Abstract
Background & Aims
Acute liver failure (ALF) is a condition with high mortality and morbidity, characterized by glutathione depletion, oxidative stress, and mitochondrial dysfunction. Ferroptosis may be involved in ALF. Indeed, emerging studies have shown that ferroptosis plays a significant role in ALF. However, the mechanism of ferroptosis in hepatocytes during ALF remains unknown.
Methods
Hepatic-specific transforming growth factor β receptor 1 knockout (TGFβr1Δhep-CKO) mice and nuclear factor erythroid 2-related factor 2 knockout (Nrf2-/-) mice were generated and subjected to ALF. Electron microscopy was used to detect mitochondrial and other cell substructure changes during ALF.
Results
In this study, we noticed that lipopolysaccharide (LPS)/D-galactosamine (D-GalN) induced caspases-mediated apoptosis as current research reported, we also found lipid peroxidation, reactive oxygen species accumulation, and glutathione, co-enzyme Q10 system inhibition mediated ferroptosis during LPS/D-GalN-induced ALF. Rescue studies have shown that ferrostatin-1 (Fer-1) and deferoxamine mesylate (DFOM), the inhibitor of ferroptosis, could alleviate LPS/D-GalN-induced ALF. In addition, we noticed that TGFβ1 was increased during ALF, while ALF was relieved in TGFβr1Δhep-CKO mice. We also noticed that liver TGFβr1 deficiency alleviated LPS/D-GalN-induced apoptosis and ferroptosis by affecting the phosphorylation of glycogen synthase kinase 3β and Nrf2, a key antioxidant factor, by up-regulating the levels of glutathione peroxidase 4 (GPX4), glutamine antiporter xCT (XCT), dihydroorotate dehydrogenase (DHODH), and ferroptosis suppressor protein 1 (FSP1), and down-regulating transferrin receptor (TFR), prostaglandin-endoperoxide synthase (Ptgs2), chaC glutathione specific gamma-glutamylcyclotransferase 1 (CHAC1), and cytochrome P450 reductase (POR) expression. The further supplemental experiment showed that ferroptosis was aggravated significantly in Nrf2-/- mice compared with its wild-type controls and reversed by ferrostatin-1.
Conclusions
This study shows that TGFβr1 plays a critical role in mediating LPS/D-GalN-induced ALF by promoting apoptosis and ferroptosis.
Keywords: ALF, TGFβr1, Nrf2, GSK3β, ROS, Apoptosis, Ferroptosis
Abbreviations used in this paper: AAV9, adeno-associated virus serotype 9; ALF, acute liver failure; ALT, alanine aminotransferase; AST, aspartate aminotransferase; APAP, acetaminophen; BAX, bcl-2 associated X; BCL2, b-cell lymphoma 2; CHAC1, ChaC glutathione specific gamma-glutamylcyclotransferase 1; CoQ10, coenzyme Q10; DFOM, deferoxamine mesylate; DHODH, dihydroorotate dehydrogenase (quinone); DMT1, divalent Metal Transporter 1; Fer-1, ferrostatin-1; FSP1, ferroptosis suppressor protein 1; GalN, galactosamine; GPX4, glutathione peroxidase 4; GSDMD, gasdermin D; GSH, glutathione; GSK3β, glycogen synthase kinase 3β; iNOS, inducible nitric oxide synthase; LPS, lipopolysaccharide; MDA, malondialdehyde; NC, negative control; Nfe2l2, NFE2 like bZIP transcription factor 2; NO, nitric oxide; Nrf2, nuclear factor erythroid 2-related factor 2; NT, Nitro-tyrosine; PBS, phosphate-buffered saline; POR, cytochrome P450 Reductase; Ptgs2, prostaglandin-endoperoxide synthase 2; PUFA, polyunsaturated fatty acid; RIP3, receptor-interacting protein 3; RNAi, RNA interference; ROS, reactive oxygen species; SOD, Superoxide dismutase; TFR, transferrin receptor; TGFβ1, transforming growth factor β1; TGFβr1, transforming growth factor β receptor 1; TGFβr1Δhep-cko, liver-specific transforming growth factor β receptor 1 knockout; TNFα, tumor necrosis factor α; TUNEL, terminal deoxynucleotidyl transferase–mediated deoxyuridine triphosphate nick-end labeling; WT, wild-type; XCT, Glutamine antiporter xCT; ZAVD-FMK, Z-VAD(OMe)-FMK; 4-HNE, 4-hydroxynonenal
Graphical abstract
Summary.
Apoptosis and ferroptosis contribute to lipopolysaccharide/D-galactosamine-induced acute liver failure, transforming growth factor β1 is increased significantly during acute liver failure, and liver-specific knockout of transforming growth factor β receptor 1 alleviates lipopolysaccharide/D-galactosamine-induced acute liver failure in mice through glycogen synthase kinase 3β–nuclear factor erythroid 2-related factor 2-mediated apoptosis and ferroptosis.
Acute liver failure (ALF) is a condition with high mortality and morbidity that results from severe impairment of liver function induced by drugs, toxins, or viruses.1 In western developed countries, the most common etiology is acetaminophen (APAP)-induced liver failure, in developing countries, the vast majority of cases are attributable to viral hepatitis (hepatitis A–E viruses).2 If not treated in time, mortality in ALF usually results from cerebral edema or multiorgan failure. Although great progress has been made in acknowledging the molecular mechanism of ALF at present, there is still a long way to go. Because liver transplantation may be the only way to cure this disease, there is an urgent need for new treatments. ALF induced by D-galactosamine (D-GalN) and lipopolysaccharide (LPS) is a well-established experimental model, which is widely applied to search for potential therapeutics.3 LPS is the main inflammatory bacterial component by triggering the activation of immune cells and initiating the inflammation response, while D-GalN is responsible for sensitizing to LPS lethality by inhibiting protein and RNA synthesis by depleting uridine triphosphate (UTP), primarily in the liver.4,5
ALF is interlinked with various factors such as oxidative stress, apoptosis, and inflammation. Reactive oxygen/nitrogen species and expression of death ligands in the process culminating in hepatocyte death are well documented and most of the current studies attribute hepatocyte death to apoptosis.6 Ferroptosis characterized by accumulation of reactive oxygen species (ROS) and iron accumulation, and the release of damage-associated molecular patterns, plays an important role in liver disease, including acute liver injury and liver fibrosis.7, 8, 9 The imbalance between excess production of ROS and the body's ability to neutralize or eliminate its harmful effects through antioxidants such as glutathione (GSH) and coenzyme Q10 (CoQ10) result in oxidative damage.10 Specifically, glutathione peroxidase 4 (GPX4) is a main regulator of the GSH antioxidant system and prevents ferroptosis by converting lipid hydroperoxides into nontoxic lipid alcohols.11 Ferroptosis suppressor protein 1 (FSP1) acts as an oxidoreductase that reduces ubiquinone to ubiquinol mainly on the plasma membrane while dihydroorotate dehydrogenase (DHODH) inhibits ferroptosis in the mitochondrial inner membrane by reducing ubiquinone to ubiquinol.12,13 However, how the ferroptosis reacts to ALF remains largely obscure. Former studies have described that malondialdehyde (MDA) levels are increased in LPS/D-GalN-induced acute liver injury.14 Other research has shown that ferroptosis is related to acetaminophen (APAP)-induced hepatocyte cell death, which indicates that ferroptosis plays a significant role in ALF and further research needs to be conducted.15 Nuclear factor E2-related factor 2 (Nrf2) is the major regulator of the cellular antioxidant response and participates in the regulation of ferroptosis. Certain studies have found that activation of Nrf2 attenuates LPS/D-GalN-induced acute liver injury and reduces ferroptosis.16 Glycogen synthase kinase 3β (GSK3β) is an indispensable regulator of the oxidative stress response. A multitude of evidence suggests that GSK3β regulation of Nrf2 is implicated in aging, acute liver injury, hepatotoxicity, and neurologic degeneration. In chronic hepatitis C, the expression of phosphorylated GSK3β correlated positively with Nrf2 expression and was associated inversely with the degree of liver injury, the inhibitory effect of GSK3β on Nrf2 is promoted with transforming growth factor β1 (TGFβ1).17 Nevertheless, very little was known about how TGFβ1 regulates GSK3β by affecting Nrf2 antioxidant response in ferroptosis-induced acute liver injury.
TGFβ, produced by many cell types, including nonparenchymal cells in the liver, similar to liver macrophages, plays important roles in the processes of ALF.18 TGFβ mediates their signaling via a specific complex of type I/type II receptor serine/threonine kinases and plays a significant role in cell proliferation, differentiation, migration, and cell death. Previous clinical research has shown that the expression of TGFβ1 is increased in ALF patients because TGFβ1 inhibits hepatic DNA synthesis and reduces liver regeneration.19,20 Another study also showed that inhibition of TGFβ receptor 1 (TGFβr1) improves mouse survival in APAP poisoning.21 Increases in circulating TGFβ1 level also have been described in patients with systemic inflammatory response syndrome (SIRS), an important syndrome of ALF.22 There is no evidence, however, indicating a pathogenic role of TGFβ1 in ALF. It is necessary to study the regulatory mechanism of TGFβ1 in ALF from a new perspective. Therefore, this study examined the regulatory effect of TGFβ1 on ferroptosis in ALF. We established LPS/D-GalN-induced ALF as an experimental model and found that ferroptosis was enhanced in LPS/D-GalN-induced ALF, while deletion of hepatic TGFβr1 relieved LPS/D-GalN-induced ALF by inhibiting apoptosis and ferroptosis through regulating GSK3β–Nrf2.
Results
ALF Resulted in Hepatocellular Apoptosis and Ferroptosis
We first established the LPS/D-GalN-induced ALF model by intraperitoneally injecting mice with LPS (20 μg/kg) 15 minutes before injection of D-GalN (700 mg/kg) and examined the survival rate and liver function. As shown in Figure 1A and B, liver tissues were harvested 6 hours after LPS/D-GalN injection because we found that mice began to die 5 hours after LPS/D-GalN injection, and the survival rate of mice dropped to approximately 0%–20% in 6 hours. The level of alanine aminotransferase (ALT) and aspartate aminotransferase (AST) of mice with LPS/D-GalN treatment was sharply increased compared with control mice (Figure 1C). Furthermore, H&E and terminal deoxynucleotidyl transferase-mediated deoxyuridine triphosphate nick-end labeling (TUNEL) staining of liver sections showed that extensive destruction of liver structure, diffuse hemorrhagic necrosis, and combined severe liver congestion and hepatocyte apoptosis were seen in the mouse liver with LPS/D-GalN treatment, compared with the observations in control mice (Figure 1D). With LPS/D-GalN injection, tumor necrosis factor α (TNFα) was activated as well as intrahepatic inflammatory cells such as macrophages and neutrophils. They were detected by TNFα, F4/80, and lymphocyte antigen 6 complexes, locus G (LY6G) immunohistochemistry, and were increased significantly, as compared with the results in control mice (Figures 1E and Figure 2A). As reported in previous studies,23 apoptosis plays an important role in LPS/D-GalN-induced ALF. We also detected the activation of caspase proteins such as caspase 8 and caspase 9, as well as the activation of the b-cell lymphoma 2 (BCL2)–BAX) system (Figure 2B and C).
Next, we detected the mitochondrial changes in the liver by electron microscopy and surprisingly found that mitochondria appeared smaller than the control group, with increased membrane density, which was the main feature of ferroptosis (Figure 1F). To further evaluate the role of ferroptosis induced by LPS/D-GalN, we assessed lipid peroxidation and iron metabolism. Because polyunsaturated fatty acids (PUFAs) are the main substrates of lipid peroxidation in the process of ferroptosis, cytochrome P450 reductase (POR) and prostaglandin-endoperoxide synthase 2 (Ptgs2), mediating the formation of PUFAs from PUFAs hydrolipid peroxy radical (OOH), plays a significant role in lipid peroxidation. With Western blot assay, we found the expression of POR and Ptgs2 were low in the control liver, although significantly increased after LPS/D-GalN administration (Figure 1I and L). MDA, a lipid peroxidation product, also was triggered significantly after the treatment of LPS/D-GalN (Figure 1G). The main anti-ferroptosis activity of the GSH system is related to GPX4 and glutamine antiporter xCT (XCT), and the expression of GPX4 and XCT was decreased after LPS/D-GalN treatment (Figure 1H). As another antioxidant, DHODH and FSP1 can mediate the production of CoQ10 to inhibit ferroptosis in a GSH-independent manner. The expression of DHODH and FSP1 were also inhibited after LPS/D-GalN treatment (Figure 1I). For iron metabolism, we mainly detected changes in Fe2+ levels and related proteins such as transferrin receptor (TFR) and divalent metal transporter 1 (DMT1).24 Compared with the control group, the plasma Fe2+ level (Figure 5C) was increased significantly, as well as the expression of TFR and DMT1 after LPS/D-GalN treatment (Figure 1H and L).
Taken together, these results suggest both apoptosis and ferroptosis occurred in LPS/D-GalN-induced ALF. In-depth exploration of the mechanism of ferroptosis in ALF may provide new ideas for clinical practice.
Inhibition of Apoptosis or Ferroptosis Attenuated LPS/D-GalN-Induced ALF
In the earlier-described experiments, we found that both apoptosis and ferroptosis occurred in ALF. Next, we respectively injected mice with apoptosis inhibitor ZAVD-FMK (10 mg/kg) and ferroptosis inhibitor ferrostatin-1 (Fer-1) (10 mg/kg) and deferoxamine mesylate (DFOM) (100 mg/kg) 1 hour before LPS/D-GalN administration to see if they could save mice from ALF. Both apoptosis and ferroptosis inhibitors could prolong the mice's survival rate (Figures 3A and 5A).
ZAVD-FMK is an irreversible pan-caspase inhibitor. In our research, compared with the LPS/D-GalN group, we found that the levels of ALT and AST were decreased with ZAVD-FMK treatment (Figure 3B). Sections of livers from the LPS/D-GalN group showed pathologic damage and numerous apoptotic hepatocytes while showing less hepatic congestion and fewer apoptotic hepatocytes (Figure 3C). The GSH and MDA assays of liver tissue homogenates showed that the LPS/D-GalN group showed a lower level of GSH and a high level of MDA, while the ZAVD-FMK+LPS/D-GalN group could increase the GSH level and reduce the MDA level (Figure 3D and E). Both caspases and BCL2-BAX were activated during LPS/D-GalN-induced ALF. Specifically, BCL2 was inhibited while caspase 9 (Aspartate 368,39 kDa, P39) and cleaved caspase 8 were increased, and there were no significant changes in the expression of caspase 8. With ZAVD-FMK treatment, the expression of BCL2 was increased while the expression of caspase 9 and cleaved caspase 8 was decreased (Figure 3F and G).
Fer-1, a potent inhibitor of ferroptosis, has been shown to suppress ferroptosis in cells and a mammalian model with acute liver injury in our previous research.7,8 The main mechanism by which Fer-1 inhibits ferroptosis is the inhibition of ROS accumulation caused by lipid peroxidation.25 Treatment with Fer-1 significantly suppressed the increase in the levels of ALT and AST of mice with LPS/D-GalN treatment (Figure 4B), consistent with H&E and TUNEL staining, Fer-1 attenuated liver congestion and reduced scattered hepatocyte death including apoptosis (Figure 4A). The level of MDA was reduced after treatment with Fer-1 (Figure 4C). Then we detected the expression of Ptgs2 and 4-hydroxynonenal (4-HNE) (the marker of lipid peroxidation) by immunochemical staining and found the levels of Ptgs2 and 4-HNE were decreased significantly with Fer-1 treatment (Figure 4H and I). GPX4, protecting cells against membrane lipid peroxidation and cell death, was detected by Western blot and immunofluorescence staining and rescued by Fer-1 treatment after LPS/D-GalN injection (Figure 4D and F). We also detected the expression of DMT1 and found that DMT1 was decreased significantly with Fer-1 treatment (Figure 4F).
DFOM is the mesylate salt of deferoxamine, which forms an iron complex and acts as a chelating agent, and used as a ferroptosis inhibitor. Similar to previous detection methods, DFOM could decrease the levels of ALT and AST and attenuated liver congestion, and reduced scattered hepatocyte death in LPS/D-GalN-induced ALF (Figure 5B and D). DFOM also could increase the level of GSH and decrease the level of MDA (Figure 5E and F). However, as TUNEL staining showed in Figure 5D, the difference was that DFOM did not reduce apoptosis of hepatocytes, which indicated that DFOM could not inhibit apoptosis. We also found that DFOM could decrease the level of Fe2+ (Figure 5C). Then, we tested the multiple proteins related to ferroptosis. ChaC glutathione specific gammaglutamylcyclotransferase 1 (CHAC1), POR, TFR, and Ptgs2 were largely up-regulated in the LPS/D-GalN group, while CHAC1 and TFR were down-regulated significantly in the DFOM+LPS/D-GalN group. There were no significant changes in POR and Ptgs2 between the LPS/D-GalN group and the DFOM+LPS/D-GalN group (Figure 5G-J). Moreover, DHODH, FSP1, XCT, and GPX4 were down-regulated in the LPS/D-GalN group while FSP1, GPX4, and XCT were up-regulated in the DFOM+LPS/D-GalN group, and DHODH showed no significant changes between them (Figure 5G-J).
In addition, we treated mice with ZVAD-FMK+Fer-1 to verify whether simultaneous inhibition of apoptosis and ferroptosis could relieve LPS/D-GalN-induced ALF. We recorded the survival rate and liver pathologic staining results of mice and found the simultaneous injection of ZVAD-FMK and Fer-1 could prolong the lifespan of mice compared with the LPS/D-GalN group (Figure 6A). Compared with the single-inhibitor group, H&E staining showed reduced cell swelling as well as diffuse intrahepatic hemorrhage and decreased hepatocyte death (Figure 6B).
In conclusion, we found that inhibition of apoptosis and ferroptosis could attenuate LPS/D-GalN-induced ALF by repressing caspase activation and inhibiting lipid peroxidation, improving the antioxidant capacity of the GSH/CoQ10 system and reducing iron accumulation.
ALF Induced by LPS/D-GalN Was Dependent on Macrophage-Derived TGFβ
In the earlier-described study, we found that the macrophages in the liver increased significantly after LPS/D-GalN treatment (Figure 1E). Macrophages are a known source of TGFβ ligands, particularly in the context of tissue injury.21 TGFβ was expressed both by nonparenchymal cells and hepatocytes, in our study, we found that TGFβ1 secreted by macrophages was largely increased with LPS/D-GalN injection (Figure 7A). TGFβr1, the downstream receptor of TGFβ1, was expressed by hepatocytes in addition to nonepithelial cells.21 Therefore, we detected the expression of TGFβr1 in liver tissues and found that the protein expression of TGFβr1 was increased in liver tissues with LPS/D-GalN injection, as compared with the results in control mice (Figure 7B and C).
To address the role of TGFβr1 in LPS/D-GalN-induced ALF, we used B6.129-Albtm1(CreERT2)Srcmo and TGFβ1flox/flox mice to construct tamoxifen-induced hepatic TGFβr1 deletion (TGFβr1Δhep-CKO) mice, control mice also were derived from the homozygous offspring of B6.129-Albtm1(CreERT2)Srcmo and TGFβ1flox/flox without tamoxifen induction, abbreviated to TGFβr1Δhep (Figure 7D). They were used to establish the LPS/D-GalN-induced ALF model. TGFβr1 expression was not observed in livers of TGFβr1Δhep-CKO mice (Figure 7E). TGFβr1Δhep-CKO mice turned out to be suppressed LPS/D-GalN-induced ALF as assessed by hepatic function parameters ALT and AST (Figure 7F). The histologic analysis also showed that liver congestion and reduced hepatocyte death were reduced in TGFβr1Δhep-CKO mice, compared with TGFβr1Δhep mice after LPS/D-GalN treatment (Figure 7G). Consistent with pathologic changes, the number of apoptotic cells also was decreased, while the number of proliferating cells was increased in TGFβr1Δhep-CKO mice after LPS/D-GalN treatment as assessed by TUNEL and Ki67 immunofluorescence staining (Figure 7H). These results suggest that deletion of hepatic TGFβr1 improved liver regeneration and inhibited hepatocyte apoptosis. Moreover, we detected the apoptosis-related proteins and found the expression of BCL2 was increased while the expression of cleaved caspase 8 was decreased in TGFβr1Δhep-CKO mice after LPS/D-GalN treatment (Figure 7I and J).
These findings suggest that the absence of liver TGFβr1 inhibited LPS/D-GalN-induced ALF by reducing hepatocyte apoptosis.
Deletion of Hepatic TGFβr1 Repressed ALF-Induced Ferroptosis and Reactive Nitrogen Species Accumulation
To characterize the role of TGFβr1 in ferroptosis, we evaluated the expression of several proteins involved in iron metabolism and lipid peroxidation in TGFβr1Δhep mice and TGFβr1Δhep-CKO mice co-injected with LPS/D-GalN. The expression of 4-HNE was reduced in TGFβr1Δhep-CKO mice, although it was increased in TGFβr1Δhep mice (Figure 8A and B). Then, we measured the level of lipid peroxidation in mice by MDA assay and found the level of MDA decreased in TGFβr1Δhep-CKO mice treated with LPS/D-GalN (Figure 8D). We also detected the expression of CHAC1 and POR in mouse liver and found that the expression of CHAC1 was decreased in TGFβr1Δhep-CKO mice treated with LPS/D-GalN. There were significant changes in POR expression between TGFβr1Δhep and TGFβr1Δhep-CKO mice (Figure 8I and J). These results indicate that TGFβr1 might play an important role in ferroptosis in regulating lipid peroxidation induced by LPS/D-GalN. Next, we detected an iron metabolism-related index. We found the level of Fe2+ was decreased in TGFβr1Δhep-CKO mice treated with LPS/D-GalN (Figure 8C). The expression of TFR protein also was decreased in TGFβr1Δhep-CKO mice (Figure 8G), which showed that TGFβr1 might play an important role in the process of iron metabolism.
Furthermore, we detected relevant indicators of antiferroptosis such as XCT/GPX4 and DHODH/FSP1. We found that the expression of both XCT and GPX4 protein were increased significantly in TGFβr1Δhep-CKO mice (Figure 8E and G). Consistently, the expression of DHODH and FSP1 also were increased in TGFβr1Δhep-CKO mice (Figure 8G and H). In addition, we detected the reactive nitrogen species accumulation between TGFβr1Δhep and TGFβr1Δhep-CKO mice injected with LPS/D-GalN. We first measured the nitric oxide (NO) level of liver homogenate and found the increased NO level was reduced in TGFβr1Δhep-CKO mice (Figure 9A). We also noticed the LPS/D-GalN-induced inducible nitric oxide synthase (iNOS) increase was reduced in TGFβr1Δhep-CKO mice. As shown in Figure 9B–G, in the LPS/D-GalN-treated group, both iNOS and nitro-tyrosine (NT) levels in TGFβr1Δhep-CKO mice were lower than in TGFβr1Δhep mice.
The earlier-described data showed that TGFβr1 expression was crucial for the extent of ferroptosis and reactive nitrogen species accumulation induced by ALF.
TGFβr1-Mediated LPS/D-GalN-Induced ALF Was Dependent on GSK3β–Nrf2 Signaling
The earlier-described research provided evidence that TGFβr1 played critical roles in LPS/D-GalN-induced ALF, but the link between them is still not clear. A previous study elaborated that TGFβ1 remarkably abrogated the inhibitory phosphorylation of GSK3β, potentially via activating protein phosphatase 1.17 Correspondingly, in our research, we performed double immunohistochemical staining of liver tissues with LPS/D-GalN treatment and found higher TGFβ1 (green) and GSK3β (red) levels after LPS/D-GalN treatment (Figure 10A and B). Interestingly, GSK3β is implicated in the hormonal control of several regulatory proteins including glycogen synthase. Under the electron microscope, we found that in mice with ALF, glycogen was reduced significantly compared with the control group (Figure 10C and D). During the period of ALF, a large amount of secreted TGFβ1 promoted the expression of GSK3β and decomposed a lot of glycogens in the liver, which is also the reason why patients with liver failure often have hypoglycemia, because the glycogen storage in the liver is reduced.
Recent evidence has suggested that GSK3β is an inhibitory upstream component that regulates Nrf2 phosphorylation and subcellular P-GSK3β, an anti-(phospho-Ser9)-GSK3β–specific antibody that identifies GSK3β in its Akt (known as protein kinase B)-phosphorylated inactive state.26 Consistently, in our research, we found that with LPS/D-GalN treatment, both p-GSK3β and Nrf2 were largely decreased in control mice, but rescued in TGFβr1Δhep-CKO mice (Figure 10E–I). In addition, we performed double immunohistochemical staining of liver tissues with LPS/D-GalN treatment and found higher Nrf2 (green) and p-GSK3β (red) levels in TGFβr1Δhep-CKO mice compared with TGFβr1Δhep mice (Figure 10J). We also noticed that the expressions of p-GSK3β and Nrf2 were reduced in TGFβr1Δhep mice while improved in TGFβr1Δhep-CKO mice after LPS/D-GalN co-injection. Considering that the increase in Nrf2 protein levels was correlated with the inactivation of GSK3β, we concluded that TGFβr1-mediated LPS/D-GalN-induced ALF was enhanced by promoting GSK3β to inhibit Nrf2 expression, thereby inhibiting the body's antioxidant system.
Ferroptosis Was Enhanced by LPS/D-GalN-Induced ALF in Nrf2-/-
Nrf2 is considered a master regulator of the antioxidant response because many of its downstream target genes are involved in preventing or correcting redox imbalances in the cell.27 To further assess the role of Nrf2 in LPS/D-GalN-induced ALF, we performed ALT/AST and H&E staining of liver tissues in wild-type (WT) mice and Nrf2-/- mice. Liver function and histologic examination showed more severe liver damage in Nrf2-/- mice (Figure 11A and B). Furthermore, the relative values of oxidative stress markers (MDA, superoxide dismutase (SOD), and 4-HNE) were assessed. The percentage of MDA was increased significantly, while the percentage of SOD levels decreased significantly after LPS/D-GalN treatment. Compared with WT mice, MDA was increased in Nrf2-/- mice (Figure 11C and D). Consistently, immunohistochemical staining showed 4-HNE was increased significantly in Nrf2-/- mice (Figure 11B), indicating that Nfr2 played an important role in the body’s antioxidant system. The expression of DMT1 was increased after LPS/D-GalN treatment and exacerbated in Nrf2-/- mice (Figure 11E). In addition, examination of lipid peroxidation–related proteins (Ptgs2, CHAC1, and POR) (Figure 11E and I) indicated that ferroptosis was significantly greater in Nrf2-/- mice than in WT mice because the expression of Ptgs2 was increased in Nrf2-/- mice, when compared to WT mice. However, there were no significant differences in the expression of CHAC1 and POR. We further detected the expression of antioxidant system-related proteins (GPX4, XCT, FSP1, and DHODH) and found that the expression of GPX4 and FSP1 was decreased in Nrf2-/- mice when compared to WT mice after LPS/D-GalN treatment (Figure 11G and H).
Subsequently, we conducted a rescue experiment on Nrf2-/- mice to further assess the relationship between Nrf2 and LPS/D-GalN-induced ferroptosis. With Fer-1 treatment, the levels of serum AST and ALT were decreased drastically in Nrf2-/- mice (Figure 12A). Histologic examination showed a normal liver structure and slight liver congestion in Nrf2-/- mice after Fer-1 treatment (Figure 12B). The percentage of MDA level was decreased while the percentage of SOD level was increased significantly in Nrf2-/- mice with Fer-1 injection (Figure 12C and D). The expression of 4-HNE, Ptgs2, and DMT1 proteins also was decreased significantly in Nrf2-/- mice after Fer-1 treatment (Figure 12F–I). At the same time, inflammatory cell infiltration in the liver also was reduced in Nrf2-/- mice with Fer-1 injection (Figure 12E).
Therefore, these results suggest that ferroptosis was more severe in Nrf2-/- mice compared with WT mice, and Fer-1 protected Nrf2-/- mice from ferroptosis induced by LPS/D-GalN.
Nrf2 Was Essential for the Hepatoprotective Effect of Hepatic TGFβr1 Knockout
The earlier-described experiments indicated that Nrf2 played an important role in LPS/D-GalN-induced ALF by inhibiting ferroptosis. To further confirm the protective effect of liver TGFβr1 knockout in LPS/D-GalN-induced ALF was owing to Nrf2, we constructed the adeno-associated virus serotype 9 (AAV9)-NFE2 like bZIP transcription factor 2(Nfe2l2)-RNA interference(RNAi) virus-carrying flanked by loxp (flox) tags to perform the following experiment. The AAV9-Nfe2l2-RNAi virus was injected through the tail vein, and the injection volume was 2 × 1011 vg (unit of virus titer) per mouse through pre-experimental testing. As shown in Figure 13, 7 days after being injected with tamoxifen to induce TGFβr1Δhep-CKO, these mice were respectively treated with AAV9-Nfe2l2-RNAi (Nrf2-RNAi) and negative control (NC) virus, by tail vein injection.
As the H&E and liver function tests show, after LPS/D-GalN treatment, mice in the Nrf2-AAV group showed more severe destruction of liver structure, diffuse hemorrhagic necrosis, and hepatocyte apoptosis than the NC group because there was spotted sheet cell death in the liver, as well as increased ALT and AST levels (Figure 13A and B). However, compared with the previous results in Nrf2-/- ALF mice (Figure 11), liver cell death was reduced, liver function ALT and AST was reduced in Nrf2-RNAi+TGFβr1Δhep-CKO mice, which indicated TGFβR1 has inhibitory effects on Nrf2 during ALF. Moreover, we found that the level of MDA was increased significantly in the Nrf2-RNAi+TGFβr1Δhep-CKO mice compared with the NC+TGFβr1Δhep-CKO group (Figure 13C). We also detected ferroptosis-related protein and found that DHODH, FSP1, GPX4, and XCT were decreased significantly while TFR was increased in the Nrf2-RNAi+TGFβr1Δhep-CKO mice compared with the NC+TGFβr1Δhep-CKO group. However, the expression of Ptgs2 and POR did not change significantly in the NC and Nrf2-RNAi groups (Figure 13D–G).
Taken together, combined with the results in Figure 11, we have reason to believe that TGFBr1 is involved in ferroptosis in the process of ALF by regulating the Nrf2-mediated antioxidant system. Nrf2 was especially essential for the protective effect of hepatic TGFβr1 knockout in ALF.
Discussion
ALF is a rare clinical disease with high morbidity and mortality, the most effective treatment at present is liver transplantation.28 Although hepatocyte cell death is considered to be the critical event in ALF, the underlying mechanism remains unclear. ALF is characterized by massive loss of parenchymal cells, including the release of cell contents, cell swelling, and inflammation, commonly used experimental models related to ALF are the APAP-based and LPS/D-GalN-based models. In APAP-induced ALF, APAP enters the body and is converted by cytochrome P450 enzymes to the toxic metabolite N-acetyl-p-benzoquinone, which immediately binds to GSH for detoxification. However, when APAP is overtaken, GSH is depleted by excess N-acetyl-p-benzoquinone and leads to oxidative stress and hepatocyte necrosis.29 Hepatocyte necrosis generally is considered to be the predominant type of cell death in APAP-induced ALF.30 However, there are also more and more studies showing that ferroptosis plays an important role in APAP-induced ALF.15,31, 32, 33 As Jaeschke et al34 said, if we are going down a rabbit hole, as ferroptosis occurs not only requires a large amount of lipid peroxide (LPO) but also requires complex processes such as accumulation of iron, peroxidation of PUFAs in cell membranes. Evidence that an APAP overdose causes ferroptosis cell death is still lacking. In LPS/D-GalN-induced ALF, pathophysiology begins with the binding of LPS to Toll-like receptor 4 on Kupffer cells, which triggers TNFα-induced apoptosis.23,35,36 Previous research has shown that inflammatory responses, oxidative stress, endoplasmic reticulum (ER) stress, and apoptosis mainly contributed to LPS/D-GalN-induced ALF.30,37, 38, 39, 40 However, Liu et al41 and Yang et al42 found that pyroptosis occurred in LPS/D-GalN-induced ALF through activating caspase 1 and inflammasome NLR family pyrin domain containing 3 (NLRP3). Studies also showed that ferroptosis took place in LPS/D-GalN-induced ALF by increasing lipid peroxidation with cyclooxygenase (COX) and lysyl oxidase (LOX) pathway up-regulation and inhibiting GSH synthesis.43, 44, 45, 46 Whether ferroptosis occurs during LPS/D-GalN-induced ALF is still controversial and more adequate and detailed experimental data are urgently needed. In our study, we provided evidence that ferroptosis existed in LPS/D-GalN-induced ALF from a more careful and comprehensive characterization of ferroptosis features. With electron microscopy, we found that mitochondria in the LPS/D-GalN group appeared smaller than in the control group, with increased membrane density. Because ferroptosis is characterized by the overwhelming, iron-dependent accumulation of lethal lipid ROS,9 we separately examined iron metabolism and lipid ROS. Excessive Fe2+ can cause a Fenton reaction, resulting in a large amount of ROS, and we found the expression of TFR and DMT1 were increased and the levels of Fe2+ also were increased during LPS/D-GalN-induced ALF. In addition, we also detected the related proteins of the GSH and CoQ10 antioxidant system and found that GPX4/XCT and FSP1/DHODH were decreased significantly during LPS/D-GalN-induced ALF. Furthermore, we detected lipid peroxidation-related proteins such as Ptgs2 and POR and found they were largely increased in LPS/D-GalN-induced ALF. Notably, in reverse validation experiments, we found that Fer-1 and DFOM could prolong the mouse survival rate and alleviate liver injury.
It is worth mentioning that during our experiments we found the level of NO was increased in the LPS/D-GalN group and decreased in the control group, similar results also appeared in the expression levels of iNOS and NT. A recent study47 showed that iNOS could induce a mixture of apoptosis, necroptosis, and pyroptosis, so we detected the expression of receptor-interacting protein kinase 3 (RIP3) and gasdermin D (GSDMD). Unfortunately, we found no significant changes in RIP3 and GSDMD (Figure 2D and E). At the same time, we also established an in vitro model of hepatocyte-L02 injury model by using LPS/D-GalN (LPS, 10 ng/mL; D-GalN, 1 mmol/L) according to former research.48 By using inhibitors such as Fer-1 (ferroptosis inhibitor), ZVAD-FMK (apoptosis inhibitor), and necrostatin-1 (Nec-1, RIP1 inhibitor), we found that Fer-1 and ZVAD-FMK could promote L02 proliferation after LPS/D-GalN treatment while Nec-1 could not (Figure 2F and G). In a previous study, apoptosis-related caspase proteins were activated such as caspase 3, but the activity of caspase 1 (interleukin 1β-converting enzyme)–like proteases did not change during LPS/D-GalN-induced ALF.23 In addition, another study also showed that nitroxide stress was involved in the process of ferroptosis.7 Combined with our experimental data, we believe that a large number of free radicals are generated during nitroxide stress to promote ferroptosis. However, there is no sufficient evidence to conclude that necrosis and pyroptosis occur in LPS/D-GalN-induced ALF. More in-depth research is needed.
Excessive ROS are produced in liver cells during ALF, which leads to oxidative stress. Upon oxidative stress, mammalian cells immediately will initiate a highly efficient cytoprotective machinery to protect cells against the harmful effects of ROS. The study also showed that in LPS/D-GalN-induced ALF, TNFα triggers early cell death and the recruited neutrophils generated ROS.49 Similarly, in our experiments we found that TNFα was increased, accompanied by the increase in the expression of LY6G, indicating that TNFα recruited neutrophils and generated excessive ROS in the early stage of ALF. The Nrf2 antioxidant response pathway, the primary cellular defense signaling against the cytotoxic effects of oxidative stress, is essential for ALF.50 Thus, GSK3β now is recognized as a central regulator of cellular events. Emerging research has confirmed that GSK3β is activated in the progression of ALF, and GSK3β inhibition can ameliorate hepatotoxicity in ALF mice.51,52 In the past few decades, the role of GSK3β in ALF has been attributed to the regulation of Nrf2 oxidative stress.53 GSK-3β functions as an inhibitor, both directly in the activation and indirectly in the postinduction of Nrf2.54,55 Consistently, in our study, we found that the expression of GSK3β was largely increased, which was consistent with the expression of TGFβr1, while Nrf2 was decreased significantly in LPS/D-GalN-induced ALF. Moreover, ferroptosis was exacerbated in Nrf2-/- mice with LPS/D-GalN treatment, the expression of DHODH, FSP1, GPX4, and XCT were decreased significantly while TFR was increased in the Nrf2-RNAi+TGFβr1Δhep-CKO mice compared with the NC group in LPS/D-GalN-induced ALF, indicating that GSK3β-Nrf2 plays an important role in regulating ferroptosis in ALF, and Nrf2 is essential for the protective effect of hepatic TGFβr1 knockout in ALF.
Mechanistically, deletion of hepatic TGFβr1 was found in the present study to be effective for alleviating ALF. Our finding was in agreement with previous studies, the plasma levels and hepatic messenger RNA expression of TGFβ1 were increased significantly in patients with fulminant hepatic failure.19,20,56 In another study conducted by Thomas et al,21 TGFβr1 inhibition reduced senescence and enhanced liver regeneration for treating APAP poisoning. Taken together, the current research indicates that TGFβ1 plays an important role in ALF and aggravates liver failure by inhibiting liver regeneration. In our research, however, deletion of hepatic TGFβr1 was found to be sufficient and essential for GSK3β–Nrf2 to exert an anti-oxidant response in ferroptosis induced by ALF. In a former study performed by Michaeloudes et al,57 TGFβ1 triggered intracellular ROS release in airway smooth muscle cells by up-regulation of nicotinamide adenine dinucleotide phosphate (NADPH) oxidase 4 and inhibited Nrf2-antioxidant response in cultured airway smooth muscle cells. In addition, with the presence of TGFβ1, the cytoprotective Nrf2 response was drastically impaired by GSK3β in hepatitis C virus.17 Consistent with the role of GSK3β in controlling the Nrf2 reaction, TGFβ1 may significantly abolish the inhibitory phosphorylation of GSK3β by activating protein phosphatase 1, because tautomycin, a specific inhibitor of protein phosphatase 1, has an inhibitory effect on TGFβ1. TGFβ1 has been confirmed to activate protein phosphatase 1,58 which is highly involved in the dephosphorylation of serine 9 residue GSK3β.59 Therefore, it is conceivable that TGFβ1 induces the dephosphorylation of GSK3β and reduces the inhibitory phosphorylation of GSK3β by activating protein phosphatase 1, thereby enhancing the activity of GSK3β, amplifying the phosphorylation of GSK3β substrates (such as Nrf2), and ultimately promoting nuclear exit and degradation of Nrf2 and diminishing the Nrf2 response.
Generally, our experimental results provide a new perspective to re-understand ALF. We provide laboratory evidence that ferroptosis is present in ALF and show that TGFβr1 plays an important role in LPS/D-GalN-induced ALF through GSK3β-Nrf2-mediated hepatocyte apoptosis and ferroptosis. However, our study does not address whether TGFβr1 or ferroptosis inhibitor is effective for acute liver injury and failure in human beings, and further human safety and efficacy studies are required. Moreover, there is no further in vitro experiment on the effect of TGFβr1 and ferroptosis on ALF.
Materials and Methods
Experimental Animals and Ethics Statement
Male C57BL/6 WT, Nrf2-/- (strain Nrf2tm1Ywk/J), B6.129-Albtm1(CreERT2)Srcmo, TGFβr1flox/flox (Jackson Laboratory, Bar Harbor, ME) mice between 9 and 12 weeks of age were genotyped, housed under specific pathogen-free conditions. Tamoxifen-induced, hepatic-specific conditional TGFβr1 knock-out mice were generated by TGFβr1flox/flox and B6.129-Albtm1(CreERT2)Srcmo mice. Tamoxifen (20 mg/mL) was administered via intraperitoneal injection once every 24 hours for a total of 5 consecutive days to induce hepatic-specific conditional TGFβr1 knock-out mice (TGFβr1Δhep-CKO).
The murine model of ALF was characterized previously. Adult male mice weighing 20–22 g were injected intraperitoneally with LPS (20 μg/kg, Escherichia coli, L2630; Sigma, Saint Louis, MO) in 100 μL saline 15 minutes before injection of D-GalN (700 mg/kg, G0500; Sigma, Saint Louis, MO) in 100 μL saline. Mice were killed 6 hours after LPS and D-GalN administration. ZVAD-FMK (S7023), DFOM (S5742), and Fer-1 (S7243) inhibitors were purchased from Selleck (Houston, TX). All the procedures used in the animal studies were approved by the National Institutional Animal Care and Ethical Committee of Southern Medical University. All the experimental methods performed in this study were by the approved guidelines.
Histologic Analysis
Liver tissues were fixed in 4% paraformaldehyde overnight at 4°C, dehydrated, soaked in xylene, and embedded in paraffin in sequence, and then sliced into 4-μm sections. Paraffin sections were dewaxed with xylene, dehydrated with different concentrations of ethanol, stained with H&E, dehydrated, cleared, sealed, and finally imaged under a light microscope (Eclipse Ni-U; Nikon, Tokyo, Japan).
Base Biochemical Parameters
Serum was acquired by centrifugation of blood samples at 3000 × g for 15 minutes, and AST and ALT activities were measured using an Alanine Aminotransferase Assay Kit (C009-2-1; Nanjing Jiancheng Bioengineering Institute, Nanjing, China) and an Aspartate Aminotransferase Assay Kit (C010-2-1; Nanjing Jiancheng Bioengineering Institute, Nanjing, China) according to the manufacturer’s instructions on a microplate reader at 510 nm.
Intracellular Antioxidant Capacity Evaluation
Liver SOD, GSH, and MDA levels were measured by a SOD assay kit (A001-3-2; Nanjing Jiancheng Bioengineering Institute), GSH assay kit (S0053; Beyotime, Shanghai, China), and a lipid peroxidation MDA assay Kit (S0131; Beyotime) following the manufacturer’s instructions. Absorbance values at 450 nm, 412 nm, and 535 nm were recorded separately, and SOD, GSH, and MDA levels were calculated from a standard curve.
Immunofluorescence Staining
Liver tissues were collected and routinely embedded in optimal cutting tissue. Frozen liver samples were sliced into 14-μm sections. For immunofluorescence staining, after being washed with phosphate-buffered saline (PBS) 3 times, the sections were penetrated with methanol at -20ºC for 10 minutes and sealed with 5% goat serum at room temperature for 1 hour. Finally, frozen liver sections were stained with CD68 (ab201340; Abcam, Cambridge, UK), CD11b (ab52478; Abcam), Ptgs2 (ab15191; Abcam), DMT1 (ab55812; Abcam), GPX4 (ab125066; Abcam), F4/80 (DF2789; Affinity, Jiangsu, China), TGFβ1 (ER31210; huabio, Hangzhou, China; 21898-1-AP; Proteintech), Ki67 (9129s; Cell Signaling Technology, Boston, MA), GSK3β (9832s; Cell Signaling Technology), P-GSK3β (5558p; Cell Signaling Technology), Nrf2 (16396-1; Proteintech, Chicago, IL), and iNOS (ab178945; Abcam) overnight at 4°C. After extensive washing, the frozen sections were incubated with the respective fluorescent secondary antibodies. Finally, the nucleus was stained with 4′,6-diamidino-2-phenylindole for 10 minutes.
Immunochemical Staining
For immunochemical staining, paraffin sections (4 μm) were first dewaxed in xylene I, II, and III, and then rehydrated in 100%, 95%, 90%, 80%, and 70% ethanol. Then, the samples were boiled in 1× sodium citrate, maintained at a boiling temperature for 10 minutes to repair antigen, and cooled to room temperature. Afterward, endogenous peroxidase enzyme was inactivated using 3% H2O2 in methanol for 10 minutes in the dark at room temperature. After blocking nonspecific binding with 5% goat serum at room temperature, the sections were stained with antibodies against F4/80, DMT1, Ptgs2, 4-HNE (MAB3249-SP; R&D, Minneapolis, MN), NT (9691S; Cell Signaling Technology), and TGFβr1 (ab31013; Abcam) overnight at 4°C. The next day, sections were incubated with the respective biotinylated secondary antibodies. Positive staining was visualized using diaminobenzidine (DAB). The reaction was stopped in ice water. Then, the samples were counterstained with hematoxylin, dehydrated, paraffinized, and finally mounted and sealed with neutral gum. The dyed sections were photographed with an optical microscope (Eclipse Ni-U; Nikon).
TUNEL Assay
The TUNEL reaction was used to detect hepatocyte apoptosis in liver tissue by using frozen sections and the In Situ Cell Death Detection Kit (Roche, Indianapolis, IN). The cryosections were immersed in 0.01% Triton X-100 (Sigma, Saint Louis, MO) diluted in PBS for 10 minutes, washed with PBS, incubated with a 1:10 TUNEL working solution in a dark environment at 37°C for 1 hour, and washed 3 times with PBS. Then, 4′,6-diamidino-2-phenylindole was used to stain nuclei in the dark at room temperature for 5 minutes, and the samples were washed 3 times with PBS. The dyed cryosections were photographed immediately with an optical microscope (Eclipse Ni-U; Nikon).
Western Blot Analysis
Liver tissues were sonicated in ice-cold radioimmunoprecipitation lysis buffer (Beyotime, Shanghai, China) containing a phosphatase inhibitor cocktail (Beyotime, Shanghai, China) and a protease inhibitor cocktail (Beyotime, Shanghai, China). Protein concentrations were determined by a quantitative bicinchoninic acid (BCA) assay. A total of 20–30 μg of protein was used for immunoblotting. Primary antibodies against GPX4 (1:5000, ab125066, Abcam), xCT (1:1000, ab37185; Abcam), Ptgs2 (1:1000, ab15191, Abcam), TFR (1:1000, ab84036; Abcam; 10084-2-AP; Proteintech), GSK3β, P-GSK3β, Nrf2, and iNOS (1:1000, ab178945; Abcam), Nrf2 (1:1000, 16396-1AP; Proteintech), TGFβr1 (1:1000, ab31013; Abcam), CHAC1 (1:1000, 15207-1-AP; Proteintech), DHODH (1:1000, 14877-1-AP; Proteintech), FSP1 (1:1000, 20886-1-AP; Proteintech), POR (1:1000, ab180597; Abcam), caspase 8 (1:1000, 4927S; Cell Signaling Technology), cleaved caspase 8 (1:1000, 8592S; Cell Signaling Technology), caspase 9 (1:1000, 9504S; Cell Signaling Technology), BCL2 (1:1000, sc-7382; Santa Cruz Biotechnology, Santa Cruz, CA), BAX (1:1000, sc-20067; Santa Cruz Biotechnology), RIP3 (1:1000, sc-374639; Santa Cruz Biotechnology), GSDMD (1:1000, ab209845; Abcam), β-actin (1:2000, T0022; Affinity), and glyceraldehyde-3-phosphate dehydrogenase (1:2000, 2118S; Cell Signaling Technology) were applied in the study.
Transmission Electron Microscopy
Liver tissues were fixed with 2.5% paraformaldehyde and 2.5% glutaraldehyde in Sorenson's phosphate buffer at pH 7.4. The liver tissues then were sectioned at 50 ∼ 60 nm, and sections were placed on copper mesh grids. The sections were stained with uranyl acetate and lead citrate for contrast and examined with a transmission electron microscope (Hitachi H-7500, Tokyo, Japan).
Genotyping Experiments
The genotyping method was performed according to the standard PCR protocols posted on Jackson Laboratory’s official website for JAX mice and Shanghai model organisms. The gene identification results of B6.129-Albtm1(CreERT2)Srcmo, TGFβr1flox/flox, and Nrf2-/- mice were validated and presented in Figure 14.
AAV Vector Generation and Delivery
AAV9-Nfe2l2-RNAi (105063-1) was designed, produced, and constructed by Shanghai Gene. The viral particle suspension was thawed, diluted with saline, and administered via tail vein injection at a dose of 2 × 1011 vg per mouse. In the Nrf2–RNAi group, TGFβr1Δhep-CKO mice were injected with AAV9-Nfe2l2-RNAi. The NC group with the same number of TGFβr1Δhep-CKO mice was injected with the AAV9 negative virus. The next experiment was performed 3 weeks after the virus injection.
Statistical Analysis
The numeric results are shown as the means ± SEM. All statistical analyses were performed with GraphPad Prism version 9.0 software (San Diego, CA) and SPSS 20.0. (Chicago, IL) One-way analysis of variance or an unpaired t test was used for statistical analysis, and the Dunnett T3 multiple comparisons test was used for the pairwise comparison of 3 or more samples. P values less than 0.05 were considered statistically significant.
Ethics Statement
This study did not include any human experiments. We certified that the use of all mice involved in this project, including the number of animals, species used, or procedures performed, were performed according to the provisions of the Animal Welfare Act, Public Health Service (PHS) Animal Welfare Policy, the principles of the National Institutes of Health Guide for the Care and Use of Laboratory Animals, and approved by the National Institutional Animal Care and Ethical Committee of Southern Medical University.
Acknowledgments
The authors thank Mr Zhitao Zhou and Ms Yanmeng Lu (Central Laboratory, Southern Medical University, Guangzhou, China) for their technical assistance.
CRediT Authorship Contributions
Lv Zhiping (Supervision: Lead)
Sha Huang (Conceptualization: Equal; Writing – original draft: Lead)
Yuhua Wang (Conceptualization: Equal)
Shunwen Xie (Methodology: Equal)
Yuqi Lai (Data curation: Equal)
Chan Mo (Formal analysis: Equal)
Ting Zeng (Software: Equal)
Shanshan Kuang (Validation: Equal)
Guanghui Deng (Validation: Equal)
Chuying Zhou (Writing – review & editing: Supporting)
Yuyao Chen (technical support: Supporting)
Shaohui Huang (Funding acquisition: Supporting)
Lei Gao (Conceptualization: Equal; Funding acquisition: Supporting; Investigation: Equal)
Zhiping Lv (Funding acquisition: Lead; Project administration: Lead)
Footnotes
Conflicts of interest The authors disclose no conflicts.
Funding This project was financially supported by the National Natural Science Foundation of China (82174168, 81774170, 82074131, 81603501, and 81673774), the Natural Science Foundation of Guangdong Province (2018B030306012, 2021A1515011667), the Scientific Research Initiative Program of Southern Medical University (CX2017N001), the Outstanding Youth Development Scheme project of Southern Medical University (G621299870), and the Shenzhen Guangming District health system research project (2020R01126).
Contributor Information
Sha Huang, Email: hstcm2018@163.com.
Guanghui Deng, Email: hshtcm@126.com.
Lei Gao, Email: raygaolei@smu.edu.cn.
Zhiping Lv, Email: lzp48241@126.com.
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