Summary
Little is known about the maintenance of intestinal stem cells (ISCs) and progenitors during immune-mediated tissue damage or about the susceptibility of transplant recipients to tissue damage mediated by the donor immune system during graft vs. host disease (GVHD). We demonstrate here that deficiency of recipient-derived IL-22 increased acute GVHD tissue damage and mortality, that ISCs were eliminated during GVHD, and that ISCs as well as their downstream progenitors expressed the IL-22 receptor. Intestinal IL-22 was produced after bone marrow transplant by IL-23-responsive innate lymphoid cells (ILCs) from the transplant recipients, and intestinal IL-22 increased in response to pre-transplant conditioning. However, ILC frequency and IL-22 amounts were decreased by GVHD. Recipient IL-22 deficiency led to increased crypt apoptosis, depletion of ISCs, and loss of epithelial integrity. Our findings reveal IL-22 as a critical regulator of tissue sensitivity to GVHD and a protective factor for ISC during inflammatory intestinal damage.
Introduction
Although potentially curative for benign and malignant hematopoietic diseases, allogeneic hematopoietic transplantation continues to be limited by severe morbidity and mortality caused by graft vs. host disease (GVHD) (Wingard et al., 2011). Acute GVHD occurs when alloreactive donor T cells activated against recipient antigens attack vital recipient organs, classically the skin, liver and gastrointestinal (GI) tract (Shlomchik, 2007). GI GVHD in particular is a major contributor to transplant morbidity and mortality, as skin GVHD can often be controlled without systemic immunosuppression, and liver GVHD is much less frequent (Hill and Ferrara, 2000).
Although substantial progress has been made toward understanding the donor immune response directed against recipient tissues, there is little insight into the factors regulating sensitivity of recipient tissues to GVHD. Additionally, although the GVH immune response has long been felt to involve an attack against the intestinal stem and progenitor cell niche, there has been little direct evidence demonstrating the loss of intestinal stem cells during GVHD. Furthermore, there is little understanding of the role that tissue stem cell damage plays in other models of inflammatory epithelial injury. Given the limitations of existing immunosuppression-based therapies for GVHD, our currently poor understanding of the recipient response to GVHD, and our poor understanding of how recipient tissues recover from GVHD-induced damage, we sought to identify novel factors that could selectively regulate GI injury resulting from GVHD. Furthermore, we sought to do so by focusing on protection of recipients at the tissue level and at the level of intestinal stem cells (ISCs). This rationale is supported by the recent demonstration that treatment with Wnt signaling agonists can provide a trophic signal for intestinal epithelium during GVHD (Takashima et al., 2011). Moreover, while steady-state regulation of the intestinal stem and progenitor cell niche is thought to be a complex orchestration of Wnt, bone morphogenetic protein, Notch, and Hedgehog signaling (Medema and Vermeulen, 2011), there is little knowledge of ISC niche regulation during intestinal damage.
IL-22 is a recently characterized cytokine produced by several hematopoietic populations, including helper T (Th) cells and innate lymphoid cells (ILC) (Liang et al., 2006; Spits and Di Santo, 2011), and expression of the IL-22 receptor (IL-22R) is restricted to non-hematopoietic stromal cells (Pickert et al., 2009; Tachiiri et al., 2003; Witte et al., 2010; Wolk et al., 2004; Zenewicz et al., 2007). IL-22 has contrasting inflammatory and cytoprotective effects, leading to pathologic inflammation and excessive stimulation of keratinocytes in psoriasis, while limiting toxicity in models of acute hepatitis and DSS-induced colitis (Pickert et al., 2009; Sonnenberg et al., 2011a; Wolk et al., 2006). IL-22 protects intestinal epithelium during inflammatory bowel disease (IBD) and experimental colitis by providing a signal for epithelial cell survival, proliferation, and wound healing (Pickert et al., 2009), but impacts of IL-22 on the stem and progenitor cell compartment are unknown. Given the parallels between IBD and GI GVHD (Asplund and Gramlich, 1998), we reasoned that IL-22 signaling could function to protect recipient intestinal tissue after bone marrow transplant (BMT) without limiting donor immunity and utilized clinically relevant mouse models of GVHD to evaluate the relationship between inflammatory tissue damage and epithelial regeneration.
Results
Deficiency of recipient-derived IL-22 increases GI GVHD
In order to test the hypothesis that IL-22 signaling protects recipients from GVHD, we first tested an aggressively lethal MHC-mismatched murine bone marrow transplant (BMT) model of C57BL/6 (B6, H-2b) donor marrow and T cells transplanted into lethally irradiated BALB/c (H-2d) recipients. Although transplantation of T cell-depleted allogeneic bone marrow (BM) rescues recipient mice from lethal total body irradiation (TBI), transplantation of allogeneic marrow and T cells leads to GVHD. Elimination of IL-22 with an IL-22 neutralizing antibody led to a significant increase in GVHD mortality (Figure 1A). However, transplantation with IL-22-deficient (Il22−/−) donor marrow or T cells had no impact on GVHD survival (Figures 1B and 1C). In contrast, Il22−/− BMT recipients demonstrated significantly increased GVHD mortality (Figure 1D), suggesting a critical role for host cells in the production of protective IL-22 post-BMT. The importance of recipient-derived IL-22 was confirmed in a MHC-matched (H-2b) BMT model with minor histocompatibility antigen (MiHA) disparity (LP→B6), which is similar to clinical matched unrelated donor transplantation. Il22−/− recipients again had significantly increased GVHD mortality and GVHD-associated organ pathology in the small and large intestine and liver (Figures 1E and 1F). The increased histopathologic scoring identified in the intestines of Il22−/− recipients was due to increased epithelial damage despite similar inflammatory activity during GVHD (Figure S1A). No differences in skin GVHD pathology were observed in Il22−/− recipients (Figure S1B).
As certain host-derived hematopoietic cells can persist in recipient tissues post-BMT (Merad et al., 2004), we hypothesized that IL-22 could be produced by a subset of radio-resistant hematopoietic cells within recipient target organs. We thus generated hematopoietic chimeras for use as secondary transplant recipients by reconstituting CD45.1 B6 congenic mice with Il22−/− or wild type (WT) CD45.2 B6 marrow (Figure 1G). Hematopoietic reconstitution was confirmed three months later by sampling peripheral blood (>90% in all cases). Chimeric recipients were then transplanted with allogeneic LP marrow and T cells in a reduced-intensity transplant model designed for mice undergoing secondary transplantation. IL-22 deficiency restricted to the recipient hematopoietic compartment resulted in increased GVHD morbidity and mortality (Figure 1G-H), indicating that the source of protective IL-22 was residual host-derived hematopoietic cells. In contrast, depletion of all donor-derived IL-22 by transplantation with both Il22−/− marrow and Il22−/− T cells did not increase GVHD mortality, further demonstrating that protective IL-22 was produced by a recipient-derived source (Figure 1I). This combined donor marrow and T cell IL-22 deficiency led to a statistically significant delay in GVHD mortality, suggesting a potentially additive pro-inflammatory effect of IL-22 produced by donor-derived cells.
Intestinal IL-22 expression is increased following pre-transplant conditioning but reduced by GVHD
Given that recipient-derived IL-22 appeared to play a critical protective role in the development of GVHD, we next sought to determine the normal pattern of IL-22 expression post-BMT. Serum IL-22 concentrations were measured by ELISA in transplanted mice and untransplanted controls. Serum IL-22 concentrations were increased following both B6→BALB/c (MHC-mismatched) and LP→B6 (MiHA-mismatched) BMT. However, this increase in serum IL-22 concentrations post-BMT was not observed in transplanted mice with GVHD (Figure 2A). IL-22 ELISA on small and large intestine homogenates following LP→B6 BMT indicated that IL-22 protein was increased from baseline three weeks post-BMT in recipients without GVHD. However, similar to the serum expression pattern, intestinal IL-22 concentrations were lower in BMT recipients with GVHD than in recipients without GVHD (Figure 2B). Although reduced IL-22 protein in GVHD intestines could have been due to increased cytokine turnover in damaged tissues, this interpretation was refuted by the dual observations that IL-22 protein production was decreased during overnight culture of GVHD intestines and IL-22 mRNA was decreased in the lamina propria of GVHD mice (Figure S2). Consistent with increased host-derived IL-22 production post-BMT, sublethal TBI without transplantation also led to significantly elevated IL-22 protein in homogenized intestines (Figure 2C).
IL-23, which is produced by antigen presenting cells post-BMT (Das et al., 2009), has been reported as a major regulator of IL-22 production (Cella et al., 2009; Kreymborg et al., 2007; Sonnenberg et al., 2011b; Zheng et al., 2007). Consistent with this, we found that IL-22 protein was not elevated in homogenized intestines of p40-deficient mice (Il12b−/−, lacking IL-23 and IL-12) three weeks after sublethal TBI (Figure 2D). Similarly to observations following MHC-mismatched transplantation (Das et al., 2009), IL-23 concentrations were elevated in tissue homogenates from lethally irradiated WT mice two weeks after MiHA-mismatched BMT (Figure 2E). Intestinal IL-23 was also elevated one week after lethal radiation without transplantation (Figure 2F), although IL-22 concentrations were not yet elevated at that time (data not shown). Kinetics of IL-23 expression thus preceded those of IL-22, suggesting that initial production of IL-23 post-BMT may have induced subsequent IL-22 expression.
IL-22 is produced post-BMT by radio-resistant host ILCs that are eliminated during GVHD
As IL-22 was expressed post-BMT and was derived from recipient hematopoietic cells, we next sought to identify the cellular source of intestinal IL-22 after BMT. ILCs contribute to lymphoid ontogeny and intestinal immunity and are potent sources of IL-22 (Sonnenberg et al., 2011a; Spits and Di Santo, 2011). Lamina propria ILCs were identified post-BMT by flow cytometry based on their expression of RORγt in the absence of CD3 (Figure S3). We observed that CD45+CD3−RORγt+ ILCs could persist post-BMT in the lamina propria of transplanted mice without GVHD, but were reduced in frequency and total numbers in BMT recipients with GVHD (Figure 3A). ILCs produced IL-22 in response to IL-23 stimulation in vitro (Figure 3B) and were of host origin (Figure 3C). However, host IL-22-producing ILCs were eliminated during GVHD (Figure 3D). This was confirmed in MiHA-disparate recipients with GVHD (Figure 3E), and similar results were observed in large intestine as well (data not shown). Although IL-22 can be produced by other lymphoid populations such as Th17 cells and natural killer cells (Witte et al., 2010), no significant IL-22 production was identified in lamina propria subsets expressing the T cell marker CD3 or lacking RORγt (Figure S3). Phenotypic assessment of IL-22+ ILCs post-BMT indicated NKp46− cells with expression of IL-7Rα and CCR6 (Figure 3F), consistent with the phenotype of a lymphoid tissue inducer-like cell (Sawa et al., 2010). Thus, ILCs are the recipient-derived source of IL-22 post-BMT, and they are reduced during aggressive experimental (MHC-mismatched) and clinically modeled (MHC-matched) GVHD.
In order to determine how recipient-derived ILCs could persist post-BMT despite lethal pre-transplant conditioning, we evaluated the sensitivity of lamina propria ILCs to radiation treatment. Assessment of ILCs in B6 lamina propria 24-72 hours after lethal (1100 cGy) TBI indicated no significant change in the absolute numbers of ILCs post-radiation (Figure 4A). ILC frequency in lamina propria increased 24 hours after radiation treatment (Figure 4B), further indicating a relative resistance of ILCs to radiation as compared to other CD45+ lamina propria cells. We also assessed the sensitivity of intestinal T cells to radiation treatment. In contrast to the ILCs, lamina propria CD4+ T cells decreased in frequency 72 hours after TBI (Figure 4C). This led to an increase in the ILC-to-CD4 ratio after TBI, providing further evidence of the radio-resistance of ILCs (Figure 4D).
Given the short-term radio-resistance of ILCs and the persistence of recipient-derived ILCs early following T cell-depleted BMT, we performed a long-term assessment of the ILC chimerism up to three months post-BMT. In the periphery, the CD11b+ myeloid cells were fully of donor origin by two months post-BMT, indicating donor hematopoietic stem and progenitor cell engraftment (Figure 4E). Consistent with this donor hematopoietic engraftment, lamina propria T cells were primarily donor-derived and new donor-derived ILCs were also identified in recipient lamina propria two months post-BMT (Figure 4E). Interestingly, despite the donor hematopoietic engraftment in both myeloid cells and in T cells in the periphery and in T cells within the GI lamina propria, the ILCs in recipient lamina propria remained primarily recipient-derived even three months post-BMT (Figure 4F-G).
Host IL-22 deficiency does not significantly alter the donor immune response
As recipient-derived IL-22+ ILCs could persist post-BMT and IL-22 expression increased post-BMT in mice without GVHD, we sought to determine how deficiency of recipient-derived IL-22 could lead to increased GVHD. Given that GVHD is mediated by donor T cells, we assessed for differences in the donor T cell compartment following transplant into WT or Il22−/− recipients (Figure 5). Although host IL-22 deficiency led to increased GVHD mortality and intestinal pathology, no differences were observed in lymphocyte infiltration of recipient intestines (Figure 5A). Furthermore, no major differences were observed in frequencies of donor lymphoid subsets within recipient spleen or mesenteric lymph nodes (Figure 5B), and no differences were observed in donor T cell production of IFNγ or TNFα (Figure 5C). Therefore, although increased GVHD was observed in Il22−/− recipients, this did not appear to be due to increased donor alloreactivity.
Intestinal stem cells are targets of GVHD
Consistent with direct protection of recipient epithelium by IL-22 after transplant, IL-22R expression was significantly increased post-BMT in small and large intestines of WT recipients regardless of GVHD (Figures 6A and 6B). In addition to mature villus epithelium, immunohistochemistry identified IL-22R expression within intestinal crypts where the epithelial stem and progenitor cell niche is located (Figure 6C) (Medema and Vermeulen, 2011; Simons and Clevers, 2011). Lgr5+ ISCs, termed crypt base columnar (CBC) cells for their histologic location and morphology, are capable of generating entire crypt-villus structures in vitro and in vivo (Barker et al., 2007; Sato et al., 2009). Paneth cells provide a supportive microenvironment for ISC in vivo at least in part by activating Wnt signaling within ISCs (Sato et al., 2010). Immunohistochemistry thus appeared to identify IL-22R expression on both epithelial progenitors at the apex and ISCs at the crypt base between Paneth cells (Figure 6C). Immunofluorescence further demonstrated IL-22R expression on ISCs located between lysozyme-expressing Paneth cells, in addition to IL-22R expression on ISC progeny higher in the crypt (Figure 6D). This was confirmed by flow cytometry for IL-22R on Lgr5-GFP reporter crypt epithelial cells (Barker et al., 2007), where GFP+ cells were also found to express IL-22R (Figure S4). IL-22R expression is thus increased post-BMT, and IL-22R is expressed within the intestinal stem and progenitor cell compartment.
GVHD attacks recipient intestinal epithelium, and it is thought to include an attack against epithelial precursors. However, definitive data demonstrating the elimination of ISCs during GVHD has been limited prior to the identification of ISC-specific markers. Takashima et al. reported that GVHD impaired the recovery of ISCs from radiation injury and that treatment with the ISC growth factor R-spondin1 could promote epithelial recovery and reduce systemic GVHD (Takashima et al., 2011). In order to examine ISC damage during GVHD, we utilized B6 Lgr5-LacZ reporter mice as recipients during MiHA-mismatched transplantation. Lgr5-expressing cells were identified by LacZ staining, and transplantation demonstrated a significant reduction of LacZ-expressing CBC cells in BMT recipients with GVHD (Figure 6E). This indicates that ISCs are eliminated during GVHD despite their expression of IL-22R, which is consistent with our findings that IL-22 and IL-22-producing ILC were reduced during GVHD.
IL-22 deficiency leads to increased epithelial damage during GVHD and loss of ISCs
Given the lack of a major discernible impact on alloreactive donor immunity during IL-22 deficiency, the expression of IL-22R on intestinal stem and progenitor cells, and the loss of ISCs during GVHD, we sought to determine how IL-22 could act upon recipient epithelium to protect against GVHD. In addition to having a greater overall GVHD score post-BMT, blinded histopathologic assessment indicated an increase in epithelial apoptosis within intestinal crypts of Il22−/− recipient mice during GVHD (Figure 7A). Given that the intestinal stem and progenitor niche is located within epithelial crypts, and given that these cells express IL-22R, we next compared the stem cell compartment in WT and Il22−/− recipient mice during GVHD (Figure 7B). Similar to what was observed with Lgr5-LacZ reporter mice, blinded histologic assessment of the ISC niche indicated that WT recipients without the β-galactosidase reporter also demonstrated a loss of CBC cells during GVHD (Figure 7B, WT recipients transplanted +/− donor T cells), confirming that ISCs were GVHD targets. Moreover, loss of ISCs in Il22−/− recipients with GVHD was significantly worse than the loss of ISCs in WT mice (Figure 7B). These findings indicate that IL-22 is not only capable of protecting mature intestinal epithelium, but that IL-22 can also protect ISCs.
Given the regulation of epithelial cell production of Reg family molecules by IL-22 (Sanos et al., 2011), we examined the expression of Reg3γ and Reg3β mRNA during GVHD in WT and Il22−/− recipients. Both molecules are known to be produced by intestinal epithelium in response to IL-22, and, in addition to their direct antimicrobial properties, Reg3β has also been reported to promote epithelial cell proliferation and protection from apoptosis in response to tissue injury (Kinnebrew et al., 2012; Okamoto, 1999; Pickert et al., 2009; van Ampting et al., 2012). Consistent with the overall increased mortality and epithelial damage of Il22−/− mice during GVHD, expression of Reg3γ and Reg3β mRNA were both reduced during GVHD in Il22−/− mice as compared to WT GVHD mice (Figure 7C-D). Finally, in order to test the epithelial consequences of increased apoptosis, loss of CBC cells, and reduced Reg3γ and Reg3β in Il22−/− recipient mice, we tested epithelial barrier function in BMT recipients by performing oral administration of FITC-dextran, a non-absorbed carbohydrate that enters the bloodstream if the epithelial barrier has been compromised (Brandl et al., 2009; Kabashima et al., 2002; Yan et al., 2009). Challenge with oral FITC-dextran administration indicated increased GVHD-related epithelial damage and loss of epithelial integrity in Il22−/− BMT recipients (Figure 7E). Thus with an equivalent donor immune response, Il22−/− recipient mice suffered increased mortality, intestinal pathology, damage to the ISC compartment, and compromised epithelial barrier function.
Discussion
Little is known about the susceptibility of transplant recipients to tissue damage mediated by the donor immune system and the regenerative mechanisms employed by recipient tissues to recover from this immune-mediated damage. While alteration of GVHD by recipient-derived factors has previously been described, the primary effect of these molecules has been on the activation of the donor immune system (Lin et al., 2003; Penack et al., 2010). A clinical parameter of transplant patients that has been linked to their risk for developing GVHD is increased recipient age (Flowers et al., 2011; Nash et al., 1992). However, specific mechanistic etiologies for the susceptibility of older adults to GVHD are unclear, and acute GVHD susceptibility can be difficult to separate from toxicity due to pre-transplant conditioning (Jagasia et al., 2011). Factors such as DNA repair mechanisms may regulate damage from conditioning (Dalle, 2008), and Indoleamine 2,3-dioxygenase may regulate repair mechanisms as well as immune effects (Jasperson et al., 2008), but specific regulation of GVHD susceptibility remains poorly understood. In our study, host IL-22 deficiency led to increased GVHD morbidity and mortality. With the lethal pre-transplant conditioning doses used here, IL-22-deficient recipients demonstrated increased intestinal pathology specifically in the inflammatory setting of GVHD, but not following conditioning and transplantation in the absence of donor T cells. Host IL-22 deficiency did not significantly alter the alloreactive donor immune response, however it did increase GVHD in two distinct model systems, worsen epithelial apoptosis, and compromise the integrity of the intestinal barrier function. These findings indicate that IL-22 is an important recipient-derived factor with a primary role in regulating recipient sensitivity to GVHD.
In our study, deficiency of recipient-derived IL-22 led to increased GVHD pathology in the intestines and liver, although no differences were observed in GVHD of the skin. The importance of IL-22 in protecting recipients from GVHD was clearly demonstrated by the use of an IL-22 neutralizing antibody following allogeneic BMT. While deficiency of IL-22 derived from either donor marrow or from donor T cells was not found to impact mortality after transplantation with Il22−/− donor cells, we identified that combined transplantation with marrow and T cells that were both deficient in IL-22 led to a modest but statistically significant increase in median survival. Although the dominant effect appears to be epithelial protection by IL-22 given the results of IL-22 neutralizing antibody treatment, these findings suggest that the same cytokine produced by donor vs. recipient-derived sources may have opposing effects on GVHD-related tissue damage. Further investigation will be required to determine which effect is dominant in clinical transplantation and whether exogenous IL-22 administration will yield a protective or pro-inflammatory outcome.
Significant progress has recently been made in the understanding of IL-22 and immune-mediated regulation of epithelial maintenance and regeneration (Sonnenberg et al., 2011a). An unaddressed topic of central importance is the effect of the immune system on the precursor compartment of epithelial stem and progenitor cells. Several cell types have been proposed as the earliest stem cell population of intestinal epithelium (Barker et al., 2007; Breault et al., 2008; Montgomery et al., 2011; Sangiorgi and Capecchi, 2008; Sato et al., 2010; Simons and Clevers, 2011; Zhu et al., 2009), with the Lgr5+ CBC cell having demonstrated the capacity to regenerate entire crypt-villus structures in vitro from just a single cell (Sato et al., 2010; Sato et al., 2009; Simons and Clevers, 2011). In our study, GI GVHD was found to specifically damage the ISC compartment, and loss of ISCs was even more severe in the absence of host-derived IL-22. These findings demonstrate that IL-22 can maintain intestinal epithelium during settings of inflammatory damage at the level of the ISC. This IL-22-mediated protection of ISCs during GVHD and our identification of IL-22R expression on intestinal stem and progenitor cells further elucidate the finding that ILCs can regulate intestinal epithelium (Sawa et al., 2011) and extend the influence of ILCs and IL-22 to the ISC compartment. We propose that Paneth cells in the stem cell niche may provide a constitutive basal signal for ISC maintenance, while ILCs can provide an IL-22-dependent signal to maintain the stem and progenitor cell pool and epithelial barrier in the context of tissue damage and regeneration.
We found that recipient-derived IL-22 is critical for reducing tissue damage during GVHD. In order for IL-22 and ILCs to exert their protective functions within recipient epithelium post-BMT, ILCs must be able to persist post-BMT despite lethal pre-transplant conditioning and hematopoietic reconstitution. Merad and colleagues have described how recipient Langerhans cells can persist in the skin of mice following T cell-depleted allogeneic BMT despite donor hematopoietic reconstitution (Merad et al., 2004), and there is increasing evidence for the importance of tissue-specific cells in mediating local immune responses (Jiang et al., 2012). We demonstrate here that intestinal ILCs are resistant to systemically lethal doses of TBI and that these ILCs can persist within the lamina propria three months post-BMT, well after donor hematopoietic engraftment has occurred and even after the lamina propria T cell compartment has reconstituted with donor-derived cells. Interestingly, the T cell reconstitution in the periphery appeared to occur more rapidly than within the GI tract, as donor T cell chimerism was greater in the spleen than in the small intestine lamina propria two months post-BMT. While donor-derived ILCs could be identified by two months post-BMT, they represented the minority of the lamina propria ILC pool. Moreover, even once the lamina propria T cell chimerism had equilibrated to the T cell chimerism in the periphery by three months post-BMT, the lamina propria ILCs remained largely of host origin. Recipient-derived cells therefore comprise the majority of the intestinal ILC compartment for at least three months after BMT, further highlighting the significance of the loss of these cells during GVHD.
In conclusion, IL-22 was produced post-BMT by IL-23-responsive ILCs that were eliminated during GVHD, and deficiency of IL-22 led to substantial loss of ISCs, increased intestinal pathology, and loss of epithelial barrier function. These findings reveal a reciprocal mucosal immunity network between the epithelial compartment and the immune system, where tissue damage leads to induction of IL-23, which can stimulate the production of IL-22 by ILCs. This IL-22 production can then protect the intestinal stem and progenitor cell compartment and mature epithelium from inflammatory tissue damage. However, during GVHD there is loss of the IL-22-producing ILCs necessary for limiting that inflammatory tissue damage. The loss of tissue-protective ILCs represents a newly identified pathophysiologic mechanism contributing to tissue damage in GVHD. These findings could lead to targeted approaches for reduction of clinical GVHD without limiting critical post-transplant functions of the donor immune system such as graft vs. leukemia or lymphoma responses, anti-microbial immunity, facilitation of engraftment, and promotion of immune reconstitution. Further study of the IL-22-IL-22R axis may even facilitate the pre-transplant identification of patients who are at increased risk for the development of GVHD. Finally, these findings may have broad implications for pathogenesis and protection of ISCs during other intestinal inflammatory diseases.
Experimental Procedures
Mice and Bone Marrow Transplantation
C57BL/6 (CD45.2 B6, H-2b), B6.SJL-Ptprca Pepcb/BoyJ (CD45.1 B6 congenic, H-2b), p40 KO B6, BALB/c (H-2d), and LP (H-2b) mice were obtained from The Jackson Laboratory. B6 and BALB/c IL-22 KO mice were provided by Genentech, as was anti-IL-22 neutralizing antibody 8E11. Lgr5-LacZ and Lgr5-GFP B6 mice were provided by Dr. Hans Clevers (Barker et al., 2007). The BMT procedure was performed as previously described (Petrovic et al., 2004), with 850 cGy split-dosed lethal irradiation of BALB/c hosts receiving bone marrow (5×106), T cell-depleted with anti–Thy-1.2 and low–TOX-M rabbit complement (Cedarlane Laboratories, Homby, ON), or performed with 1100 cGy split-dosed lethal irradiation of B6 hosts receiving T cell-depleted bone marrow (5×106) as well. Donor T cells (typically 1×106 B6 or 4×106 LP, unless otherwise specified) were prepared for transplantation by harvesting donor splenocytes and enriching for T cells by either nylon wool passage (routinely >70% T cell purity) or by Miltenyi MACS purification of CD5 (routinely >90% purity). Recipient mice were monitored for survival and clinical GVHD symptoms and were sacrificed for blinded histopathologic and flow cytometric analysis as previously described (Petrovic et al., 2004). For chimeric experiments, CD45.1 B6 congenic mice were lethally irradiated and reconstituted with either wild type or Il22−/− CD45.2 marrow. Three months later donor reconstitution was confirmed by FACS of peripheral blood for CD45.1 vs. CD45.2, and chimeric mice were irradiated again (900 cGy, split dose) and transplanted with LP marrow (10×106) and T cells (3×106). BMT protocols were approved by the MSKCC Institutional Animal Care and Use Committee.
Histopathologic analysis of GVHD target organs
GVHD mice were sacrificed, and the small intestine, large intestine, and liver were removed, formalin-preserved, paraffin-embedded, sectioned, and stained with hematoxylin and eosin (H&E). Scoring was performed as previously described (Petrovic et al., 2004).
Tissue analyses and flow cytometry
Lymphoid organs from GVHD mice were processed into single cell suspensions, and lamina propria lymphocytes were isolated following dissociation of the epithelium and digestion in DNase I (Roche) and Collagenase D (Roche). Surface staining was performed with the corresponding cocktail of antibodies, and an eBioscience Fixation/Permeabilization kit was used as per manufacturer’s protocol for intracellular staining. FACS for IL-22R (rat-anti-mouse IL-22Rα antibody 496514, R&D Systems) included both surface and intracellular staining. Intracellular cytokine staining was performed with anti-IL-22 (1H8PWSR, eBioscience), anti-IFNγ (XMG1.2, BD Pharmingen), or anti-TNF (MP6-XT22, BD Pharmingen) following 5 hours of restimulation with BD Golgi Plug (1 ul/ml) and IL-23 (40 ng/ml) for IL-22 expression or phorbol-12-myristate-13-acetate (50 ng/ml) and ionomycin (500 ng/ml) for IFNγ and TNF expression. IL-22 and IL-23 ELISA were performed per manufacturer’s protocol (BioLegend) on either homogenates from small and large intestines or on supernatants from intestines that were cultured at 37°C overnight in RPMI with FBS.
Immunohistochemistry, immunofluorescence, TUNEL, LacZ, and ISC histology
Intestines were harvested from normal mice, formalin-fixed, and stained with rat-anti-mouse IL-22Rα antibody 496514 (R&D Systems) vs. isotype control and/or polyclonal rabbit anti-human lysozyme 3.2.1.17 (Dakocytomation). Immunofluorescence secondary staining was performed with AF488 for IL-22R and AF568 for lysozyme. TUNEL assay was performed on formalin-fixed/paraffin-embedded tissue as described by Gavrieli et al. (Gavrieli et al., 1992). For Lgr5-lacZ transplants, 2.5 cm segments of ileum were obtained, and staining for presence of β-galactosidase (LacZ) was performed as per Barker et al. (Barker et al., 2007). Briefly, small intestines were fixed in 1% formaldehyde, 0.2% glutaraldehyde and 0.02% NP40 in PBS and then incubated with β-galactosidase substrate. Tissues were then fixed again in 4% PFA in PBS and paraffin-embedded, and sections were counterstained with Nuclear Fast Red (Vector). In order to assess ISC in non-reporter mice, crypt base columnar intestinal stem cells were identified as reported by their morphology and their location at the crypt base between Paneth cells (Barker et al., 2007).
Quantitative PCR
Reverse transcription-PCR was done using QuantiTect reverse transcription KIT (Qiagen). For real time PCR, specific primer/probe sets were obtained from Applied Biosystems as follows: Beta-actin: Mm01205647_g1; Reg3b: Mm00440616_g1; Reg3g: Mm00441127_m1. PCR was done on ABI 7500 (Applied Biosystems) using TaqMan Universal PCR Master Mix (Applied Biosystems). Relative amounts of Reg3g and Reg3b mRNA were calculated by the comparative ΔC(t) method.
FITC-dextran assay
Mice were kept without food and water for four hours, then FITC-dextran (#FD4-1G, Sigma) was administered by oral gavage at a concentration of 40mg/ml in phosphate-buffered saline (PBS) in 400ul (16mg) per mouse (~800mg/kg). Four hours later, plasma was collected from peripheral blood, then mixed 1:1 with PBS and analyzed on plate reader at excitation/emission wavelength of 485nm/535nm.
Statistics
Bars and error bars represent the means + standard errors of the mean, respectively, for the various groups. Survival data were analyzed with the Mantel-Cox log-rank test. For non-survival pointwise analyses, unpaired t test was used for comparisons between two experimental groups, or nonparametric Mann-Whitney U test was used for non-Gaussian distributions, and ANOVA was used for comparisons with more than two groups. Survival transplants were performed with 10-38 mice per group, and all other experiments were performed at least twice with at least six mice per group.
Supplementary Material
Acknowledgements
Lgr5-LacZ mice were generously provided by Dr. Hans Clevers. This research was supported by National Institutes of Health award numbers R01-HL069929 (MvdB), R01-CA107096 (MvdB), R01-AI080455 (MvdB), R01-AI 34495 (BB), R01-HL56067 (BB), and K08-KHL115355A (AHa). The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health. Support was also received from the American Society of Hematology Research Training Award for Fellows (AHa), the American Society for Blood and Marrow Transplantation/Celgene New Investigator Award (AHa), the AACR Judah Folkman Fellowship for Angiogenesis Research: 10-40-18-GHOS (AG), the US Department of Defense: USAMRAA Award W81XWH-09-1-0294 (MvdB), the Radiation Effects Research Foundation (RERF-NIAID) (MvdB), The Experimental Therapeutics Center of Memorial Sloan-Kettering Cancer Center funded by Mr. William H. Goodwin and Mrs. Alice Goodwin, The Lymphoma Foundation, Alex’s Lemonade Stand, The Geoffrey Beene Cancer Research Center at Memorial Sloan-Kettering Cancer Center, and The Peter Solomon Fund. We appreciate the invaluable help of the Laboratory of Comparative Pathology and the Molecular Cytology Core Facility (supported by Cancer Center Support Grant NCI P30-CA008748) of Memorial Sloan-Kettering Cancer Center.
Footnotes
Publisher's Disclaimer: This is a PDF file of an unedited manuscript that has been accepted for publication. As a service to our customers we are providing this early version of the manuscript. The manuscript will undergo copyediting, typesetting, and review of the resulting proof before it is published in its final citable form. Please note that during the production process errors may be discovered which could affect the content, and all legal disclaimers that apply to the journal pertain.
References
- Asplund S, Gramlich TL. Chronic mucosal changes of the colon in graft-versus-host disease. Mod Pathol. 1998;11:513–515. [PubMed] [Google Scholar]
- Barker N, van Es JH, Kuipers J, Kujala P, van den Born M, Cozijnsen M, Haegebarth A, Korving J, Begthel H, Peters PJ, Clevers H. Identification of stem cells in small intestine and colon by marker gene Lgr5. Nature. 2007;449:1003–1007. doi: 10.1038/nature06196. [DOI] [PubMed] [Google Scholar]
- Brandl K, Rutschmann S, Li X, Du X, Xiao N, Schnabl B, Brenner DA, Beutler B. Enhanced sensitivity to DSS colitis caused by a hypomorphic Mbtps1 mutation disrupting the ATF6-driven unfolded protein response. Proc Natl Acad Sci U S A. 2009;106:3300–3305. doi: 10.1073/pnas.0813036106. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Breault DT, Min IM, Carlone DL, Farilla LG, Ambruzs DM, Henderson DE, Algra S, Montgomery RK, Wagers AJ, Hole N. Generation of mTert-GFP mice as a model to identify and study tissue progenitor cells. Proc Natl Acad Sci U S A. 2008;105:10420–10425. doi: 10.1073/pnas.0804800105. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Cella M, Fuchs A, Vermi W, Facchetti F, Otero K, Lennerz JKM, Doherty JM, Mills JC, Colonna M. A human natural killer cell subset provides an innate source of IL-22 for mucosal immunity. Nature. 2009;457:722–725. doi: 10.1038/nature07537. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Dalle JH. HSCT for Fanconi anemia in children: factors that influence early and late results. Bone Marrow Transplant. 2008;42:S51–S53. doi: 10.1038/bmt.2008.284. [DOI] [PubMed] [Google Scholar]
- Das R, Chen X, Komorowski R, Hessner MJ, Drobyski WR. Interleukin-23 secretion by donor antigen-presenting cells is critical for organ-specific pathology in graft-versus-host disease. Blood. 2009;113:2352–2362. doi: 10.1182/blood-2008-08-175448. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Flowers ME, Inamoto Y, Carpenter PA, Lee SJ, Kiem HP, Petersdorf EW, Pereira SE, Nash RA, Mielcarek M, Fero ML, et al. Comparative analysis of risk factors for acute graft-versus-host disease and for chronic graft-versus-host disease according to National Institutes of Health consensus criteria. Blood. 2011;117:3214–3219. doi: 10.1182/blood-2010-08-302109. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gavrieli Y, Sherman Y, Ben-Sasson SA. Identification of programmed cell death in situ via specific labeling of nuclear DNA fragmentation. J Cell Biol. 1992;119:493–501. doi: 10.1083/jcb.119.3.493. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hill GR, Ferrara JL. The primacy of the gastrointestinal tract as a target organ of acute graft-versus-host disease: rationale for the use of cytokine shields in allogeneic bone marrow transplantation. Blood. 2000;95:2754–2759. [PubMed] [Google Scholar]
- Jagasia M, Arora M, Flowers ME, Chao NJ, McCarthy PL, Cutler CS, Urbano-Ispizua A, Pavletic SZ, Haagenson MD, Zhang MJ, et al. Risk factors for acute GVHD and survival after hematopoietic cell transplantation. Blood. 2011 doi: 10.1182/blood-2011-06-364265. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Jasperson LK, Bucher C, Panoskaltsis-Mortari A, Taylor PA, Mellor AL, Munn DH, Blazar BR. Indoleamine 2,3-dioxygenase is a critical regulator of acute graft-versus-host disease lethality. Blood. 2008;111:3257–3265. doi: 10.1182/blood-2007-06-096081. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Jiang X, Clark RA, Liu L, Wagers AJ, Fuhlbrigge RC, Kupper TS. Skin infection generates non-migratory memory CD8+ TRM cells providing global skin immunity. Nature. 2012;483:227–231. doi: 10.1038/nature10851. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kabashima K, Saji T, Murata T, Nagamachi M, Matsuoka T, Segi E, Tsuboi K, Sugimoto Y, Kobayashi T, Miyachi Y, et al. The prostaglandin receptor EP4 suppresses colitis, mucosal damage and CD4 cell activation in the gut. J Clin Invest. 2002;109:883–893. doi: 10.1172/JCI14459. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kinnebrew MA, Buffie CG, Diehl GE, Zenewicz LA, Leiner I, Hohl TM, Flavell RA, Littman DR, Pamer EG. Interleukin 23 production by intestinal CD103(+)CD11b(+) dendritic cells in response to bacterial flagellin enhances mucosal innate immune defense. Immunity. 2012;36:276–287. doi: 10.1016/j.immuni.2011.12.011. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kreymborg K, Etzensperger R, Dumoutier L, Haak S, Rebollo A, Buch T, Heppner FL, Renauld J-C, Becher B. IL-22 Is Expressed by Th17 Cells in an IL-23-Dependent Fashion, but Not Required for the Development of Autoimmune Encephalomyelitis. J Immunol. 2007;179:8098–8104. doi: 10.4049/jimmunol.179.12.8098. [DOI] [PubMed] [Google Scholar]
- Liang SC, Tan X-Y, Luxenberg DP, Karim R, Dunussi-Joannopoulos K, Collins M, Fouser LA. Interleukin (IL)-22 and IL-17 are coexpressed by Th17 cells and cooperatively enhance expression of antimicrobial peptides. J. Exp. Med. 2006;203:2271–2279. doi: 10.1084/jem.20061308. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lin MT, Storer B, Martin PJ, Tseng LH, Gooley T, Chen PJ, Hansen JA. Relation of an interleukin-10 promoter polymorphism to graft-versus-host disease and survival after hematopoietic-cell transplantation. N Engl J Med. 2003;349:2201–2210. doi: 10.1056/NEJMoa022060. [DOI] [PubMed] [Google Scholar]
- Medema JP, Vermeulen L. Microenvironmental regulation of stem cells in intestinal homeostasis and cancer. Nature. 2011;474:318–326. doi: 10.1038/nature10212. [DOI] [PubMed] [Google Scholar]
- Merad M, Hoffmann P, Ranheim E, Slaymaker S, Manz MG, Lira SA, Charo I, Cook DN, Weissman IL, Strober S, Engleman EG. Depletion of host Langerhans cells before transplantation of donor alloreactive T cells prevents skin graft-versus-host disease. Nat Med. 2004;10:510–517. doi: 10.1038/nm1038. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Montgomery RK, Carlone DL, Richmond CA, Farilla L, Kranendonk ME, Henderson DE, Baffour-Awuah NY, Ambruzs DM, Fogli LK, Algra S, Breault DT. Mouse telomerase reverse transcriptase (mTert) expression marks slowly cycling intestinal stem cells. Proc Natl Acad Sci U S A. 2011;108:179–184. doi: 10.1073/pnas.1013004108. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Nash RA, Pepe MS, Storb R, Longton G, Pettinger M, Anasetti C, Appelbaum FR, Bowden RA, Deeg HJ, Doney K, et al. Acute graft-versus-host disease: analysis of risk factors after allogeneic marrow transplantation and prophylaxis with cyclosporine and methotrexate. Blood. 1992;80:1838–1845. [PubMed] [Google Scholar]
- Okamoto H. The Reg gene family and Reg proteins: with special attention to the regeneration of pancreatic beta-cells. J Hepatobiliary Pancreat Surg. 1999;6:254–262. doi: 10.1007/s005340050115. [DOI] [PubMed] [Google Scholar]
- Penack O, Holler E, van den Brink MR. Graft-versus-host disease: regulation by microbe-associated molecules and innate immune receptors. Blood. 2010;115:1865–1872. doi: 10.1182/blood-2009-09-242784. [DOI] [PubMed] [Google Scholar]
- Petrovic A, Alpdogan O, Willis LM, Eng JM, Greenberg AS, Kappel BJ, Liu C, Murphy GJ, Heller G, van den Brink MR. LPAM (alpha 4 beta 7 integrin) is an important homing integrin on alloreactive T cells in the development of intestinal graft-versus-host disease. Blood. 2004;103:1542–1547. doi: 10.1182/blood-2003-03-0957. [DOI] [PubMed] [Google Scholar]
- Pickert G, Neufert C, Leppkes M, Zheng Y, Wittkopf N, Warntjen M, Lehr H-A, Hirth S, Weigmann B, Wirtz S, et al. STAT3 links IL-22 signaling in intestinal epithelial cells to mucosal wound healing. J. Exp. Med. 2009;206:1465–1472. doi: 10.1084/jem.20082683. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sangiorgi E, Capecchi MR. Bmi1 is expressed in vivo in intestinal stem cells. Nat Genet. 2008;40:915–920. doi: 10.1038/ng.165. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sanos SL, Vonarbourg C, Mortha A, Diefenbach A. Control of epithelial cell function by interleukin-22-producing RORγt+ innate lymphoid cells. Immunology. 2011;132:453–465. doi: 10.1111/j.1365-2567.2011.03410.x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sato T, van Es JH, Snippert HJ, Stange DE, Vries RG, van den Born M, Barker N, Shroyer NF, van de Wetering M, Clevers H. Paneth cells constitute the niche for Lgr5 stem cells in intestinal crypts. Nature. 2010;469:415–418. doi: 10.1038/nature09637. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sato T, Vries RG, Snippert HJ, van de Wetering M, Barker N, Stange DE, van Es JH, Abo A, Kujala P, Peters PJ, Clevers H. Single Lgr5 stem cells build crypt-villus structures in vitro without a mesenchymal niche. Nature. 2009;459:262–265. doi: 10.1038/nature07935. [DOI] [PubMed] [Google Scholar]
- Sawa S, Cherrier M, Lochner M, Satoh-Takayama N, Fehling H.J.r., Langa F, Di Santo JP, Eberl G.r. Lineage Relationship Analysis of RORŒ≥t+ Innate Lymphoid Cells. Science. 2010;330:665–669. doi: 10.1126/science.1194597. [DOI] [PubMed] [Google Scholar]
- Sawa S, Lochner M, Satoh-Takayama N, Dulauroy S, Berard M, Kleinschek M, Cua D, Di Santo JP, Eberl G. RORgammat+ innate lymphoid cells regulate intestinal homeostasis by integrating negative signals from the symbiotic microbiota. Nat Immunol. 2011;12:320–326. doi: 10.1038/ni.2002. [DOI] [PubMed] [Google Scholar]
- Shlomchik WD. Graft-versus-host disease. Nat Rev Immunol. 2007;7:340–352. doi: 10.1038/nri2000. [DOI] [PubMed] [Google Scholar]
- Simons BD, Clevers H. Stem cell self-renewal in intestinal crypt. Exp Cell Res. 2011 doi: 10.1016/j.yexcr.2011.07.010. [DOI] [PubMed] [Google Scholar]
- Sonnenberg GF, Fouser LA, Artis D. Border patrol: regulation of immunity, inflammation and tissue homeostasis at barrier surfaces by IL-22. Nat Immunol. 2011a;12:383–390. doi: 10.1038/ni.2025. [DOI] [PubMed] [Google Scholar]
- Sonnenberg GF, Monticelli LA, Elloso MM, Fouser LA, Artis D. CD4(+) lymphoid tissue-inducer cells promote innate immunity in the gut. Immunity. 2011b;34:122–134. doi: 10.1016/j.immuni.2010.12.009. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Spits H, Di Santo JP. The expanding family of innate lymphoid cells: regulators and effectors of immunity and tissue remodeling. Nat Immunol. 2011;12:21–27. doi: 10.1038/ni.1962. [DOI] [PubMed] [Google Scholar]
- Tachiiri A, Imamura R, Wang Y, Fukui M, Umemura M, Suda T. Genomic structure and inducible expression of the IL-22 receptor alpha chain in mice. Genes Immun. 2003;4:153–159. doi: 10.1038/sj.gene.6363934. [DOI] [PubMed] [Google Scholar]
- Takashima S, Kadowaki M, Aoyama K, Koyama M, Oshima T, Tomizuka K, Akashi K, Teshima T. The Wnt agonist R-spondin1 regulates systemic graft-versus-host disease by protecting intestinal stem cells. J Exp Med. 2011;208:285–294. doi: 10.1084/jem.20101559. [DOI] [PMC free article] [PubMed] [Google Scholar]
- van Ampting MT, Loonen LM, Schonewille AJ, Konings I, Vink C, Iovanna J, Chamaillard M, Dekker J, van der Meer R, Wells JM, Bovee-Oudenhoven IM. Intestinally secreted C-type lectin Reg3b attenuates salmonellosis but not listeriosis in mice. Infect Immun. 2012;80:1115–1120. doi: 10.1128/IAI.06165-11. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wingard JR, Majhail NS, Brazauskas R, Wang Z, Sobocinski KA, Jacobsohn D, Sorror ML, Horowitz MM, Bolwell B, Rizzo JD, Socie G. Long-term survival and late deaths after allogeneic hematopoietic cell transplantation. J Clin Oncol. 2011;29:2230–2239. doi: 10.1200/JCO.2010.33.7212. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Witte E, Witte K, Warszawska K, Sabat R, Wolk K. Interleukin-22: A cytokine produced by T, NK and NKT cell subsets, with importance in the innate immune defense and tissue protection. Cytokine Growth Factor Rev. 2010 doi: 10.1016/j.cytogfr.2010.08.002. [DOI] [PubMed] [Google Scholar]
- Wolk K, Kunz S, Witte E, Friedrich M, Asadullah K, Sabat R. IL-22 Increases the Innate Immunity of Tissues. 2004;21:241–254. doi: 10.1016/j.immuni.2004.07.007. [DOI] [PubMed] [Google Scholar]
- Wolk K, Witte E, Wallace E, Docke WD, Kunz S, Asadullah K, Volk HD, Sterry W, Sabat R. IL-22 regulates the expression of genes responsible for antimicrobial defense, cellular differentiation, and mobility in keratinocytes: a potential role in psoriasis. Eur J Immunol. 2006;36:1309–1323. doi: 10.1002/eji.200535503. [DOI] [PubMed] [Google Scholar]
- Yan Y, Kolachala V, Dalmasso G, Nguyen H, Laroui H, Sitaraman SV, Merlin D. Temporal and spatial analysis of clinical and molecular parameters in dextran sodium sulfate induced colitis. PLoS One. 2009;4:e6073. doi: 10.1371/journal.pone.0006073. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Zenewicz LA, Yancopoulos GD, Valenzuela DM, Murphy AJ, Karow M, Flavell RA. Interleukin-22 but Not Interleukin-17 Provides Protection to Hepatocytes during Acute Liver Inflammation. 2007;27:647–659. doi: 10.1016/j.immuni.2007.07.023. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Zheng Y, Danilenko DM, Valdez P, Kasman I, Eastham-Anderson J, Wu J, Ouyang W. Interleukin-22, a TH17 cytokine, mediates IL-23-induced dermal inflammation and acanthosis. Nature. 2007;445:648–651. doi: 10.1038/nature05505. [DOI] [PubMed] [Google Scholar]
- Zhu L, Gibson P, Currle DS, Tong Y, Richardson RJ, Bayazitov IT, Poppleton H, Zakharenko S, Ellison DW, Gilbertson RJ. Prominin 1 marks intestinal stem cells that are susceptible to neoplastic transformation. Nature. 2009;457:603–607. doi: 10.1038/nature07589. [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.