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Relationship: 2772
Title
Oxidative Stress leads to Increased pro-inflammatory mediators
Upstream event
Downstream event
Key Event Relationship Overview
AOPs Referencing Relationship
AOP Name | Adjacency | Weight of Evidence | Quantitative Understanding | Point of Contact | Author Status | OECD Status |
---|---|---|---|---|---|---|
Deposition of energy leads to abnormal vascular remodeling | adjacent | Moderate | Moderate | Vinita Chauhan (send email) | Open for citation & comment |
Taxonomic Applicability
Sex Applicability
Sex | Evidence |
---|---|
Male | High |
Female | Low |
Unspecific | Low |
Life Stage Applicability
Term | Evidence |
---|---|
Juvenile | Low |
Adult | Low |
Not Otherwise Specified | Moderate |
Key Event Relationship Description
The increase in reactive oxygen species (ROS) and reactive nitrogen species (RNS) during a state of oxidative stress can stimulate an increase in pro-inflammatory mediators. Reactive oxygen and nitrogen species (RONS) cause cellular damage, which leads to the production of pro-inflammatory mediators (Slezak et al., 2015; Sylvester et al., 2018; Wang et al., 2019a). In addition, ROS can act as second messenger signalling molecules in activating pro-inflammatory transcription factor nuclear factor kappa B (NF-κB), resulting in increased production of pro-inflammatory cytokines and adhesion factors (Ping et al., 2020; Slezak et al., 2017; Slezak et al., 2015; Sylvester et al., 2018; Venkatesulu et al., 2018; Wang et al., 2019a). The inflammatory state induced by RONS will further increase RONS, leading to a cycle of chronic inflammation and oxidative stress (Venkatesulu et al., 2018; Wang et al., 2019a).
Evidence Collection Strategy
The strategy for collating the evidence on radiation stressors to support the relationship is described in Kozbenko et al 2022. Briefly, a scoping review methodology was used to prioritize studies based on a population, exposure, outcome, endpoint statement.
Evidence Supporting this KER
Overall weight of evidence: Moderate
Biological Plausibility
The biological plausibility of the linkage between oxidative stress and pro-inflammatory mediators is strongly supported by review papers on the subject (Ping et al., 2020; Ramadan et al., 2021; Slezak et al., 2017; Slezak et al., 2015; Sylvester et al., 2018; Venkatesulu et al., 2018; Wang et al., 2019a). Pro-inflammatory mediators are released in instances of cell damage to recruit macrophages, monocytes, and other scavengers to ingest and degrade dead and damaged cells. As a major pathway of cell damage, oxidative stress causes upregulation of pro-inflammatory mediators including NF-κB, transforming growth factor-β (TGF-β), tumour necrosis factor-α (TNF-α), interleukin-1 (IL-1), and interleukin-6 (IL-6) (Ping et al., 2020; Slezak et al., 2017; Slezak et al., 2015; Sylvester et al., 2018; Venkatesulu et al., 2018; Wang et al., 2019a). Oxidative stress also stimulates a rise in pro-inflammatory adhesion factors, such as E-selectin, intercellular adhesion molecule-1 (ICAM1), and vascular cell adhesion molecule-1 (VCAM1), which facilitate inflammation by assisting the entrance of inflammatory cells into tissues and recruiting macrophages (Ping et al., 2020; Slezak et al., 2017; Slezak et al., 2015; Sylvester et al., 2018; Venkatesulu et al., 2018; Wang et al., 2019a).
Once antioxidant levels become exhausted in a state of oxidative stress, ROS are present in higher concentrations and can therefore act more effectively as second messenger signalling molecules in activating pro-inflammatory transcription factors, such as NF-κB, and stimulating production of pro-inflammatory cytokines, such as IL-1, IL-6 and TNF-α (Ping et al., 2020; Sylvester et al., 2018; Wang et al., 2019a). NF-κB is normally kept in an inactive state through formation of a complex with the IkB family of inhibitor proteins but is activated by oxidative stress through nuclear translocation of the complex to the promoter areas of inflammation regulatory genes (Ping et al., 2020; Slezak et al., 2017). The macrophages that are recruited in the resulting inflammatory response can also produce ROS and activate the pro-inflammatory mediator, TGF-β, forming a positive feedback loop (Venkatesulu et al., 2018). Another positive feedback loop is formed by ROS and NF-κB, as ROS activates NF-κB, resulting in the expression of the genes cyclooxygenase-2 (COX-2) and 5-lipoxygenase (5-LPO), which are responsible for ROS production (Ping et al., 2020). In addition, NF-κB is also involved in the production of the pro-inflammatory adhesion factors ICAM and VCAM (Ping et al., 2020; Slezak et al., 2017; Slezak et al., 2015).
Oxidative stress may also result in oxidation of low-density lipoproteins, allowing the lipoproteins to be ingested by macrophages. This could initiate the atherosclerotic process (plaque build-up in the arteries) and subsequently lead to lipid cells secreting pro-inflammatory cytokines, such as IL-1β and TGF-β (Ramadan et al., 2021; Slezak et al., 2017; Sylvester et al., 2018; Ping et al., 2020; Venkatesulu et al., 2018).
Empirical Evidence
The empirical evidence relevant to this KER provides moderate support for the linkage between increases in oxidative stress and increases in pro-inflammatory mediators. The evidence to support this relationship comes from studies examining the effects of ionizing radiation, such as 137Cs gamma-rays, on the cardiovascular system. There is moderate evidence for a dose- and time-dependent relationship between oxidative stress and pro-inflammatory mediators (Abdel-Magied & Shedid, 2019; Chen et al., 2019; Cho et al., 2017; Ismail et al., 2015; Ismail et al., 2016; Karam et al., 2019; Philipp et al., 2020; Wang et al., 2019a).
Dose Concordance
Current literature on the dose-dependent relationship between oxidative stress and increases in pro-inflammatory mediators is moderate. Chen et al. (2019) exposed male Sprague Dawley rats to simulated microgravity for 7 and 21 days and measured levels of the oxidative stress marker H2O2 along with the pro-inflammatory mediators, IL-6, interferon-gamma (IFN-γ), and TNF-α. Their finding provided evidence of dose concordance between oxidative stress and pro-inflammatory mediators, as the study observed more significant changes to H2O2 levels at 7 days than 21 days, while IL-6, IFN-γ, and TNF-α levels were more significantly affected at day 21 than day 7 (Chen et al., 2019). Philipp et al. (2020) irradiated human telomerase-immortalized coronary artery endothelial cells (TICAE cells) with 0.25, 0.5, 2, and 10 Gy of 137Cs gamma rays. They found that superoxide dismutase (SOD) decreased consistently at 2 Gy, while pro-inflammatory mediators showed consistent increases at 2 or 10 Gy, but not at lower doses. Other studies using gamma rays show levels of oxidative stress markers increase with subsequent increases to pro-inflammatory mediators following exposure to high doses (>2 Gy), with some markers being significantly affected at low doses (<2 Gy) (Abdel-Magied & Shedid, 2019; Cho et al., 2017; Ismail et al., 2016; Ismail et al., 2015; Karam et al., 2019). However, not all studies demonstrated dose concordance. Wang et al. (2019b) irradiated human endothelial cells with various doses of gamma rays. They found pro-inflammatory mediators significantly increased at lower doses (0.2-5Gy) than oxidative stress (5 Gy only), although this could be due to the sensitivity of the assays.
Time Concordance
Current literature on the time-dependent relationship between oxidative stress and increases in pro-inflammatory mediators is low. Cho et al. (2017) irradiated male C57BL/6 mice and measured levels of superoxide and the pro-inflammatory mediators TNF-α and monocyte chemoattractant protein (MCP-1), at 4, 8, and 24 hours post-irradiation. Oxidative stress and pro-inflammatory mediators demonstrated a time concordant relationship, as ROS levels were significantly increased at 4 hours post-irradiation, while both pro-inflammatory mediators did not significantly change until 8 hours (Cho et al., 2017). Philipp et al. (2020) irradiated telomerase immortalized human coronary artery endothelial cells and measured levels of the antioxidant, SOD1, and the pro-inflammatory adhesion factor, ICAM1, at 4 hours, 24 hours, 48 hours, and 1 week post-irradiation. Neither SOD1 nor ICAM1 followed consistent changes over time across all doses. However, the earliest decrease in SOD1 and the earliest increase in ICAM1 were both found at 4 hours (Philipp et al., 2020).
Incidence concordance
Few studies demonstrated incidence concordance between oxidative stress and increased pro-inflammatory mediators. In human TICAE cells irradiated with 2 Gy of gamma rays, SOD1 was decreased 0.5-fold at 24h post-irradiation, while ICAM1 was increased 1.1-fold at this dose and time (Philipp et al., 2020).
Essentiality
Studies that treated models with countermeasures to suppress the increase in oxidative stress caused by ionizing radiation exposure found that subsequent increases in pro-inflammatory mediators were also significantly attenuated (Abdel-Magied & Shedid, 2019; Karam et al., 2019). Blocking ionizing radiation effect on oxidative stress (upstream KE) and analyzing the subsequent effect on pro-inflammatory mediators (downstream KE) provided evidence for essentiality between the KEs.
Treatment of irradiated albino rat heart tissue with the antidiabetic drug, metformin (50 mg/kg daily for 2 weeks), provided evidence for its efficacy as an antioxidant and anti-inflammatory drug. Metformin treatment following irradiation resulted in a recovery of SOD and catalase (CAT) activity to 90% and 44%, respectively, compared to irradiated groups. In addition to attenuating ionizing radiation effect on oxidative stress, metformin mitigated increases to NF-κB, TNF-α, and IL-6 levels, as well as reduced elevated E-selectin, ICAM, and VCAM levels by 0.5-, 0.55-, and 0.6-fold, respectively (Karam et al., 2019).
Irradiated Wistar albino rats were treated with the food and drug additive ZnO-NP (10 mg/kg daily for 2 weeks), which has antioxidant effects. Treatment with ZnO-NPs attenuated all IR-induced changes to oxidative and inflammatory markers. Compared to the irradiated group, ZnO-NP treatment resulted in restoration of CAT, SOD, glutathione (GSH), and glutathione peroxidase (GPx) levels by ~104%, ~73%, ~91%, and ~73%, respectively. Elevated levels of ICAM, TNF-α, IL-18, and C-reactive protein (CRP) were reduced by ~44%, ~46%, ~45%, and ~42%, respectively, compared to irradiated groups (Abdel-Magied & Shedid, 2019).
Irradiated Wistar rats were treated with flaxseed oil (FSO) (500 mg/kg-bw daily for 7 days), which has a uniquely high content of the antioxidant lignans. Treatment with FSO significantly reduced IR-induced changes to both antioxidants and pro-inflammatory mediators. IR-induced reductions to the activity of the antioxidants SOD, CAT, and GSH-Px were significantly alleviated back to levels statistically similar to the controls. Reduced levels of pro-inflammatory mediators, TNF-α, IL-1β, and IL-6, back to control levels was also observed (Ismail et al., 2016).
Uncertainties and Inconsistencies
- Chen et al. (2019) found that levels of the pro-inflammatory mediators IL-6, IFN-γ, and TNF-α decreased following 7 and 21 days of microgravity exposure, contrary to the trend generally observed following ionizing radiation exposure (Chen et al., 2019).
Known modulating factors
Modulating factor |
Details |
Effects on the KER |
References |
Drug |
Metformin (antidiabetic drug) |
50 mg/kg daily for 2 weeks restored SOD and CAT levels while reducing various pro-inflammatory mediators after irradiation |
Karam et al., 2019 |
Drug |
ZnO-NPs (antioxidant properties) |
10 mg/kg daily for 2 weeks attenuated all radiation-induced changes to oxidative stress and pro-inflammatory markers |
Abdel-Magied & Shedid, 2019 |
Drug |
FSO (contains antioxidants) |
CAT, SOD, GSh and GPx levels were restored, and reduced pro-inflammatory mediator levels |
Ismail et al., 2016 |
Quantitative Understanding of the Linkage
Several examples of studies that provide quantitative understanding of the relationship are summarized. All data represented is statistically significant unless otherwise indicated.
Response-response Relationship
Dose/Incidence Concordance
Reference |
Experiment Description |
Result |
Karam et al., 2019 |
In vivo. Adult male albino rats underwent whole-body irradiation with 5 Gy of 137Cs gamma rays at a rate of 0.665 cGy/s. Measurements of oxidative stress markers, including levels of the antioxidants SOD and CAT, were taken from the heart tissue of the rats, along with measurements of inflammatory markers, including nuclear factor kappa B (NF- κB), tumour necrosis factor-α (TNF-α), and interleukin-6 (IL-6), as well as the pro-inflammatory adhesion factors, E-selectin, ICAM, and VCAM. |
Compared to non-irradiated controls, activity levels of SOD and CAT decreased significantly by 57% and 43%, respectively. This was accompanied by significant increases to inflammatory markers by 96%, 335%, and 292% to NF-κB, TNF-α, and IL-6, respectively. There were also similarly significant increases in the endothelial adhesion molecules, E-selectin, ICAM, and VCAM, by 287%, 234%, and 207%, respectively. |
Wang et al., 2019b |
In vitro. Human umbilical vein endothelial cells (HUVECs) were irradiated with 0.2, 0.5, 1, 2, and 5 Gy of 137Cs gamma rays. ROS levels were measured as a marker for oxidative stress, along with pro-inflammatory cytokines, IL-6 and TNF-α. |
Although ROS levels increased in a dose-dependent fashion from 0.5-5 Gy, they did not change significantly until a ~36% increase at 5 Gy. IL-6 levels significant changed at doses >0.2 Gy. IL-6 levels increased from 0 Gy to 0.2 Gy, decreased from 0.2 Gy to 0.5 Gy, and gradually increased again from 0.5 Gy until a maximum increase of ~50% at 5 Gy. TNF-α levels did not change significantly until 2 Gy. TNF-α levels increased by ~25% at 2 Gy and 5 Gy. |
Philipp et al., 2020 |
In vitro. Human TICAE cells were irradiated with 0.25, 0.5, 2, and 10 Gy of 137Cs gamma rays at a rate of 0.4 Gy/min. Levels of the antioxidant, SOD1, were measured along with the inflammatory marker, ICAM1, and pro-inflammatory transcription factor STAT1, at 4 hours, 24 hours, 48 hours, and 1 week post-irradiation to assess oxidative stress and pro-inflammatory mediators, respectively. |
SOD1 levels did not follow a dose-dependent pattern of change at any time point. SOD1 levels had a maximum decrease of 0.5-fold at 2 Gy. ICAM1 levels had maximum increases of 1.4-fold at 10 Gy. The earliest increase in STAT1 occurred after 2 Gy. |
Abdel-Magied & Shedid, 2019 |
In vivo. Adult, male, Wistar albino rats underwent whole body irradiation with 8 Gy of 137Cs gamma rays at a rate of 0.4092 Gy/min. The antioxidants SOD, CAT, GSH, and GPx were measured to assess IR-induced oxidative stress. The inflammatory markers ICAM1, TNF-α, IL-18, and CRP were measured to examine subsequent changes in pro-inflammatory mediators. |
Compared to non-irradiated controls, SOD, CAT, GSH, and GPx decreased by 53%, 62%, 56%, and 51%, respectively. Compared to non-irradiated controls, ICAM1, TNF-α, IL-18, and CRP increased by ~138%, ~132%, ~150%, and ~116%, respectively. |
Cho et al., 2017 |
In vivo. 10-week-old, male, C57BL/6 mice were irradiated with fractionated doses of 40, 60, and 106.7 Gy of 137Cs gamma rays over the course of 4 weeks. Levels of superoxide anion were measured along with the protein expression of the pro-inflammatory mediators TNF-α and MCP-1. |
ROS levels increased to a maximum of 6.3-fold compared to the control at 4 hours post-irradiation. Protein expression of TNF-α and MCP-1 both had a maximum increase of 18.4-fold and 5.8-fold, respectively, at 8 hours post-irradiation. |
Ismail et al., 2016 |
In vivo. Female Wistar rats underwent whole-body irradiation with 7 Gy of 137Cs gamma rays at a rate of 0.456 Gy/min. Levels of the antioxidants SOD, CAT, and GSH-Px were measured following irradiation, along with levels of the pro-inflammatory cytokines TNF-α, IL-1β, IL-6, and TGF- β1. |
Following irradiation, the activity of antioxidant enzymes significantly decreased following irradiation (19% for SOD, 33% for CAT, and 19% for GSH-Px). This increase in oxidative stress was accompanied by an increase in pro-inflammatory cytokine levels of 199%, 429%, 142%, and 147% for TNF-α, IL-1β, IL-6, and TGF- β1, respectively. |
Ismail et al., 2015 |
In vivo. Female Wistar rats underwent whole-body irradiation with 7 Gy of 137Cs gamma rays at a rate of 0.456 Gy/min. Levels of the antioxidants SOD, CAT, and GSH-Px were measured following irradiation, along with levels of the pro-inflammatory cytokines TNF-α, IL-1β, IL-6, and TGF- β1. |
Following irradiation, the activity of antioxidant enzymes significantly decreased following irradiation (~19% for SOD, ~34% for CAT, and ~16% for GSH-Px). This increase in oxidative stress was accompanied by an increase in pro-inflammatory cytokine levels of ~257%, ~150%, and ~160% for TNF-α, IL-6, and TGF- β1, respectively. |
Chen et al., 2019 |
In vivo. Male Sprague Dawley rats underwent 7 and 21 days of tail suspension to simulate microgravity conditions. Levels of H2O2 were measured to analyze microgravity oxidative stress. Levels of IL-6, IFN-γ, and TNF-α were measured to analyze associated changes to pro-inflammatory mediators. |
After 7 days of simulated microgravity, H2O2 levels increased by ~39-75% compared to the control depending on the region of tissue analyzed. After 21 days of simulated microgravity, expression of IL-6, IFN-γ, and TNF-α decreased by ~32-52%, ~39-40%, and ~24-42%, respectively. |
Time-scale
Time Concordance
Reference |
Experiment Description |
Result |
Philipp et al., 2020 |
In vitro. Human TICAE cells were irradiated with 0.25, 0.5, 2, and 10 Gy of 137Cs gamma rays at a rate of 400 mGy/min. Levels of the antioxidant SOD1 were measured along with the inflammatory marker ICAM1 at 4 hours, 24 hours, 48 hours, and 1 week post-irradiation to assess oxidative stress and pro-inflammatory mediators, respectively. |
TICAE cells that were irradiated with 10 Gy showed ~1.2-fold increases in SOD1 levels at 24 and 48 hours, a decrease of ~0.2-fold at 1 week, and no change at 4 hours. ICAM1 levels increased by ~1.2-fold at 4 hours, ~1.15 at 24 hours, ~1.1-fold at 48 hours, and ~1.4-fold at 1 week). |
Cho et al., 2017 |
In vivo. Male C57BL/6 mice were irradiated with fractionated doses of 40, 60, and 106.7 Gy of 137Cs gamma rays over the course of 4 weeks. Levels of superoxide anion were measured along with the protein expression of the pro-inflammatory mediators and MCP-1 at 4, 8, and 24 hours post-irradiation. |
ROS levels were significantly increased at 4, 8, and 24 hours. ROS generation was highest at 4 hours post-irradiation (6.3-fold increase compared to control) before decreasing by 59% from 4 hours to 8 hours (2.6-fold increase compared to control) and maintaining the same level at 24 hours (2.6-fold increase compared to control). Protein expression of TNF-α and MCP-1 both increased in a time-dependent manner from 0 hours to 8 hours before a significant reduction from 8 hours to 24 hours. Both pro-inflammatory mediators saw their first significant changes at 8 hours, but only TNF-α experienced another significant increase at 24 hours post-irradiation while MCP-1 did not. |
Known Feedforward/Feedback loops influencing this KER
Positive feedback loop: oxidative stress upregulates production of pro-inflammatory cytokines, which in turn upregulate ROS production. The macrophages that are recruited in an oxidative stress-induced inflammatory response can also produce ROS and activate the pro-inflammatory mediator, TGF-β (Venkatesulu et al., 2018). Another positive feedback loop is formed by ROS and NF-κB, as ROS activates NF-κB, resulting in expression of the genes, COX-2 and 5-LPO, which are responsible for ROS production (Ping et al., 2020).
Domain of Applicability
Most evidence defining the relationship is derived from mice or rat models. A small number of in vitro human studies were available. Males have been studied more often than females. The age of the models remained unspecified in several studies, while a few studies reported evidence from adult and adolescent models.
References
Abdel-Magied, N. and S. M. Shedid (2019), “Impact of zinc oxide nanoparticles on thioredoxin-interacting protein and asymmetric dimethylarginine as biochemical indicators of cardiovascular disorders in gamma-irradiated rats”, Environmental Toxicology, Vol. 35, John Wiley & Sons, Ltd., Hoboken, https://doi.org/10.1002/tox.22879.
Chen, B. et al. (2019), “The Impacts of Simulated Microgravity on Rat Brain Depended on Durations and Regions”, Biomedical and Environmental Sciences, Vol. 32/7, Elsevier, Amsterdam, https://doi.org/10.3967/bes2019.067.
Cho, H. J. et al. (2017), “Role of NADPH oxidase in radiation-induced pro-oxidative and pro-inflammatory pathways in mouse brain”, International Journal of Radiation Biology, Vol. 93/11, Informa, London, https://doi.org/10.1080/09553002.2017.1377360.
Ismail, A. F. M., F.S.M. Moawed and M. A. Mohamed (2015), “Protective mechanism of grape seed oil on carbon tetrachloride-induced brain damage in γ-irradiated rats”, Journal of Photochemistry and Photobiology B: Biology, Vol. 153, Elsevier, Amsterdam, https://doi.org/10.1016/j.jphotobiol.2015.10.005.
Ismail, A. F. M., A. A. M. Salem and M. M. T. Eassawy (2016), “Modulation of gamma-irradiation and carbon tetrachloride induced oxidative stress in the brain of female rats by flaxseed oil”, Journal of Photochemistry and Photobiology B: Biology, Vol. 161, Elsevier, Amsterdam, https://doi.org/10.1016/j.jphotobiol.2016.04.031.
Karam, H. M. and R. R. Radwan (2019), “Metformin modulates cardiac endothelial dysfunction, oxidative stress and inflammation in irradiated rats: A new perspective of an antidiabetic drug”, Clinical and Experimental Pharmacology and Physiology, Vol. 46/12, Wiley-Blackwell, Hoboken, https://doi.org/10.1111/1440-1681.13148.
Philipp, J. et al. (2020), “Radiation Response of Human Cardiac Endothelial Cells Reveals a Central Role of the cGAS-STING Pathway in the Development of Inflammation”, Proteomes, Multidisciplinary Digital Publishing Institute, Basel, https://doi.org/10.3390/proteomes8040030.
Ping, Z. et al. (2020), “Review Article Oxidative Stress in Radiation-Induced Cardiotoxicity”, Oxidative Medicine and Cellular Longevity, Vol. 2020, Hindawi, London, https://doi.org/10.1155/2020/3579143.
Ramadan, R. et al. (2021), “The role of connexin proteins and their channels in radiation-induced atherosclerosis”, Cellular and molecular life sciences: CMLS, Vol. 78/7, Springer, London, https://doi.org/10.1007/s00018-020-03716-3.
Slezak, J. et al. (2017), “Potential markers and metabolic processes involved in the mechanism of radiation-induced heart injury”, Canadian Journal of Physiology and Pharmacology, Vol. 95/10, Canadian Science Publishing, Ottawa, https://doi.org/10.1139/cjpp-2017-0121.
Slezak, J. et al. (2015), “Mechanisms of cardiac radiation injury and potential preventive approaches”, Canadian Journal of Physiology and Pharmacology, Vol. 93/9, Canadian Science Publishing, Ottawa, https://doi.org/10.1139/CJPP-2015-0006.
Sylvester, C. B. et al. (2018), “Radiation-induced Cardiovascular Disease: Mechanisms and importance of Linear energy Transfer”, Frontiers in Cardiovascular Medicine, Vol. 5, Frontiers Media SA, Lausanne, https://doi.org/10.3389/fcvm.2018.00005.
Venkatesulu, B. P. et al. (2018), “Radiation-Induced Endothelial Vascular Injury: A Review of Possible Mechanisms”, JACC: Basic to translational science, Vol. 3/4, Elsevier, Amsterdam, https://doi.org/10.1016/j.jacbts.2018.01.014.
Wang, H. et al. (2019a), “Radiation-induced heart disease: a review of classification, mechanism and prevention”, International Journal of Biological Sciences, Vol. 15/10, Ivyspring International Publisher, Sydney, https://doi.org/10.7150/ijbs.35460.
Wang, H. et al. (2019b), “Gamma Radiation-Induced Disruption of Cellular Junctions in HUVECs Is Mediated through Affecting MAPK/NF-κB Inflammatory Pathways”, Oxidative medicine and cellular longevity, Vol. 2019, Hindawi, London, https://doi.org/10.1155/2019/1486232.