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Streichart L, Felldin M, Ekberg J, Mjörnstedt L, Lindnér P, Lennerling A, Bröcker V, Mölne J, Holgersson J, Daenen K, Wennberg L, Lorant T, Baid-Agrawal S. Tocilizumab in chronic active antibody-mediated rejection: rationale and protocol of an in-progress randomized controlled open-label multi-center trial (INTERCEPT study). Trials 2024; 25:213. [PMID: 38519988 PMCID: PMC10958896 DOI: 10.1186/s13063-024-08020-0] [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: 12/05/2023] [Accepted: 02/26/2024] [Indexed: 03/25/2024] Open
Abstract
BACKGROUND Chronic active antibody-mediated rejection (caAMR) in kidney transplants is associated with irreversible tissue damage and a leading cause of graft loss in the long-term. However, the treatment for caAMR remains a challenge to date. Recently, tocilizumab, a recombinant humanized monoclonal antibody directed against the human interleukin-6 (IL-6) receptor, has shown promise in the treatment of caAMR. However, it has not been systematically investigated so far underscoring the need for randomized controlled studies in this area. METHODS The INTERCEPT study is an investigator-driven randomized controlled open-label multi-center trial in kidney transplant recipients to assess the efficacy of tocilizumab in the treatment of biopsy-proven caAMR. A total of 50 recipients with biopsy-proven caAMR at least 12 months after transplantation will be randomized to receive either tocilizumab (n = 25) added to our standard of care (SOC) maintenance treatment or SOC alone (n = 25) for a period of 24 months. Patients will be followed for an additional 12 months after cessation of study medication. After the inclusion biopsies at baseline, protocol kidney graft biopsies will be performed at 12 and 24 months. The sample size calculation assumed a difference of 5 ml/year in slope of estimated glomerular filtration rate (eGFR) between the two groups for 80% power at an alpha of 0.05. The primary endpoint is the slope of eGFR at 24 months after start of treatment. The secondary endpoints include assessment of the following at 12, 24, and 36 months: composite risk score iBox, safety, evolution and characteristics of donor-specific antibodies (DSA), graft histology, proteinuria, kidney function assessed by measured GFR (mGFR), patient- and death-censored graft survival, and patient-reported outcomes that include transplant-specific well-being, adherence to immunosuppressive medications and perceived threat of the risk of graft rejection. DISCUSSION No effective treatment exists for caAMR at present. Based on the hypothesis that inhibition of IL-6 receptor by tocilizumab will reduce antibody production and reduce antibody-mediated damage, our randomized trial has a potential to provide evidence for a novel treatment strategy for caAMR, therewith slowing the decline in graft function in the long-term. TRIAL REGISTRATION ClinicalTrials.gov NCT04561986. Registered on September 24, 2020.
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Affiliation(s)
- Lillian Streichart
- Transplant Institute, Sahlgrenska University Hospital, Institute of Clinical Sciences, Sahlgrenska Academy at University of Gothenburg, 413 45, Gothenburg, Sweden
| | - Marie Felldin
- Transplant Institute, Sahlgrenska University Hospital, Institute of Clinical Sciences, Sahlgrenska Academy at University of Gothenburg, 413 45, Gothenburg, Sweden
| | - Jana Ekberg
- Transplant Institute, Sahlgrenska University Hospital, Institute of Clinical Sciences, Sahlgrenska Academy at University of Gothenburg, 413 45, Gothenburg, Sweden
| | - Lars Mjörnstedt
- Transplant Institute, Sahlgrenska University Hospital, Institute of Clinical Sciences, Sahlgrenska Academy at University of Gothenburg, 413 45, Gothenburg, Sweden
| | - Per Lindnér
- Transplant Institute, Sahlgrenska University Hospital, Institute of Clinical Sciences, Sahlgrenska Academy at University of Gothenburg, 413 45, Gothenburg, Sweden
| | - Annette Lennerling
- Transplant Institute, Sahlgrenska University Hospital, Institute of Clinical Sciences, Sahlgrenska Academy at University of Gothenburg, 413 45, Gothenburg, Sweden
| | - Verena Bröcker
- Department of Pathology, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Johan Mölne
- Department of Pathology, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Jan Holgersson
- Department of Laboratory Medicine, Institute of Biomedicine, University of Gothenburg and Department of Clinical Immunology and Transfusion Medicine, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Kristien Daenen
- Department of Nephrology, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Lars Wennberg
- Department of Transplantation Surgery, Karolinska University Hospital, Stockholm, Sweden
| | - Tomas Lorant
- Section of Transplantation Surgery, Department of Surgical Sciences, Uppsala University Hospital, Uppsala, Sweden
| | - Seema Baid-Agrawal
- Transplant Institute, Sahlgrenska University Hospital, Institute of Clinical Sciences, Sahlgrenska Academy at University of Gothenburg, 413 45, Gothenburg, Sweden.
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Yoo D, Goutaudier V, Divard G, Gueguen J, Astor BC, Aubert O, Raynaud M, Demir Z, Hogan J, Weng P, Smith J, Garro R, Warady BA, Zahr RS, Sablik M, Twombley K, Couzi L, Berney T, Boyer O, Duong-Van-Huyen JP, Giral M, Alsadi A, Gourraud PA, Morelon E, Le Quintrec M, Brouard S, Legendre C, Anglicheau D, Villard J, Zhong W, Kamar N, Bestard O, Djamali A, Budde K, Haas M, Lefaucheur C, Rabant M, Loupy A. An automated histological classification system for precision diagnostics of kidney allografts. Nat Med 2023; 29:1211-1220. [PMID: 37142762 DOI: 10.1038/s41591-023-02323-6] [Citation(s) in RCA: 33] [Impact Index Per Article: 16.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2022] [Accepted: 03/28/2023] [Indexed: 05/06/2023]
Abstract
For three decades, the international Banff classification has been the gold standard for kidney allograft rejection diagnosis, but this system has become complex over time with the integration of multimodal data and rules, leading to misclassifications that can have deleterious therapeutic consequences for patients. To improve diagnosis, we developed a decision-support system, based on an algorithm covering all classification rules and diagnostic scenarios, that automatically assigns kidney allograft diagnoses. We then tested its ability to reclassify rejection diagnoses for adult and pediatric kidney transplant recipients in three international multicentric cohorts and two large prospective clinical trials, including 4,409 biopsies from 3,054 patients (62.05% male and 37.95% female) followed in 20 transplant referral centers in Europe and North America. In the adult kidney transplant population, the Banff Automation System reclassified 83 out of 279 (29.75%) antibody-mediated rejection cases and 57 out of 105 (54.29%) T cell-mediated rejection cases, whereas 237 out of 3,239 (7.32%) biopsies diagnosed as non-rejection by pathologists were reclassified as rejection. In the pediatric population, the reclassification rates were 8 out of 26 (30.77%) for antibody-mediated rejection and 12 out of 39 (30.77%) for T cell-mediated rejection. Finally, we found that reclassification of the initial diagnoses by the Banff Automation System was associated with an improved risk stratification of long-term allograft outcomes. This study demonstrates the potential of an automated histological classification to improve transplant patient care by correcting diagnostic errors and standardizing allograft rejection diagnoses.ClinicalTrials.gov registration: NCT05306795 .
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Affiliation(s)
- Daniel Yoo
- Université Paris Cité, INSERM U970, Paris Institute for Transplantation and Organ Regeneration, Paris, France
| | - Valentin Goutaudier
- Université Paris Cité, INSERM U970, Paris Institute for Transplantation and Organ Regeneration, Paris, France
- Department of Kidney Transplantation, Necker Hospital, Assistance Publique - Hôpitaux de Paris, Paris, France
| | - Gillian Divard
- Université Paris Cité, INSERM U970, Paris Institute for Transplantation and Organ Regeneration, Paris, France
- Kidney Transplant Department, Saint-Louis Hospital, Assistance Publique - Hôpitaux de Paris, Paris, France
| | - Juliette Gueguen
- Néphrologie-Immunologie Clinique, Hôpital Bretonneau, CHU Tours, Tours, France
| | - Brad C Astor
- Division of Nephrology, Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Olivier Aubert
- Université Paris Cité, INSERM U970, Paris Institute for Transplantation and Organ Regeneration, Paris, France
- Department of Kidney Transplantation, Necker Hospital, Assistance Publique - Hôpitaux de Paris, Paris, France
| | - Marc Raynaud
- Université Paris Cité, INSERM U970, Paris Institute for Transplantation and Organ Regeneration, Paris, France
| | - Zeynep Demir
- Université Paris Cité, INSERM U970, Paris Institute for Transplantation and Organ Regeneration, Paris, France
- Pediatric Hepatology Unit-Liver Transplantation, Necker Hospital, Assistance Publique - Hôpitaux de Paris, Paris, France
| | - Julien Hogan
- Université Paris Cité, INSERM U970, Paris Institute for Transplantation and Organ Regeneration, Paris, France
- Division of Pediatric Nephrology, Robert Debré Hospital, APHP, Paris, France
| | - Patricia Weng
- Pediatric Nephrology, David Geffen School of Medicine at UCLA, UCLA Mattel Children's Hospital, Los Angeles, CA, USA
| | - Jodi Smith
- Department of Pediatrics, University of Washington School of Medicine, Seattle Children's Hospital, Seattle, WA, USA
| | - Rouba Garro
- Division of Pediatric Nephrology, Emory University School of Medicine, Children's Pediatric Institute, Atlanta, GA, USA
| | - Bradley A Warady
- Division of Pediatric Nephrology, University of Kansas City, Children's Mercy Hospital, Kansas City, MO, USA
| | - Rima S Zahr
- Division of Pediatric Nephrology and Hypertension, University of Tennessee Health Science Center, Le Bonheur Children's Hospital, Memphis, TN, USA
| | - Marta Sablik
- Université Paris Cité, INSERM U970, Paris Institute for Transplantation and Organ Regeneration, Paris, France
| | - Katherine Twombley
- Acute Dialysis Units, Pediatric Kidney Transplant, Medical University of South Carolina, Charleston, SC, USA
| | - Lionel Couzi
- Department of Nephrology, Transplantation, Dialysis and Apheresis, CHU Bordeaux, Bordeaux, France
| | - Thierry Berney
- Division of Abdominal and Transplantation Surgery, Department of Surgery, Faculty of Medicine, Geneva University Hospitals, Geneva, Switzerland
| | - Olivia Boyer
- Division of Pediatric Nephrology, Necker Hospital, Université Paris Cité, Paris, France
| | - Jean-Paul Duong-Van-Huyen
- Department of Pathology, Necker-Enfants Malades Hospital, Assistance Publique - Hôpitaux de Paris, Paris, France
| | - Magali Giral
- Nantes Université, CHU Nantes, INSERM, Center for Research in Transplantation and Translational Immunology, UMR 1064, ITUN, Nantes, France
| | - Alaa Alsadi
- Department of Pathology, University of Wisconsin, Madison, WI, USA
| | - Pierre A Gourraud
- Nantes Université, CHU Nantes, INSERM, Center for Research in Transplantation and Translational Immunology, UMR 1064, ITUN, Nantes, France
| | - Emmanuel Morelon
- Department of Transplantation, Edouard Herriot University Hospital, Hospices Civils de Lyon, University Lyon, University of Lyon I, Lyon, France
| | - Moglie Le Quintrec
- Department of Nephrology, Centre Hospitalier Universitaire Montpellier, Montpellier, France
| | - Sophie Brouard
- Nantes Université, CHU Nantes, INSERM, Center for Research in Transplantation and Translational Immunology, UMR 1064, ITUN, Nantes, France
| | - Christophe Legendre
- Université Paris Cité, INSERM U970, Paris Institute for Transplantation and Organ Regeneration, Paris, France
- Department of Kidney Transplantation, Necker Hospital, Assistance Publique - Hôpitaux de Paris, Paris, France
| | - Dany Anglicheau
- Department of Kidney Transplantation, Necker Hospital, Assistance Publique - Hôpitaux de Paris, Paris, France
| | - Jean Villard
- Division of Transplantation Immunology, University Hospital of Geneva, Geneva, Switzerland
| | - Weixiong Zhong
- Department of Pathology, University of Wisconsin, Madison, WI, USA
| | - Nassim Kamar
- Department of Nephrology-Dialysis-Transplantation, Centre Hospitalier, Universitaire de Toulouse, Toulouse, France
| | - Oriol Bestard
- Department of Nephrology and Kidney Transplantation, Vall d'Hebrón University Hospital, Barcelona, Spain
| | - Arjang Djamali
- Department of Medicine, Maine Medical Center, Portland, ME, USA
| | - Klemens Budde
- Department of Nephrology and Critical Care Medicine, Charité - Universitätsmedizin Berlin, Freie Universität Berlin, Berlin Institute of Health, Berlin, Germany
| | - Mark Haas
- Comprehensive Transplant Center, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Carmen Lefaucheur
- Université Paris Cité, INSERM U970, Paris Institute for Transplantation and Organ Regeneration, Paris, France
- Kidney Transplant Department, Saint-Louis Hospital, Assistance Publique - Hôpitaux de Paris, Paris, France
| | - Marion Rabant
- Université Paris Cité, INSERM U970, Paris Institute for Transplantation and Organ Regeneration, Paris, France
- Department of Pathology, Necker-Enfants Malades Hospital, Assistance Publique - Hôpitaux de Paris, Paris, France
| | - Alexandre Loupy
- Université Paris Cité, INSERM U970, Paris Institute for Transplantation and Organ Regeneration, Paris, France.
- Department of Kidney Transplantation, Necker Hospital, Assistance Publique - Hôpitaux de Paris, Paris, France.
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Clinical recommendations for posttransplant assessment of anti-HLA (Human Leukocyte Antigen) donor-specific antibodies: A Sensitization in Transplantation: Assessment of Risk consensus document. Am J Transplant 2023; 23:115-132. [PMID: 36695614 DOI: 10.1016/j.ajt.2022.11.013] [Citation(s) in RCA: 39] [Impact Index Per Article: 19.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2022] [Revised: 10/29/2022] [Accepted: 11/04/2022] [Indexed: 01/13/2023]
Abstract
Although anti-HLA (Human Leukocyte Antigen) donor-specific antibodies (DSAs) are commonly measured in clinical practice and their relationship with transplant outcome is well established, clinical recommendations for anti-HLA antibody assessment are sparse. Supported by a careful and critical review of the current literature performed by the Sensitization in Transplantation: Assessment of Risk 2022 working group, this consensus report provides clinical practice recommendations in kidney, heart, lung, and liver transplantation based on expert assessment of quality and strength of evidence. The recommendations address 3 major clinical problems in transplantation and include guidance regarding posttransplant DSA assessment and application to diagnostics, prognostics, and therapeutics: (1) the clinical implications of positive posttransplant DSA detection according to DSA status (ie, preformed or de novo), (2) the relevance of posttransplant DSA assessment for precision diagnosis of antibody-mediated rejection and for treatment management, and (3) the relevance of posttransplant DSA for allograft prognosis and risk stratification. This consensus report also highlights gaps in current knowledge and provides directions for clinical investigations and trials in the future that will further refine the clinical utility of posttransplant DSA assessment, leading to improved transplant management and patient care.
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Clazakizumab for the treatment of chronic active antibody-mediated rejection (AMR) in kidney transplant recipients: Phase 3 IMAGINE study rationale and design. Trials 2022; 23:1042. [PMID: 36550562 PMCID: PMC9772593 DOI: 10.1186/s13063-022-06897-3] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2021] [Accepted: 11/08/2022] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND Chronic active antibody-mediated rejection (AMR) is a major cause of graft loss with no approved drugs for its treatment. Currently, off-label regimens are used, reflecting the high unmet need for effective therapies based on well-controlled trials. Clazakizumab is a high-affinity, humanized monoclonal antibody that binds interleukin-6 and decreases donor-specific antibody (DSA) production and inflammation. Phase 2 pilot studies of clazakizumab in kidney transplant recipients with chronic active AMR suggest modulation of DSA, stabilization of glomerular filtration rate (GFR), and a manageable safety profile. We report the design of the Phase 3 IMAGINE study (NCT03744910) to evaluate the safety and efficacy of clazakizumab for the treatment of chronic active AMR. METHODS IMAGINE is a multicenter, double-blind trial of approximately 350 kidney transplant recipients with chronic active AMR (Banff chronic glomerulopathy [cg] >0 with concurrent positive human leukocyte antigen DSA) randomized 1:1 to receive clazakizumab or placebo (12.5 mg subcutaneous once every 4 weeks). The event-driven trial design will follow patients until 221 occurrences of all-cause graft loss are observed, defined as return to dialysis, graft nephrectomy, re-transplantation, estimated GFR (eGFR) <15 mL/min/1.73m2, or death from any cause. A surrogate for graft loss (eGFR slope) will be assessed at 1 year based on prior modeling validation. Secondary endpoints will include measures of pharmacokinetics/pharmacodynamics. Recruitment is ongoing across North America, Europe, Asia, and Australia. DISCUSSION IMAGINE represents the first Phase 3 clinical trial investigating the safety and efficacy of clazakizumab in kidney transplant recipients with chronic active AMR, and the largest placebo-controlled trial in this patient population. This trial includes prognostic biomarker enrichment and uniquely utilizes the eGFR slope at 1 year as a surrogate endpoint for graft loss, which may accelerate the approval of a novel therapy for patients at risk of graft loss. The findings of this study will be fundamental in helping to address the unmet need for novel therapies for chronic active AMR. TRIAL REGISTRATION ClinicalTrials.gov NCT03744910 . Registered on November 19, 2018.
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Archer KJ, Bardhi E, Maluf DG, McDaniels J, Rousselle T, King A, Eason JD, Gallon L, Akalin E, Mueller TF, Mas VR. Pretransplant kidney transcriptome captures intrinsic donor organ quality and predicts 24-month outcomes. Am J Transplant 2022; 22:2515-2528. [PMID: 35730259 PMCID: PMC9710201 DOI: 10.1111/ajt.17127] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2021] [Revised: 05/08/2022] [Accepted: 06/09/2022] [Indexed: 01/25/2023]
Abstract
With the development of novel prognostic tools derived from omics technologies, transplant medicine is entering the era of precision medicine. Currently, there are no established predictive biomarkers for posttransplant kidney function. A total of 270 deceased donor pretransplant kidney biopsies were collected and posttransplant function was prospectively monitored. This study first assessed the utility of pretransplant gene expression profiles in predicting 24-month outcomes in a training set (n = 174). Nearly 600 differentially expressed genes were associated with 24-month graft function. Grafts that progressed to low function at 24 months exhibited upregulated immune responses and downregulated metabolic processes at pretransplantation. Using penalized logistic regression modeling, a 55 gene model area under the receiver operating curve (AUROC) for 24-month graft function was 0.994. Gene expression for a subset of candidate genes was then measured in an independent set of pretransplant biopsies (n = 96) using quantitative polymerase chain reaction. The AUROC when using 13 genes with three donor characteristics (age, race, body mass index) was 0.821. Subsequently, a risk score was calculated using this combination for each patient in the validation cohort, demonstrating the translational feasibility of using gene markers as prognostic tools. These findings support the potential of pretransplant transcriptomic biomarkers as novel instruments for improving posttransplant outcome predictions and associated management.
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Affiliation(s)
- Kellie J Archer
- Division of Biostatistics, College of Public Health, The Ohio State University 1841 Neil Avenue, 240 Cunz Hall, Columbus, OH 43210
| | - Elissa Bardhi
- Surgical Sciences Division, Department of Surgery, School of Medicine, University of Maryland, Baltimore, MD 21201
| | - Daniel G Maluf
- Division of Transplantation, Department of Surgery, School of Medicine, University of Maryland, 29S Greene St, Baltimore, MD 21201
- Program of Transplantation, School of Medicine, University of Maryland, 29S Greene St, Baltimore, MD 21201
| | - Jennifer McDaniels
- Surgical Sciences Division, Department of Surgery, School of Medicine, University of Maryland, Baltimore, MD 21201
| | - Thomas Rousselle
- Surgical Sciences Division, Department of Surgery, School of Medicine, University of Maryland, Baltimore, MD 21201
| | - Anne King
- Division of Nephrology, Internal Medicine. Virginia Commonwealth University, VA 1101 E. Marshall Street, Richmond, VA 23298-0662
| | - James D Eason
- James D. Eason Transplant Institute, Methodist University Hospital, University of Tennessee, Memphis, TN
| | - Lorenzo Gallon
- Department of Medicine-Nephrology, Northwestern University 676 N St Clair St # 100, Chicago, IL 60611
| | - Enver Akalin
- Kidney Transplant Program, Albert Einstein College of Medicine, Montefiore Medical Center, 11 E 210th St, Bronx, NY 10467
| | | | - Valeria R. Mas
- Surgical Sciences Division, Department of Surgery, School of Medicine, University of Maryland, Baltimore, MD 21201
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Louis K, Lefaucheur C. DSA in solid organ transplantation: is it a matter of specificity, amount, or functional characteristics? Curr Opin Organ Transplant 2022; 27:392-398. [PMID: 35881421 DOI: 10.1097/mot.0000000000001006] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
PURPOSE OF REVIEW The present review describes the clinical relevance of human leukocyte antigen (HLA) donor-specific antibodies (HLA-DSAs) as biomarkers of alloimmunity and summarizes recent improvements in their characterization that provide insights into immune risk assessment, precision diagnosis, and prognostication in transplantation. RECENT FINDINGS Recent studies have addressed the clinical utility of HLA-DSAs as biomarkers for immune risk assessment in pretransplant and peritransplant, diagnosis and treatment evaluation of antibody-mediated rejection, immune monitoring posttransplant, and risk stratification. SUMMARY HLA-DSAs have proved to be the most advanced immune biomarkers in solid organ transplantation in terms of analytical validity, clinical validity and clinical utility. Recent studies are integrating multiple HLA-DSA characteristics including antibody specificity, HLA class, quantity, immunoglobulin G subclass, and complement-binding capacity to improve risk assessment peritransplant, diagnosis and treatment evaluation of antibody-mediated rejection, immune monitoring posttransplant, and transplant prognosis evaluation. In addition, integration of HLA-DSAs to clinical, functional and histological transplant parameters has further consolidated the utility of HLA-DSAs as robust biomarkers and allows to build new tools for monitoring, precision diagnosis, and risk stratification for individual patients. However, prospective and randomized-controlled studies addressing the clinical benefit and cost-effectiveness of HLA-DSA-based monitoring and patient management strategies are required to demonstrate that the use of HLA-DSAs as biomarkers can improve current clinical practice and transplant outcomes.
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Affiliation(s)
- Kevin Louis
- Kidney Transplant Department, Saint Louis Hospital, Assistance Publique-Hôpitaux de Paris
- Human Immunology and Immunopathology, Université de Paris
| | - Carmen Lefaucheur
- Kidney Transplant Department, Saint Louis Hospital, Assistance Publique-Hôpitaux de Paris
- Paris Translational Research Center for Organ Transplantation, Institut national de la santé et de la recherche médicale UMR-S970, Université de Paris, Paris, France
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Anwar IJ, Srinivas TR, Gao Q, Knechtle SJ. Shifting Clinical Trial Endpoints in Kidney Transplantation: The Rise of Composite Endpoints and Machine Learning to Refine Prognostication. Transplantation 2022; 106:1558-1564. [PMID: 35323161 PMCID: PMC10900533 DOI: 10.1097/tp.0000000000004107] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
The measurement of outcomes in kidney transplantation has been more accurately documented than almost any other surgical procedure result in recent decades. With significant improvements in short- and long-term outcomes related to optimized immunosuppression, outcomes have gradually shifted away from conventional clinical endpoints (ie, patient and graft survival) to surrogate and composite endpoints. This article reviews how outcomes measurements have evolved in the past 2 decades in the setting of increased data collection and summarizes recent advances in outcomes measurements pertaining to clinical, histopathological, and immune outcomes. Finally, we discuss the use of composite endpoints and Bayesian concepts, specifically focusing on the integrative box risk prediction score, in conjunction with machine learning to refine prognostication.
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Affiliation(s)
- Imran J Anwar
- Department of Surgery, Duke Transplant Center, Duke University School of Medicine, Durham, NC
| | | | - Qimeng Gao
- Department of Surgery, Duke Transplant Center, Duke University School of Medicine, Durham, NC
| | - Stuart J Knechtle
- Department of Surgery, Duke Transplant Center, Duke University School of Medicine, Durham, NC
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Helanterä I, Snyder J, Åsberg A, Cruzado JM, Bell S, Legendre C, Tedesco-Silva H, Barcelos GT, Geissbühler Y, Prieto L, Christian JB, Scalfaro E, Dreyer NA. Demonstrating Benefit-Risk Profiles of Novel Therapeutic Strategies in Kidney Transplantation: Opportunities and Challenges of Real-World Evidence. Transpl Int 2022; 35:10329. [PMID: 35592446 PMCID: PMC9110654 DOI: 10.3389/ti.2022.10329] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2021] [Accepted: 03/11/2022] [Indexed: 11/28/2022]
Abstract
While great progress has been made in transplantation medicine, long-term graft failure and serious side effects still pose a challenge in kidney transplantation. Effective and safe long-term treatments are needed. Therefore, evidence of the lasting benefit-risk of novel therapies is required. Demonstrating superiority of novel therapies is unlikely via conventional randomized controlled trials, as long-term follow-up in large sample sizes pose statistical and operational challenges. Furthermore, endpoints generally accepted in short-term clinical trials need to be translated to real-world (RW) care settings, enabling robust assessments of novel treatments. Hence, there is an evidence gap that calls for innovative clinical trial designs, with RW evidence (RWE) providing an opportunity to facilitate longitudinal transplant research with timely translation to clinical practice. Nonetheless, the current RWE landscape shows considerable heterogeneity, with few registries capturing detailed data to support the establishment of new endpoints. The main recommendations by leading scientists in the field are increased collaboration between registries for data harmonization and leveraging the development of technology innovations for data sharing under high privacy standards. This will aid the development of clinically meaningful endpoints and data models, enabling future long-term research and ultimately establish optimal long-term outcomes for transplant patients.
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Affiliation(s)
- Ilkka Helanterä
- Department of Transplantation and Liver Surgery, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Jon Snyder
- Hennepin Healthcare Research Institute, Minneapolis, MN, United States
| | - Anders Åsberg
- Department of Transplantation Medicine, Oslo University Hospital-Rikshospitalet, Oslo, Norway
- Department of Pharmacy, University of Oslo, Oslo, Norway
| | - Josep Maria Cruzado
- Department of Nephrology, Bellvitge University Hospital, L’Hospitalet de Llobregat, Barcelona, Spain
- Bellvitge Biomedical Research Institute-IDIBELL, L’Hospitalet de Llobregat, Barcelona, Spain
- Clinical Sciences Department, Faculty of Medicine and Health Sciences, University of Barcelona, Barcelona, Spain
| | - Samira Bell
- Division of Population Health and Genomics, School of Medicine, University of Dundee, Dundee, United Kingdom
- The Scottish Renal Registry, Scottish Health Audits, Public Health and Intelligence, Information Services, Glasgow, United Kingdom
| | - Christophe Legendre
- Hôpital Necker, Assistance Publique Hôpitaux de Paris (AP-HP) and Université Paris Descartes, Paris, France
| | - Hélio Tedesco-Silva
- Nephrology Division, Hospital do Rim, Escola Paulista de Medicina, Universidade Federal de São Paulo, São Paulo, Brazil
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Cristoferi I, Giacon TA, Boer K, van Baardwijk M, Neri F, Campisi M, Kimenai HJAN, Clahsen-van Groningen MC, Pavanello S, Furian L, Minnee RC. The applications of DNA methylation as a biomarker in kidney transplantation: a systematic review. Clin Epigenetics 2022; 14:20. [PMID: 35130936 PMCID: PMC8822833 DOI: 10.1186/s13148-022-01241-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2021] [Accepted: 01/27/2022] [Indexed: 12/27/2022] Open
Abstract
BACKGROUND Although kidney transplantation improves patient survival and quality of life, long-term results are hampered by both immune- and non-immune-mediated complications. Current biomarkers of post-transplant complications, such as allograft rejection, chronic renal allograft dysfunction, and cutaneous squamous cell carcinoma, have a suboptimal predictive value. DNA methylation is an epigenetic modification that directly affects gene expression and plays an important role in processes such as ischemia/reperfusion injury, fibrosis, and alloreactive immune response. Novel techniques can quickly assess the DNA methylation status of multiple loci in different cell types, allowing a deep and interesting study of cells' activity and function. Therefore, DNA methylation has the potential to become an important biomarker for prediction and monitoring in kidney transplantation. PURPOSE OF THE STUDY The aim of this study was to evaluate the role of DNA methylation as a potential biomarker of graft survival and complications development in kidney transplantation. MATERIAL AND METHODS: A systematic review of several databases has been conducted. The Newcastle-Ottawa scale and the Jadad scale have been used to assess the risk of bias for observational and randomized studies, respectively. RESULTS Twenty articles reporting on DNA methylation as a biomarker for kidney transplantation were included, all using DNA methylation for prediction and monitoring. DNA methylation pattern alterations in cells isolated from different tissues, such as kidney biopsies, urine, and blood, have been associated with ischemia-reperfusion injury and chronic renal allograft dysfunction. These alterations occurred in different and specific loci. DNA methylation status has also proved to be important for immune response modulation, having a crucial role in regulatory T cell definition and activity. Research also focused on a better understanding of the role of this epigenetic modification assessment for regulatory T cells isolation and expansion for future tolerance induction-oriented therapies. CONCLUSIONS Studies included in this review are heterogeneous in study design, biological samples, and outcome. More coordinated investigations are needed to affirm DNA methylation as a clinically relevant biomarker important for prevention, monitoring, and intervention.
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Affiliation(s)
- Iacopo Cristoferi
- Division of HPB and Transplant Surgery, Department of Surgery, Erasmus MC, University Medical Center Rotterdam, Doctor Molewaterplein 40, 3015GD, Rotterdam, the Netherlands.
- Department of Pathology and Clinical Bioinformatics, Erasmus MC, University Medical Center Rotterdam, Doctor Molewaterplein 40, 3015GD, Rotterdam, the Netherlands.
- Erasmus MC Transplant Institute, Erasmus MC, University Medical Center Rotterdam, Doctor Molewaterplein 40, 3015GD, Rotterdam, the Netherlands.
| | - Tommaso Antonio Giacon
- Kidney and Pancreas Transplantation Unit, Department of Surgical, Oncological and Gastroenterological Sciences, Padua University Hospital, Via Giustiniani 2, 35128, Padua, Italy
- Occupational Medicine, Department of Cardiac, Thoracic, Vascular Sciences and Public Health, Padua University, Via Giustiniani 2, 35128, Padua, Italy
- Environmental and Respiratory Physiology Laboratory, Department of Biomedical Sciences, Padua University, Via Marzolo 3, 35131, Padua, Italy
- Institute of Anaesthesia and Intensive Care, Department of Medicine - DIMED, Padua University Hospital, Via Cesare Battisti 267, 35128, Padua, Italy
| | - Karin Boer
- Erasmus MC Transplant Institute, Erasmus MC, University Medical Center Rotterdam, Doctor Molewaterplein 40, 3015GD, Rotterdam, the Netherlands
- Division of Nephrology and Transplantation, Department of Internal Medicine, Erasmus MC, University Medical Center Rotterdam, Doctor Molewaterplein 40, 3015GD, Rotterdam, The Netherlands
| | - Myrthe van Baardwijk
- Division of HPB and Transplant Surgery, Department of Surgery, Erasmus MC, University Medical Center Rotterdam, Doctor Molewaterplein 40, 3015GD, Rotterdam, the Netherlands
- Department of Pathology and Clinical Bioinformatics, Erasmus MC, University Medical Center Rotterdam, Doctor Molewaterplein 40, 3015GD, Rotterdam, the Netherlands
- Erasmus MC Transplant Institute, Erasmus MC, University Medical Center Rotterdam, Doctor Molewaterplein 40, 3015GD, Rotterdam, the Netherlands
| | - Flavia Neri
- Kidney and Pancreas Transplantation Unit, Department of Surgical, Oncological and Gastroenterological Sciences, Padua University Hospital, Via Giustiniani 2, 35128, Padua, Italy
| | - Manuela Campisi
- Occupational Medicine, Department of Cardiac, Thoracic, Vascular Sciences and Public Health, Padua University, Via Giustiniani 2, 35128, Padua, Italy
| | - Hendrikus J A N Kimenai
- Division of HPB and Transplant Surgery, Department of Surgery, Erasmus MC, University Medical Center Rotterdam, Doctor Molewaterplein 40, 3015GD, Rotterdam, the Netherlands
- Erasmus MC Transplant Institute, Erasmus MC, University Medical Center Rotterdam, Doctor Molewaterplein 40, 3015GD, Rotterdam, the Netherlands
| | - Marian C Clahsen-van Groningen
- Department of Pathology and Clinical Bioinformatics, Erasmus MC, University Medical Center Rotterdam, Doctor Molewaterplein 40, 3015GD, Rotterdam, the Netherlands
- Erasmus MC Transplant Institute, Erasmus MC, University Medical Center Rotterdam, Doctor Molewaterplein 40, 3015GD, Rotterdam, the Netherlands
- Institute of Experimental Medicine and Systems Biology, RWTH Aachen University, Pauwelsstraße 30, 52074, Aachen, Germany
| | - Sofia Pavanello
- Occupational Medicine, Department of Cardiac, Thoracic, Vascular Sciences and Public Health, Padua University, Via Giustiniani 2, 35128, Padua, Italy
| | - Lucrezia Furian
- Kidney and Pancreas Transplantation Unit, Department of Surgical, Oncological and Gastroenterological Sciences, Padua University Hospital, Via Giustiniani 2, 35128, Padua, Italy
| | - Robert C Minnee
- Division of HPB and Transplant Surgery, Department of Surgery, Erasmus MC, University Medical Center Rotterdam, Doctor Molewaterplein 40, 3015GD, Rotterdam, the Netherlands
- Erasmus MC Transplant Institute, Erasmus MC, University Medical Center Rotterdam, Doctor Molewaterplein 40, 3015GD, Rotterdam, the Netherlands
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10
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Aubert O, Divard G, Pascual J, Oppenheimer F, Sommerer C, Citterio F, Tedesco H, Chadban S, Henry M, Vincenti F, Srinivas T, Watarai Y, Legendre C, Bernhardt P, Loupy A. Application of the iBox prognostication system as a surrogate endpoint in the TRANSFORM randomised controlled trial: proof-of-concept study. BMJ Open 2021; 11:e052138. [PMID: 34620664 PMCID: PMC8499283 DOI: 10.1136/bmjopen-2021-052138] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
Abstract
OBJECTIVES Development of pharmaceutical agents in transplantation is currently limited by long waits for hard endpoints. We applied a validated integrative risk-prognostication system integrative Box (iBox) as a surrogate endpoint to the TRANSFORM Study, a large randomised controlled trial, to project individual patient long-term kidney allograft survival from 1 year to 11 years after randomisation. DESIGN Post-hoc analysis of a randomised open-label controlled trial. SETTING Multicentre study including 186 centres in 42 countries worldwide. PARTICIPANTS 2037 de novo kidney transplant recipients. INTERVENTION Participants were randomised (1:1) to receive everolimus with reduced-exposure calcineurin inhibitor (EVR+rCNI) or mycophenolic acid with standard-exposure CNI (MPA+sCNI). PRIMARY OUTCOME MEASURE The iBox scores were computed for each participant at 1 year after randomisation using functional, immunological and histological parameters. Individual long-term death-censored allograft survival over 4, 6 and 11 years after randomisation was projected with the iBox risk-prognostication system. RESULTS Overall, 940 patients receiving EVR+rCNI and 932 receiving MPA+sCNI completed the 1-year visit. iBox scores generated at 1 year yielded graft survival prediction rates of 90.9% vs 92.1%, 87.9% vs 89.5%, and 80.0% vs 82.4% in the EVR+rCNI versus MPA+sCNI arms at 4, 6, and 11 years post-randomisation, respectively (all differences below the 10% non-inferiority margin defined by study protocol). Inclusion of immunological and histological Banff diagnoses parameters in iBox scores resulted in comparable and non-inferior predicted graft survival for both treatments. CONCLUSIONS This proof-of-concept study provides the first application of a validated prognostication system as a surrogate endpoint in the field of transplantation. The iBox system, by projecting kidney allograft survival up to 11 years post-randomisation, confirms the non-inferiority of EVR+rCNI versus MPA+sCNI regimen. Given the current process engaged for surrogate endpoints qualification, this study illustrates the potential to fast track development of pharmaceutical agents. TRIAL REGISTRATION NUMBER TRANSFORM trial: NCT01950819.iBox prognostication system: NCT03474003.
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Affiliation(s)
- Olivier Aubert
- University of Paris, INSERM, PARCC, Paris Translational Research Centre for Organ Transplantation, Paris, France
- Kidney Transplant Department, Necker Hospital, APHP, Paris, France
| | - Gillian Divard
- University of Paris, INSERM, PARCC, Paris Translational Research Centre for Organ Transplantation, Paris, France
- Kidney Transplant Department, Necker Hospital, APHP, Paris, France
| | - Julio Pascual
- Department of Nephrology, Hospital del Mar, Barcelona, Spain
| | - Federico Oppenheimer
- Department of Nephrology and Renal Transplantation, Renal Transplant Unit, Hospital Clinic de Barcelona, Barcelona, Spain
| | - Claudia Sommerer
- Department of Nephrology, University Hospital Heidelberg, Heidelberg, Germany
| | - Franco Citterio
- Agostino Gemelli University Polyclinic Foundation, Catholic University of the Sacred Heart, Milan, Italy
| | - Helio Tedesco
- Nephrology Division, Hospital do Rim, UNIFESP, Sao Paulo, Brazil
| | - Steve Chadban
- Department of Renal Medicine and Transplantation, Royal Prince Alfred Hospital, Camperdown, New South Wales, Australia
| | - Mitchell Henry
- Department of Surgery, The Comprehensive Transplant Center, The Ohio State University Wexner Medical Center, Columbus, Ohio, USA
| | - Flavio Vincenti
- Department of Surgery, Kidney Transplant Service, University of California San Francisco, San Francisco, California, USA
| | - Titte Srinivas
- Division of Nephrology and Hypertension, University Hospitals of Cleveland, Cleveland, Ohio, USA
| | - Yoshihiko Watarai
- Department of Transplant Surgery, Nagoya Daini Red Cross Hospital, Nagoya, Japan
| | - Christophe Legendre
- University of Paris, INSERM, PARCC, Paris Translational Research Centre for Organ Transplantation, Paris, France
- Kidney Transplant Department, Necker Hospital, APHP, Paris, France
| | - Peter Bernhardt
- Department of Research and Development, Novartis, Basel, Switzerland
| | - Alexandre Loupy
- University of Paris, INSERM, PARCC, Paris Translational Research Centre for Organ Transplantation, Paris, France
- Kidney Transplant Department, Necker Hospital, APHP, Paris, France
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11
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Grossi AA, Maggiore U, Puoti F, Grossi PA, Picozzi M, Cardillo M. Association of immigration background with kidney graft function in a publicly funded health system: a nationwide retrospective cohort study in Italy. Transpl Int 2020; 33:1405-1416. [PMID: 32621764 DOI: 10.1111/tri.13688] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2019] [Revised: 02/26/2020] [Accepted: 06/29/2020] [Indexed: 11/29/2022]
Abstract
The impact of immigration background on kidney graft function (eGFR) is unknown. Italy has a publicly funded health system with universal coverage. Since immigration from non-European Union (EU) countries beyond Eastern Europe is a recent and extensive phenomenon, Italy is a rather unique setting for studying the effect of immigration status as a socioeconomic and cultural condition. We retrospectively identified all adult deceased donor kidney transplant recipients (KTRs) in Italy (2010-2015) and followed them until death, dialysis or 5-years post-transplantation; 6346 were EU-born, 161 Eastern European-born, and 490 non-European-born. We examined changes in eGFR after 1-year post-transplant using multivariable-adjusted joint longitudinal survival random-intercept Cox regression. Compared to EU-born KTRs, in non-European-born KTRs the adjusted average yearly eGFR decline was -0.96 ml/min/year (95% confidence interval: -1.48 to -0.45; P < 0.001), whereas it was similar in Eastern European-born KTRs [+0.02 ml/min/year (-0.77 to +0.81; P = 0.96)]. Adjusted 5-year transplant survival did not statistically differ between non-European-born, Eastern European-born, and EU-born. In those surviving beyond 1-year, it was 91.8% in EU-born (87.1-96.8), 92.5% in Eastern European-born (86.1-99.4), and 89.3% in non-European-born KTRs (83.0-96.0). This study provides evidence that among EU KTRs, non-European immigration background is associated with eGFR decline.
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Affiliation(s)
- Alessandra Agnese Grossi
- Department of Biotechnologies and Life Sciences, Center for Clinical Ethics, University of Insubria, Varese, Italy
| | - Umberto Maggiore
- Nephrology Unit, Dipartimento di Medicina e Chirurgia, Università di Parma, Parma, Italy
| | - Francesca Puoti
- Italian National Transplant Center (CNT), Istituto Superiore di Sanità, Rome, Italy
| | - Paolo Antonio Grossi
- Italian National Transplant Center (CNT), Istituto Superiore di Sanità, Rome, Italy.,Infectious Diseases Unit, Department of Medicine and Surgery, University of Insubria, Varese, Italy
| | - Mario Picozzi
- Department of Biotechnologies and Life Sciences, Center for Clinical Ethics, University of Insubria, Varese, Italy
| | - Massimo Cardillo
- Italian National Transplant Center (CNT), Istituto Superiore di Sanità, Rome, Italy
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