular uptake of CeO2 NPs by human ex vivo perfused livers and human hepatocytes was analyzed. Nanoceria was mainly accumulated in the liver, where it reduced macrophage infiltration and inflammatory gene expression. Nanoceria treatment increased liver apoptotic activity, while proliferation was attenuated. Phosphoproteomic analysis revealed that CeO2 NPs affected the phosphorylation of proteins mainly related to cell adhesion and RNA splicing. CeO2 NPs decreased phosphatidylcholine-derived arachidonic acid and reverted the HCC-induced increase of linoleic acid in several lipid components. Furthermore, CeO2 NPs reduced serum alpha-protein levels and improved the survival of HCC rats. Nanoceria uptake by ex vivo perfused human livers and in vitro human hepatocytes was also demonstrated. CONCLUSIONS: These data indicate that CeO2 NPs partially revert the cellular mechanisms involved in tumor progression and significantly increase survival in HCC rats, suggesting that they could be effective in patients with HCC.
BACKGROUND AND AIMS: Despite the availability of new-generation drugs, hepatocellular carcinoma (HCC) is still the third most frequent cause of cancer-related deaths worldwide. Cerium oxide nanoparticles (CeO2 NPs) have emerged as an antioxidant agent in experimental liver disease because of their antioxidant, anti-inflammatory, and antisteatotic properties. In the present study, we aimed to elucidate the potential of CeO2 NPs as therapeutic agents in HCC. APPROACH AND RESULTS:HCC was induced in 110 Wistar rats by intraperitoneal administration of diethylnitrosamine for 16 weeks. Animals were treated with vehicle or CeO2 NPs at weeks 16 and 17. At the eighteenth week, nanoceria biodistribution was assessed by mass spectrometry (MS). The effect of CeO2 NPs on tumor progression and animal survival was investigated. Hepatic tissue MS-based phosphoproteomics as well as analysis of principal lipid components were performed. The intracellular uptake of CeO2 NPs by human ex vivo perfused livers and human hepatocytes was analyzed. Nanoceria was mainly accumulated in the liver, where it reduced macrophage infiltration and inflammatory gene expression. Nanoceria treatment increased liver apoptotic activity, while proliferation was attenuated. Phosphoproteomic analysis revealed that CeO2 NPs affected the phosphorylation of proteins mainly related to cell adhesion and RNA splicing. CeO2 NPs decreased phosphatidylcholine-derived arachidonic acid and reverted the HCC-induced increase of linoleic acid in several lipid components. Furthermore, CeO2 NPs reduced serum alpha-protein levels and improved the survival of HCC rats. Nanoceria uptake by ex vivo perfused human livers and in vitro human hepatocytes was also demonstrated. CONCLUSIONS: These data indicate that CeO2 NPs partially revert the cellular mechanisms involved in tumor progression and significantly increase survival in HCC rats, suggesting that they could be effective in patients with HCC.
arachidonic acidalpha‐fetoproteincluster of differentiationcholesterol estercerium oxide nanoparticlediethylnitrosamineΔ‐6 desaturaseenergy‐dispersive X‐ray spectroscopyextracellular signal–regulated kinasefatty acidhigh‐angle annular dark‐fieldhepatocellular carcinomainductively coupled plasma–mass spectrometryintegrin beta 4linoleic acidmitogen‐activated protein kinasemass spectrometrynonesterified FAnormothermic machine perfusionnanoparticlephosphatidylcholinephosphatidylethanolaminephosphorylated ERKpolyunsaturated FAreactive oxygen speciesscanning transmission electron microscopetransmission electron microscopytriglyceridestetramethylammonium hydroxideterminal deoxynucleotidyl transferase–mediated deoxyuridine triphosphate nick‐end labelingHepatocellular carcinoma (HCC) is the third leading cause of death by cancer worldwide.1 HCC commonly arises in patients with underlying chronic liver disease and is considered a typical inflammation‐associated tumor.2 The appearance of cirrhosis greatly favors the onset of HCC through mechanisms not yet well known that began to be elucidated in recent years.3 In the last decade, complex genetic alterations, epigenetic chromosomal aberrations, and cellular signaling pathways triggering tumor development, progression, and metastasis have been characterized.4 The current systemic treatments of HCC are based on molecularly targeted therapies. Sorafenib, a multikinase inhibitor, was the first compound for first‐line treatment of patients with advanced‐stage HCC.5 However, clinical trials have found only modest improvement in overall survival,6 and the emergence of resistance episodes reveals the need to develop effective therapies for HCC.7 Although the available drugs improve clinical outcomes, the median overall survival continues to be approximately 1 year.8, 9Of particular importance is the role of reactive oxygen species (ROS) in the onset and progression of HCC.10 Mechanistic studies show that ROS induce alterations in DNA and modify key cellular processes such as cell proliferation and apoptosis.11 Thus, it has been hypothesized that HCC develops because chronic oxidative stress exerts a selective pressure that favors the outgrowth of cells from progenitor clones that are more resistant to oxidative damage.12 Antioxidant agents have demonstrated their efficacy in chronic liver diseases equilibrating hepatic ROS metabolism, thereby improving liver functionality.13Recently, cerium oxide nanoparticles (CeO2NPs) have emerged as an antioxidant and anti‐inflammatory agent. Superoxide dismutase activity14 (conversion of superoxide anion into hydrogen peroxide and finally oxygen), catalase activity15, 16 (hydrogen peroxide into oxygen and water), and peroxidase activity17 (hydrogen peroxide into hydroxyl radicals), among others, have been attributed to CeO2NPs. Consequently, the wide spectrum of antioxidant enzyme‐mimetic activities of CeO2NPs has been explored in the treatment of many diseases related to the overproduction of ROS. Thus, the ability of CeO2NPs to modulate oxidative stress in diseases ranging from retinal degeneration,18 neurodegenerative diseases,19 diabetes,20 ischemia,21 cardiopathies,22 gastrointestinal inflammation,23 and especially cancer has been described.24, 25, 26, 27 As well, the therapeutic possibilities of CeO2NPs have been shown in the case of experimental liver disease.28, 29, 30, 31, 32We considered the potential therapeutic value of CeO2NPs in an experimental model of HCC in rats by chronic administration of diethylnitrosamine (DEN). We assessed the impact of CeO2NPs on tumor progression and survival, the accumulation in isolated human liver, and their intracellular adsorption by human liver‐derived cancer cells.
Material and Methods
Synthesis and Characterization of Rat Serum Albumin Stabilized CeO
CeO2NPs of 4‐5 nm were synthesized by the chemical precipitation of cerium (III) nitrate hexahydrate (Sigma‐Aldrich, St. Louis, MO) in a basic aqueous solution.14, 15, 17, 28 Cerium (III), 10 mM, was dissolved in 100 mL of Milli‐Q water at room temperature. To this, 3 mL of tetramethylammonium hydroxide (TMAOH) solution (1 M) was added slowly at room temperature under vigorous stirring (final concentration of 10 mM), and the mixture was allowed to age under mild stirring overnight. During the first minutes, the solution is colorless, and then it turns progressively brownish. Afterward, nanoparticles (NPs) were purified by centrifugation (10,000g, 10 minutes, at room temperature), and the resultant pellet was resuspended in 100 mL aqueous solution of 1 mM TMAOH. The xylenol orange test and inductively coupled plasma–mass spectrometry (ICP‐MS) indicated a full conversion of Ce to CeO2NPs. Thus, the final CeO2 concentration for this synthesis was determined to be 1.72 mg/mL (6.7•1015 NPs/mL) and then diluted to the 1 mg/mL employed solution. Further details on CeO2NPs synthesis and characterization can be found in the Supporting Information.
CeO Administration
CeO2NPs or vehicle were dispersed in saline solution and intravenously given as a bolus (500 µL) through the tail vein. CeO2NPs (0.1 mg/kg body weight) or vehicle (saline solution containing TMAOH ammonium salts 0.8 mM) were injected twice a week for 2 consecutive weeks starting at the sixteenth week after beginning DEN administration.
HCC Induction in Rats
Experimental studies were performed in 118 male Wistar rats weighing 200 g (Charles‐River, Saint Aubin les Elseuf, France). HCC was chemically induced in 110 rats by an intraperitoneal administration of DEN (50 mg/kg body weight; Sigma‐Aldrich) once a week for 16 weeks, and eight healthy rats were included as a control group.
Accumulation of Ce in Isolated Human Livers
To assess whether the human liver parallels the kinetic adsorption pattern shown by CeO2NPs in the rat liver, human livers from three donors, designated subjects H1, H2, and H3, were used in the present study. Livers were procured in the Hospital Clinic (Barcelona, Spain), rejected for transplantation, and approved for research.
CeO Adsorption by Human Hepatocyte Cancer Cells
To investigate whether human hepatocytes are able to intracellularly take up CeO2NPs, subsequent studies were performed in HepG2 cells, a human cell line derived from a liver HCC (ATCC, Manassas, VA).
Ethical Approval
The study was approved and performed according to the criteria of the Investigation and Ethics Committee of the Hospital Clínic Universitari (Barcelona, Spain). Animals received humane care according to the criteria outlined in the “Guide for the Care and Use of Laboratory Animals”. The study of the human livers was conducted in the Hospital Clínic de Barcelona, which is part of the European Union–funded Consortium for Organ Preservation in Europe (http://www.ope‐eu.com).For further information, please refer to the Supporting Information.
Results
Characterization of CeO
A description of the characterization of the CeO2NPs used in this study has been published.32 High‐resolution transmission electron microscopic (TEM) analysis indicated that the NPs had a spherical morphology and were predominantly within the size range of 4‐20 nm. The X‐ray diffraction pattern showed pure CeO2NPs with the typical peak broadening characteristic of nanosized particles. Initially, the employed NPs are positively charged, and the colloidal stability is mediated by electrostatic repulsion (zeta potential +43.0 ± 1.3 mV, conductivity 0.303 ± 0.006 mS/cm, and pH 4.3). Albumin conjugation in the surface of the CeO2NPs has been characterized by the increase in dynamic light scattering (from 5 to 20 nm) and decrease in zeta potential (from +42.8 to −10 mV, which is the average zeta potential value of proteins in serum) (Supporting Fig. S1). Indeed, the solubility of CeO2NPs in physiological media is challenging, and a strong tendency to aggregate and sediment impedes their medical use even more, modifying their protective effects toward the proinflammatory (https://www.frontiersin.org/articles/10.3389/fimmu.2017.00970/full). To evaluate the electronic structure of the CeO2NPs and the influence on Ce valence state due to the presence of ratserum albumin, we performed X‐ray photoelectron spectroscopy measurements. Ce three‐dimensional spectra of all samples are shown in Supporting Fig. S2, where it can be clearly observed that the Ce3+/Ce4+ ratio is not affected by the presence of bovine serum albumin in the CeO2NPs surface.
The Rat Model of DEN‐Induced Liver Injury Exhibits Characteristics of Multifocal HCC
Macroscopic examination of the liver specimens and histological examination confirmed the development of multifocal HCC nodules with a dysmorphic or dyschromic appearance (Fig. 1A) that was markedly attenuated in the animals receiving CeO2NPs. Interestingly, DEN‐injured rats treated with CeO2NPs showed a significantly lower liver/body weight ratio (Fig. 1B).
Figure 1
DEN‐induced model of HCC and biodistribution of CeO2NPs. (A) Representative photographs of the liver and hematoxylin and eosin staining (magnification, 40) from control and DEN‐injured rats. DEN was administered for 16 weeks, followed by a 2‐week washout period. Green arrows point at nodules present in HCC rats. (B) Body weight, liver/body weight ratio, and serum levels of AFP in control rats and HCC rats. Serum samples were collected 1 week after the last dose of CeO2NPs. (C) ICP‐MS quantification of cerium. Major organs and serum from HCC rats receiving CeO2NPs collected at two different time points: 2 (n = 3) and 3 (n = 4) weeks after the last administration of CeO2NPs. This corresponds to the nineteenth and twentieth weeks after starting DEN administration. **P < 0.01 and ***P < 0.001 versus control; #
P < 0.05 versus HCC + vehicle. One‐way analysis of variance and Newman‐Keuls post hoc test.
DEN‐induced model of HCC and biodistribution of CeO2NPs. (A) Representative photographs of the liver and hematoxylin and eosin staining (magnification, 40) from control and DEN‐injured rats. DEN was administered for 16 weeks, followed by a 2‐week washout period. Green arrows point at nodules present in HCC rats. (B) Body weight, liver/body weight ratio, and serum levels of AFP in control rats and HCC rats. Serum samples were collected 1 week after the last dose of CeO2NPs. (C) ICP‐MS quantification of cerium. Major organs and serum from HCC rats receiving CeO2NPs collected at two different time points: 2 (n = 3) and 3 (n = 4) weeks after the last administration of CeO2NPs. This corresponds to the nineteenth and twentieth weeks after starting DEN administration. **P < 0.01 and ***P < 0.001 versus control; #
P < 0.05 versus HCC + vehicle. One‐way analysis of variance and Newman‐Keuls post hoc test.
Liver and Spleen are the Major Targets of CeO in HCC Rats
Following intravenous CeO2NPs administration, tissue Ce accumulation was analyzed by ICP‐MS. Two weeks after the last administration of CeO2NPs 90.0% and 7.7% of the total dose of Ce collected was located in the liver and the spleen, respectively, whereas these figures were 77.3% and 21.7% 3 weeks after the completion of the CeO2NPs dosing schedule (Fig. 1C).
Serum Biochemical Parameters and Circulating Levels of Alpha‐Fetoprotein
HCC rats showed significant alterations of liver function tests such as decreased levels of albumin and glucose, higher levels of total bilirubin and total cholesterol, and increased activity of markers of hepatocyte injury such as aspartate aminotransferase, alanine aminotransferase, and gamma‐glutamyl transferase. We did not observe significant differences between HCC rats receiving or not receiving CeO2NPs (Supporting Table S2). However, nanoceria administration did significantly reduce the circulating levels of alpha‐fetoprotein (AFP), a tumor‐associated marker for HCC (Fig. 1B).
Effect of CeO on Collagen Content and Cellular Apoptosis in Liver Tissue
Long‐term administration of DEN promoted incipient formation of fibrotic septa and periportal accumulation of collagen as a consequence of continuous hepatic injury. However, no significant differences in hepatic collagen content were noted between treated and nontreated rats with HCC (Fig. 2A).
Figure 2
Effect of CeO2NPs on hepatic fibrosis and cellular apoptosis. (A) Sirius red staining of representative liver sections obtained from control and DEN‐injured rats (magnification, 100). (B) Representative TUNEL assay in liver sections of control rats and HCC rats (magnification, 200). White arrows point to apoptotic (red) cells. (C) Representative western blot for activated caspase‐3 in liver tissue of control rats and HCC rats. *P < 0.05 and ***P < 0.001 versus control group; #
P < 0.05 and ##
P < 0.01 versus HCC + vehicle. One‐way analysis of variance and Newman‐Keuls post hoc test, Kruskal‐Wallis test, and Dunn’s post hoc test, with unpaired Student t test when appropriate. Abbreviation: GAPDH, glyceraldehyde 3‐phosphate dehydrogenase.
Effect of CeO2NPs on hepatic fibrosis and cellular apoptosis. (A) Sirius red staining of representative liver sections obtained from control and DEN‐injured rats (magnification, 100). (B) Representative TUNEL assay in liver sections of control rats and HCC rats (magnification, 200). White arrows point to apoptotic (red) cells. (C) Representative western blot for activated caspase‐3 in liver tissue of control rats and HCC rats. *P < 0.05 and ***P < 0.001 versus control group; #
P < 0.05 and ##
P < 0.01 versus HCC + vehicle. One‐way analysis of variance and Newman‐Keuls post hoc test, Kruskal‐Wallis test, and Dunn’s post hoc test, with unpaired Student t test when appropriate. Abbreviation: GAPDH, glyceraldehyde 3‐phosphate dehydrogenase.The terminal deoxynucleotidyl transferase–mediated deoxyuridine triphosphate nick‐end labeling (TUNEL) assay showed a significant increase in positive cells in the liver sections of DEN‐injured rats treated with CeO2NPs (Fig. 2B). We also observed a significantly increased protein expression of activated caspase‐3 in HCC rats treated with CeO2NPs (Fig. 2C). These results indicate that treatment with CeO2NPs results in acceleration of apoptosis, thereby inhibiting HCC growth.
CeO Decrease Macrophage Infiltration and Reduce Inflammatory Gene Overexpression in Liver Tissue
Macrophage infiltration measured by positive cluster of differentiation 68 (CD68) staining was observed in intratumoral and peritumoral areas, being significantly lower in HCC rats receiving CeO2NPs (Fig. 3A). mRNA expression of inflammatory, macrophage phenotype, cell growth and differentiation genes was analyzed in liver biopsies of control and HCC rats. Chronic administration of DEN induced higher gene expression of macrophage M1 markers, such as interleukin 1 beta, tumor necrosis factor alpha, inducible nitric oxide synthase, and cyclooxygenase‐2 (Supporting Table S3). Interestingly, administration of CeO2NPs significantly down‐regulated M1 genes involved in proinflammatory function.
Figure 3
Effect of CeO2NPs on infiltrating cells, cellular proliferation, and levels of P‐ERK1/2 in tumoral tissue. (A) CD68 immunostaining of representative liver sections from HCC rats (magnification, 200). (B) Ki67 immunostaining of representative liver sections from HCC rats (magnification, 200). Red arrows mark nuclei positive for Ki67 staining. (C) Representative western blots of total ERK1/2 and P‐ERK1/2 in liver homogenates of control rats and HCC rats. Forty micrograms of protein extracts were loaded per lane. *P < 0.05 and **P < 0.01 versus control; ##
P < 0.01 versus HCC + vehicle. One‐way analysis of variance and Newman‐Keuls post hoc test, with unpaired Student t test when appropriate. Abbreviation: GAPDH, glyceraldehyde 3‐phosphate dehydrogenase.
Effect of CeO2NPs on infiltrating cells, cellular proliferation, and levels of P‐ERK1/2 in tumoral tissue. (A) CD68 immunostaining of representative liver sections from HCC rats (magnification, 200). (B) Ki67 immunostaining of representative liver sections from HCC rats (magnification, 200). Red arrows mark nuclei positive for Ki67 staining. (C) Representative western blots of total ERK1/2 and P‐ERK1/2 in liver homogenates of control rats and HCC rats. Forty micrograms of protein extracts were loaded per lane. *P < 0.05 and **P < 0.01 versus control; ##
P < 0.01 versus HCC + vehicle. One‐way analysis of variance and Newman‐Keuls post hoc test, with unpaired Student t test when appropriate. Abbreviation: GAPDH, glyceraldehyde 3‐phosphate dehydrogenase.
CeO Decrease Hepatic Cellular Proliferation
We assessed the effect of CeO2NPs on cell proliferation and the phosphorylation levels of proteins involved in tumor progression. Immunohistochemistry revealed abundant cellular proliferation in liver sections from DEN‐injured animals. The cell proliferation rate, measured as the percent of Ki67‐positive hepatocyte nuclei, was markedly lower in CeO2NPs‐treated rats (Fig. 3B). To ascertain the potential effect of CeO2NPs on interfering with the Ras/mitogen‐activated protein kinase (MAPK) signaling pathway, we assessed protein expression of total extracellular signal–regulated kinase 1/2 (ERK1/2) and phosphorylated ERK1/2 (P‐ERK1/2) in liver samples of HCC rats by western blot. It was of note that CeO2NPs treatment resulted in a significant reduction of P‐ERK1/2 (Fig. 3C). These results suggest that the antiproliferative action of CeO2NPs is related to interference with the Ras/MAPK signaling pathway in HCC rats.
Effect of CeO on Altered Cell Signaling Pathways in Liver Tissue
To investigate the effects of CeO2NPs on kinase‐driven signaling pathways, we evaluated the phosphoproteome profile by mass spectrometry (MS). We identified and quantified a total of 5,048 phosphopeptides in six independent biological replicates that were run twice. Principal component analysis showed that CeO2NPs‐treated samples separate from vehicle‐treated samples in principal component 1 (Fig. 4A). At arbitrary threshold values of ±0.8‐fold change (log2) and P ˂ 0.05, the phosphorylation of 349 peptides was increased, while the phosphorylation of 133 was decreased after CeO2NPs treatment (Fig. 4B; Supporting Table S4). This set of regulated phosphopeptides included 20 phosphorylation sites in kinases, of which 11 were increased and nine were decreased (Fig. 4C). Gene ontology analysis showed that cell–cell adhesion and RNA splicing were enriched in the set of genes that code for the regulated phosphopeptides (Fig. 4D). The set of regulated phosphopeptides linked to cell–cell adhesion included 43 sites in 27 proteins that presented an increased phosphorylation after CeO2NPs treatment and 16 sites in 11 proteins that presented a decreased phosphorylation after NP treatment (Fig. 4E). In addition, proteins linked to cell‐matrix adhesion including CD44 and integrin beta 4 (Itgb4) showed a decreased phosphorylation after CeO2NPs treatment (Fig. 4F). Finally, the set of regulated phosphopeptides linked to RNA splicing included 36 sites in 18 proteins that presented increased phosphorylation and four sites in three proteins that showed decreased phosphorylation (Fig. 4G). These data suggest that CeO2NPs have a global effect on the phosphorylation pattern of liver cells from rats with HCC that mainly affects proteins related to cell adhesion and RNA splicing.
Figure 4
Effect of CeO2NPs on the phosphoproteome of livers from rats with HCC. (A) Principal component analysis showing the global effect of CeO2NPs on the phosphoproteome of hepatic cells from HCC rats. Blue dots (VH) indicate biological replicates treated with vehicle, while red dots (NP) indicate replicates treated with CeO2NPs. (B) Volcano plot showing phosphopeptides regulated by CeO2NPs. Peptides were considered regulated when P < 0.05 (1.3 in –log10 scale) and fold change in log2 scale >0.8 (increased) or <−0.8 (decreased). Statistical significance was assessed using an unpaired two‐tailed Student t test. (C) Chart showing phosphorylation sites in kinases regulated by CeO2NPs treatment. (D) Volcano plot showing gene ontologies enriched in proteins whose phosphorylation was regulated by CeO2NPs. Statistical significance of the enrichment was assessed using a modified Fisher’s exact test. (E) Phosphorylation sites linked to cell–cell adhesion and regulated by CeO2NPs treatment. (F) Effect of CeO2NPs treatment over the phosphorylation of CD44 and Itgb4. (G) Phosphorylation sites linked to RNA splicing and regulated by CeO2NPs treatment.
Effect of CeO2NPs on the phosphoproteome of livers from rats with HCC. (A) Principal component analysis showing the global effect of CeO2NPs on the phosphoproteome of hepatic cells from HCC rats. Blue dots (VH) indicate biological replicates treated with vehicle, while red dots (NP) indicate replicates treated with CeO2NPs. (B) Volcano plot showing phosphopeptides regulated by CeO2NPs. Peptides were considered regulated when P < 0.05 (1.3 in –log10 scale) and fold change in log2 scale >0.8 (increased) or <−0.8 (decreased). Statistical significance was assessed using an unpaired two‐tailed Student t test. (C) Chart showing phosphorylation sites in kinases regulated by CeO2NPs treatment. (D) Volcano plot showing gene ontologies enriched in proteins whose phosphorylation was regulated by CeO2NPs. Statistical significance of the enrichment was assessed using a modified Fisher’s exact test. (E) Phosphorylation sites linked to cell–cell adhesion and regulated by CeO2NPs treatment. (F) Effect of CeO2NPs treatment over the phosphorylation of CD44 and Itgb4. (G) Phosphorylation sites linked to RNA splicing and regulated by CeO2NPs treatment.
Effect of CeO on Hepatic Lipid Metabolism
Analysis of total fatty acids (FAs) of principal lipid components in hepatic tissue of HCC animals indicates a dysregulation of FA metabolism mainly occurring in cholesterol ester (CE)– and nonesterified FA (NEFA)– derived FAs (Supporting Table S5). The most important effects induced by CeO2NPs were found in phosphatidylcholine (PC)–derived FAs, which are by far the most abundant lipid component in the liver. In fact, we observed a significant decrease in polyunsaturated FAs (PUFAs), which was exclusively due to a marked diminution in arachidonic acid (AA; C20:4n6; Fig. 5A). We also observed significant changes in C14:0, C16:1, and C17:0, although the differences were quantitatively much less important. Moreover, in NEFA‐derived, triglyceride (TG)‐derived, and CE‐derived FAs, we observed that HCC rats showed significantly increased liver content of linoleic acid (LA; C18:2n6) than healthy rats, a phenomenon that was reversed in HCC animals treated with CeO2NPs (Fig. 5B). Of note, on analyzing phosphatidylethanolamine (PE)–derived FAs, we observed that CeO2NPs administration was associated with a significant reduction in the very long chain PUFA docosahexaenoic acid (C22:6n3) (Fig. 5C).
Figure 5
Representative chromatogram of PC‐derived FAs in rats with HCC. (A) Superposition of a representative gas chromatography MS total ion current chromatograms showing the analysis of PC‐derived FAs obtained from HCC rats treated with vehicle (red) or CeO2NPs (blue). The represented peaks are the FAs which showed significant differences between groups. Gas chromatography peaks are labeled with the corresponding FA identification. For each peak there is a graph with the quantification of the FA. (B) Effect of nanoceria treatment in linoleic FAs in different lipid components (NEFA, TG, and CE). (C) Effect of CeO2NPs in PE‐derived docosahexaenoic acid (C22:6n3). *P < 0.05 and **P < 0.01 versus control; #
P < 0.05 versus HCC + vehicle. Unpaired Student t test and Mann‐Whitney test when appropriate.
Representative chromatogram of PC‐derived FAs in rats with HCC. (A) Superposition of a representative gas chromatography MS total ion current chromatograms showing the analysis of PC‐derived FAs obtained from HCC rats treated with vehicle (red) or CeO2NPs (blue). The represented peaks are the FAs which showed significant differences between groups. Gas chromatography peaks are labeled with the corresponding FA identification. For each peak there is a graph with the quantification of the FA. (B) Effect of nanoceria treatment in linoleic FAs in different lipid components (NEFA, TG, and CE). (C) Effect of CeO2NPs in PE‐derived docosahexaenoic acid (C22:6n3). *P < 0.05 and **P < 0.01 versus control; #
P < 0.05 versus HCC + vehicle. Unpaired Student t test and Mann‐Whitney test when appropriate.
CeO Improve Survival in DEN‐Injured Rats
To assess how the above changes translate into clinical outcome, we investigated the impact of these NPs on the survival of two groups of HCC rats. The median survival reached by CeO2NPs‐treated rats was significantly higher than that in rats receiving vehicle (P < 0.05) (Fig. 6A). Next, we were interested in comparing the effect of CeO2NPs to that of sorafenib. Four groups of rats receiving vehicle, CeO2NPs, sorafenib, and CeO2NPs plus sorafenib were investigated. The median survival was markedly lower in HCC rats receiving vehicle (15.5 days, P < 0.05) than in those animals receiving CeO2NPs (31 days), sorafenib (33.5 days), or CeO2NPs plus sorafenib (33.5 days) (Fig. 6B). The combined therapy showed the longest survival, although differences did not reach statistical significance.
Figure 6
Effect of CeO2NPs on survival. (A) HCC rats randomly received two weekly doses of CeO2NPs or vehicle through the tail vein at the sixteenth and seventeenth weeks, and their survival was analyzed. (B) HCC rats were randomly distributed into four groups receiving vehicle, CeO2NPs, sorafenib, or the combination CeO2NPs and sorafenib. Sorafenib was delivered daily by intragastric administration (10 mg/kg) for 14 days. P < 0.05 and P < 0.01 versus HCC + vehicle, log‐rank (Mantel‐Cox) test.
Effect of CeO2NPs on survival. (A) HCC rats randomly received two weekly doses of CeO2NPs or vehicle through the tail vein at the sixteenth and seventeenth weeks, and their survival was analyzed. (B) HCC rats were randomly distributed into four groups receiving vehicle, CeO2NPs, sorafenib, or the combination CeO2NPs and sorafenib. Sorafenib was delivered daily by intragastric administration (10 mg/kg) for 14 days. P < 0.05 and P < 0.01 versus HCC + vehicle, log‐rank (Mantel‐Cox) test.
CeO Retention by Human Liver
To determine whether CeO2NPs can be internalized by the human liver, three experimentally viable human livers, declined for transplantation, were perfused with CeO2NPs under normothermic machine perfusion (NMP) (Supporting Information). Liver function tests and hemodynamic parameters were monitored during perfusion (data not shown) to ensure organ viability and proper device functioning.To study the cellular uptake and intracellular localization of CeO2NPs in human livers, ICP‐MS and TEM imaging were performed. The concentration of Ce in the serum leaving the liver through the hepatic veins reached the highest levels 15 minutes after NPs administration (Fig. 7A). At 30 minutes of perfusion, the amount of Ce in the perfusate was reduced by at least 50% when compared to the previous time point and further decreased at 60 minutes. In the case of donor H3, at 60 minutes of NMP, the Ce concentration in the perfusate was still around 45% due to the fact that in this particular organ the injected dose of NPs was almost 100 times higher than in H1 and H2 livers.
Figure 7
Accumulation of Ce in isolated human livers. (A) Amount of Ce in the perfusate 0, 15, 30, and 60 minutes after NP administration. ICP‐MS data are expressed as percent of Ce present in the perfusate compared to the highest Ce amount present in the serum of each liver. (B) Assessment of CeO2NPs subcellular location in human hepatic tissue after 1 hour of NP infusion; (1,2,3) TEM image of a blood vessel containing NPs surrounded by hepatocytes. In bright field (1), aggregates of CeO2NPs (white arrows) appear as dark, electrodense spots. In dark field (2), nanoparticles are seen bright. (3) Magnified view of the boxed area depicting the nanoparticles in the space of Disse. (4,5) TEM image of a hepatocyte in the proximity of an endothelial cell containing CeO2NPs, bright and dark field, respectively. (6) High‐magnification micrograph of the boxed area showing in detail the NPs inside the endothelial cell. *Apoptotic cell. (C) (1) STEM‐HAADF image of endosome‐like vesicles of an endothelial cell. (2) STEM‐EDX element‐distribution map showing the spatial distribution of Ce in the region outlined. Four adjacent pixel/spectra binned for each point. (3) EDX sum spectrum (Y = counts, X = keV) showing the average elemental composition of the image. Abbreviations: E, endothelial cell; ER, endoplasmic reticulum; H, hepatocyte; LD, lipid droplet; M, mitochondria; N, nucleus; P, platelet; RBC, red blood cell; S, sinusoid; SD, space of Disse.
Accumulation of Ce in isolated human livers. (A) Amount of Ce in the perfusate 0, 15, 30, and 60 minutes after NP administration. ICP‐MS data are expressed as percent of Ce present in the perfusate compared to the highest Ce amount present in the serum of each liver. (B) Assessment of CeO2NPs subcellular location in human hepatic tissue after 1 hour of NP infusion; (1,2,3) TEM image of a blood vessel containing NPs surrounded by hepatocytes. In bright field (1), aggregates of CeO2NPs (white arrows) appear as dark, electrodense spots. In dark field (2), nanoparticles are seen bright. (3) Magnified view of the boxed area depicting the nanoparticles in the space of Disse. (4,5) TEM image of a hepatocyte in the proximity of an endothelial cell containing CeO2NPs, bright and dark field, respectively. (6) High‐magnification micrograph of the boxed area showing in detail the NPs inside the endothelial cell. *Apoptotic cell. (C) (1) STEM‐HAADF image of endosome‐like vesicles of an endothelial cell. (2) STEM‐EDX element‐distribution map showing the spatial distribution of Ce in the region outlined. Four adjacent pixel/spectra binned for each point. (3) EDX sum spectrum (Y = counts, X = keV) showing the average elemental composition of the image. Abbreviations: E, endothelial cell; ER, endoplasmic reticulum; H, hepatocyte; LD, lipid droplet; M, mitochondria; N, nucleus; P, platelet; RBC, red blood cell; S, sinusoid; SD, space of Disse.Ce subcellular location was examined using conventional bright and enhanced dark field TEM. Liver tissue from all donors was morphologically well preserved, and the cells presented a viable morphology. Liver biopsies obtained from donor H3 were examined under conventional TEM and energy‐dispersive X‐ray spectroscopy (EDX). In conventional TEM, CeO2NPs appeared as small, dense, black structures in the form of agglomerates of different sizes inside blood vessels, the space of Disse, endothelial cells, and some blood circulating cells (Fig. 7B). CeO2NPs were observed both free and within intracellular, single‐membrane, endosome‐like organelles. In dark field TEM, given its high atomic number relative to the elements typically found in organic tissues, Ce is expected to appear as very bright dots, as shown in Fig. 7B. The presence of Ce was further confirmed using high‐angle annular dark‐field scanning transmission electron microscopy (HAADF‐STEM), which provides structural and chemical information with atomic resolution. Figure 7C shows a representative region in the set of analyzed images. The elemental map (central panel) shows the spatial distribution of Ce in the region outlined in the left panel, and the EDX spectrum (right panel) confirms the elemental composition. In addition to Os from the postfixation, Cu from the TEM grid, and Pb from the staining, Ce is the only element detected by using EDX analysis.To assess whether human hepatocytes can internalize CeO2NPs, HepG2 cells, a human derived cell cancer line, were exposed to CeO2NPs (10 µg/mL) for 24 hours and subjected to TEM analysis. NPs were strongly attached to the outer leaflet of the plasmatic membrane, free in the cytoplasm, and mostly inside numerous endosome‐like bodies of diverse morphology (Fig. 8A). The mitochondria, the endoplasmic reticulum, and the nucleus of these hepatocytes appeared normal. To verify that the electron‐dense granules were indeed CeO2NPs, we performed dark field microscopy followed by HAADF‐STEM. In both dark field TEM and STEM, NPs appeared as bright spots. The Ce elemental map and EDX spectrum confirmed the presence of Ce in the preparations (Fig. 8B).
Figure 8
CeO2NPs adsorption in human hepatocyte cancer cells. (A) TEMs of HepG2 cells showing the uptake of NPs: (1) hepatocyte exposed to CeO2NPs (white arrows) for 24 hours, with some NPs adhering to the cell membrane, others confined to vesicles, and a few free in the cytoplasm; (2) formation of pseudopodia with NPs in the center; (3,4) vesicle loaded with CeO2NPs in bright and dark fields, respectively. (B) (1) TEM image displaying NPs in the cytoplasm of a hepatocyte; (2) STEM‐HAADF image from the NPs; (3) Ce elemental mapping with four adjacent pixel/spectra binned for each point; (4) EDX sum spectrum (Y = counts, X = keV) showing the average elemental composition of the image. Abbreviations: ER, endoplasmic reticulum; LD, lipid droplet; M, mitochondria; N, nucleus.
CeO2NPs adsorption in human hepatocyte cancer cells. (A) TEMs of HepG2 cells showing the uptake of NPs: (1) hepatocyte exposed to CeO2NPs (white arrows) for 24 hours, with some NPs adhering to the cell membrane, others confined to vesicles, and a few free in the cytoplasm; (2) formation of pseudopodia with NPs in the center; (3,4) vesicle loaded with CeO2NPs in bright and dark fields, respectively. (B) (1) TEM image displaying NPs in the cytoplasm of a hepatocyte; (2) STEM‐HAADF image from the NPs; (3) Ce elemental mapping with four adjacent pixel/spectra binned for each point; (4) EDX sum spectrum (Y = counts, X = keV) showing the average elemental composition of the image. Abbreviations: ER, endoplasmic reticulum; LD, lipid droplet; M, mitochondria; N, nucleus.
Discussion
The ability of nanoceria to catalyze redox reactions has been widely used in petrochemical industries and catalytic exhaust converters for decades.33 The use of these NPs as a therapeutic tool is still a matter of concern. This is mainly due to the tendency of CeO2NPs to evolve when in contact with physiological media.34 Variability in the response and loss of antioxidant activity are the outcomes of these alterations. In the current investigation, some of these difficulties have been overcome by preparing albumin‐coated CeO2NPs with high monodispersity and high stability in the physiological media. This coating prevents the development of large NP aggregates and protein corona formation, resulting in a stable colloidal solution with sustained and more intense effects.Unfortunately, HCC is still rather orphan in terms of highly effective systemic treatment. In this context, oxidative stress, mainly contributed by ROS, has been implicated in the pathogenesis of several diseases including cancer. It is well known that ROS can drive the initial development and progression of cancer as well as down‐regulate antioxidant enzymes that normally combat free radical production.10 Consequently, many antioxidant compounds, enzymes, and inhibitors of reduced nicotinamide adenine dinucleotide phosphate oxidase have been studied for treating chronic inflammation and cancer. However, results to date have been suboptimal, mainly due to their low systemic bioavailability and insufficient levels at the target sites.Here we consider that CeO2NPs could be an NP‐based therapy platform in HCC, which would be able to induce ROS degradation and tumor recession by virtue of their great self‐regenerating antioxidant capacity. Because the antioxidant effect of CeO2NPs is catalytic and consequently permanent, this would represent a clear competitive advantage over other antioxidant therapies needing permanent application. In addition, CeO2NPs are only active as a catalyst when there is an excess of ROS; otherwise, they are inert and appear innocuous.The carcinogenic effect of DEN is due to an enhancement of hepatocyte proliferation mainly in the centrilobular hepatocytes. DEN is bioactivated following hydroxylation by the cytochrome P450 (CYP) system; then, the hydroxylated DEN is oxidized by CYP2E1 to reactive products in rat liver liposomes. DEN‐treated rats displayed macroscopically distorted liver, with altered liver weight and anomalous microscopic architecture of the liver parenchyma showing diffuse dysplasia and fibrotic tracts. This prompted us to assess whether the HCC liver, as indeed occurs in the normal liver, is also a main target for CeO2NPs. Our results further confirm that, even in a liver with intense tumorigenic activity, CeO2NPs maintain their high selective targeting on the hepatic tissue.Parameters indicating altered tissue growth or proliferation and ongoing proinflammatory processes were significantly less activated in rats receiving CeO2NPs. Treated rats showed increased liver/body weight ratio, decreased macrophage infiltration, and lower amount of Ki67‐positive cells. Ki67 is a nuclear antigen extensively used as a proliferation marker and as a prognostic indicator for cancer. We also observed decreased serum concentration of AFP, the main serological biomarker of dedifferentiation of hepatocytes that is associated with the development of HCC. This occurred in the frame of attenuated macrophage M1 proinflammatory gene expression in the liver tissue of HCC‐treated rats. Tumor‐associated macrophages are well known for their trophic abilities and for providing immunosuppressive tumor microenvironment and therefore facilitating tumor progression.35 In that sense, lowering macrophage numbers in liver tissue by means of chemotaxis inhibition or cell death could partially explain the antitumor effects of nanoceria.Evidence supports that CeO2NPs have a specific antitumorigenic effect in HCC rats. First, following NPs administration, we observed increased liver apoptotic activity. This is consistent with previous studies describing that after exposure to antioxidant cuprous oxide NPs, lung melanoma cells activate caspase‐3 and caspase‐9, inducing apoptosis of tumor cells.36 On the other hand, CeO2NPs also resulted in decreased levels of P‐ERK1/2, an essential component of the Ras/Raf/MAPK kinase/ERK signaling pathway. This is among the principal routes controlling cell survival, differentiation, proliferation, growth, angiogenesis, regulation of glucose and lipid metabolism, and inflammation.37The impact of CeO2NPs on cell phosphorylation in HCC has not been systematically investigated using untargeted MS‐based proteomics. Our initial principal component analysis suggests a global effect of CeO2NPs over protein phosphorylation in the liver of HCC rats that significantly affected 9.5% of all detected phosphorylation sites. The effect of CeO2NPs comprised both increased and decreased phosphorylation. The administration of CeO2NPs affected kinases involved in signaling pathways related to apoptosis, cell proliferation, migration, and survival such as p21 (RAC1) activated kinase 2, eukaryotic elongation factor 2 kinase, protein tyrosine kinase 2/focal adhesion kinase 2, and NIMA‐related kinase 9. Interestingly, a gene ontology analysis showed an enrichment of proteins linked to RNA splicing and cell–cell adhesion in the subset of proteins whose phosphorylation were significantly regulated after CeO2NPs treatment. Splicing is a process frequently deregulated in cancer cells because it can regulate the function of key proteins involved in apoptosis, proliferation, angiogenesis, and migration.38 In this regard, CeO2NPs treatment that reduced cell proliferation caused both an increase and a decrease in the phosphorylation of proteins involved in splicing. Cell adhesion is also a process heavily deregulated in cancer cells with multiple proteins involved in cell–cell adhesion considered as tumor suppression or oncogenes.39 Our gene ontology analysis indicates that CeO2NPs produce a large effect on the phosphorylation pattern of proteins involved in cell–cell adhesion with proteins presenting both overphosphorylation and downphosphorylation, suggesting an alteration in this biological process. We observed a reduced phosphorylation of two other cell surface proteins involved in cell adhesion, CD44 and Itgb4.A hallmark of cancer cells is dysregulation of FA metabolism to support proliferation.40 Accordingly, total serum TG and cholesterol were found to be significantly decreased in HCC rats. Highly proliferative cancer cells have strong lipid and cholesterol avidity; consequently, these cells either increase the uptake of exogenous lipids or overactivate their endogenous synthesis.41 Excessive lipids and cholesterol in cancer cells are stored in lipid droplets as cholesteryl esters,37 which is in agreement with our findings of increased CE‐derived FAs in hepatic HCC tissue. The analysis of principal lipid components also revealed an increase in NEFA probably due to an increased generation to support tumor growth.The most important effects induced by CeO2NPs are found in PC‐derived FAs. The decrease in PC‐PUFAs resulting from CeO2NPs administration was mostly due to a decrease in AA.42 Phospholipases A2, C, and D can mediate the release of esterified AA from cellular phospholipids, a process which already seems incremented in HCC. Free AA can be metabolized through enzymatic reactions or act as a second messenger in signal transduction pathways43; some of these pathways were demonstrated to be significantly up‐regulated in our HCC rats. After nanoceria treatment, the decrease in esterified PC‐AA was more pronounced. This phenomenon seems to be related to the increase of apoptosis in these rats because free AA is able to promote the activation of sphingomyelinase and the apoptotic process.44CeO2NPs treatment reversed the increase in NEFA‐derived, TG‐derived, and CE‐derived LA in HCC rats. LA, one of the most abundant FAs in all lipid components, has been reported to change the metabolism of intrahepatic CD4+ T cells, leading them to apoptosis and, thus, contributing to HCC development.44 Neoplastic hepatocyte lesions have been associated with changes in the PUFA profile, which are likely due to an abnormal essential FA metabolism involving Δ‐6 desaturase (Δ‐6D).43 The activity and expression of this desaturase are regulated by the intracellular redox state.45 This suggests that the restoration of normal hepatic levels of LA in the HCC rats treated with CeO2NPs could result from the reactivation of Δ‐6D activity due to the reduction in oxidative stress.The translation of the antitumorigenic effects induced by CeO2NPs into a clinically significant improvement was assessed by investigating the effect of CeO2NPs on survival. Treated HCC rats showed a clear amelioration in this parameter. To date, tyrosine kinase inhibitors, such as sorafenib, lenvatinib, cabozatinib, or regorafenib, as well as the antiangiogenic antibody ramucirumab, are considered effective therapies in patients with advanced HCC.46 The effect of CeO2NPs on overall survival was similar to that observed with sorafenib, which indicates that these NPs are at least as effective as sorafenib under the conditions studied. The combination of both treatments did not result in an additional improvement in survival in comparison to each treatment administered alone. CeO2NPs and sorafenib likely interfere with common signaling pathways, such as angiogenesis through vascular endothelial growth factor signaling, which would explain why the combination of both compounds did not result in any additional effect. The effects of CeO2NPs on the ERK1/2 signaling pathway, the modulation of the phosphorylation state of a high number of peptides, and their manifestations on cell proliferation and apoptosis mirror some the abundant data reported on sorafenib effects.47For a comprehensive understanding of whether the behavior of CeO2NPs in the human liver resembles that observed in rats with HCC, we administered nanoceria to human livers under ex vivo normothermic perfusion. The ex vivo experiments confirmed that CeO2NPs have high avidity for human liver because they accumulate in the target tissue readily after administration. The NPs were found both free and within intracellular, single‐membrane, endosome‐like organelles. The elemental analysis combined with the STEM helped us to confirm their presence and distinguish them from endogenous structures and artifacts in the tissue. Moreover, in vitro experiments with the HepG2 cell line confirmed the uptake and retention of CeO2NPs by human hepatocyte cancer cells mostly in endosome‐like bodies.In conclusion, these results indicate that the antioxidant properties of CeO2NPs partially revert cell mechanisms involved in tumor progression and significantly increase survival in HCC rats, indicating that this inorganic nanomaterial represents an effective treatment in experimental HCC. These findings suggest that CeO2NPs alone or in combination with the current molecular targeted therapies could be effective at stopping or attenuating the tumoral progression in patients with HCC.
Author Contributions
Contributions to conception and design by G.F.V., V.P. and W.J. Acquisition of data by G.F.V., M.P., S.C., D.O., E.C., L.B., L.O., L.M.M., S.M., G.C., P.C., M.C.P., and W.J. Data analysis and interpretation by G.F.V., M.P., E.C., M.M.R., P.C., P.R.C., V.P. and W.J. Drafting the article by G.F.V., M.P., V.P. and W.J. Revising it critically for important intellectual content by J.B., P.C., P.R.C., M.N., J.F., and J.C.G.V. Final approval of the version to be published by V.P. and W.J.Click here for additional data file.
Authors: Talib Pirmohamed; Janet M Dowding; Sanjay Singh; Brian Wasserman; Eric Heckert; Ajay S Karakoti; Jessica E S King; Sudipta Seal; William T Self Journal: Chem Commun (Camb) Date: 2010-03-11 Impact factor: 6.222
Authors: Diego F Calvisi; Elizabeth A Conner; Sara Ladu; Eric R Lemmer; Valentina M Factor; Snorri S Thorgeirsson Journal: J Hepatol Date: 2005-04-08 Impact factor: 25.083
Authors: Tania Roskams; Shi Qi Yang; Aymen Koteish; Anne Durnez; Rita DeVos; Xiawen Huang; Ruth Achten; Chris Verslype; Anna Mae Diehl Journal: Am J Pathol Date: 2003-10 Impact factor: 4.307
Authors: Y Wang; F Yang; H X Zhang; X Y Zi; X H Pan; F Chen; W D Luo; J X Li; H Y Zhu; Y P Hu Journal: Cell Death Dis Date: 2013-08-29 Impact factor: 8.469
Authors: Zachary J Brown; Qiong Fu; Chi Ma; Michael Kruhlak; Haibo Zhang; Ji Luo; Bernd Heinrich; Su Jong Yu; Qianfei Zhang; Andrew Wilson; Zhen-Dan Shi; Rolf Swenson; Tim F Greten Journal: Cell Death Dis Date: 2018-05-23 Impact factor: 8.469
Authors: Jimmie Colon; Nelson Hsieh; Amber Ferguson; Patrick Kupelian; Sudipta Seal; D Wayne Jenkins; Cheryl H Baker Journal: Nanomedicine Date: 2010-02-18 Impact factor: 5.307