Abstract
Background
CD24+CK19+/CD24+SOX9+ resident liver cells are activated and expanded after chronic liver injury in a ductular reaction. However, the sources and functions of these cells in liver damage remain disputed.
Results
The current study combined genetic lineage tracing with in vitro small-molecule-based reprogramming to define liver progenitor cells (LPCs) derived from hepatic parenchymal and non-parenchymal tissues. tdTom+ hepatocytes were isolated from ROSA26tdTomato mice following AAV8-Tbg-Cre-mediated recombination, EpCAM+ biliary epithelial cells (BECs) from wild-type intrahepatic bile ducts and ALB/GFP−EpCAM− cells were isolated from AlbCreERT/R26GFP mice. A cocktail of small molecules was used to convert the isolated cells into LPCs. These in vitro cultured LPCs with CD24 and SOX9 expression regained the ability to proliferate. Transcriptional profiling showed that the in-vitro cultured LPCs derived from the resident LPCs in non-parenchymal tissues expressed Lipocalin-2 (Lcn2) at high levels. Accordingly, endogenous Cd24a+Lcn2+ LPCs were identified by integration of sc-RNA-sequencing and pathological datasets of liver dysfunction which indicates that LPCs produced by ductular reactions might also originate from the resident LPCs. Transplantation of in-vitro cultured Cd24a+Lcn2+ LPCs into CCl4-induced fibrotic livers exacerbated liver damage and dysfunction, possibly due to LCN2-dependent macrophage inflammatory response.
Conclusions
CD24+LCN2+ LPCs constituted the expanding ductular reaction and contributed to macrophage-mediated inflammation in chronic liver damage. The current findings highlight the roles of LPCs from distinct origins and expose the possibility of targeting LPCs in the treatment of chronic hepatic diseases.
Graphical Abstract
Supplementary Information
The online version contains supplementary material available at 10.1186/s13578-023-01123-2.
Keywords: Resident liver progenitor cells, Small molecule cocktail, Ductular reaction, Macrophages, LCN2
Introduction
The liver possesses immense regenerative potential. Chronic or severe liver damage including liver fibrosis and non-alcoholic steatohepatitis (NASH), is accompanied by pathological proliferation or hyperplasia of the bile duct, referred to as the ductular reaction [1]. These ductular reactive cells express intermediate hepato-biliary markers and expand from the periportal region into the surrounding parenchyma, which represents the activation of facultative liver progenitor cells (LPCs) [1, 2]. Recently, much attention has been paid to the precise origin and role of these hepatic injury-induced LPCs in ductular reaction [3, 4], especially concerning advanced liver diseases.
Cells located in the canals of Hering of the adult liver are considered to be the resident LPCs and express markers of both fetal hepatocytes and biliary epithelial cells (BECs), which may generate hepatocytes and bile duct cells during chronic injury [5, 6]. Recent studies have demonstrated the potential of both hepatocytes and BECs for post-injury division [7, 8] and mutual transdifferentiation [9]. Thioacetamide-induced liver damage [10] or genetically impaired hepatocyte proliferation [11] have been shown to stimulate the conversion of BECs into bi-phenotypic states, capable of transdifferentiation into hepatocytes. In addition, the conversion of hepatocytes into LPCs was shown to promote liver parenchyma regeneration after chronic injury in hepatocyte fate tracing [12, 13] and chimeras of the fumarylacetoacetate hydrolase knockout (Fah−/−) mouse [7, 14]. Further studies indicated that LPCs originating from hepatocytes may be a predominant source of new parenchymal cells in mice undergoing chronic liver injury [15, 16]. These findings raised the question of which type of LPC contributes to the ductular reaction and how it affects liver repair.
We have previously assembled a small-molecule cocktail by mimicking the in vivo milieu of liver injury and regeneration that converts hepatocytes into expandable LPCs [17, 18]. Here, the proliferative activity of the resident LPCs was activated by the cocktail (CD24+LCN2+ LPCs), and their phenotypes and roles in liver dysfunction was characterized together with those of hepatocyte-derived LPCs (HepLPCs) and BEC-derived LPCs (BecLPCs). Transcriptional profiling and immunofluorescence staining allowed the identification of Cd24a+Lcn2+ LPCs as the major LPC type contributing to ductular reaction. Transplantation of in-vitro cultured Cd24a+Lcn2+ LPCs was found to exacerbate liver dysfunction by provoking a robust macrophage response via LCN2. These findings shed light on hepatic cellular plasticity and contribute to advances in LPC-based treatment for chronic liver disease.
Results
Generation and characterization of CD24+ liver progenitor cells from hepatic parenchymal and non-parenchymal cells
CD24 is an essential marker of epithelial stem/progenitor cells, regulating homeostatic cell renewal by controlling the balance between proliferation and differentiation [19, 20]. In clinical samples of liver fibrosis, CD24+CK19+/CD24+SOX9+ ductular reactive cells were abundantly found in regions of ductular reaction (Fig. 1a, Additional file 1: Fig. S1a, Tables S4 and S5) [21], suggesting the activation and expansion of ductular reactive cells[1]. Consistently, sc-RNA analysis of NPCs after CCl4-induced liver injury identified a subset of facultative CD24+LPCs cells expressing SOX9/CK19/HNF1B/FOXA2/ALB/ASS1 (Fig. 1b) [22]. These findings confirmed the presence of the putative LPCs in ductular reaction. To determine the origin of LPCs in the damaged liver, AAV-Tbg-Cre infected ROSA26tdTomato mice were used, in which hepatocytes and their derivatives were tdTomato-positive (tdTom+). With ductular reaction appearing after 6 weeks of exposure to CCl4 [23], an increasing population of CD24+tdTom− LPCs was observed in ductular reactions foci (Fig. 1c, white arrow), suggesting that they originated from non-hepatocytes.
To further address their origin, a small molecule-based culture system, transition, and expansion medium (TEM) to culture hepatocyte-derived LPCs (HepLPCs) [17, 18], was used to culture LPCs derived from non-hepatocytes such as BECs or resident LPCs. Firstly, tdTom+ HepLPCs from AAV-Tbg-Cre infected ROSA26tdTomato mice were included as controls (Fig. 1d, lower row). Next, to obtain biliary epithelial cells, intrahepatic bile ducts were digested and EpCAM+ BEC were isolated and expanded with a dedifferentiation process in TEM, giving rise to BEC-derived LPCs (BecLPCs) (Fig. 1d, middle row). Due to the lack of specific markers for LPCs in the canal of Hering [5], the AlbCreERT/R26GFP strain was employed to yield GFP− NPCs as almost all parenchymal cells of hepatic lineage were labeled with GFP. The labeling efficiency of AlbCreERT/R26GFP mice by FACS was over 99% (Additional file 1: Fig. S1b). EpCAM− cells were further isolated from GFP−cells to exclude the limited contamination by cholangiocytes. Then the purified ovoid cells were cultured and expanded in TEM (Fig. 1d, upper row). We assumed that these TEM-cultured proliferative cells originated from the pre-existing resident LPCs as previously reported [24].
All 3 types of LPCs grew to form continuous monolayers with similar doubling times at passage 5 (Fig. 1e, f). EdU incorporation assay and Ki67 staining indicated that all LPCs had similar division rates when cultured in TEM (Fig. 1d, Additional file 1: Figs. S1c, d). Immunofluorescence staining and FACS analysis showed that all three LPCs had similar expression levels of SOX9, CD24, and CD44, but not CD34, CD45, and CD90 (Fig. 1g, h, Additional file 1: Fig. S1d–f). Global gene expression analysis was conducted to compare the gene expression patterns of LPCs with those of Kupffer cells (KCs), hepatic stellate cells (HSCs), liver sinusoidal endothelial cells (LSECs), hepatocytes (HCs), and biliary epithelial cells (BECs) to exclude possible contamination by these cells (Fig. 1i). It is noteworthy that all three types of LPC expressed many stem/progenitor markers, such as CD44, Hnf1b, Foxa2, and Sox9 [25]. In summary, these three cultured LPCs from different liver origins were generated by culture in TEM.
Functional difference between LPCs from parenchymal cells and those derived from pre-existing LPCs
RNA-seq demonstrated that HepLPCs and BecLPCs continued to express hepatobiliary lineage genes. In contrast, the LPCs derived from the resident LPCs express neither hepatocyte-lineage markers including Cyp1a2, Hnf1a, nor bile duct-associated gene, Epcam, with isolated hepatocytes and BECs included as controls (Fig. 2a, Additional file 1: Fig. S2a, b). Among these markers, the expression of HNF1α and EpCAM in the three LPCs was validated by FACS analysis (Fig. 2b, Additional file 1: Fig. S1f). Furthermore, GESA analyses showed that genes of the Wnt pathways were enriched in HepLPCs and genes of the Notch pathways were enriched in BecLPCs, respectively (Additional file 1: Fig.S2c), confirming that they were independently derived from hepatic and biliary lineage.
Next, we investigated the capacity of the three LPCs for differentiation into hepatobiliary lineages in vitro. A matrigel-based 3D culture system was used to induce the formation of duct-like-organoids from three LPCs. Only BecLPCs successfully formed cysts, evidenced by uniformly higher expression of EpCAM and CK19 in BecLPC-derived cysts (Fig. 2c–e, Additional file 1: Fig. S3a, b). These findings suggested that BecLPCs were more biased toward a ductal lineage. Furthermore, 3D spheroids were generated from three LPCs to determine their hepatic differentiation capacity (Fig. 2f). After 7 days of culturing, HepLPC-derived spheroids had accumulated more glycogen and lipid and showed higher expression levels of CYP3A4 and ALB than the other two LPCs-derived spheroids (Fig. 2g, h, Additional file 1: Fig. S3c, d). Thus, HepLPC-derived spheroids preferentially displayed critical functional characteristics of hepatocytes. To further evaluate their abilities of hepatic differentiation in vivo, these differentiated LPCs (1 × 106) were transplanted into Fah−/− mice [17] (Fig. 2i), and all mice were sacrificed on day 30. Immunofluorescence staining showed that only HepLPCs were able to repopulate and undergo maturation in vivo due to their better hepatic functions (Fig. 2i, j). Collectively, all 3 cultured LPCs could be induced to upregulate the expression of hepatobiliary genes upon differentiation. Preferential differentiation toward hepatic and biliary lineages was observed in HepLPCs and BecLPCs, respectively, while the differentiation ability of resident LPCs-derived LPCs towards either lineage was much lower than that of HepLPCs or BecLPCs.
The expression profile of the in-vitro cultured Cd24a+Lcn2+ LPCs derived from the resident LPCs recapitulated their in vivo counterparts found in ductular reactions
Transcriptomic profiles of three cultured LPCs were generated and differential gene expression analyses were conducted to identify specific markers. In total, 533 genes were found to be BecLPC-specific, 657 HepLPC-specific, and 266 resident LPC-specific (Fig. 3a, Additional file 1: Fig. S4a, b). GO and KEGG analyses illuminated some functional differences. Genes differentially expressed by BecLPCs were enriched in negative regulation of Wnt signaling and those differentially expressed by HepLPCs concerned P450 metabolism and negative regulation of Notch signaling (Fig. 3b, Additional file 1: Fig. S4c). From each specific genes set, we found Epcam, Krt17 [26], Lgr6, Ltbp2, and Onecut2 [27] were upregulated in BecLPCs, while Rbp4 [28], Hnf1a, Hnf4a, Lgals2, and Stra6 were upregulated in HepLPCs (Fig. 3d). Epithelial cell proliferation was enriched in all three LPCs, however, it is of note that innate immune and inflammation pathways, HIF-1, and oxidative stress and metabolic process were closely associated with resident LPCs (Fig. 3b, Additional file 1: Fig. S4c). In addition, GSEA validated a significant enrichment of HIF-1, IL17, JAK/STAT, and NF-kB pathways in these LPCs (Fig.S2d). Using the STRING database, we determined that LCN2 [29] was highly expressed and deeply associated with other immune and inflammatory-related genes from these in-vitro cultured resident LPCs specific gene sets, especially including Parp14 [30], Oas2 [31], Nrp2 [32], and Nlrc5 [33] (Fig. 3c, d).
Based on these potential markers groups for discrimination of LPC source, we compared the expression profile of hepatocyte-derived proliferative ducts (hepPDs) from animals receiving DDC diet [7] with that of cultured LPCs (Fig. 3e). Heatmap generated from the expression of specific markers showed that the expression level of these markers in DDC-hepPDs was comparable to that of cultured LPCs. Furthermore, we observed that DDC-hepPDs displayed a closer clustering with HepLPCs rather than Cd24a+Lcn2+ LPCs or BecLPCs, suggesting the correlation between the in vitro-cultured LPCs and the state of their in vivo counterparts. In accordance with this correlation, we also compared the expression profile of isolated Cd24a+ LPCs after CCl4 treatment in vivo (CCl4-LPC) [21] with that of in-vitro cultured Cd24a+Lcn2+ LPCs (Fig. 3e). Consistently, the heatmap showed that CCl4-LPCs were more closely interrelated to Cd24a+Lcn2+ LPCs. These results were further confirmed by quantitative PCR analysis of the specific markers in CCl4-treated and normal groups (Fig. 3f). These findings suggested that endogenous Cd24a+Lcn2+LPCs in hepatic ductular reactions might originate from the pre-existing resident LPCs.
Single-cell RNA sequencing and spatial localization of resident LPCs-derived Cd24a+Lcn2+ LPCs
The degree of ductal reactions was positively correlated with disease severity from a range of pathogenic causes like NASH [34, 35]. Cd24a+Lcn2+ LPC-specific genes overlapped with genes differentially expressed in mice fed a diet rich in fat, fructose, and cholesterol (FFC) to cause NASH (Fig. 3g, h). Notably, LCN2 was also shown to be upregulated in ductular reactive cells during CCl4-induced liver fibrosis model and in the NASH model induced by Choline-Deficient L-Amino Acid-Defined High-Fat Diet (CDAHFD) [36, 37] (Fig. 4a). In addition, these models with more severe hepatic injury showed a higher expression of LCN2 and CD24 by qPCR, especially in NASH models (Fig. 4b).
To further clarify the identity of these Cd24a+Lcn2+ LPCs, we analyzed the single-cell RNA sequencing data of NASH-induced NPCs [38]. Although Cd24a was expressed in different immune cells (macrophages, DCs, and B cells) while LCN2 in hepatocytes, a subpopulation of LCN2 and Cd24a positive cells was identified with not only abundant stem/progenitor markers of Sox9, Hnf1b, and Foxa2 but also hepatobiliary functional genes such as Alb/C3/Krt19 (Fig. 4c, d). Immunofluorescence staining defined the cellular morphology and spatial location of these endogenous Cd24a+Lcn2+ LPCs in regions of ductular reaction (Fig. 4e). Analysis of clinical samples from patients with liver fibrosis also showed a huge abundance of endogenous CD24+LCN2+ cells in ductular reaction foci (Fig. 4f, Additional file 1: Fig. S7a). GO and KEGG analyses of the Cd24a+Lcn2+ subset showed they were mostly enriched in epithelial cell proliferation, hepatobiliary system development, and Hippo signaling pathway (Fig. 4g, h). These findings suggested that Cd24a+Lcn2+ exhibited an LPCs-like profile and contributed to ductular reactions in chronic liver diseases. Hence, Cd24a and Lcn2 could be jointly utilized to identify the subset of LPC that mainly originated from resident LPCs.
CD24+LCN2+ LPCs elicit a robust macrophage response in vitro and in vivo
As shown in revised Fig. 4a, b, we noted more LCN2-positive hepatocytes in CDAHFD-fed mice than in CCl4-treated mice. These excessively high levels of hepatocytes-derived LCN2 in NASH model might hamper investigating the roles of LPCs-derived LCN2 against hepatic fibrosis as compared to the CCl4 model. We, therefore, determined to transplant GFP/Luciferase labeled CD24+LCN2+ LPCs (2 × 106) into CCl4-treated mice (Fig. 5a, Additional file 1: Fig. S5a), and HepLPCs were considered as controls. Both CD24+LCN2+ LPCs and HepLPCs could be found by live imaging 24 h after transplantation (Additional file 1: Fig. S5b). Although HepLPCs transplantation reduced liver injury as reported before [21], CD24+LCN2+ LPC transplantation enhanced ductular reaction and liver fibrosis in H&E, Sirius Red, CK19, and α-SMA staining, and increased the serum levels of ALT and AST compared to control mice on day 40 (Fig. 5b–d, Additional file 1: Fig. S5c, d). These results indicate that CD24+LCN2+ LPCs exacerbated, rather than ameliorate, liver damage.
LCN2 recruits inflammatory cells and triggers inflammatory response [39]. Consistently, transplantation of CD24+LCN2+ LPCs with high expression of Lcn2 enhanced the tissue infiltration of F4/80+ macrophages and neutrophils, as shown by MPO staining (Fig. 5b, Additional file 1: Fig. S5c, e). The CellChat toolkit of sc-RNA seq was used to investigate the cell–cell interaction network between Cd24a+Lcn2+ cells and other NPCs in Fig. 4c [40, 41], showing Cd24a+Lcn2+ cells had the strongest interaction with M1 macrophages [42] (Fig. 5e, f). In vitro transwell assays demonstrated that CD24+LCN2+ LPCs exerted an enhanced chemotactic effect on bone marrow-derived macrophages (BMDMs, Fig. 5g, h). Moreover, BMDMs cultured with CD24+LCN2+ LPC conditioned medium expressed higher levels of M1 markers, including IL-1b, IL-6, and inducible nitric oxide synthase (iNOS; Fig. 5i, j, Additional file 1: Fig. S6a, b), while BMDMs cultured with HepLPC conditioned medium expressed higher levels of M2 marker, ARG1 (Additional file 1: Fig. S6c). Silencing of the Lcn2 gene in CD24+LCN2+ LPCs eliminated the chemotactic paracrine action on macrophages and prevented up-regulation of M1 marker genes (Fig. 5k, l, Additional file 1: Fig. S6d, e). In summary, replenishment of CD24+LCN2+ LPCs provoked an enhanced macrophage response, which might exacerbate chronic liver damage.
Single-cell atlas revealed CD24+LCN2+ LPC-macrophage cell–cell communication network in human cirrhotic liver
The dataset of NPC types in cirrhotic liver disease was partitioned into clusters and annotated using signatures of known lineage markers (Additional file 1: Fig.S7b). The cell subset with high expression of CD24, LCN2, and SOX9 was associated with epithelia (Fig. 6a) and showed especially strong interactions with macrophages (Fig. 6b). Unsupervised U-map analysis identified 12 sub-clusters (sc-0–11) of macrophages, among which sc-10/6/2/5/7 was the most enriched in cirrhotic livers (Fig. 6c). Single-cell transcriptome analysis revealed that sc-6 had the highest upregulation of pro-inflammatory genes and proinflammatory surface markers than other sub-clusters (Fig. 6d, e). The quantitative analysis of NF-kB target genes revealed that sc-6/1/5/7 scored higher among all 12 sub-clusters (Fig. 6f, g). The sc-6 and sc-7 subpopulations had enhanced pro-inflammatory phenotypes with the strongest interactions with CD24+LCN2+ LPCs (Fig. 6h).
Finally, as ductular reaction aggravated with the progression of fibrosis to cirrhosis, immunofluorescent staining showed increasing numbers of LCN2+ LPCs surrounded by more macrophages in liver tissues (Fig. 6i, Additional file 1: Fig. S7c). Thus, the single-cell atlas of human liver NPCs and immunofluorescent staining validated the involvement of CD24+LCN2+ LPCs in ductular reactions, contributing to the exacerbation of inflammation and fibrosis by macrophage recruitment.
Discussion
Whether LPCs of different origins contribute to injury-induced liver regeneration and the underlying mechanisms have long been debated. We previously reported a small-molecule cocktail for in vitro maintenance and expansion of HepLPCs [17, 18] and have cultured LPCs from the resident LPCs and BECs in this study. Transcriptomic and functional analyses have shown that LPCs of different origins shared common progenitor cell features, such as increased expression of proliferative markers (Cd24 and Sox9), and enrichment of stemness-related pathways.
Additionally, transcriptomic and functional comparisons of cultured LPCs revealed specific markers for each cell type of LPCs and illuminated their functional differences in the treatment of liver injury. LCN2 was identified as a specific marker of the activated resident LPCs, distinguishing it from HepLPCs and BecLPCs. Using the STRING database, we determined that LCN2 was highly expressed and deeply involved in innate immunity and inflammation, IL-17 signaling pathway, and cellular response to reactive oxygen species. LCN2 is a secretory glycoprotein belonging to the lipocalin superfamily but is lowly expressed in healthy adults [43]. The upregulation of LCN2 expression in damaged hepatocytes and infiltrating immune cells has been observed in various liver diseases, including hepatitis, alcoholic liver disease, and non-alcoholic steatohepatitis [44, 45]. Correspondingly, animal models treated with bile duct ligation, repeated CCl4 injections, and CDAHFD diet, also upregulate LCN2 in damaged livers, resulting in aggravating the inflammatory response [39]. Interestingly, LCN2 had higher expression in the CDAHFD diet-induced NASH model than in the CCl4-induced liver fibrosis model according to our PCR data. There might be several reasons for this observation. First, mice receiving corn oil had higher levels of LCN2 than mice receiving a normal diet [44]. Second, a higher degree of damage (including steatosis and fibrosis) occurred in mice receiving 6 weeks of CDAHFD diet than in mice receiving 6 weeks of CCl4. In addition, compared with WT mice with a high-fat diet (HFD) to induce simple steatosis, HFD-fed ob/ob mice (models of NASH) had higher hepatic expression of LCN2 and larger Sirius Red-stained fibrotic areas [46]. This study demonstrated that LCN2 level was correlated with the severity of liver inflammation and the stage of hepatic fibrosis, making it a good candidate biomarker or even a therapeutic target for NAFLD and fibrosis [45, 46].
The transcriptional profile of cultured CD24+LCN2+ LPCs was comparable to that of endogenous CD24+ LPCs in ductular reaction foci [21]. Furthermore, the presence of CD24+LCN2+ LPCs was confirmed by sc-RNA seq data of NPCs and immunofluorescent staining of chronic liver injury models. These findings may recapitulate the cellular plasticity found in ductular reactions in vivo and support the hypothesis that the resident progenitor/stem cells derived LPCs may drive ductular reaction [2]. A subpopulation of LCN2-expressing CD24+ LPCs was activated and expanded in ductular reaction foci with liver disease progressed. LPCs have been reported to secrete chemokines and proinflammatory mediators during ductular reactions, promoting macrophage and neutrophil infiltration into the periportal area [47, 48]. Upregulation of LCN2 had a hepatoprotective effect in acute liver injury but accelerated the development of chronic cirrhosis and facilitated the crosstalk between neutrophils and Kuppfer cells, thereby worsening steatohepatitis [29]. In addition, LCN2 acts as a key mediator of HSC activation in leptin-deficient obesity via α-SMA/MMP9/STAT3 signaling, further exacerbating NASH [46]. In this study, cultured CD24+LCN2+ LPCs elicited robust inflammatory responses from macrophages in an LCN2-dependent manner, and transplantation of CD24+LCN2+ LPCs into CCl4-treated mice promoted macrophage infiltration and induced M1 polarization. We hypothesized that silencing LCN2 in CD24+LCN2+ LPCs might alleviate hepatic damage, since depletion of LCN2 substantially attenuated necroinflammation and infiltration of neutrophils and macrophages, protecting against HFD-induced steatohepatitis and fibrosis [29]. Thus, the current study has established the role of CD24+LCN2+ LPCs in the inflammatory response of macrophage in ductular reactions responses, worsening hepatic dysfunction.
We acknowledge some limitations to the current study. Firstly, consistent with the small-molecule-induced expansion of LPCs in vitro [24], we speculated that CD24+LCN2+ LPCs were derived from the resident LPCs. In addition, LCN2 was identified as a critical marker and the proinflammatory effects to distinguish resident LPCs-derived LPCs from other types of LPCs. However, it is unknown whether LCN2 exists in the resident LPCs in healthy humans or whether its silencing in CD24+LCN2+ LPCs promotes liver regeneration. Secondly, in vitro spheroid and organoid formation assays demonstrated that all three LPCs could be induced to upregulate hepatobiliary gene expression upon differentiation, however, spontaneous and preferential differentiation did exist in distinct LPCs. Further studies are needed to explore whether a modified medium with factors like wnt3a, Rspo1, and NOGGIN [49–51] can enhance the differentiation potency of BecLPCs and CD24+LCN2+ LPCs toward the hepatic lineage. Finally, in this study, we proved that a large amount of CD24+LCN2+ LPCs were activated during chronic liver diseases and contributed to exacerbating hepatic damage. However, we could not rule out the existence of transitional liver progenitor cells (TLPCs), which originates from BECs during regeneration [52]. Meanwhile, further studies are necessary to establish whether CD24+LCN2+ LPCs, a major LPC type in ductular reaction, have a ‘reprogramming competence’ to reduce hepatocyte and biliary epithelial cell plasticity (like hepPDs and TLPC) during liver fibrosis and NASH.
Conclusion
In summary, CD24+LCN2+ LPCs were activated during chronic liver disease, contributed to macrophage infiltration and polarization, and exacerbated liver inflammation and fibrosis. These findings illuminated the distinct roles of LPCs of different origins, which may aid the identification of appropriate LPCs for treating chronic hepatic diseases.
Materials and methods
Cell isolation, culture, and fluorescence-activated cell sorting (FACS)
Aliquots of 2 × 1011 plaque-forming units (pfu) of adeno-associated virus (AAV) vector containing Cre recombinase regulated by the thyroxine-binding globulin promoter (AAV8-Tbg-Cre, Celliver Biotechnology Inc., Shanghai, China) were intravenously injected into 8-week-old C57BL/6-Gt (ROSA26)tm1(CAG−LSL−Tdtomato)/Bcgen mice (ROSA26tdTomato, the Jackson Laboratory). tdTom-negative hepatocytes (tdTom−) were converted into tdTom-positive (tdTom+) after 14 days. When foregut endoderm cells were ready to express the liver-specific gene, Alb [5], AlbCreERT/R26GFP mice bred from B6.129S-Albtm1.1(CreERT2) Smoc (AlbCreERT) and C57BL/6-Gt (ROSA26) Sortm1(CAG−DTR−EGFP)/Bcgen (ROSA26DTR−EGFP) were used for genetic labeling of albumin (ALB)-expressing cells and characterized by genotyping. These tdTom-positive (tdTom+) hepatocytes and ALB and EpCAM-negative (GFP−EpCAM−) cells were isolated using a two-step collagenase perfusion protocol, as described previously [21].
BECs were isolated from 6 to 8 week old mice as described [53]. Using the dissecting microscope, hepatocytes, portal vein branches, and connective tissues were removed after liver perfusion. Pieces of bile ducts were immersed in a solution of digestive enzymes for 20 min (Celliver Biotechnology Inc.). Then, small pieces of bile ducts were incubated into matrigel and cultured in Transition and Expansion Medium (TEM). After 1–2 passages, cholangiocytes grew out of the pieces and formed a monolayer. Single-cell suspensions were sorted by Beckman MoFlo XDP equipped with 405 nm, 488 nm, 561 nm, and 640 nm excitation lasers.
Three types of FACS-sorted cells were cultured in TEM, as described previously [17]. Briefly, TEM was based on DMEM/F12 (Invitrogen) supplemented with N2 and B27 (Invitrogen) and the following growth factors or small molecules: 20 ng/mL EGF, 20 ng/mL HGF (all Peprotech), 10 μM Y27632, 3 μM CHIR99021, 1 μM S1P, 5 μM LPA, and 1 μM A83-01 (all TargetMol). All mouse experiments were performed in accordance with the Guide for the Care and Use of Laboratory Animals. The Institutional Animal Care and Use Committee at the Shanghai Model Organisms Center Inc. approved this study.
RNA sequencing and bioinformatics analysis
Total RNA was isolated using the RNeasy mini kit (Qiagen, Germany), quantified by NanoDrop ND-2000 spectrophotometer (Thermo Fisher Scientific, Waltham, MA, USA) and integrity was determined by the Agilent 2100 system and RNA 6000 Nano kit (Agilent Technologies, Santa Clara, CA, USA). Paired-end libraries were constructed using TruSeq Stranded mRNA LTSample Prep Kit (Illumina, San Diego, CA, USA), according to the manufacturer's instructions. Libraries were sequenced on an Illumina platform (HiSeq X Ten, Illumina, Shanghai OE Biotech. Co., Ltd.), and 150 bp paired-end reads were generated. Fastp software (v0.20.0) was used to trim adaptor and remove low-quality reads to get high-quality clean reads. STAR software (v2.7.9a) was used to align high-quality clean reads to the reference genome. featureCounts software (v2.0) was used to get the raw gene level mRNA expression counts. Original data were uploaded to the Gene Expression Omnibus database (GSE135951 and GSE125095). Other data were downloaded from GEO as follows: hepatocytes and BECs: GEO Accession No. GSE156894; Macrophages: GEO Accession No. GSE152211; Hepatic stellate cells: GEO Accession No. GSE96526; liver sinusoidal endothelial cells: GEO Accession No. GSE164006; Hepatocyte-derived proliferative ducts (hepPDs): GEO Accession No. GSE55552 and Chow and FFC-induced NASH mice: GEO Accession No. GSE164084.
Single-cell RNA analysis was conducted by collating single-cell expression data from NPCs isolated from CCl4-induced liver fibrosis model (GEO Accession No. GSM5548830), non-alcoholic steatohepatitis (NASH) models (GEO Accession No. GSM3714750, GSM3714751, GSM3714752) and patients with cirrhosis (GEO Accession No. GSM4041161-GSM4041169). A total of 15,380 cells from NASH-NPCs, 4697 cells from CCl4-NPCs, and 25,477 cells from human cirrhosis-NPCs passed the quality control threshold of > 500 transcripts. Any genes detected in fewer than three cells (UMI count > 0) were removed. All datasets were normalized using log2CPM and the raw count matrix (UMI counts/gene/cell) was processed by Seurat.
Sample clustering and soft threshold screening were conducted using a Euclidean distance metric with complete linkage [54]. GSEA analysis (GSEA, Broad Institute) was used to classify upregulation by fold change and genes [55]. Gene Ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG), Cellchat, and QuSAGE (2.28.0) [56] analysis were performed. Data were analyzed using R software based on the hypergeometric distribution.
Quantification and statistical analysis
Samples were randomly collected from five mice per condition and from five independent liver fields per mouse. Statistical analysis was performed using GraphPad Prism 7. A two-tail unpaired t-test was used to compare means, and one-way ANOVA with Dunnett correction was used for multiple comparisons with single variables. A p-value < 0.05 was considered statistically significant.
More details on materials and methods are provided in the Supplementary File.
Supplementary Information
Acknowledgements
The authors thank Dr. Hao-Wen Jiang in the Chinese Academy of Sciences for providing helpful suggestions for isolating and processing BMDMs and Shanghai NewCore Biotechnology for RNA-seq and single-cell data analysis support. The authors would like to express their gratitude to EditSprings (https://www.editsprings.cn) for the expert linguistic services provided.
Author contributions
WH and HY conceptualized the study. WH, BQ, XQ, and CC contributed equally to the experiments. The study was designed by WH and BQ and supervised by HY, WY, and XC. The manuscript was written by WH, CC, and SZ. WL and DT provided important research tools and ideas and edited the manuscript. FL assisted in the establishment of murine models. MD performed the bioinformatic analysis. Experimental data analysis was accomplished by WH, XQ, XZ, GF, JZ, ZW, HM, HW and YW. All authors read and approved the final manuscript.
Funding
This work was supported by National Key R&D Program (2018YFA0108200); the National Natural Science Foundation of China (82270635, 82070619, 82203378 and 82100671); Shanghai Engineering Research Center of Peri-operative Organ Support and Function Preservation (20DZ2254200); the Beijing iGandan Foundation (RGGJJ-2021-036).
Availability of data and materials
The datasets generated during the current study will be available from the corresponding author upon reasonable request.
Declarations
Ethics approval and consent to participate
Human liver biopsies were obtained from patients diagnosed with liver fibrosis, cirrhosis, and hepatic hemangioma at the Shanghai Eastern Hepatobiliary Surgery Hospital (Additional file 1: Tables S4 and S5)[21]. Informed consent was obtained from each patient, and the study protocol was approved by the Clinical Research Ethics Committee of Shanghai Eastern Hepatobiliary Surgery Hospital. The diagnosis of liver fibrosis and cirrhosis was confirmed by histological examination.
Consent for publication
Not applicable.
Competing interests
The authors declare no competing interests.
Footnotes
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Wei-Jian Huang, Bi-Jun Qiu, Xiao-Shu Qi and Cai-Yang Chen contributed equally to this work.
Contributor Information
Xiao-Song Chen, Email: chenxiaosong@renji.com.
Wei-Feng Yu, Email: ywf808@yeah.net.
He-Xin Yan, Email: hexinyw@163.com.
References
- 1.Sato K, Marzioni M, Meng F, Francis H, Glaser S, Alpini G. Ductular reaction in liver diseases: pathological mechanisms and translational significances. Hepatology. 2019;69(1):420–430. doi: 10.1002/hep.30150. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Ko S, Russell JO, Molina LM, Monga SP. Liver progenitors and adult cell plasticity in hepatic injury and repair: knowns and unknowns. Annu Rev Pathol. 2020;15:23–50. doi: 10.1146/annurev-pathmechdis-012419-032824. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Fu X, He Q, Tao Y, Wang M, Wang W, Wang Y, et al. Recent advances in tissue stem cells. Sci China Life Sci. 2021;64(12):1998–2029. doi: 10.1007/s11427-021-2007-8. [DOI] [PubMed] [Google Scholar]
- 4.Roskams TA, Theise ND, Balabaud C, Bhagat G, Bhathal PS, Bioulac-Sage P, et al. Nomenclature of the finer branches of the biliary tree: canals, ductules, and ductular reactions in human livers. Hepatology. 2004;39(6):1739–1745. doi: 10.1002/hep.20130. [DOI] [PubMed] [Google Scholar]
- 5.Miyajima A, Tanaka M, Itoh T. Stem/progenitor cells in liver development, homeostasis, regeneration, and reprogramming. Cell Stem Cell. 2014;14(5):561–574. doi: 10.1016/j.stem.2014.04.010. [DOI] [PubMed] [Google Scholar]
- 6.Yang L, Faris RA, Hixson DC. Phenotypic heterogeneity within clonogenic ductal cell populations isolated from normal adult rat liver. Proc Soc Exp Biol Med. 1993;204(3):280–288. doi: 10.3181/00379727-204-43664. [DOI] [PubMed] [Google Scholar]
- 7.Tarlow BD, Pelz C, Naugler WE, Wakefield L, Wilson EM, Finegold MJ, et al. Bipotential adult liver progenitors are derived from chronically injured mature hepatocytes. Cell Stem Cell. 2014;15(5):605–618. doi: 10.1016/j.stem.2014.09.008. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Itoh T. Stem/progenitor cells in liver regeneration. Hepatology. 2016;64(2):663–668. doi: 10.1002/hep.28661. [DOI] [PubMed] [Google Scholar]
- 9.Michalopoulos GK, Khan Z. Liver stem cells: experimental findings and implications for human liver disease. Gastroenterology. 2015;149(4):876–882. doi: 10.1053/j.gastro.2015.08.004. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Deng X, Zhang X, Li W, Feng RX, Li L, Yi GR, et al. Chronic liver injury induces conversion of biliary epithelial cells into hepatocytes. Cell Stem Cell. 2018;23(1):114–22.e3. doi: 10.1016/j.stem.2018.05.022. [DOI] [PubMed] [Google Scholar]
- 11.Raven A, Lu WY, Man TY, Ferreira-Gonzalez S, O'Duibhir E, Dwyer BJ, et al. Cholangiocytes act as facultative liver stem cells during impaired hepatocyte regeneration. Nature. 2017;547(7663):350–354. doi: 10.1038/nature23015. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Yanger K, Knigin D, Zong Y, Maggs L, Gu G, Akiyama H, et al. Adult hepatocytes are generated by self-duplication rather than stem cell differentiation. Cell Stem Cell. 2014;15(3):340–349. doi: 10.1016/j.stem.2014.06.003. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Merrell AJ, Peng T, Li J, Sun K, Li B, Katsuda T, et al. Dynamic transcriptional and epigenetic changes drive cellular plasticity in the liver. Hepatology. 2021;74(1):444–457. doi: 10.1002/hep.31704. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Tarlow BD, Finegold MJ, Grompe M. Clonal tracing of Sox9+ liver progenitors in mouse oval cell injury. Hepatology. 2014;60(1):278–289. doi: 10.1002/hep.27084. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Sekiya S, Suzuki A. Hepatocytes, rather than cholangiocytes, can be the major source of primitive ductules in the chronically injured mouse liver. Am J Pathol. 2014;184(5):1468–1478. doi: 10.1016/j.ajpath.2014.01.005. [DOI] [PubMed] [Google Scholar]
- 16.Malato Y, Naqvi S, Schurmann N, Ng R, Wang B, Zape J, et al. Fate tracing of mature hepatocytes in mouse liver homeostasis and regeneration. J Clin Invest. 2011;121(12):4850–4860. doi: 10.1172/JCI59261. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Wu H, Zhou X, Fu GB, He ZY, Wu HP, You P, et al. Reversible transition between hepatocytes and liver progenitors for in vitro hepatocyte expansion. Cell Res. 2017;27(5):709–712. doi: 10.1038/cr.2017.47. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Fu GB, Huang WJ, Zeng M, Zhou X, Wu HP, Liu CC, et al. Expansion and differentiation of human hepatocyte-derived liver progenitor-like cells and their use for the study of hepatotropic pathogens. Cell Res. 2019;29(1):8–22. doi: 10.1038/s41422-018-0103-x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Nieoullon V, Belvindrah R, Rougon G, Chazal G. Mouse CD24 is required for homeostatic cell renewal. Cell Tissue Res. 2007;329(3):457–467. doi: 10.1007/s00441-007-0395-5. [DOI] [PubMed] [Google Scholar]
- 20.Huch M, Dolle L. The plastic cellular states of liver cells: are EpCAM and Lgr5 fit for purpose? Hepatology. 2016;64(2):652–662. doi: 10.1002/hep.28469. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Huang WJ, Zhou X, Fu GB, Ding M, Wu HP, Zeng M, et al. The combined induction of liver progenitor cells and the suppression of stellate cells by small molecules reverts chronic hepatic dysfunction. Theranostics. 2021;11(11):5539–5552. doi: 10.7150/thno.54457. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Qing J, Ren Y, Zhang Y, Yan M, Zhang H, Wu D, et al. Dopamine receptor D2 antagonism normalizes profibrotic macrophage-endothelial crosstalk in non-alcoholic steatohepatitis. J Hepatol. 2022;76(2):394–406. doi: 10.1016/j.jhep.2021.09.032. [DOI] [PubMed] [Google Scholar]
- 23.Manco R, Clerbaux LA, Verhulst S, Bou Nader M, Sempoux C, Ambroise J, et al. Reactive cholangiocytes differentiate into proliferative hepatocytes with efficient DNA repair in mice with chronic liver injury. J Hepatol. 2019;70(6):1180–1191. doi: 10.1016/j.jhep.2019.02.003. [DOI] [PubMed] [Google Scholar]
- 24.Fu Q, Ohnishi S, Suda G, Sakamoto N. Small-molecule inhibitor cocktail promotes the proliferation of pre-existing liver progenitor cells. Stem Cell Reports. 2022;17(7):1589–1603. doi: 10.1016/j.stemcr.2022.05.023. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Wang X, Yang L, Wang YC, Xu ZR, Feng Y, Zhang J, et al. Comparative analysis of cell lineage differentiation during hepatogenesis in humans and mice at the single-cell transcriptome level. Cell Res. 2020;30(12):1109–1126. doi: 10.1038/s41422-020-0378-6. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Schaub JR, Huppert KA, Kurial SNT, Hsu BY, Cast AE, Donnelly B, et al. De novo formation of the biliary system by TGFbeta-mediated hepatocyte transdifferentiation. Nature. 2018;557(7704):247–251. doi: 10.1038/s41586-018-0075-5. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.Laudadio I, Manfroid I, Achouri Y, Schmidt D, Wilson MD, Cordi S, et al. A feedback loop between the liver-enriched transcription factor network and miR-122 controls hepatocyte differentiation. Gastroenterology. 2012;142(1):119–129. doi: 10.1053/j.gastro.2011.09.001. [DOI] [PubMed] [Google Scholar]
- 28.Steinhoff JS, Lass A, Schupp M. Biological functions of RBP4 and its relevance for human diseases. Front Physiol. 2021;12:659977. doi: 10.3389/fphys.2021.659977. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Ye D, Yang K, Zang S, Lin Z, Chau HT, Wang Y, et al. Lipocalin-2 mediates non-alcoholic steatohepatitis by promoting neutrophil-macrophage crosstalk via the induction of CXCR2. J Hepatol. 2016;65(5):988–997. doi: 10.1016/j.jhep.2016.05.041. [DOI] [PubMed] [Google Scholar]
- 30.Schenkel LB, Molina JR, Swinger KK, Abo R, Blackwell DJ, Lu AZ, et al. A potent and selective PARP14 inhibitor decreases protumor macrophage gene expression and elicits inflammatory responses in tumor explants. Cell Chem Biol. 2021;28(8):1158–68.e13. doi: 10.1016/j.chembiol.2021.02.010. [DOI] [PubMed] [Google Scholar]
- 31.Huang YZ, Zheng YX, Zhou Y, Xu F, Cui YZ, Chen XY, et al. OAS1, OAS2, and OAS3 contribute to epidermal keratinocyte proliferation by regulating cell cycle and augmenting IFN-1-induced JAK1-signal transducer and activator of transcription 1 phosphorylation in psoriasis. J Invest Dermatol. 2022;142(10):2635–45.e9. doi: 10.1016/j.jid.2022.02.018. [DOI] [PubMed] [Google Scholar]
- 32.Harman JL, Sayers J, Chapman C, Pellet-Many C. Emerging roles for neuropilin-2 in cardiovascular disease. Int J Mol Sci. 2020;21(14):5154. doi: 10.3390/ijms21145154. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Wu Y, Shi T, Li J. NLRC5: A paradigm for NLRs in immunological and inflammatory reaction. Cancer Lett. 2019;451:92–99. doi: 10.1016/j.canlet.2019.03.005. [DOI] [PubMed] [Google Scholar]
- 34.Richardson MM, Jonsson JR, Powell EE, Brunt EM, Neuschwander-Tetri BA, Bhathal PS, et al. Progressive fibrosis in nonalcoholic steatohepatitis: association with altered regeneration and a ductular reaction. Gastroenterology. 2007;133(1):80–90. doi: 10.1053/j.gastro.2007.05.012. [DOI] [PubMed] [Google Scholar]
- 35.Zhao L, Westerhoff M, Pai RK, Choi WT, Gao ZH, Hart J. Centrilobular ductular reaction correlates with fibrosis stage and fibrosis progression in non-alcoholic steatohepatitis. Mod Pathol. 2018;31(1):150–159. doi: 10.1038/modpathol.2017.115. [DOI] [PubMed] [Google Scholar]
- 36.Yasuda D, Torii H, Shimizu R, Hiraoka Y, Kume N. Reduced serum cholesterol and triglyceride levels in a choline-deficient l-amino acid-defined high-fat diet (CDAHFD)-induced mouse model of non-alcoholic steatohepatitis (NASH) Biol Pharm Bull. 2020;43(4):616–618. doi: 10.1248/bpb.b19-00338. [DOI] [PubMed] [Google Scholar]
- 37.Jahn D, Kircher S, Hermanns HM, Geier A. Animal models of NAFLD from a hepatologist's point of view. Biochim Biophys Acta Mol Basis Dis. 2019;1865(5):943–953. doi: 10.1016/j.bbadis.2018.06.023. [DOI] [PubMed] [Google Scholar]
- 38.Xiong X, Kuang H, Ansari S, Liu T, Gong J, Wang S, et al. Landscape of intercellular crosstalk in healthy and nash liver revealed by single-cell secretome gene analysis. Mol Cell. 2019;75(3):644–60.e5. doi: 10.1016/j.molcel.2019.07.028. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.Asimakopoulou A, Borkham-Kamphorst E, Tacke F, Weiskirchen R. Lipocalin-2 (NGAL/LCN2), a "help-me" signal in organ inflammation. Hepatology. 2016;63(2):669–671. doi: 10.1002/hep.27930. [DOI] [PubMed] [Google Scholar]
- 40.Jin S, Guerrero-Juarez CF, Zhang L, Chang I, Ramos R, Kuan CH, et al. Inference and analysis of cell-cell communication using Cell Chat. Nat Commun. 2021;12(1):1088. doi: 10.1038/s41467-021-21246-9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 41.Ramachandran P, Dobie R, Wilson-Kanamori JR, Dora EF, Henderson BEP, Luu NT, et al. Resolving the fibrotic niche of human liver cirrhosis at single-cell level. Nature. 2019;575(7783):512–518. doi: 10.1038/s41586-019-1631-3. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Wang C, Ma C, Gong L, Guo Y, Fu K, Zhang Y, et al. Macrophage polarization and its role in liver disease. Front Immunol. 2021;12:803037. doi: 10.3389/fimmu.2021.803037. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Borkham-Kamphorst E, Drews F, Weiskirchen R. Induction of lipocalin-2 expression in acute and chronic experimental liver injury moderated by pro-inflammatory cytokines interleukin-1beta through nuclear factor-kappaB activation. Liver Int. 2011;31(5):656–665. doi: 10.1111/j.1478-3231.2011.02495.x. [DOI] [PubMed] [Google Scholar]
- 44.Borkham-Kamphorst E, Van de Leur E, Meurer SK, Buhl EM, Weiskirchen R. N-glycosylation of lipocalin 2 is not required for secretion or exosome targeting. Front Pharmacol. 2018;9:426. doi: 10.3389/fphar.2018.00426. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45.Krizanac M, Mass Sanchez PB, Weiskirchen R, Asimakopoulos A. A scoping review on lipocalin-2 and its role in non-alcoholic steatohepatitis and hepatocellular carcinoma. Int J Mol Sci. 2021;22(6):2865. doi: 10.3390/ijms22062865. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46.Kim KE, Lee J, Shin HJ, Jeong EA, Jang HM, Ahn YJ, et al. Lipocalin-2 activates hepatic stellate cells and promotes nonalcoholic steatohepatitis in high-fat diet-fed Ob/Ob mice. Hepatology. 2023;77(3):888–901. doi: 10.1002/hep.32569. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47.Svegliati-Baroni G, De Minicis S, Marzioni M. Hepatic fibrogenesis in response to chronic liver injury: novel insights on the role of cell-to-cell interaction and transition. Liver Int. 2008;28(8):1052–1064. doi: 10.1111/j.1478-3231.2008.01825.x. [DOI] [PubMed] [Google Scholar]
- 48.Aguilar-Bravo B, Rodrigo-Torres D, Arino S, Coll M, Pose E, Blaya D, et al. Ductular reaction cells display an inflammatory profile and recruit neutrophils in alcoholic hepatitis. Hepatology. 2019;69(5):2180–2195. doi: 10.1002/hep.30472. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 49.Hu H, Gehart H, Artegiani B, Dekkers F, Basak O, et al. Long-term expansion of functional mouse and human hepatocytes as 3D organoids. Cell. 2018;175(6):1591–606.e19. doi: 10.1016/j.cell.2018.11.013. [DOI] [PubMed] [Google Scholar]
- 50.Zhang K, Zhang L, Liu W, Ma X, Cen J, Sun Z, et al. In vitro expansion of primary human hepatocytes with efficient liver repopulation capacity. Cell Stem Cell. 2018;23(6):806–19.e4. doi: 10.1016/j.stem.2018.10.018. [DOI] [PubMed] [Google Scholar]
- 51.Huch M, Dorrell C, Boj SF, van Es JH, Li VS, van de Wetering M, et al. In vitro expansion of single Lgr5+ liver stem cells induced by Wnt-driven regeneration. Nature. 2013;494(7436):247–250. doi: 10.1038/nature11826. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 52.Pu W, Zhu H, Zhang M, Pikiolek M, Ercan C, Li J, et al. Bipotent transitional liver progenitor cells contribute to liver regeneration. Nat Genet. 2023;55(4):651–664. doi: 10.1038/s41588-023-01335-9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 53.Reich M, Deutschmann K, Sommerfeld A, Klindt C, Kluge S, Kubitz R, et al. TGR5 is essential for bile acid-dependent cholangiocyte proliferation in vivo and in vitro. Gut. 2016;65(3):487–501. doi: 10.1136/gutjnl-2015-309458. [DOI] [PubMed] [Google Scholar]
- 54.Kim MJ, Ahn EY, Hwang W, Lee Y, Lee EY, Lee EB, et al. Association between fever pattern and clinical manifestations of adult-onset Still's disease: unbiased analysis using hierarchical clustering. Clin Exp Rheumatol. 2018;36(6 Suppl 115):74–79. [PubMed] [Google Scholar]
- 55.Subramanian A, Tamayo P, Mootha VK, Mukherjee S, Ebert BL, Gillette MA, et al. Gene set enrichment analysis: a knowledge-based approach for interpreting genome-wide expression profiles. Proc Natl Acad Sci U S A. 2005;102(43):15545–15550. doi: 10.1073/pnas.0506580102. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 56.Yaari G, Bolen CR, Thakar J, Kleinstein SH. Quantitative set analysis for gene expression: a method to quantify gene set differential expression including gene-gene correlations. Nucleic Acids Res. 2013;41(18):e170. doi: 10.1093/nar/gkt660. [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
The datasets generated during the current study will be available from the corresponding author upon reasonable request.