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Morita-Nakagawa M, Okamura K, Nakabayashi K, Inanaga Y, Shimizu S, Guo WZ, Fujino M, Li XK. Supervised machine learning of outbred mouse genotypes to predict hepatic immunological tolerance of individuals. Sci Rep 2024; 14:24399. [PMID: 39420174 PMCID: PMC11487050 DOI: 10.1038/s41598-024-73999-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2023] [Accepted: 09/23/2024] [Indexed: 10/19/2024] Open
Abstract
It is essential to elucidate the molecular mechanisms underlying liver transplant tolerance and rejection. In cases of mouse liver transplantation between inbred strains, immunological rejection of the allograft is reduced with spontaneous apoptosis without immunosuppressive drugs, which differs from the actual clinical result. This may be because inbred strains are genetically homogeneous and less heterogeneous than others. We exploited outbred CD1 mice, which show highly heterogeneous genotypes among individuals, to search for biomarkers related to immune responses and to construct a model for predicting the outcome of liver allografting. Of the 36 mice examined, 18 died within 3 weeks after transplantation, while the others survived for more than 6 weeks. Whole-exome sequencing of the 36 donors revealed more than 9 million variants relative to the C57BL/6 J reference. We selected 6517 single-nucleotide and indel variants and performed machine learning to determine whether or not we could predict the prognosis of each genotype. Models were built by both deep learning with a one-dimensional convolutional neural network and linear classification and evaluated by leave-one-out cross-validation. Given that one short-lived mouse died early in an accident, the models perfectly predicted the outcome of all individuals, suggesting the importance of genotype collection. In addition, linear classification models provided a list of loci potentially responsible for these responses. The present methods as well as results is likely to be applicable to liver transplantation in humans.
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Affiliation(s)
- Miwa Morita-Nakagawa
- Laboratory of Transplantation Immunology, National Research Institute for Child Health and Development, 2-10-1 Okura, Setagaya-ku, Tokyo, 157-8535, Japan
- Oral Medicine Research Center, Fukuoka Dental College, Fukuoka, Japan
| | - Kohji Okamura
- Department of Systems BioMedicine, National Research Institute for Child Health and Development, Tokyo, Japan
| | - Kazuhiko Nakabayashi
- Department of Maternal-Fetal Biology, National Research Institute for Child Health and Development, Tokyo, Japan
| | - Yukiko Inanaga
- Laboratory of Transplantation Immunology, National Research Institute for Child Health and Development, 2-10-1 Okura, Setagaya-ku, Tokyo, 157-8535, Japan
| | - Seiichi Shimizu
- Center for Organ Transplantation, National Center for Child Health and Development, Tokyo, Japan
| | - Wen-Zhi Guo
- Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital of Zhengzhou University, No. 1 Jianshe East Road, Erqi District, Zhengzhou, 450052, China.
| | - Masayuki Fujino
- Laboratory of Transplantation Immunology, National Research Institute for Child Health and Development, 2-10-1 Okura, Setagaya-ku, Tokyo, 157-8535, Japan.
- Research Center for Biosafety, Laboratory Animal and Pathogen Bank, National Institute of Infectious Diseases, 1-23-1 Toyama, Shinjuku-ku, Tokyo, 162-8640, Japan.
| | - Xiao-Kang Li
- Laboratory of Transplantation Immunology, National Research Institute for Child Health and Development, 2-10-1 Okura, Setagaya-ku, Tokyo, 157-8535, Japan.
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A common gene signature across multiple studies relate biomarkers and functional regulation in tolerance to renal allograft. Kidney Int 2015; 87:984-95. [PMID: 25629549 PMCID: PMC4424816 DOI: 10.1038/ki.2014.395] [Citation(s) in RCA: 69] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2014] [Revised: 10/02/2014] [Accepted: 10/23/2014] [Indexed: 01/21/2023]
Abstract
Patients tolerant to a kidney graft display a specific blood cell transcriptional pattern but results from five different studies were inconsistent, raising the question of relevance for future clinical application. To resolve this, we sought to identify a common gene signature, specific functional and cellular components, and discriminating biomarkers for tolerance following kidney transplantation. A meta-analysis of studies identified a robust gene signature involving proliferation of B and CD4 T cells, and inhibition of CD14 monocyte related functions among 96 tolerant samples. This signature was further supported through a cross-validation approach, yielding 92.5% accuracy independent of the study of origin. Experimental validation, performed on new tolerant samples and using a selection of the top-20 biomarkers, returned 91.7% of good classification. Beyond the confirmation of B-cell involvement, our data also indicated participation of other cell subsets in tolerance. Thus, the use of the top 20 biomarkers, mostly centered on B cells, may provide a common and standardized tool towards personalized medicine for the monitoring of tolerant or low-risk patients among kidney allotransplant recipients. These data point to a global preservation of genes favoring the maintenance of a homeostatic and ‘healthy' environment in tolerant patients and may contribute to a better understanding of tolerance maintenance mechanisms.
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Zhang Q, Ichimaru N, Higuchi S, Cai S, Hou J, Fujino M, Nonomura N, Kobayashi M, Ando H, Uno A, Sakurai K, Mochizuki S, Adachi Y, Ohno N, Zou H, Xu J, Li XK, Takahara S. Permanent acceptance of mouse cardiac allografts with CD40 siRNA to induce regulatory myeloid cells by use of a novel polysaccharide siRNA delivery system. Gene Ther 2015; 22:217-26. [DOI: 10.1038/gt.2014.119] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2014] [Revised: 11/06/2014] [Accepted: 11/17/2014] [Indexed: 01/27/2023]
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An effective immune-monitoring protocol based on gene expression profiles in the peripheral T-cell fraction reactive to graft antigens. Transplantation 2012; 94:802-8. [PMID: 22992770 DOI: 10.1097/tp.0b013e3182696a5b] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
BACKGROUND The ability to induce tolerance, or at least minimize the need for immunosuppressive therapy, is a high priority in organ transplantation. Accomplishing this goal requires a novel method for determining when a patient has become tolerant to or is rejecting their graft. Here, we sought to develop an efficient monitoring protocol based on gene expression profiles of recipient T cells in murine skin and islet allograft models. METHODS Unlike previous studies, here, gene expression analysis was focused on donor antigen-reactive T cells, which were prepared by collecting CD69(+) T cells from cocultures of recipient peripheral T cells and donor antigen-presenting cells. Candidate tolerance and rejection biomarker genes were selected from a CD69(+) T-cell microarray analysis, and their expression levels were measured in the recipient CD69(+) T-cell fraction using quantitative reverse transcription polymerase chain reaction. RESULTS Our new monitoring protocol was capable of precisely detecting the immune status of recipients relative to their graft regardless of the organ received, whether they were taking immunosuppressive drugs, or different strains of origin. CONCLUSIONS Gene expression analysis focusing on recipient CD69(+) T cells as the donor antigen-reactive T-cell population could be used as an effective and sensitive method for monitoring transplant patients.
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Spivey TL, Uccellini L, Ascierto ML, Zoppoli G, De Giorgi V, Delogu LG, Engle AM, Thomas JM, Wang E, Marincola FM, Bedognetti D. Gene expression profiling in acute allograft rejection: challenging the immunologic constant of rejection hypothesis. J Transl Med 2011; 9:174. [PMID: 21992116 PMCID: PMC3213224 DOI: 10.1186/1479-5876-9-174] [Citation(s) in RCA: 77] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2011] [Accepted: 10/12/2011] [Indexed: 02/06/2023] Open
Abstract
In humans, the role and relationship between molecular pathways that lead to tissue destruction during acute allograft rejection are not fully understood. Based on studies conducted in humans, we recently hypothesized that different immune-mediated tissue destruction processes (i.e. cancer, infection, autoimmunity) share common convergent final mechanisms. We called this phenomenon the "Immunologic Constant of Rejection (ICR)." The elements of the ICR include molecular pathways that are consistently described through different immune-mediated tissue destruction processes and demonstrate the activation of interferon-stimulated genes (ISGs), the recruitment of cytotoxic immune cells (primarily through CXCR3/CCR5 ligand pathways), and the activation of immune effector function genes (IEF genes; granzymes A/B, perforin, etc.). Here, we challenge the ICR hypothesis by using a meta-analytical approach and systematically reviewing microarray studies evaluating gene expression on tissue biopsies during acute allograft rejection. We found the pillars of the ICR consistently present among the studies reviewed, despite implicit heterogeneity. Additionally, we provide a descriptive mechanistic overview of acute allograft rejection by describing those molecular pathways most frequently encountered and thereby thought to be most significant. The biological role of the following molecular pathways is described: IFN-γ, CXCR3/CCR5 ligand, IEF genes, TNF-α, IL-10, IRF-1/STAT-1, and complement pathways. The role of NK cell, B cell and T-regulatory cell signatures are also addressed.
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Affiliation(s)
- Tara L Spivey
- Infectious Disease and Immunogenetics Section (IDIS), Department of Transfusion Medicine, Clinical Center and trans-NIH Center for Human Immunology (CHI), National Institutes of Health, Bethesda, Maryland 20892, USA
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6
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Oshida K, Maeda A, Kitsukawa M, Suga S, Iwano S, Miyoshi T, Miyamoto Y. Novel gene markers of immunosuppressive chemicals in mouse lymph node assay. Toxicol Lett 2011; 205:79-85. [PMID: 21621594 DOI: 10.1016/j.toxlet.2011.05.1017] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2011] [Revised: 05/11/2011] [Accepted: 05/12/2011] [Indexed: 01/07/2023]
Abstract
The murine local lymph node assay (LLNA) is an immunologically based test of the sensitizing potential of immunotoxicants, but also evaluates immunosuppressive potential with good sensitivity and specificity. We conducted the LLNA with calcineurin inhibitors (tacrolimus and cyclosporin A), antimetabolites (methotrexate and azathioprine), steroids (dexamethasone and prednisolone), and an alkylator (cyclophosphamide). We performed a comprehensive analysis of results of gene expression in lymph nodes obtained in the LLNA using a highly sensitive DNA chip, 3D-Gene™, and the quantitative reverse transcription-polymerase chain reaction (qPCR). Zfp459 expression increased in all animals treated with immunosuppressive chemicals. Ltf, Cbll1 and Lias expression changed specifically in response to the calcineurin inhibitors, Fmo2 and 9630033F20Rik in response to the antimetabolites, Krt8, Gjb1, Hmha1 and Sfrs7 in response to the steroids, and Gbp1 and Mup5 in response to the alkylator. Therefore, these genes were considered novel markers for immunosuppression and their expression could be used to evaluate the mechanism of action of immunosuppressive chemicals.
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Affiliation(s)
- Keiyu Oshida
- Toxicology and Pharmacokinetics Laboratories, Pharmaceutical Research Laboratories, Toray Industries, Inc., 6-10-1, Tebiro, Kamakura, Kanagawa 248-8555, Japan
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Abstract
PURPOSE OF REVIEW In the last decade, microarray technology has revolutionized biological research by allowing the screening of tens of thousands of genes simultaneously. This article reviews recent studies in organ transplantation using microarrays and highlights the issues that should be addressed in order to use microarrays in diagnosis of rejection. RECENT FINDINGS Microarrays have been useful in identifying potential biomarkers for chronic rejection in peripheral blood mononuclear cells, novel pathways for induction of tolerance, and genes involved in protecting the graft from the host immune system. Microarray analysis of peripheral blood mononuclear cells from chronic antibody-mediated rejection has identified potential noninvasive biomarkers. In a recent study, correlation of pathogenesis-based transcripts with histopathologic lesions is a promising step towards inclusion of microarrays in clinics for organ transplants. SUMMARY Despite promising results in diagnosis of histopathologic lesions using microarrays, the low dynamic range of microarrays and large measured expression changes within the probes for the same gene continue to cast doubts on their readiness for diagnosis of rejection. More studies must be performed to resolve these issues. Dominating expression of globin genes in whole blood poses another challenge for identification of noninvasive biomarkers. In addition, studies are also needed to demonstrate effects of different immunosuppression therapies and their outcomes.
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Rumberger B, Kreutz C, Nickel C, Klein M, Lagoutte S, Teschner S, Timmer J, Gerke P, Walz G, Donauer J. Combination of immunosuppressive drugs leaves specific “fingerprint” on gene expressionin vitro. Immunopharmacol Immunotoxicol 2009; 31:283-92. [DOI: 10.1080/08923970802626268] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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Hama N, Yanagisawa Y, Dono K, Kobayashi S, Marubashi S, Nagano H, Umeshita K, Watanabe S, Uchiyama Y, Monden M. Gene expression profiling of acute cellular rejection in rat liver transplantation using DNA microarrays. Liver Transpl 2009; 15:509-21. [PMID: 19399741 DOI: 10.1002/lt.21708] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Acute cellular rejection (ACR) is still a major problem in organ transplantation, and its genetic and molecular mechanisms remain poorly understood. We used DNA microarrays to investigate the gene expression profiles in ACR. We hypothesized that changes of gene expression in grafts could also be detected in peripheral blood leukocytes. We first compared the gene expression profiles in liver isografts (Lewis to Lewis) and allografts (Dark Agouti to Lewis) harvested from rats at days 1, 3, 5, and 7 after transplantation. Hierarchical clustering analysis indicated that gene expression started to change on day 3, and 89 differentially expressed genes were extracted from allografts in comparison with isografts at day 3. Most of the up-regulated genes were associated with graft-infiltrating leukocytes. We then confirmed the similarity of gene expression changes in peripheral leukocytes by quantitative real-time polymerase chain reaction. We also investigated the gene expression changes in other inflammatory and liver dysfunction models. Two interferon-gamma inducible genes, interferon regulatory factor 1 and guanylate nucleotide binding protein 2, were overexpressed in both the peripheral leukocytes and liver graft during ACR. Although further studies are necessary, these 2 genes in peripheral leukocytes could be potentially useful markers for rejection or immunosuppression.
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Affiliation(s)
- Naoki Hama
- Department of Surgery, Graduate School of Medicine, Osaka University, Osaka, Japan
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Kitazawa Y, Fujino M, Li XK, Xie L, Ichimaru N, Okumi M, Nonomura N, Tsujimura A, Isaka Y, Kimura H, Hünig T, Takahara S. Superagonist CD28 Antibody Preferentially Expanded Foxp3-Expressing nTreg Cells and Prevented Graft-Versus-Host Diseases. Cell Transplant 2009; 18:627-37. [DOI: 10.1177/096368970901805-619] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
Regulatory lymphocytes play a pivotal role in preventing organ-specific autoimmune disease and in induction and maintenance of tolerance in various experimental transplantation models. The enhancement of the number and activity of peripheral CD4+CD25+ Treg cells is an obvious goal for the treatment of autoimmunity and for the suppression of alloreactions. The present study demonstrates that naturally occurring CD4+CD25+ Treg (nTreg) cells preferentially proliferate to a fourfold increase within 3 days in response to the administration of a single superagonistic CD28-specific monoclonal antibody (supCD28 mAb). The appearance of increased Foxp3 molecules was accompanied with polarization toward a Th2 cytokine profile with decreased production of IFN-γ and increased production of IL-4 and IL-10 in the expanded Treg subset. Adoptive transfer of supCD28 mAb-expanded cells in a graft-versus-host disease (GvHD) model induced a potent inhibition of lethality. These results suggest that this therapeutic effect is mediated by the in vivo expansion of nTreg cells. Taken together, these data demonstrate that supCD28-mAb may target nTreg cells in vivo and maintain and enhance their potent regulatory functions for the treatment GvHD.
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Affiliation(s)
- Yusuke Kitazawa
- Laboratory of Transplantation Immunology, National Research Institute for Child Health and Development, Tokyo, Japan
- Department of Advanced Technology for Transplantation, Osaka University Graduate School of Medicine, Osaka, Japan
| | - Masayuki Fujino
- Laboratory of Transplantation Immunology, National Research Institute for Child Health and Development, Tokyo, Japan
- AIDS Research Center, National Institute of Infectious Diseases, Tokyo, Japan
| | - Xiao-Kang Li
- Laboratory of Transplantation Immunology, National Research Institute for Child Health and Development, Tokyo, Japan
| | - Lin Xie
- Laboratory of Transplantation Immunology, National Research Institute for Child Health and Development, Tokyo, Japan
- Department of Advanced Technology for Transplantation, Osaka University Graduate School of Medicine, Osaka, Japan
| | - Naotsugu Ichimaru
- Department of Urology, Osaka University Graduate School of Medicine, Osaka, Japan
| | - Masayoshi Okumi
- Department of Urology, Osaka University Graduate School of Medicine, Osaka, Japan
| | - Norio Nonomura
- Department of Urology, Osaka University Graduate School of Medicine, Osaka, Japan
| | - Akira Tsujimura
- Department of Urology, Osaka University Graduate School of Medicine, Osaka, Japan
| | - Yoshitaka Isaka
- Department of Advanced Technology for Transplantation, Osaka University Graduate School of Medicine, Osaka, Japan
| | - Hiromitsu Kimura
- Laboratory of Transplantation Immunology, National Research Institute for Child Health and Development, Tokyo, Japan
| | - Thomas Hünig
- Institute for Virology and Immunobiology, University of Wüurzburg, Wüurzburg, Germany
| | - Shiro Takahara
- Department of Advanced Technology for Transplantation, Osaka University Graduate School of Medicine, Osaka, Japan
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Funeshima-Fuji N, Fujino M, Xie L, Kimura H, Takahara S, Ezaki T, Zhu BT, Li XK. Prolongation of Rat Major Histocompatibility Complex–compatible Cardiac Allograft Survival During Pregnancy. J Heart Lung Transplant 2009; 28:176-82. [PMID: 19201344 DOI: 10.1016/j.healun.2008.11.914] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2008] [Revised: 10/06/2008] [Accepted: 11/19/2008] [Indexed: 10/21/2022] Open
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Braud C, Baeten D, Giral M, Pallier A, Ashton-Chess J, Braudeau C, Chevalier C, Lebars A, Léger J, Moreau A, Pechkova E, Nicolini C, Soulillou JP, Brouard S. Immunosuppressive drug-free operational immune tolerance in human kidney transplant recipients: Part I. Blood gene expression statistical analysis. J Cell Biochem 2008; 103:1681-92. [PMID: 17910029 DOI: 10.1002/jcb.21574] [Citation(s) in RCA: 64] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Survival of solid organ grafts depends on life-long immunosuppression, which results in increased rates of infection and malignancy. Induction of tolerance to allografts would represent the optimal solution for controlling both chronic rejection (CR) and side effects of immunosuppression. Although spontaneous "operational tolerance" can occur in human kidney transplantation, the lack of noninvasive peripheral blood biological markers of this rare phenomenon precludes the identification of potentially tolerant patients in whom immunosuppression could be tapered as well as the development of new tolerance inducing strategies. Here, the potential of high throughput microarray technology to decipher complex pathologies allowed us to study the peripheral blood specific gene expression profile and corresponding EASE molecular pathways associated to operational tolerance in a cohort of human kidney graft recipients. In comparison with patients with CR, tolerant patients displayed a set of 343 differentially expressed genes, mainly immune and defense genes, in their peripheral blood mononuclear cells (PBMC), of which 223 were also different from healthy volunteers. Using the expression pattern of these 343 genes, we were able to classify correctly >80% of the patients in a cross-validation experiment and classified correctly all of the samples over time. Collectively, this study identifies a unique PBMC gene signature associated with human operational tolerance in kidney transplantation by a classical statistical microarray analysis and, in the second part, by a nonstatistical analysis.
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Affiliation(s)
- Christophe Braud
- Institut de Transplantation Et de la Recherche en Transplantation (ITERT), INSERM, U643, Nantes, F-44000 France
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Foxp3-expressing Regulatory T Cells Expanded With CD28 Superagonist Antibody Can Prevent Rat Cardiac Allograft Rejection. J Heart Lung Transplant 2008; 27:362-71. [DOI: 10.1016/j.healun.2008.01.004] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2007] [Revised: 12/19/2007] [Accepted: 01/02/2008] [Indexed: 11/15/2022] Open
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Intragraft gene expression profile associated with the induction of tolerance. BMC Immunol 2008; 9:5. [PMID: 18267024 PMCID: PMC2275216 DOI: 10.1186/1471-2172-9-5] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2007] [Accepted: 02/11/2008] [Indexed: 11/10/2022] Open
Abstract
Background Xenotransplantation holds the promise of providing an unlimited supply of donor organs for terminal patients with organ failure. Pre-existing natural antibodies to the Galα1,3Galβ1,4GlcNac-R (αGal) carbohydrate xenoantigen, however, bind rapidly to the graft endothelium and initiate hyperacute rejection of wild type pig grafts in humans. Experimental procedures designed to prevent xenoantibody-mediated rejection have been tested in gal knockout mice. These mice produce anti-gal xenoantibodies and are widely used as small animal models for xenotransplantation research. In this model, chimerism for cells expressing the gal carbohydrate can be achieved by transplantation of mixed cells or by transduction of bone marrow cells with viral vectors expressing a functional α1,3 galactosyltransferase gene. Chimerism induces tolerance to heart grafts expressing αGal. The mechanisms by which tolerance is achieved include systemic changes such as clonal deletion and/or anergy. Intragraft changes that occur during the early stages of tolerance induction have not been characterized. Results Cytoprotective genes heme oxygenase-1 (HO-1), Bcl2, and A20 that have been reported to contribute to long-term graft survival in various models of accommodation were not expressed at high levels in tolerant heart grafts. Intragraft gene expression at both early (Day 10) and late (>2 month) time points after heart transplant were examined by real-time PCR and microarray analysis was used to identify changes associated with the induction of tolerance. Intragraft gene expression profiling using microarray analysis demonstrated that genes identified in the functional categories of stress and immunity and signal transduction were significantly up-regulated in early tolerant grafts compared with syngeneic control grafts. Biological process classification showed lower binomial p-values in the categories of "response to biotic stimulus, defense response, and immune response" suggesting that up-regulated genes identified in these grafts promote survival in the presence of an immune response. The expression of the incompatible carbohydrate antigen (αGal) was reduced by 2 months post-transplant when compared with the expression of this gene at Day 10 post-transplant. These results suggest that the gal carbohydrate antigen is downmodulated over time in grafts that demonstrate tolerance. Conclusion Our study suggests that tolerance is associated with intragraft gene expression changes that render the heart resistant to immune-mediated rejection. Genes associated with stress and immunity are up-regulated, however cytoprotective genes HO-1, Bcl2 and A20 were not up-regulated. The expression of the gal carbohydrate, the key target initiating an immune response in this model, is down-regulated in the post-transplant period.
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Brouard S, Mansfield E, Braud C, Li L, Giral M, Hsieh SC, Baeten D, Zhang M, Ashton-Chess J, Braudeau C, Hsieh F, Dupont A, Pallier A, Moreau A, Louis S, Ruiz C, Salvatierra O, Soulillou JP, Sarwal M. Identification of a peripheral blood transcriptional biomarker panel associated with operational renal allograft tolerance. Proc Natl Acad Sci U S A 2007; 104:15448-53. [PMID: 17873064 PMCID: PMC2000539 DOI: 10.1073/pnas.0705834104] [Citation(s) in RCA: 291] [Impact Index Per Article: 17.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2006] [Indexed: 12/13/2022] Open
Abstract
Long-term allograft survival generally requires lifelong immunosuppression (IS). Rarely, recipients display spontaneous "operational tolerance" with stable graft function in the absence of IS. The lack of biological markers of this phenomenon precludes identification of potentially tolerant patients in which IS could be tapered and hinders the development of new tolerance-inducing strategies. The objective of this study was to identify minimally invasive blood biomarkers for operational tolerance and use these biomarkers to determine the frequency of this state in immunosuppressed patients with stable graft function. Blood gene expression profiles from 75 renal-transplant patient cohorts (operational tolerance/acute and chronic rejection/stable graft function on IS) and 16 healthy individuals were analyzed. A subset of samples was used for microarray analysis where three-class comparison of the different groups of patients identified a "tolerant footprint" of 49 genes. These biomarkers were applied for prediction of operational tolerance by microarray and real-time PCR in independent test groups. Thirty-three of 49 genes correctly segregated tolerance and chronic rejection phenotypes with 99% and 86% specificity. The signature is shared with 1 of 12 and 5 of 10 stable patients on triple IS and low-dose steroid monotherapy, respectively. The gene signature suggests a pattern of reduced costimulatory signaling, immune quiescence, apoptosis, and memory T cell responses. This study identifies in the blood of kidney recipients a set of genes associated with operational tolerance that may have utility as a minimally invasive monitoring tool for guiding IS titration. Further validation of this tool for safe IS minimization in prospective clinical trials is warranted.
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Affiliation(s)
- Sophie Brouard
- Institut National de la Santé et de la Recherche Médicale, U643, Centre Hospitalier Universitaire de Nantes, Institut de Transplantation et de Recherche en Transplantation, and Université de Nantes, Faculte de Medicine, F-44000 Nantes, France
| | - Elaine Mansfield
- Department of Pediatrics, Stanford University, 300 Pasteur Drive, Stanford, CA 94304
- Affymetrix, Inc., 3380 Central Expressway, Santa Clara, CA 95051
| | - Christophe Braud
- Institut National de la Santé et de la Recherche Médicale, U643, Centre Hospitalier Universitaire de Nantes, Institut de Transplantation et de Recherche en Transplantation, and Université de Nantes, Faculte de Medicine, F-44000 Nantes, France
| | - Li Li
- Department of Pediatrics, Stanford University, 300 Pasteur Drive, Stanford, CA 94304
| | - Magali Giral
- Institut National de la Santé et de la Recherche Médicale, U643, Centre Hospitalier Universitaire de Nantes, Institut de Transplantation et de Recherche en Transplantation, and Université de Nantes, Faculte de Medicine, F-44000 Nantes, France
| | - Szu-chuan Hsieh
- Department of Pediatrics, Stanford University, 300 Pasteur Drive, Stanford, CA 94304
| | - Dominique Baeten
- Institut National de la Santé et de la Recherche Médicale, U643, Centre Hospitalier Universitaire de Nantes, Institut de Transplantation et de Recherche en Transplantation, and Université de Nantes, Faculte de Medicine, F-44000 Nantes, France
- Clinical Immunology and Rheumatology, Academic Medical Center/University of Amsterdam, Meibergdreef 9, 1105 AZ, Amsterdam, The Netherlands; and
| | - Meixia Zhang
- Department of Pediatrics, Stanford University, 300 Pasteur Drive, Stanford, CA 94304
- Department of Clinical Pharmacology, China Medical University, Shenyang 110001, China
| | - Joanna Ashton-Chess
- Institut National de la Santé et de la Recherche Médicale, U643, Centre Hospitalier Universitaire de Nantes, Institut de Transplantation et de Recherche en Transplantation, and Université de Nantes, Faculte de Medicine, F-44000 Nantes, France
| | - Cécile Braudeau
- Institut National de la Santé et de la Recherche Médicale, U643, Centre Hospitalier Universitaire de Nantes, Institut de Transplantation et de Recherche en Transplantation, and Université de Nantes, Faculte de Medicine, F-44000 Nantes, France
| | - Frank Hsieh
- Department of Veterans Affairs Palo Alto Health Care System (151-K), Palo Alto, CA 94304
| | - Alexandre Dupont
- Institut National de la Santé et de la Recherche Médicale, U643, Centre Hospitalier Universitaire de Nantes, Institut de Transplantation et de Recherche en Transplantation, and Université de Nantes, Faculte de Medicine, F-44000 Nantes, France
| | - Annaik Pallier
- Institut National de la Santé et de la Recherche Médicale, U643, Centre Hospitalier Universitaire de Nantes, Institut de Transplantation et de Recherche en Transplantation, and Université de Nantes, Faculte de Medicine, F-44000 Nantes, France
| | - Anne Moreau
- Service d'Anatomie Pathologique, CHU Hôtel-Dieu, 30 Bd Jean Monnet, 44093 Nantes Cedex 01, France
| | - Stéphanie Louis
- Institut National de la Santé et de la Recherche Médicale, U643, Centre Hospitalier Universitaire de Nantes, Institut de Transplantation et de Recherche en Transplantation, and Université de Nantes, Faculte de Medicine, F-44000 Nantes, France
| | - Catherine Ruiz
- TcLand, Halle 13 Bio-Ouest Ile de Nantes, 21 Rue de la Noue Bras de Fer, 44200 Nantes, France
| | - Oscar Salvatierra
- Department of Pediatrics, Stanford University, 300 Pasteur Drive, Stanford, CA 94304
| | - Jean-Paul Soulillou
- Institut National de la Santé et de la Recherche Médicale, U643, Centre Hospitalier Universitaire de Nantes, Institut de Transplantation et de Recherche en Transplantation, and Université de Nantes, Faculte de Medicine, F-44000 Nantes, France
| | - Minnie Sarwal
- Department of Pediatrics, Stanford University, 300 Pasteur Drive, Stanford, CA 94304
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Abstract
The innate immune system not only participates in host defence but also contributes to the control of adaptive immune responses. Complement and Toll-like receptors (TLR) are key components of innate immunity. Emerging evidence suggests their activation is involved in all major aspects of transplantation. This paper reviews the current understanding of how the complement and TLR on impact transplant injury.
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Affiliation(s)
- Tao Lin
- Department of Nephrology and Transplantation, King's College London School of Medicine at Guy's, King's College and St Thomas' Hospitals, London, UK
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17
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Choosing between immunity and tolerance after transplantation. Cell Immunol 2007; 248:44-7. [DOI: 10.1016/j.cellimm.2007.06.009] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2007] [Accepted: 06/25/2007] [Indexed: 11/22/2022]
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18
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Kitazawa Y, Fujino M, Wang Q, Kimura H, Azuma M, Kubo M, Abe R, Li XK. Involvement of the Programmed Death-1/Programmed Death-1 Ligand Pathway in CD4+CD25+ Regulatory T-Cell Activity to Suppress Alloimmune Responses. Transplantation 2007; 83:774-82. [PMID: 17414712 DOI: 10.1097/01.tp.0000256293.90270.e8] [Citation(s) in RCA: 106] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
BACKGROUND Immune regulatory CD4+CD25+ T (regulatory T; Treg) cells play a vital role in the induction and maintenance of self-tolerance. They are essential for the homeostasis of T cells, the prevention of autoimmunity, and the induction of tolerance to allogeneic donor grafts. However, the underlying mechanism of their functions remains mostly elusive. Therefore, we investigated here a crucial role of Treg cells in their response to alloantigen via the programmed death (PD)-1/PD-1 ligand (PD-L1) pathway. METHODS In vitro mixed lymphocyte reaction (MLR) assay, graft-versus-host disease (GvHD) and a skin transplantation model were used to evaluate the mechanisms of PD-1/PD-L1 pathway. RESULTS Blockade of the PD-1/PD-L1 pathway using anti-PD-L1 monoclonal antibodies (mAb) is found to inhibit Treg cell's ability to suppress and restore CD4+CD25-T-cell proliferation in vitro. GvHD was lethal after adoptive transfer of allogeneic C57BL/6 (H-2K) spleen cells to NOD/SCID (H-2K) mice unless CD25+ T cells were also included. Strikingly, the suppression of GvHD by CD25+ cells was abrogated by anti-PD-L1 mAb administration. The abrogation of Treg-cell-mediated suppression could also be demonstrated in a Balb/c (H-2K) to B6/Rag-2KO (H-2K) skin-allograft model. CONCLUSIONS The blockade of the PD-1/PD-L1 pathway abrogates Treg-mediated immunoregulation, thus suggesting that the PD-1/PD-L1 pathway is required for Treg suppression of the alloreactive responses of CD4+CD25-T cells. This finding has important implications for clarifying the mechanisms of allograft rejection and GvHD.
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MESH Headings
- Animals
- Antibodies, Monoclonal/immunology
- Antibodies, Monoclonal/pharmacology
- Antigens, Surface/immunology
- Antigens, Surface/physiology
- Apoptosis Regulatory Proteins/immunology
- Apoptosis Regulatory Proteins/physiology
- Autoimmunity/immunology
- Autoimmunity/physiology
- CD24 Antigen
- Graft Rejection/immunology
- Graft vs Host Disease/immunology
- Interleukin-2 Receptor alpha Subunit
- Isoantigens/immunology
- Ligands
- Lymphocyte Culture Test, Mixed
- Mice
- Mice, Inbred BALB C
- Mice, Inbred C57BL
- Mice, Inbred NOD
- Programmed Cell Death 1 Receptor
- Signal Transduction/physiology
- Skin Transplantation/immunology
- T-Lymphocytes, Regulatory/immunology
- T-Lymphocytes, Regulatory/physiology
- Transplantation Tolerance/immunology
- Transplantation Tolerance/physiology
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Affiliation(s)
- Yusuke Kitazawa
- Laboratory of Transplantation Immunology, National Research Institute for Child Health and Development, Tokyo, Japan
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19
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Lande JD, Patil J, Li N, Berryman TR, King RA, Hertz MI. Novel insights into lung transplant rejection by microarray analysis. Ann Am Thorac Soc 2007; 4:44-51. [PMID: 17202291 PMCID: PMC2647614 DOI: 10.1513/pats.200605-110jg] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023] Open
Abstract
Gene expression microarrays can estimate the prevalence of mRNA for thousands of genes in a small sample of cells or tissue. Organ transplant researchers are increasingly using microarrays to identify specific patterns of gene expression that predict and characterize acute and chronic rejection, and to improve our understanding of the mechanisms underlying organ allograft dysfunction. We used microarrays to assess gene expression in bronchoalveolar lavage cell samples from lung transplant recipients with and without acute rejection on simultaneous lung biopsies. These studies showed increased expression during acute rejection of genes involved in inflammation, apoptosis, and T-cell activation and proliferation. We also studied gene expression during the evolution of airway obliteration in a murine heterotopic tracheal transplant model of chronic rejection. These studies demonstrated specific patterns of gene expression at defined time points after transplantation in allografts, whereas gene expression in isografts reverted back to that of native tracheas within 2 wk after transplantation. These studies demonstrate the potential power of microarrays to identify biomarkers of acute and chronic lung rejection. The application of new genetic, genomic, and proteomic technologies is in its infancy, and the microarray-based studies described here are clearly only the beginning of their application to lung transplantation. The massive amount of data generated per tissue or cell sample has spawned an outpouring of invention in the bioinformatics field, which is developing methodologies to turn data into meaningful and reproducible clinical and mechanistic inferences.
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Affiliation(s)
- Jeffrey D Lande
- Department of Medicine, University of Minnesota Medical School, Minneapolis, Minnesota 55405, USA
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20
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Martínez-Llordella M, Puig-Pey I, Orlando G, Ramoni M, Tisone G, Rimola A, Lerut J, Latinne D, Margarit C, Bilbao I, Brouard S, Hernández-Fuentes M, Soulillou JP, Sánchez-Fueyo A. Multiparameter immune profiling of operational tolerance in liver transplantation. Am J Transplant 2007; 7:309-19. [PMID: 17241111 DOI: 10.1111/j.1600-6143.2006.01621.x] [Citation(s) in RCA: 275] [Impact Index Per Article: 16.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
Immunosuppressive drugs can be completely withdrawn in up to 20% of liver transplant recipients, commonly referred to as 'operationally' tolerant. Immune characterization of these patients, however, has not been performed in detail, and we lack tests capable of identifying tolerant patients among recipients receiving maintenance immunosuppression. In the current study we have analyzed a variety of biological traits in peripheral blood of operationally tolerant liver recipients in an attempt to define a multiparameter 'fingerprint' of tolerance. Thus, we have performed peripheral blood gene expression profiling and extensive blood cell immunophenotyping on 16 operationally tolerant liver recipients, 16 recipients requiring on-going immunosuppressive therapy, and 10 healthy individuals. Microarray profiling identified a gene expression signature that could discriminate tolerant recipients from immunosuppression-dependent patients with high accuracy. This signature included genes encoding for gammadelta T-cell and NK receptors, and for proteins involved in cell proliferation arrest. In addition, tolerant recipients exhibited significantly greater numbers of circulating potentially regulatory T-cell subsets (CD4+ CD25+ T-cells and Vdelta1+ T cells) than either non-tolerant patients or healthy individuals. Our data provide novel mechanistic insight on liver allograft operational tolerance, and constitute a first step in the search for a non-invasive diagnostic signature capable of predicting tolerance before undergoing drug weaning.
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Affiliation(s)
- M Martínez-Llordella
- Liver Transplant Unit, Hospital Clinic Barcelona, IDIBAPS, University of Barcelona, Barcelona, Spain
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21
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Abstract
Microarray technology holds a distinct advantage over traditional genomic methods, with the unique capability to rapidly generate multiple global gene expression profiles in parallel. This technology is quickly gaining widespread use in many areas of science and medicine because it can be easily adapted to study many experimental questions, particularly relating to disease heterogeneity. Microarray experiments have begun to advance our understanding of the underlying molecular processes in solid organ transplantation; however, several obstacles must be overcome before this technology is ready for application in the clinical setting. This article will review the current applications of microarray technology in the field of transplantation, and discuss the potential impact of this technology on monitoring of solid organ transplant recipients.
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22
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Hara Y, Kitazawa Y, Funeshima N, Kawasaki M, Sato Y, Tezuka K, Kimura H, Hatakeyama K, Li XK. Anergic lymphocytes generated by blocking CD28 and ICOS pathways in vitro prolong rat cardiac graft survival. Int Immunopharmacol 2006; 6:1143-51. [PMID: 16714218 DOI: 10.1016/j.intimp.2006.02.008] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2005] [Revised: 01/15/2006] [Accepted: 02/13/2006] [Indexed: 11/17/2022]
Abstract
Regulatory cells may play a pivotal role in inducing and maintaining transplantation tolerance. We investigated the mechanism of anergic lymphocytes with regulatory cell potential generated in vitro by ICOS and CD 28 co-stimulatory blockades as a source of cellular therapy for treating allograft rejection. Anergic lymphocytes were generated by a mixed lymphocyte reaction consisting of DA splenocytes as the stimulator and Lewis splenocytes as the responder in the presence of anti-ICOS mAb and rCTLA-4I g. Immunoregulatory effects of these lymphocytes were evaluated by secondary MLR and using other various stimulations. DA heart was transplanted into 7.5 Gy-irradiated Lewis rat after intravenous administration of these cells and/or Lewis spleen lymphocytes. We observed that these lymphocytes were not only anergic to alloantigen and polyclonal stimulations but also exhibited regulative activity to inhibit the alloreactive T-cell response. Our adoptive transfer studies revealed that irradiated recipients that received both anergic lymphocytes and naIve Lewis lymphocytes had significantly prolonged DA cardiac graft survival (mean 17.5 days) compared with a group that received Lewis lymphocytes alone (mean 10.8 days). Furthermore, some of the recipients accepted the graft indefinitely after receiving anergic lymphocytes alone (>100 days). These results demonstrated that anergic lymphocytes with regulatory activities can be generated through blocking co-stimulatory signals, CD 28 and ICOS, simultaneously in vitro, and may advance a new immunomodulatory strategy for preventing allorejection in organ transplantation.
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Affiliation(s)
- Yoshiaki Hara
- Laboratory of Transplantation Immunology, National Research Institute for Child Health and Development, 2-10-1 Okura, Setagaya-ku, Tokyo 157-8535, Japan
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23
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Cordoba SP, Wang C, Williams R, Li J, Smit L, Sharland A, Allen R, McCaughan G, Bishop A. Gene array analysis of a rat model of liver transplant tolerance identifies increased complement C3 and the STAT-1/IRF-1 pathway during tolerance induction. Liver Transpl 2006; 12:636-43. [PMID: 16555329 DOI: 10.1002/lt.20637] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
This study aimed to define the molecular mechanism during induction of spontaneous liver transplant tolerance using microarrays and to focus on molecular pathways associated with tolerance by meta-analysis with published studies. The differences in the early immune response between PVG to DA liver transplant recipients that are spontaneously tolerant (TOL) and PVG to Lewis liver transplants that reject (REJ) were examined. Spleens from TOL and REJ on days 1 and 3 were compared by 2 color microarray. Forty-six of 199 genes differentially expressed between TOL and REJ had an immunological function. More immune genes were increased in TOL vs. REJ on day 1, including STAT-1, IRF-1 and complement C3. Differential expression of selected genes was confirmed by quantitative RT-PCR. The results were compared to two published high-throughput studies of rat liver transplant tolerance and showed that C3 was increased in all three models, while STAT-1 and IRF-1 were increased in two models. The early increases in immune genes in TOL confirmed previous reports of an active early immune response in TOL. In conclusion, the increase in STAT-1, IRF-1 and complement component C3 in several models of liver transplant tolerance suggests that the STAT-1/IRF-1 apoptotic pathway and C3 may be involved in the tolerogenic mechanism.
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Affiliation(s)
- Shaun P Cordoba
- AW Morrow Liver Immunobiology Laboratory, Centenary Institute, UNSW Sydney, Australia
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24
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Reding R, Gras J, Truong DQ, Wieërs G, Latinne D. The immunological monitoring of alloreactive responses in liver transplant recipients: a review. Liver Transpl 2006; 12:373-83. [PMID: 16498661 DOI: 10.1002/lt.20704] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
The aim of this work is to review the current knowledge in the field of immunological monitoring of allogenic responsiveness in clinical liver transplantation. When compared to other solid-organ transplants, liver allografts are considered as immunologically privileged, and, accordingly, constitute a favorable setting to develop experimental as well as clinical strategies for minimization of immunosuppression and even induction of operational tolerance. The validation of simple, reliable, noninvasive assays exploring antidonor alloreactivity will constitute a crucial step toward implementing such approaches in the clinic. In contrast to research in rodents claiming the development of donor-specific tolerance in case of graft survivals of over 100 days without immunosuppression, it is impractical to confirm tolerance induction in this way in humans. Promising candidate assays include the detection of post-transplant immune deviation, of circulating precursors of dendritic cells subtypes, and of regulatory T cells. A conceptual framework for the development of tolerance assays in clinical liver transplantation is also proposed.
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Affiliation(s)
- Raymond Reding
- Pediatric Liver Transplant Program, Saint-Luc University Clinics, Université Catholique de Louvain, Brussels, Belgium.
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