Abstract
Chronic alcohol consumption often induces hepatic steatosis but rarely causes severe inflammation in Kupffer cells (KCs) despite the increased hepatic influx of lipopolysaccharide (LPS), suggesting the presence of a veiled tolerance mechanism. In addition to LPS, the liver is affected by several gut-derived neurotransmitters through the portal blood, but the effects of catecholamines on KCs have not been clearly explored in alcohol-associated liver disease (ALD). Hence, we investigated the regulatory roles of catecholamine on inflammatory KCs under chronic alcohol exposure. We discovered that catecholamine levels were significantly elevated in the cecum, portal blood, and liver tissues of chronic ethanol-fed mice. Increased catecholamines induced mitochondrial translocation of cytochrome P450 2E1 in perivenous hepatocytes expressing the β2-adrenergic receptor (ADRB2), leading to the enhanced production of growth differentiation factor 15 (GDF15). Subsequently, GDF15 profoundly increased ADRB2 expression in adjacent inflammatory KCs to facilitate catecholamine/ADRB2-mediated apoptosis. Single-cell RNA sequencing of KCs confirmed the elevated expression of Adrb2 and apoptotic genes after chronic ethanol intake. Genetic ablation of Adrb2 or hepatic Gdf15 robustly decreased the number of apoptotic KCs near perivenous areas, exacerbating alcohol-associated inflammation. Consistently, we found that blood and stool catecholamine levels and perivenous GDF15 expression were increased in patients with early-stage ALD along with an increase in apoptotic KCs. Our findings reveal a novel protective mechanism against ALD, in which the catecholamine/GDF15 axis plays a critical role in KC apoptosis, and identify a unique neuro-metabo-immune axis between the gut and liver that elicits hepatoprotection against alcohol-mediated pathogenic challenges.
Similar content being viewed by others
Introduction
The liver is responsible for metabolizing a myriad of substances originating from the gut. Hence, it has presumably evolved to protect itself from catastrophic insults, including food toxins, pathogen- and damage-associated molecular patterns1, and gut/microbiome-derived neurotransmitters, such as serotonin2 and catecholamine3. To coordinate these complicated processes, liver function is orchestrated by delicate programs, including the autonomic nervous system4. Paradoxically, the liver appears to be functionally intact after transplantation without any surgical connection to nerves. Thus, it is assumed that the liver either receives neurologic signals from other organs or generates its own neurotransmitters. Recently, studies have reported increased levels of blood catecholamines, such as epinephrine (EPI) and norepinephrine (NE), and their involvement in sepsis, alcohol-associated liver disease (ALD) and nonalcoholic fatty liver disease (NAFLD) in mice and humans5,6,7. However, the beneficial effects of gut-derived catecholamine on hepatic homeostasis remain to be elucidated.
Kupffer cells (KCs) are known to express α- and β-adrenergic receptors (ADRAs and ADRBs, respectively). NE stimulates tumor necrosis factor (TNF)-α production through ADRA2 in sepsis6, whereas in vitro ADRB2 activation decreases TNF-α in KCs8. In addition, TNF-α-producing macrophages cause hepatic sympathetic neuropathy9, but gut-resident macrophages prevent neuronal loss by the ADRB2-mediated signaling pathway10. These studies suggest that tissue-resident macrophages may have different functions depending on the subtype of adrenergic receptor expressed. In ALD, lipopolysaccharide (LPS)/toll-like receptor 4 (TLR4)-mediated inflammatory activation of KCs further exacerbates ALD by producing TNF-α and interleukin (IL)-1β. However, activated KCs rarely induce alcohol-associated steatohepatitis (ASH)1, implying the existence of an undefined resistance mechanism against KC activation that possibly incorporates catecholamine and its receptors.
Growth differentiation factor 15 (GDF15), which is highly expressed in the adult liver, has multiple functions in lipid and energy metabolism, appetite control, and β-cell survival since it acts on at least two different receptors, namely, GDNF family receptor α-like (GFRAL)11 and transforming growth factor (TGF)-β receptor II12. GDF15 expression in perivenous hepatocytes (HEPs) coincides with the pattern of cytochrome P450 2E1 (CYP2E1)-mediated HEP injury by ethanol (EtOH) and carbon tetrachloride (CCl4)13. Moreover, EtOH- and CCl4-induced GDF15 reduces hepatic inflammation and fibrosis by suppressing proinflammatory cytokine production in KCs14. In adipose tissue and muscle, GDF15 protects against the onset of obesity and insulin resistance by increasing oxidative metabolism and lipid mobilization12. Thus, these findings suggested that catecholamine and GDF15 may restrain inflammatory KCs, but their effects and interactions have not been clearly investigated in ALD.
Here, we demonstrate that gut-derived catecholamine increases mitochondrial CYP2E1 (mtCYP2E1)-mediated oxidative stress and enhances EtOH-induced GDF15 production in perivenous HEPs through ADRB2 activation. The produced GDF15 increases ADRB2 expression in adjacent inflammatory KCs, resulting in catecholamine/ADBR2-dependent apoptosis. Our findings provide novel insights into neuro-metabo-immune regulation in maintaining hepatic homeostasis against alcohol-associated inflammation and injury.
Materials and methods
Mice
All animal experiments were approved by the Institutional Animal Care and Use Committee (Approval No. KA2018-18) of the Korea Advanced Institute of Science and Technology (KAIST, Republic of Korea). Mice were maintained on a standard 12-h light-dark cycle in a specific-pathogen-free facility at KAIST. Wild-type male mice aged 8 to 10 weeks with a C57BL/6J background were fed a Lieber-DeCarli ethanol diet (#710260, Dyets Inc.) containing isocaloric maltose-dextrin (Pair) or 5% EtOH for 2 to 8 weeks. C57BL/6J background Adrb1/2 double knockout (DKO) and Alb-Cre mice were purchased from Jackson Laboratories (Stock Nos. 003810 and 003574, respectively). C57BL/6N background Gdf15f/f and Cyp2e1f/f mice were purchased from the EMMA mouse repository (Stock Nos. EM10460 and EM06364, respectively). Flippase mice were provided by the Korea Research Institute of Bioscience and Biotechnology Laboratory Animal Resource Center (Stock No. PX00003369). In all experiments with genetically modified mice, littermates were used as controls. Body weight changes and diet intake were measured daily. For pharmacological inhibition of monoamine oxidases, mice were treated with selegiline (Sigma‒Aldrich; 10 mg kg−1 body weight, i.p., every other day) for the last 2 weeks of the experiments. All interventions were performed during the light cycle.
Human subjects
Human stool, serum, and liver tissues of patients with various stages of ALD were collected from Seoul Metropolitan Government Seoul National University Boramae Medical Center (Seoul, South Korea). All procedures were approved by the Institutional Review Board of Seoul Metropolitan Government Seoul National University Boramae Medical Center (IRB No. 16-2013-45), and informed consent was obtained from each patient. Patients who consumed an excessive amount of alcohol (>40 g day-1 for men and 20 g day-1 for women) were included, and those who had hepatitis B or C viral infection, autoimmune-related liver diseases, or cancer were excluded from this study. Serum and liver tissue samples were collected from a separate cohort and were divided into 4 subgroups (alcoholics without liver diseases, AWLD; alcohol-associated fatty liver, AFL; alcohol-associated steatohepatitis, ASH; alcohol-associated liver cirrhosis; ALC) based on histological characteristics. General information on the patients is shown in Supplementary Tables 1 and 3.
A total of 18 patient samples obtained from previous studies were involved in the analysis of stool samples15,16. Patients who used antibiotics, proton pump inhibitors, and immunosuppressive drugs and those with advanced fibrosis were excluded. Patients were divided into two subgroups depending on the severity of steatosis (no or mild steatosis and moderate steatosis) determined by histology. The characteristics of the patients in this cohort are summarized in Supplementary Table 2.
To isolate primary human hepatocytes or Kupffer cells, liver tissues were collected from a separate cohort of the Department of Surgery, Chungnam National University Hospital (Daejeon, South Korea) (Supplementary Table 3). Fresh liver tissues were obtained from the nontumorous regions of hepatitis B virus-related hepatocellular carcinoma patients who did not consume alcohol and were perfused with collagenase. The Institutional Review Board of Chungnam National University Hospital (IRB No. 2016-03-020-030) approved the use of liver tissues for research purposes, and informed consent was obtained from the patient.
In situ closed liver perfusion
In situ closed liver perfusion was conducted with wild-type and ADRB1/2 double KO mice as previously described17. Briefly, the portal vein was cannulated, and the infrahepatic inferior vena cava (IVC) was cut. Prewarmed saline was circulated for 5 min to wash out the blood, and the infrahepatic IVC was clamped. The chest was opened, and the right atrium of the heart was cannulated with another catheter to approach the suprahepatic IVC. After that, a 1-ml syringe body was connected to the catheter of the suprahepatic IVC as a reservoir. Finally, closed circulation was established and maintained for up to 2 h. Low-glucose DMEM (#LM001-11, Welgene) containing vehicle, KT5720 (1 μM), lipopolysaccharide (100 ng ml−1), clenbuterol (1 μM), or ethanol (50 mM) was used as the experimental media.
Single-cell RNA sequencing of isolated Kupffer cells
WT mice were fed the Pair (n = 1) or ethanol (n = 2) diet for 8 weeks, and the liver was digested by two-step collagenase perfusion. The hepatocyte fraction was removed by centrifugation at 50 × g for 5 min. After that, liver immune cells were purified with 40% Percoll gradient solution by centrifugation at 650 × g for 10 min. Supernatants were carefully removed, and the pellets were resuspended with BSA buffer solution (0.5% BSA and 0.05% sodium azide in Dulbecco’s PBS). After incubation with anti-mouse CD16/CD32 (mouse Fc blocker) (BD Biosciences) and the LIVE/DEAD™ fixable Aqua dead cell stain kit for 405 nm excitation (Thermo Fisher Scientific), cells were stained with anti-mouse PE-Cy7-conjugated CD45 (clone 30-F11) and FITC-conjugated F4/80 (clone BM8) (Thermo Fisher Scientific), APC-conjugated Ly-6G (clone 1A8), Alexa Fluor® 647-conjugated Siglec-F, APC-Cy7-conjugated CD11b (clone M1/70) and PE-conjugated CD146 (clone ME-9F1) (BD Biosciences), and Kupffer cells (DAPI-CD45+CD146-SiglecF-Ly6G-F4/80hiCD11b+) were sorted by fluorescence-activated cell sorting (FACS). For Pair-fed mice, 55,075 Kupffer cells were sorted, and for EtOH-fed mice, 97,403 and 90,263 Kupffer cells were sorted, respectively. The cell viability and density were determined in a Countess® II automated cell counter (Thermo Fisher Scientific), and the viability and density of sorted cells were >80% and 800 to 1000 cells/µL, respectively. In a 10X Genomics Chromium Controller, cells were loaded in each channel with a target output of 7500 or 10,000 cells per sample and then coupled to beads. cDNA libraries were constructed following the 10X Genomics Protocol using v3 chemistry and sequenced to a median depth of approximately 60,000 reads per cell using an Illumina HiSeq X. The raw fastq files are publicly available under accession number PRJNA786951.
Filtering and clustering of single-cell RNA sequencing data
The obtained fastq files were processed using cellranger count (CellRanger 3.1.0, 10X Genomics) with a mouse reference genome (refdata-cellranger-mm10-3.0.0, provided by the Cellranger website). The resulting count matrices were analyzed by the scanpy package (v.1.4.5). For each dataset, we filtered low-quality cells with less than 1000 UMI counts, less than 500 or more than 7000 detected genes, and more than 50% mitochondrial read percentage. After filtering, the data in each cell were normalized to log(CPM/100+1), and highly variable genes were identified. After scaling the expression levels of these genes, PCA was performed in variable gene space. Neighborhood graph building, clustering, and UMAP projection were performed following the standard scanpy workflow.
Statistical analysis
Prism version 8.0 (GraphPad Software) was used to perform statistical analyses, and the data are shown as the mean ± SEM. The researchers were not completely blinded to the animal experiments but were blinded to the human data analyses. Correlative analyses were performed by linear regression with r square and p values. For the evaluation of statistical significance between two groups, the unpaired Student’s t test was used, and one-way analysis of variance (ANOVA) with Tukey’s or Dunnett’s test for multiple comparisons was used for more than two groups. For next-generation sequencing data, an adjusted p value was used. A p value <0.05 was considered statistically significant.
Additional methods
Detailed procedures for additional experiments are available in the Supplementary Materials and Methods.
Results
Hepatic catecholamine and ADRB2 expression levels are increased in EtOH-fed mice
Catecholamine has been reported to be substantially produced by the gut microbiota3. To examine the delivery of gut-derived catecholamine to the liver, we measured the level of catecholamines in a chronic EtOH mouse model18, which induces mild elevation of serum alanine aminotransferase (ALT), aspartate aminotransferase (AST), triglyceride (TG), and total cholesterol (TC) levels (Fig. 1a and Supplementary Fig. 1a). At sacrifice, the concentrations of EPI and NE in the cecum, portal blood, and liver tissues were notably higher in the EtOH-fed mice (Fig. 1b–d). However, chronic EtOH consumption did not seem to affect catecholamine production in the brain and the liver (Supplementary Fig. 1b). Interestingly, cecal and hepatic catecholamine levels were negatively correlated with serum ALT levels in EtOH-fed mice (Fig. 1e). These results may indicate that increased catecholamine originates from the gut in a similar way to other neurotransmitters2,19 and may have a protective role against alcohol-associated liver injury (ALI).
Next, we investigated the fate of hepatic catecholamine. When we reanalyzed the single-cell RNA sequencing (scRNA-seq) of normal mouse HEPs20, the expression of genes encoding adrenergic receptors (Adra1, Adrb2, and Adrb3) and a degrading enzyme (Maoa) was typically enriched in the perivenous HEPs, whereas Adra2b and Maob were mainly expressed in the periportal HEPs (Fig. 1f), implying zonation-dependent responses of HEPs to catecholamine from the portal circulation. Upon chronic EtOH consumption, significant elevations in the Maoa, Maob, and Adrb2 mRNA and protein levels were observed in the EtOH-fed mice (Fig. 1g, h). In immunostaining, monoamine oxidase B (MAOB) was observed only in the periportal HEPs, while increased MAOA and ADRB2 were observed in the perivenous HEPs of the EtOH-fed livers (Fig. 1i). These results indicate that gut-derived catecholamine may affect perivenous HEPs through ADRB2 (Fig. 1f, i and Supplementary Fig. 1c). Interestingly, inhibition of MAO by selegiline elevated blood catecholamine levels along with increased hepatic Adrb1-3 and Gdf15 levels and ameliorated ALD (Supplementary Fig. 1d–h), indicating the hepatoprotective effects of catecholamine through ADRB. Of note, Maoa and Maob levels were only increased in HEPs, but Adrb2 levels were increased in both HEPs and KCs (Supplementary Fig. 1i). These findings suggest that gut-derived catecholamine might stimulate the expression and activation of hepatic MAOA and ADBR2, especially in the perivenous area. The illustration in Fig. 1f was created with BioRender.com.
Hepatic ADRB2 stimulation augments EtOH-induced GDF15 production by mtCYP2E1-mediated oxidative stress
The expression of nuclear factor erythroid 2–related factor 2 (Nrf2), a master regulator of oxidative stress, and its target genes was enhanced in perivenous HEPs by EtOH (Supplementary Fig. 2a)18. We reanalyzed the chromatin immunoprecipitation sequencing (ChIP-seq) data21 and found that Nrf2 binding was enriched within the transcription start sites of Gdf15, Adrb2, and antioxidant-related genes but not within Adrb1 and Adrb3 under 2,3,7,8-tetrachlorodibenzo-p-dioxin-induced hepatic oxidative stress (Supplementary Fig. 2b). In line with these results, GDF15 levels were significantly increased in the serum and HEPs of EtOH-fed mice compared to those of the Pair-fed mice (Fig. 2a and Supplementary Fig. 2c). Furthermore, an increase in serum GDF15 levels by EtOH positively correlated with cecal catecholamine and hepatic Adrb2 levels (Fig. 2b–d), suggesting the involvement of catecholamine-mediated GDF15 production and Nrf2-mediated ADRB2 expression in HEPs. Accordingly, the increased expression of CYP2E1 and GDF15 was colocalized in perivenous HEPs (Fig. 2e). We also showed a gradual increase in the hepatic levels of CYP2E1, GDF15, ADRB2, and its downstream molecule, protein kinase A (PKA)-Cα, over the course of EtOH consumption in mice (Supplementary Fig. 2d). Interestingly, we found that the hepatic CYP2E1 level was much higher in the mitochondria than in the cytosol fractions after in vivo and in vitro EtOH exposure, and treatment with the ADRB2-specific agonist clenbuterol (CBL) further enriched the EtOH-induced mtCYP2E1 level in vitro (Fig. 2f, g). These results strongly indicated that enhanced mtCYP2E1-mediated mitochondrial oxidative stress may augment GDF15 production. Indeed, CBL-mediated ADRB2 stimulation increased PKA-Cα, which regulates the transfer of CYP2E1 into mitochondria22, mitochondrial oxidative stress, and GDF15 levels in EtOH-treated HEPs (Fig. 2g–i). However, CBL treatment alone did not induce GDF15 expression in EtOH-free conditions (Supplementary Fig. 2e). In contrast, pretreatment with either a CYP2E1 inhibitor (allyl sulfide; AS) or an antioxidant (N-acetyl-L-cysteine; NAC) was sufficient to abolish EtOH-induced Gdf15 expression in HEPs (Fig. 2i and Supplementary Fig. 2f, g). These findings suggest that EtOH-induced GDF15 production may be provoked by ADRB2/mtCYP2E1 signaling in perivenous HEPs.
GDF15 limits alcohol-associated inflammation by inducing apoptosis of perivenous KCs
Based on the above data and previous reports on the protective role of GDF1514, we speculated that genetic ablation of HEP-derived GDF15 (GDF15Albcre) might accelerate ALI. To test this hypothesis, mice fed a chronic low-dose EtOH diet (i.e., 5%) for 8 weeks were used as a mild alcohol-associated fatty liver (AFL) experimental model18. At sacrifice, serum ALT, AST, and hepatic TG contents were much higher but serum GDF15 levels were significantly lower in GDF15Albcre than those in GDF15f/f mice, while dietary intakes, body weight, and the levels of portal catecholamine, serum TG, and TC were similar between the two groups (Fig. 3a, b and Supplementary Fig. 3a–c). Additionally, we stained the liver tissues of EtOH-fed GDF15f/f and GDF15Albcre mice with CYP2E1 and CLEC4F (a specific marker for KCs)23 to elucidate the effects of HEP-specific GDF15 KO on KCs. Interestingly, KCs notably disappeared in the CYP2E1+ perivenous area of GDF15f/f but not GDF15Albcre livers, and flow cytometry analyses revealed diminished apoptotic KCs in GDF15Albcre compared to GDF15f/f mice (Fig. 3c, d). A previous study suggested that chronic EtOH consumption promotes inflammatory activation of KCs that includes elevated expression levels of Il1b, Tnf, and Ccl224. Therefore, decreased apoptosis of Ccl2-expressing inflammatory KCs in GDF15Albcre mice resulted in an increased hepatic frequency of F4/80lowCD11b+ macrophages, whereas the Ly6G+CD11b+ neutrophil frequency was similar to that of the control mice (Fig. 3e, f and Supplementary Fig. 3d). These results imply that GDF15 may mediate KC apoptosis to alleviate alcohol-associated inflammation.
Thus, we sought to identify the GDF15-mediated apoptotic mechanism of KCs. In qRT‒PCR analyses, the expression of genes related to proapoptosis and pro-inflammation was decreased and increased, respectively, in the KCs of GDF15Albcre mice compared with those of GDF15f/f mice (Fig. 3f). The expression levels of Tgfbr2, a putative peripheral GDF15 receptor12, as well as Adrb2, Prkar1a, and Prkacb were markedly decreased in GDF15Albcre mice (Fig. 3f), suggesting that GDF15 may mediate KC apoptosis through the ADRB/PKA pathway. Although Gfral expression was not observed, Tgfbr2 levels were time-dependently increased in LPS-sensitized KCs (Supplementary Fig. 3e). We also observed that the predominant expression of Adrb2, compared to Adrb1 and Adra2, was markedly increased by GDF15 treatment (Fig. 3g and Supplementary Fig. 3f). Intriguingly, GDF15 alone did not induce the apoptosis of LPS-sensitized KCs, but further stimulation of ADRB2 with CBL increased the protein levels of PKA-Cα, cleaved-caspase 9, and cleaved-caspase 3 but decreased Bcl-2 levels, leading to KC apoptosis, and this effect was markedly suppressed by pretreatment with the specific PKA inhibitor KT5720 (Fig. 3h and Supplementary Fig. 3g). These observations led us to further investigate whether GDF15-mediated ADRB2 induction induces activated KC apoptosis following chronic alcohol consumption.
scRNA-seq analysis identifies apoptotic KCs with increased Adrb2 expression after chronic EtOH intake
To investigate the alcohol-mediated transcriptional changes in KCs, we employed scRNA-seq using freshly isolated F4/80highCD11b+ KCs from Pair- and EtOH-fed mice by the 10x Genomics Chromium platform (Fig. 4a and Supplementary Fig. 4a). EtOH-mediated characteristic changes generated three clusters: EtOH (Cluster 1), mixed (Cluster 2), and pair (Cluster 3) (Fig. 4a). KCs in Cluster 1 had high mitochondrial gene frequencies but low gene counts per cell, indicating highly stressed or apoptotic KCs (Fig. 4b). In contrast, apoptosis was not induced in infiltrated F4/80lowCD11b+ macrophages (Supplementary Fig. 4b). Utilizing the different genes expressed in KCs (Clec4f, Vsig4, and Timd4) and infiltrated macrophages (Ccr2, Cx3cr1, and Itgam)23, we annotated all analyzed cells as KCs (Fig. 4c). In addition, by flow cytometry analysis, we confirmed that almost all F4/80hiCD11b+ KCs were TIM4+CLEC2+ embryonic-derived KCs in both Pair- and EtOH-fed mice (Supplementary Fig. 4c). We specifically confirmed elevated expression of Adrb2 and PKA-related genes in Cluster 1 relative to Cluster 3; however, all KCs rarely expressed Adra1, Adra2, and Adrb3 (Fig. 4c, d and Supplementary Fig. 4d). Additionally, the expression of genes associated with proapoptosis, ER stress, and inflammation was higher in Cluster 1 KCs than in the other clusters (Fig. 4d). However, in scRNA-seq of hepatic macrophages of mice with NAFLD23, Adrb2 expression in KCs was suppressed, indicating the EtOH-specific nature of ADRB2-mediated KC apoptosis (Supplementary Fig. 4e). Regarding GDF15 receptors, Cluster 1 KCs expressed higher levels of TGF-β receptors (Acvrl1, Tgfbr1, and Tgfbr2) than Cluster 3 KCs, but none of the KCs expressed Gfral (Fig. 4d and Supplementary Fig. 4d).
In addition, we observed that genes related to the negative regulation of cell growth or proliferation, regulation of the extrinsic apoptotic signaling pathway, and cellular responses to unfolded proteins were significantly enriched in Cluster 1 KCs (Fig. 4e). Finally, we confirmed increased KC apoptosis upon chronic EtOH exposure by an increase in Annexin V levels, and these apoptotic KCs were observed in the perivenous area (Fig. 4f). These data indicated that KCs underwent ADRB2/PKA-mediated apoptosis in AFL.
In situ activation of ADRB2 stimulates PKA-dependent apoptosis of KCs in the perivenous area
To further confirm our findings, WT and ADRB1/2 double knockout (DKO) mice were subjected to in situ closed liver perfusion with media containing LPS, CBL, and EtOH (LCE) (Fig. 5a). The in situ circulation of LCE might mimic the specific microenvironment in the context of in vivo chronic EtOH consumption, where LPS, catecholamines, and EtOH are delivered to the liver through the portal vein1. In a separate experiment, WT mice were perfused with LCE and KT5720, a specific PKA inhibitor. LCE treatment notably increased GDF15 levels in the medium in WT mice, which was reversed in ADRB1/2 DKO mice with much higher concentrations of ALT, AST, and lactate dehydrogenase (LDH) than those in WT mice (Supplementary Fig. 5a–d). Additionally, apoptosis of KCs was induced by LCE circulation in WT mice but prevented in ADRB1/2 DKO or KT5720-treated mice, where many of the CLEC4F+ KCs still resided in the perivenous area (Fig. 5b–e). These results reconfirmed the detrimental effects of the residing KCs on HEPs in GDF15Albcre mice. Consistent with the above findings, the protein levels of hepatic PKA-Cα, GDF15, and mtCYP2E1 and the gene expression levels related to ADRB/PKA signaling and proapoptosis in KCs were upregulated by LCE in WT mice but were downregulated in ADRB1/2 DKO and KT5720-treated mice with increased expression of antiapoptotic genes (Fig. 5f–i). Accordingly, the expression levels of Tnf and Il1b were augmented in both liver tissues and isolated KCs of ADRB1/2 DKO and KT5720-treated mice compared to those of WT mice after LCE circulation (Fig. 5j, k), indicating the contribution of the surviving perivenous KCs to the hepatic inflammatory burden.
Genetic inhibition of CYP2E1 and ADRB increases perivenous KC survival and ALI
We showed that catecholamine/PKA-mediated translocation of CYP2E1 into mitochondria increases oxidative stress through alcohol metabolism, leading to GDF15 production in perivenous hepatocytes. In turn, GDF15 induces ADRB2 expression and promotes catecholamine-mediated apoptosis of neighboring inflammatory KCs through cleavage of caspase 9 and caspase 3 (Fig. 6a)25. Based on the above findings, we further investigated whether genetic inhibition of CYP2E1 and ADRB1/2 aggravates ALI using mice with either heterozygous KO of hepatic CYP2E1 (+/-) or whole-body ADRB1/2 DKO (−/−) (Fig. 6a). Although there were no changes in the portal catecholamine levels (Fig. 6b), both heterozygous hepatic CYP2E1 KO and whole-body ADRB1/2 DKO mice showed decreased GDF15 and increased ALT and AST levels in serum compared to their controls (Fig. 6c), suggesting the protective roles of CYP2E1 and ADRB1/2 against ALI through GDF15 production. There were no significant differences in body weight, dietary intake, or serum levels of TG and TC between KO mice and their corresponding controls (Supplementary Fig. 6a–c). Moreover, the genetic depletion of ADRB1/2 decreased hepatic ADRB2 and PKA-Cα levels, which in turn reduced mtCYP2E1 and GDF15 expression (Fig. 6d). Heterozygous hepatic CYP2E1 KO also diminished mtCYP2E1 and GDF15 levels but did not affect hepatic ADRB2 and PKC-Cα levels (Fig. 6d). Although the hepatic Cyp2e1 and Adrb2 levels were partially or markedly reduced in the heterozygous CYP2E1 KO or ADRB1/2 DKO mice, respectively, hepatic levels of Gdf15 were significantly decreased in both KO groups compared to their corresponding controls (Fig. 6e).
In line with this, more CLEC4F+ KCs were observed in the CYP2E1+ perivenous areas in heterozygous hepatic CYP2E1 KO and ADRB1/2 DKO mice than in their controls, leading to enhanced fat accumulation in the liver without affecting hepatic lipolysis (Fig. 6f and Supplementary Fig. 6d, e)26. The frequencies of Ly6G+CD11b+ neutrophils and F4/80lowCD11b+ macrophages, as well as inflammatory F4/80lowCD11b+Ly6Chi macrophages, were increased in heterozygous CYP2E1 KO and ADRB1/2 DKO mice with elevated hepatic Ccl2 expression (Fig. 6g, h and Supplementary Fig. 6e, f). These data corroborated the protective potential of the catecholamine/GDF15/ADRB2 axis via the induction of perivenous KC apoptosis in ALI.
The catecholamine/GDF15/ADRB2 axis is enhanced in patients with early-stage ALD
Prompted by the findings in mice, we compared the serum catecholamine and GDF15 levels in patients with ALD. Serum concentrations of EPI, NE, and GDF15 were significantly increased in all alcoholic patients compared to healthy controls (Fig. 7a; Supplementary Table 1). In comparison among the patient groups, the EPI, NE, and GDF15 levels were much higher in alcoholics without liver disease (AWLD) than in those with AFL and ASH (Fig. 7a). Serum GDF15 levels positively correlated with serum EPI or NE in patients (Fig. 7b). In addition, in patients with ALD, stool EPI and NE levels were slightly higher in patients who had no or mild steatosis than in those with moderate steatosis (Fig. 7c; Supplementary Table 2). These findings suggested that decreased levels of catecholamine in blood and stool might be related to the progression of ALD in patients.
Accordingly, the protein and mRNA expression levels of ADRB2, PKA-Cα, GDF15, MAOA, and MAOB were increased in the liver tissues of patients with AWLD compared to healthy controls, but their levels were attenuated in patients with AFL and were closely correlated with catecholamine levels (Fig. 7d, e; Supplementary Table 3). Consistently, the combinatorial treatment of EtOH and CBL markedly promoted ADRB2, PKA-Cα, and GDF15 levels in human HEPs and GDF15 levels in the medium (Fig. 7f, g; Supplementary Table 3). Based on the enriched expression of CYP2E1, ADRB2, and GDF15 in the perivenous HEPs (Supplementary Fig. 7a)27, we examined their expression in the liver tissues of AFL patients. In contrast to the expression of MAOB in gradients along the porto-central axis, the expression of MAOA, ADRB2, CYP2E1, and GDF15 was expanded from perivenous toward periportal HEPs in AFL patients (Fig. 7h). In parallel with the aforementioned results in mice, increased expression of ADRB2 and GDF15 was further enhanced by CBL in human HEPs, indicating the regulation of these genes by Nrf2 through CYP2E1-mediated oxidative stress as previously described (Supplementary Fig. 7b–d; Supplementary Table 3)28. However, GDF15 expression was not induced by EtOH or CBL treatment in the Hep3B and HepG2 cell lines (Supplementary Fig. 7e), which may be due to the severely diminished CYP2E1 expression in these cell lines29. Consequently, CD68+ KCs were significantly decreased in the perivenous area in AFL patients compared to healthy controls (Fig. 7h, i), which might correlate with the ADRB2 activation-mediated apoptosis of LPS/GDF15-stimulated human KCs in vitro (Fig. 7j, k and Supplementary Fig. 7f; Supplementary Table 3).
Strikingly, in contrast to the findings of patients with AFL, although the GDF15 level was significantly upregulated, the expression levels of ADRB2, MAOA, and MAOB were dramatically decreased in alcohol-associated hepatitis (AH) patients compared to healthy controls (Supplementary Fig. 7g). Several clinical parameters indicating ALI, such as ALT, AST, and gamma-glutamyl transferase (GGT), were much higher in patients with AH (Affo et al.)30 than in those with ASH (this study) (Supplementary Fig. 7h). Furthermore, the gene expression associated with proapoptosis and antiapoptosis was increased and decreased, respectively, in AH patients, whereas ADRB2 signaling-related gene expression was downregulated (Supplementary Fig. 7i). Despite similar serum catecholamine concentrations, increased CD68+ cells and enhanced serum and hepatic levels of GDF15 were observed in the perivenous areas in patients with alcohol-associated liver cirrhosis (ALC) (Supplementary Fig. 7j, k; Supplementary Table 1). Together, these data indicate that the catecholamine concentration, its degrading enzyme expression, and ADRB2-related signaling may be considered important cofactors for the diagnosis of patients with early-stage ALD.
Discussion
KCs execute crucial roles in the onset of ALI through LPS-mediated TLR4 activation, which causes HEP death and subsequent recruitment of inflammatory cells. However, chronic alcohol consumption (i.e., 5% liquid EtOH diet) only induces mild steatosis but rarely severe inflammation1, suggesting that a veiled tolerance mechanism against inflammatory KCs is in action. Here, we provide multiple lines of evidence for the interplay among the triad of the gut (catecholamine), HEPs (GDF15), and KCs (ADRB2) (Fig. 7l). Chronic alcohol consumption elevates gut-derived catecholamine in the liver (transported through the portal blood) and activates its receptor, ADRB2, in the perivenous HEPs. These HEPs then undergo mitochondrial translocation of CYP2E1, which provokes alcohol-induced oxidative stress, leading to GDF15 production. GDF15 then increases the expression of ADRB2 in neighboring KCs, where its activation by catecholamine induces apoptosis. These findings imply that catecholamine-mediated triciprocal communication may be an important safeguard against ASH by limiting the hepatic inflammatory burden (Fig. 8).
A substantial level of catecholamines was identified in the gut lumen of mice, whereas their concentration dramatically decreased in germ-free mice, supporting the production of luminal catecholamine by the gut microbiota3. Additionally, bacterial enzymes (Orf13 and TyrDC) similar to tyrosine hydroxylase and dopa-decarboxylase of mammalian catecholamine biosynthesis have been recently identified in the genera Streptomyces31 and Enterococcus32, respectively. Moreover, chronic alcohol consumption stimulates intestinal sympathetic nervous activity5 and induces gut permeability1, implicating a possible increase in hepatic catecholamine levels through the portal circulation. In the present study, we confirmed that catecholamine levels were increased not only in the cecum but also in the portal blood and liver tissues after alcohol consumption in mice. Furthermore, compared with nonalcoholic individuals, the families Streptomycetaceae and Enterococcus faecalis were increased in the blood of heavy alcohol drinkers without liver disease33 and the feces of patients with alcohol-use disorder34, respectively. These reports reinforce the results showing elevated blood catecholamine levels in AWLD patients and may suggest that microbiome composition is one of the important determinants in alcohol tolerance, as it may affect both circulating and hepatic catecholamine levels. Consistently, in a separate cohort of alcoholic patients used in our study, stool EPI and NE levels were decreased with aggravation of steatosis. These results may indicate that the differences in the patient’s gut microbiome compositions can affect the resistance to alcohol34,35. However, the causative microbial species of catecholamine production needs to be elucidated by a future study.
In contrast to MAOB expression in periportal HEPs, a robust increase in the expression of ADRB2 and catecholamine-degrading MAOA enzyme was observed in both perivenous HEPs of mice and humans after alcohol exposure. We speculate that perivenous HEPs receive signals from catecholamine through ADRB2, simultaneously restricting catecholamine serum levels by MAOA since pharmacologic inhibition of MAO further increases blood catecholamine levels and ADRB2 expression. With these findings, we propose a ‘neurological guardian pathway’ through which HEPs can sense hazardous signals from the gut through ADRB2, enhance GDF15 secretion to simultaneously reduce alcohol intake by regulating GFRAL-expressing neurons11, and prevent inflammatory responses of KCs through TGF-βRII. In addition, transplantation- or metabolic stress-induced sympathetic neuropathy may contribute to the higher rates of metabolic syndrome and insulin resistance in patients and mice9,36, signifying the importance of adaptation to alternative hepatic sources of neurotransmitters (e.g., catecholamine) in hepatic homeostasis. Since MAO enzymes have been reported to metabolize serotonin or dopamine37, a deeper understanding of the hepatic neuronal system could lead to the development of new therapeutics for liver diseases.
Our results with hepatocyte-specific CYP2E1 heterozygous KO male mice (C57BL/6N background) showed aggravated ALD compared to WT mice on chronic EtOH intake. However, previous reports suggested that whole-body CYP2E1 KO female mice (129/SvJ background) were resistant to ALI induced by acute or chronic EtOH consumption38,39. This discrepancy could be explained by the effects of extrahepatic (i.e., intestinal) CYP2E1 on alcohol-associated inflammation, where endotoxins such as pathogen- or damage-associated molecular patterns stimulated the activation of KCs1. For instance, EtOH exposure increased CYP2E1 expression in intestinal epithelial cells, resulting in oxidative stress-mediated gut leakiness and elevated portal levels of endotoxin. Concordantly, whole-body CYP2E1 KO mice showed lower serum endotoxin levels than WT mice after EtOH intake38, leading to diminished activation of KCs and ALI. Therefore, in our study, hepatocyte-specific CYP2E1 heterozygous KO mice showed more ALI than WT mice, which might be due to the similar levels of endotoxins but decreased production of hepatic GDF15. However, further studies including sex- and strain-specific responses against CYP2E1-mediated pathogenesis in ALI are still required to explain this.
Depending on their heterogeneity of origin (yolk sac or bone marrow), KCs exist as at least two subtypes23. Indeed, a recent study showed that after the depletion of yolk sac-derived KCs, the interactions of recruited monocytes with neighboring hepatic cells regulate KC identity40. In addition to the disparity in origins, KCs may also be functionally heterogeneous in inflammatory responses. KC depletion attenuates NASH41 and prevents fulminant viral hepatitis42, but beneficial roles of KCs were also reported, where periportal KCs inhibit systemic bacterial dissemination43 and impaired KCs exacerbate NASH23. These contradictory functions of KCs could be better understood with the elucidation of their control mechanisms, one of which is proposed in this study. We revealed that HEP-derived GDF15 in ALD induces perivenous KC apoptosis by augmenting Adrb2 expression. In particular, we demonstrated that Adrb2 expression was much higher than Adrb1 expression in KCs and that Adrb2 was significantly increased by alcohol exposure and GDF15 treatment, whereas minute changes in the expression of Adra1 and Adra2 were observed. LPS alone did not affect Adrb1/2 expression, although LPS-mediated TLR4 activation is a key mechanism in KC activation. Regarding ADRB, elevated carcinoembryonic antigen decreases TNF-α production in KCs with upregulated Adrb2 expression8. In addition, ADRB1 stimulation promotes the apoptosis of LPS-treated cardiomyocytes through PKA activation44. These reports support our notion that LPS-mediated inflammatory KCs might undergo apoptosis through the GDF15-induced ADRB2/PKA signaling pathway by catecholamine. Conversely, NE increases ADRA2-dependent TNF-α release in KCs in sepsis6. Thus, these reports and our findings support that the relative expression and activation of adrenergic receptor subtypes may characterize the spatially and functionally different KCs in response to catecholamine, of which further studies are needed for a deeper understanding.
In summary, our results show that the triplet neuro-metabo-immune interaction represents a unique protective mechanism against alcohol-associated inflammation. We demonstrate that pharmacologic inhibition of MAO or activation of ADRB2 mitigates ALD by increasing hepatic GDF15 production and apoptosis of KCs, whereas genetic depletion of hepatic CYP2E1, GDF15, and ADRB2 promotes alcohol-associated inflammation through the survival of inflammatory KCs. Notably, this triciprocal communication was recaptured in patients with AWLD, AFL, and ASH, exhibiting a positive correlation between catecholamine and GDF15 production. Thus, this study provides insight into a novel triad axis in the pathogenesis of ALD and potential molecular targets for the pharmacotherapy of ALD.
Data availability
The raw single-cell RNA sequencing data generated in this study were deposited in the NCBI BioProject under the accession number PRJNA786951 and are to be released after acceptance. Further information and resources should be requested from the corresponding author, Won-Il Jeong (wijeong@kaist.ac.kr).
References
Seitz, H. K. et al. Alcoholic liver disease. Nat. Rev. Dis. Prim. 4, 16 (2018).
Choi, W. et al. Serotonin signals through a gut-liver axis to regulate hepatic steatosis. Nat. Commun. 9, 4824 (2018).
Asano, Y. et al. Critical role of gut microbiota in the production of biologically active, free catecholamines in the gut lumen of mice. Am. J. Physiol. Gastrointest. Liver Physiol. 303, G1288–G1295 (2012).
Miller, B. M., Oderberg, I. M. & Goessling, W. Hepatic nervous system in development, regeneration, and disease. Hepatology 74, 3513–3522 (2021).
Henriksen, J. H., Ring-Larsen, H. & Christensen, N. J. Hepatic intestinal uptake and release of catecholamines in alcoholic cirrhosis. Evidence of enhanced hepatic intestinal sympathetic nervous activity. Gut 28, 1637–1642 (1987).
Yang, S., Koo, D. J., Zhou, M., Chaudry, I. H. & Wang, P. Gut-derived norepinephrine plays a critical role in producing hepatocellular dysfunction during early sepsis. Am. J. Physiol. Gastrointest. Liver Physiol. 279, G1274–G1281 (2000).
Amir, M., Yu, M., He, P. & Srinivasan, S. Hepatic autonomic nervous system and neurotrophic factors regulate the pathogenesis and progression of non-alcoholic fatty liver disease. Front. Med. 7, 62 (2020).
Thomas, P., Hayashi, H., Zimmer, R. & Forse, R. A. Regulation of cytokine production in carcinoembryonic antigen stimulated Kupffer cells by beta-2 adrenergic receptors: implications for hepatic metastasis. Cancer Lett. 209, 251–257 (2004).
Liu, K. et al. Metabolic stress drives sympathetic neuropathy within the liver. Cell Metab. 33, 666–675.e664 (2021).
Matheis, F. et al. Adrenergic signaling in muscularis macrophages limits infection-induced neuronal loss. Cell 180, 64–78.e16 (2020).
Mullican, S. E. et al. GFRAL is the receptor for GDF15 and the ligand promotes weight loss in mice and nonhuman primates. Nat. Med. 23, 1150–1157 (2017).
Chung, H. K. et al. Growth differentiation factor 15 is a myomitokine governing systemic energy homeostasis. J. Cell Biol. 216, 149–165 (2017).
Hsiao, E. C. et al. Characterization of growth-differentiation factor 15, a transforming growth factor beta superfamily member induced following liver injury. Mol. Cell. Biol. 20, 3742–3751 (2000).
Chung, H. K. et al. GDF15 deficiency exacerbates chronic alcohol- and carbon tetrachloride-induced liver injury. Sci. Rep. 7, 17238 (2017).
Kim, H. Y. et al. Characterization of acute-on-chronic liver failure and prediction of mortality in Asian patients with active alcoholism. J. Gastroenterol. Hepatol. 31, 427–433 (2016).
Seo, B. et al. Roseburia spp. abundance associates with alcohol consumption in humans and its administration ameliorates alcoholic fatty liver in mice. Cell Host Microbe 27, 25–40.e26 (2020).
Choi, W. M. et al. Experimental applications of in situ liver perfusion machinery for the study of liver disease. Mol. Cells 42, 45–55 (2019).
Choi, W. M. et al. Glutamate signaling in hepatic stellate cells drives alcoholic steatosis. Cell Metab. 30, 877–889.e877 (2019).
Xue, R. et al. Peripheral dopamine controlled by gut microbes inhibits invariant natural killer T cell-mediated hepatitis. Front. Immunol. 9, 2398 (2018).
Halpern, K. B. et al. Single-cell spatial reconstruction reveals global division of labour in the mammalian liver. Nature 542, 352–356 (2017).
Nault, R., Doskey, C. M., Fader, K. A., Rockwell, C. E. & Zacharewski, T. Comparison of hepatic NRF2 and Aryl hydrocarbon receptor binding in 2,3,7,8-tetrachlorodibenzo-p-dioxin-treated mice demonstrates NRF2-independent PKM2 induction. Mol. Pharmacol. 94, 876–884 (2018).
Knockaert, L., Fromenty, B. & Robin, M. A. Mechanisms of mitochondrial targeting of cytochrome P450 2E1: physiopathological role in liver injury and obesity. FEBS J. 278, 4252–4260 (2011).
Remmerie, A. et al. Osteopontin expression identifies a subset of recruited macrophages distinct from Kupffer cells in the fatty liver. Immunity 53, 641–657.e614 (2020).
Slevin, E. et al. Kupffer cells: inflammation pathways and cell-cell interactions in alcohol-associated liver disease. Am. J. Pathol. 190, 2185–2193 (2020).
Allan, L. A. & Clarke, P. R. Apoptosis and autophagy: regulation of caspase-9 by phosphorylation. FEBS J. 276, 6063–6073 (2009).
Schott, M. B. et al. beta-Adrenergic induction of lipolysis in hepatocytes is inhibited by ethanol exposure. J. Biol. Chem. 292, 11815–11828 (2017).
Massalha, H. et al. A single cell atlas of the human liver tumor microenvironment. Mol. Syst. Biol. 16, e9682 (2020).
Chorley, B. N. et al. Identification of novel NRF2-regulated genes by ChIP-Seq: influence on retinoid X receptor alpha. Nucleic Acids Res. 40, 7416–7429 (2012).
Guo, L. et al. Similarities and differences in the expression of drug-metabolizing enzymes between human hepatic cell lines and primary human hepatocytes. Drug Metab. Dispos. 39, 528–538 (2011).
Affo, S. et al. Transcriptome analysis identifies TNF superfamily receptors as potential therapeutic targets in alcoholic hepatitis. Gut 62, 452–460 (2013).
Connor, K. L., Colabroy, K. L. & Gerratana, B. A heme peroxidase with a functional role as an L-tyrosine hydroxylase in the biosynthesis of anthramycin. Biochemistry 50, 8926–8936 (2011).
Maini Rekdal, V., Bess, E. N., Bisanz, J. E., Turnbaugh, P. J. & Balskus, E. P. Discovery and inhibition of an interspecies gut bacterial pathway for Levodopa metabolism. Science 364, eaau6323 (2019).
Puri, P. et al. The circulating microbiome signature and inferred functional metagenomics in alcoholic hepatitis. Hepatology 67, 1284–1302 (2018).
Duan, Y. et al. Bacteriophage targeting of gut bacterium attenuates alcoholic liver disease. Nature 575, 505–511 (2019).
Hartmann, P., Seebauer, C. T. & Schnabl, B. Alcoholic liver disease: the gut microbiome and liver cross talk. Alcohol Clin. Exp. Res. 39, 763–775 (2015).
Laryea, M. et al. Metabolic syndrome in liver transplant recipients: prevalence and association with major vascular events. Liver Transpl. 13, 1109–1114 (2007).
Naoi, M., Maruyama, W. & Shamoto-Nagai, M. Type A monoamine oxidase and serotonin are coordinately involved in depressive disorders: from neurotransmitter imbalance to impaired neurogenesis. J. Neural Transm. 125, 53–66 (2018).
Abdelmegeed, M. A. et al. CYP2E1 potentiates binge alcohol-induced gut leakiness, steatohepatitis, and apoptosis. Free Radic. Biol. Med. 65, 1238–1245 (2013).
Lu, Y., Zhuge, J., Wang, X., Bai, J. & Cederbaum, A. I. Cytochrome P450 2E1 contributes to ethanol-induced fatty liver in mice. Hepatology 47, 1483–1494 (2008).
Bonnardel, J. et al. Stellate cells, hepatocytes, and endothelial cells imprint the Kupffer cell identity on monocytes colonizing the liver macrophage niche. Immunity 51, 638–654.e639 (2019).
Huang, W. et al. Depletion of liver Kupffer cells prevents the development of diet-induced hepatic steatosis and insulin resistance. Diabetes 59, 347–357 (2010).
Borst, K. et al. Type I interferon receptor signaling delays Kupffer cell replenishment during acute fulminant viral hepatitis. J. Hepatol. 68, 682–690 (2018).
Gola, A. et al. Commensal-driven immune zonation of the liver promotes host defence. Nature 589, 131–136 (2021).
Wang, Y. et al. beta(1)-adrenoceptor stimulation promotes LPS-induced cardiomyocyte apoptosis through activating PKA and enhancing CaMKII and IkappaBalpha phosphorylation. Crit. Care 19, 76 (2015).
Acknowledgements
This work was supported by National Research Foundation of Korea (NRF) grants funded by the Korean government (MSIT) (2021R1A2C3004589, 2014M3A9D5A01073556, 2018H1A2A1060554, 2021R1A2C2005820, and 2021M3A9E4021818). The illustrations in Fig. 1f, 4a, 6a, and 8 were created with BioRender.com.
Author information
Authors and Affiliations
Contributions
H.H.K., W.K., and W.I.J. designed the study. H.H.K., Y.R.S., S.E.C., M.H.K., K.Y., T.R., K.K., M.J.K., C.W., K.P.S.C., and S.H.H. performed the animal experiments and analyzed the data. G.L., H.J.Y., and G.K. analyzed stool catecholamine levels. H.H.K., Y.R.S., H.S.E., S.H.K., and W.K. contributed to human hepatic cell isolation and human data analyses. H.H.K. and W.M.C. generated the knockout mice. H.H.K., Y.R.S., and J.E.P. analyzed the single-cell RNA sequencing data. H.H.K., B.G., W.K., and W.I.J. wrote the manuscript and provided important advice for experiments.
Corresponding authors
Ethics declarations
Competing interests
The authors declare no competing interests.
Additional information
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary information
Rights and permissions
Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
About this article
Cite this article
Kim, HH., Shim, YR., Choi, S.E. et al. Catecholamine induces Kupffer cell apoptosis via growth differentiation factor 15 in alcohol-associated liver disease. Exp Mol Med 55, 158–170 (2023). https://doi.org/10.1038/s12276-022-00921-x
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1038/s12276-022-00921-x