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Engen RM, Bartosh SM, Smith JM, Perkins JD, Harshman LA. Risk for graft loss in pediatric and young adult kidney transplant recipients due to recurrent IgA nephropathy. Am J Transplant 2024; 24:37-45. [PMID: 37595842 DOI: 10.1016/j.ajt.2023.08.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2023] [Revised: 07/29/2023] [Accepted: 08/10/2023] [Indexed: 08/20/2023]
Abstract
IgA nephropathy (IgAN) is associated with a risk for posttransplant recurrence. Data are limited regarding graft loss attributable to recurrence of IgAN among pediatric and young adult kidney transplant (KT) recipients. This was a retrospective cohort study of patients aged 0 to 25 years from the Scientific Registry of Transplant Recipients who received a primary KT for IgAN. Patients with history of KT attributable to renal dysplasia were comparators. Outcomes included the incidence of graft loss attributable to IgAN recurrence, association with donor type, and posttransplant corticosteroid use. In total, 5475 transplant recipients were included, with 1915 patients with IgAN and 3560 patients with renal dysplasia. In a multivariable Cox proportional hazards model, IgAN was associated with higher risk of graft loss (adjusted hazard ratio [aHR], 1.35; 95% CI, 1.21-1.50; P < .001) compared with dysplasia. Graft loss was attributed to recurrent disease in 5.4% of patients with IgAN. In a multivariable competing risks analysis, patients with IgAN receiving a parental living-donor kidney were more likely to report graft loss from recurrent disease compared with patients with a nonparental living donor (aHR, 0.52; 95% CI, 0.31-0.91; P = .02). Posttransplant prednisone use was not associated with improved graft survival (P = .2). These data challenge existing paradigms in posttransplant management of patients with IgAN.
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Affiliation(s)
- Rachel M Engen
- University of Wisconsin Madison, Madison, Wisconsin, USA.
| | | | - Jodi M Smith
- University of Washington, Seattle, Washington DC, USA
| | - James D Perkins
- Clinical and Bio-Analytics Transplant Laboratory (CBATL), Division of Transplant Surgery, Department of Surgery, University of Washington, Seattle, Washington DC, USA
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2
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Seeking Standardized Definitions for HLA-incompatible Kidney Transplants: A Systematic Review. Transplantation 2023; 107:231-253. [PMID: 35915547 DOI: 10.1097/tp.0000000000004262] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
BACKGROUND There is no standard definition for "HLA incompatible" transplants. For the first time, we systematically assessed how HLA incompatibility was defined in contemporary peer-reviewed publications and its prognostic implication to transplant outcomes. METHODS We combined 2 independent searches of MEDLINE, EMBASE, and the Cochrane Library from 2015 to 2019. Content-expert reviewers screened for original research on outcomes of HLA-incompatible transplants (defined as allele or molecular mismatch and solid-phase or cell-based assays). We ascertained the completeness of reporting on a predefined set of variables assessing HLA incompatibility, therapies, and outcomes. Given significant heterogeneity, we conducted narrative synthesis and assessed risk of bias in studies examining the association between death-censored graft failure and HLA incompatibility. RESULTS Of 6656 screened articles, 163 evaluated transplant outcomes by HLA incompatibility. Most articles reported on cytotoxic/flow T-cell crossmatches (n = 98). Molecular genotypes were reported for selected loci at the allele-group level. Sixteen articles reported on epitope compatibility. Pretransplant donor-specific HLA antibodies were often considered (n = 143); yet there was heterogeneity in sample handling, assay procedure, and incomplete reporting on donor-specific HLA antibodies assignment. Induction (n = 129) and maintenance immunosuppression (n = 140) were frequently mentioned but less so rejection treatment (n = 72) and desensitization (n = 70). Studies assessing death-censored graft failure risk by HLA incompatibility were vulnerable to bias in the participant, predictor, and analysis domains. CONCLUSIONS Optimization of transplant outcomes and personalized care depends on accurate HLA compatibility assessment. Reporting on a standard set of variables will help assess generalizability of research, allow knowledge synthesis, and facilitate international collaboration in clinical trials.
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3
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Wen Y, Zhao M, Fu S, Gu Z, Chen W, Zhao Q, Shu W, Tao X, Zhang F. Pharmaceutical services based on therapeutic care pathway for kidney transplantation from donors of infants and young children: a single-center experience. Transl Pediatr 2022; 11:834-847. [PMID: 35800269 PMCID: PMC9253932 DOI: 10.21037/tp-21-515] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/01/2021] [Accepted: 02/11/2022] [Indexed: 11/23/2022] Open
Abstract
BACKGROUND The pharmaceutical services based on therapeutic care pathway for kidney transplantation from infants and young children (age <3 years, weight <15 kg) to pediatric recipients can detect and resolve medication-related problems. In this paper, we report our experience on pharmaceutical services based on therapeutic care pathway to evaluate the therapeutic effects and assess the feasibility of perioperative treatment protocols. METHODS We performed a retrospective study of 12 recipients who received their graft from infants and young children, between September 2011 and December 2013 at our institution. As providers of pharmaceutical services, the clinical pharmacists collected and reviewed the clinical data from all patients, including the clinical characteristics, outcome indices, and follow-up dates. A three-step-protocol of pharmaceutical services including clinician's application, pharmacist consultation, and ongoing direct pharmaceutical care and follow-up was used through the entire length of patient's admission, hospitalization, and discharge. This protocol was developed and refined based on the guidelines for transplant perioperative treatment and experiences of the clinical pharmacists to standardize the workflow, and improve the medical treatment and quality of life of patients. RESULTS There was no acute rejection, graft loss, or death in 10 recipients after transplantation, and another 2 received nephrectomy due to dysfunction. Postoperative follow-up of the patients who received the pharmaceutical services from the clinical pharmacist showed an effectiveness in managing medication-related complications, patient-related factors, and an improvement of the outcomes. CONCLUSIONS The three-step protocol of pharmaceutical services for pharmaceutical care and individual dosing regimen sponsored by pharmacists facilitated access to personalized therapies for children undergoing kidney transplantation in our hospital.
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Affiliation(s)
- Yan Wen
- Department of Pharmacy, Changzheng Hospital, Naval Medical University, Shanghai, China
| | - Mengpei Zhao
- Department of Pharmacy, Changzheng Hospital, Naval Medical University, Shanghai, China
| | - Shangxi Fu
- Department of Organ Transplantation, Changzheng Hospital, Naval Medical University, Shanghai, China
| | - Zhichun Gu
- Department of Pharmacy, Renji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Wansheng Chen
- Department of Pharmacy, Changzheng Hospital, Naval Medical University, Shanghai, China
| | - Qing Zhao
- Department of Pharmacy, Zhabei Central Hospital of Jing'an District, Shanghai, China
| | - Wei Shu
- Department of Pharmacy, Zhabei Central Hospital of Jing'an District, Shanghai, China
| | - Xia Tao
- Department of Pharmacy, Changzheng Hospital, Naval Medical University, Shanghai, China
| | - Feng Zhang
- Department of Pharmacy, Changzheng Hospital, Naval Medical University, Shanghai, China
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Kizilbash SJ, Jensen CJ, Kouri AM, Balani SS, Chavers B. Steroid avoidance/withdrawal and maintenance immunosuppression in pediatric kidney transplantation. Pediatr Transplant 2022; 26:e14189. [PMID: 34786800 DOI: 10.1111/petr.14189] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/23/2021] [Revised: 09/30/2021] [Accepted: 10/06/2021] [Indexed: 12/17/2022]
Abstract
BACKGROUND Corticosteroids have been an integral part of maintenance immunosuppression for pediatric kidney transplantation. However, prolonged steroid therapy is associated with significant toxicities resulting in several SW/avoidance strategies in recent years. METHOD/OBJECTIVE This comprehensive review aims to discuss steroid-related toxicities and the safety, efficacy, and benefit of steroid avoidance/withdrawal immunosuppression in pediatric kidney transplant recipients. RESULTS Initial studies of SW/avoidance conducted in the setting of CSA and AZA showed an increased incidence of AR but no increase in graft loss or mortality with SW/avoidance maintenance immunosuppression. Studies performed under modern immunosuppression (induction therapy, Tac, and MMF) show no significant increase in AR or graft loss with SW/avoidance immunosuppression. Furthermore, SW/avoidance immunosuppression is associated with significant improvement in growth, BMI, BP control, and lipid profile in pediatric kidney transplant recipients. Despite these data, SW/avoidance remains controversial, and only 40% of pediatric kidney transplant recipients in the United States are currently on SW/avoidance maintenance immunosuppression. CONCLUSION SW/avoidance maintenance immunosuppression is safe and associated with fewer side effects compared with steroid-inclusive maintenance immunosuppression in pediatric kidney transplant recipients.
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Affiliation(s)
- Sarah J Kizilbash
- Pediatric Nephrology, University of Minnesota, Minneapolis, Minnesota, USA
| | - Chelsey J Jensen
- Solid Organ Transplant, University of Minnesota, Minneapolis, Minnesota, USA
| | - Anne M Kouri
- Pediatric Nephrology, University of Minnesota, Minneapolis, Minnesota, USA
| | - Shanthi S Balani
- Pediatric Nephrology, University of Minnesota, Minneapolis, Minnesota, USA
| | - Blanche Chavers
- Pediatric Nephrology, University of Minnesota, Minneapolis, Minnesota, USA
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Skauby RH, Gustavsen MT, Andersen AM, Bjerre A, Åsberg A, Midtvedt K, Vethe NT, Bergan S. Prednisolone and Prednisone Pharmacokinetics in Adult Renal Transplant Recipients. Ther Drug Monit 2021; 43:247-255. [PMID: 33181621 DOI: 10.1097/ftd.0000000000000835] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2020] [Accepted: 10/05/2020] [Indexed: 12/17/2022]
Abstract
BACKGROUND Prednisolone (PL) is a standard component of most immunosuppressive protocols after solid organ transplantation (Tx). Adverse effects are frequent and well known. The aim of this study was to characterize the pharmacokinetics (PKs) of PL and prednisone (PN), including cortisol (CL) and cortisone (CN) profiles, after PL treatment in renal Tx recipients in the early post-Tx phase. METHODS This single-center, prospective, observational study included stable renal Tx recipients, >18 years of age, and in the early postengraftment phase. Blood samples were obtained predose and during a 24-hour dose interval [n = 26 samples per area under the curve (AUC0-24)], within the first 8 weeks post-Tx. PL, PN, CL, and CN concentrations were measured using high-performance liquid chromatography-tandem mass spectrometry. RESULTS In renal Tx recipients (n = 28), our results indicated a relatively high PL exposure [median, range AUC0-24 = 3821 (2232-5382) mcg h/L], paralleled by strong suppression of endogenous CL profile, demonstrated by a low CL evening-to-morning ratio [median, range 11 (3-47)%]. A negative correlation (r = -0.83) between PL AUC0-24 and morning CL levels was observed. The best single PK variable to predict PL AUC0-24 was PL C6 (r2 = 0.82). An algorithm based on 3 PK sampling time points: trough, 2, and 4 hours after PL dosing, predicted PL AUC0-24 with a low percentage prediction error (PPE = 5.2 ± 1.5%) and a good correlation of determination (r2 = 0.91). PL AUC0-24 varied 3-fold among study participants, whereas CL AUC0-24 varied by 18-fold. CONCLUSIONS The large interindividual variability in both PL exposure and suppression of endogenous CL implies a possible role for therapeutic drug monitoring. An abbreviated profile within the first 4 hours after PL dosing provides a good prediction of PL exposure in renal Tx recipients. The strong negative correlation between PL AUC0-24 and morning CL levels suggests a possible surrogate marker for drug exposure for further evaluation.
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Affiliation(s)
- Ragnhild H Skauby
- Departments of Pharmacology and
- Medical Biochemistry, Oslo University Hospital
- Faculty of Medicine, University of Oslo
| | - Marte T Gustavsen
- Department of Pharmacy, University of Oslo, Oslo; and
- Departments of Transplantation Medicine and
| | | | - Anna Bjerre
- Faculty of Medicine, University of Oslo
- Pediatrics, Oslo University Hospital, Rikshospitalet, Norway
| | - Anders Åsberg
- Department of Pharmacy, University of Oslo, Oslo; and
- Departments of Transplantation Medicine and
| | | | | | - Stein Bergan
- Departments of Pharmacology and
- Department of Pharmacy, University of Oslo, Oslo; and
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Sheng Y, Sun Y, Huang CY, Kim MO. Synthesizing external aggregated information in the presence of population heterogeneity: A penalized empirical likelihood approach. Biometrics 2021; 78:679-690. [PMID: 33528028 DOI: 10.1111/biom.13429] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2020] [Revised: 08/23/2020] [Accepted: 12/31/2020] [Indexed: 01/04/2023]
Abstract
With the increasing availability of data in the public domain, there has been a growing interest in exploiting information from external sources to improve the analysis of smaller scale studies. An emerging challenge in the era of big data is that the subject-level data are high dimensional, but the external information is at an aggregate level and of a lower dimension. Moreover, heterogeneity and uncertainty in the auxiliary information are often not accounted for in information synthesis. In this paper, we propose a unified framework to summarize various forms of aggregated information via estimating equations and develop a penalized empirical likelihood approach to incorporate such information in logistic regression. When the homogeneity assumption is violated, we extend the method to account for population heterogeneity among different sources of information. When the uncertainty in the external information is not negligible, we propose a variance estimator adjusting for the uncertainty. The proposed estimators are asymptotically more efficient than the conventional penalized maximum likelihood estimator and enjoy the oracle property even with a diverging number of predictors. Simulation studies show that the proposed approaches yield higher accuracy in variable selection compared with competitors. We illustrate the proposed methodologies with a pediatric kidney transplant study.
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Affiliation(s)
- Ying Sheng
- Department of Epidemiology & Biostatistics, University of California at San Francisco, San Francisco, California
| | - Yifei Sun
- Department of Biostatistics, Mailman School of Public Health, Columbia University, New York, New York
| | - Chiung-Yu Huang
- Department of Epidemiology & Biostatistics, University of California at San Francisco, San Francisco, California.,UCSF Helen Diller Family Comprehensive Cancer Center, San Francisco, California
| | - Mi-Ok Kim
- Department of Epidemiology & Biostatistics, University of California at San Francisco, San Francisco, California.,UCSF Helen Diller Family Comprehensive Cancer Center, San Francisco, California
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7
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Oomen L, de Wall LL, Cornelissen EAM, Feitz WFJ, Bootsma-Robroeks CMHHT. Prognostic Factors on Graft Function in Pediatric Kidney Recipients. Transplant Proc 2020; 53:889-896. [PMID: 33257001 DOI: 10.1016/j.transproceed.2020.10.017] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2020] [Revised: 08/26/2020] [Accepted: 10/20/2020] [Indexed: 02/05/2023]
Abstract
BACKGROUND Graft survival in pediatric kidney transplant recipients has increased in the last decades. Determining prognostic factors for graft function over time allows the identification of patients at risk for graft loss and could lead to improvement of current guidelines. METHODS Data were collected among pediatric kidney transplant recipients in a single center during the first 5 years after transplantation. Mixed model analysis was used to indicate possible prognostic factors for the loss of graft function. RESULTS A total of 100 pediatric kidney transplant recipients were analyzed. Negative prognostics of graft function are higher donor age and higher recipient age, presence of obstructive uropathology, re-transplant, and occurrence of BK viremia. The negative influence on graft function of both donor age and presence of obstructive uropathology increased over time. In this study, the factors that did not influence graft function over time were the number of HLA mismatches, pre-transplant dialysis, intra-abdominal graft placement, ischemia time, occurrence of acute rejection, presence of lower urinary tract dysfunction, occurrence of urinary tract infections, and infections with cytomegalovirus and Epstein-Barr virus. CONCLUSIONS This study showed that a higher donor age and higher recipient age, presence of obstructive uropathology, a re-transplant, and the occurrence of BK viremia were negative prognostic factors of graft function over time, in the first 5 years after transplant. Graft function was comparable between steroid-sparing regimens (preferable in low-risk patients) and regimens including steroids (for special reasons).
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Affiliation(s)
- Loes Oomen
- Radboudumc Amalia Children's Hospital, Pediatric Urology, Nijmegen, the Netherlands
| | - Liesbeth L de Wall
- Radboudumc Amalia Children's Hospital, Pediatric Urology, Nijmegen, the Netherlands
| | | | - Wout F J Feitz
- Radboudumc Amalia Children's Hospital, Pediatric Urology, Nijmegen, the Netherlands
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8
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Liu SY, Liu C, Nehus E, Macaluso M, Lu B, Kim MO. Propensity score analysis for correlated subgroup effects. Stat Methods Med Res 2019; 29:1067-1080. [PMID: 31144601 DOI: 10.1177/0962280219850595] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
As individuals may respond differently to treatment, estimating subgroup effects is important to understand the characteristics of individuals who may benefit. Factors that define subgroups may be correlated, complicating evaluation of subgroup effects, especially in observational studies requiring control of confounding variables. We address this problem when propensity score methods are used for confounding control. A common practice is to evaluate candidate subgroup identifiers one at a time without adjusting for other candidate identifiers. We show that this practice can be misleading if the treatment effect modification attributed to a candidate identifier is in truth due to the effect of other correlated true effect modifiers. Whereas jointly analyzing multiple identifiers provides estimates of the desired subgroup effects adjusted for the effects of the other identifiers, it requires the propensity scores to adequately reflect the underlying treatment selection processes and balance the covariates within each subgroup of interest. Satisfying the requirement in practice is hard since the number of strata may increase quickly, while the per stratum sample size may decrease dramatically. A practically helpful approach is utilizing the whole cohort for the propensity score estimation with modeling of interaction terms to reflect the potentially different treatment selection processes across strata. We empirically examine the performance of the whole cohort approach by itself and with subjecting the interaction terms to variable selection. Our results using both simulations and real data analysis suggest that the whole cohort approach should explore inclusion of high-order interactions in the propensity score model to ensure adequate covariate balance across strata, and that variable selection is of limited utility.
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Affiliation(s)
- Shan-Yu Liu
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, USA
| | - Chunyan Liu
- Division of Biostatistics and Epidemiology, Cincinnati Children's Hospital Medical Center, Cincinnati, USA
| | - Eddie Nehus
- Division of Nephrology and Hypertension, Cincinnati Children's Hospital Medical Center, Cincinnati, USA
| | - Maurizio Macaluso
- Division of Biostatistics and Epidemiology, Cincinnati Children's Hospital Medical Center, Cincinnati, USA
| | - Bo Lu
- Division of Biostatistics, The Ohio State University, Columbus, USA
| | - Mi-Ok Kim
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, USA.,Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, USA
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9
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Mann N, Braun DA, Amann K, Tan W, Shril S, Connaughton DM, Nakayama M, Schneider R, Kitzler TM, van der Ven AT, Chen J, Ityel H, Vivante A, Majmundar AJ, Daga A, Warejko JK, Lovric S, Ashraf S, Jobst-Schwan T, Widmeier E, Hugo H, Mane SM, Spaneas L, Somers MJG, Ferguson MA, Traum AZ, Stein DR, Baum MA, Daouk GH, Lifton RP, Manzi S, Vakili K, Kim HB, Rodig NM, Hildebrandt F. Whole-Exome Sequencing Enables a Precision Medicine Approach for Kidney Transplant Recipients. J Am Soc Nephrol 2019; 30:201-215. [PMID: 30655312 DOI: 10.1681/asn.2018060575] [Citation(s) in RCA: 109] [Impact Index Per Article: 18.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2018] [Accepted: 11/19/2018] [Indexed: 12/18/2022] Open
Abstract
BACKGROUND Whole-exome sequencing (WES) finds a CKD-related mutation in approximately 20% of patients presenting with CKD before 25 years of age. Although provision of a molecular diagnosis could have important implications for clinical management, evidence is lacking on the diagnostic yield and clinical utility of WES for pediatric renal transplant recipients. METHODS To determine the diagnostic yield of WES in pediatric kidney transplant recipients, we recruited 104 patients who had received a transplant at Boston Children's Hospital from 2007 through 2017, performed WES, and analyzed results for likely deleterious variants in approximately 400 genes known to cause CKD. RESULTS By WES, we identified a genetic cause of CKD in 34 out of 104 (32.7%) transplant recipients. The likelihood of detecting a molecular genetic diagnosis was highest for patients with urinary stone disease (three out of three individuals), followed by renal cystic ciliopathies (seven out of nine individuals), steroid-resistant nephrotic syndrome (nine out of 21 individuals), congenital anomalies of the kidney and urinary tract (ten out of 55 individuals), and chronic glomerulonephritis (one out of seven individuals). WES also yielded a molecular diagnosis for four out of nine individuals with ESRD of unknown etiology. The WES-related molecular genetic diagnosis had implications for clinical care for five patients. CONCLUSIONS Nearly one third of pediatric renal transplant recipients had a genetic cause of their kidney disease identified by WES. Knowledge of this genetic information can help guide management of both transplant patients and potential living related donors.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Shrikant M Mane
- Department of Genetics, Yale University School of Medicine, New Haven, Connecticut; and
| | | | | | | | | | | | | | | | - Richard P Lifton
- Department of Genetics, Yale University School of Medicine, New Haven, Connecticut; and.,Laboratory of Human Genetics and Genomics, The Rockefeller University, New York, New York
| | - Shannon Manzi
- Department of Genetics and Genomics, Department of Pharmacy, and
| | - Khashayar Vakili
- Department of Surgery, Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Heung Bae Kim
- Department of Surgery, Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts
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10
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Kim HJ, Lu B, Nehus EJ, Kim MO. Estimating heterogeneous treatment effects for latent subgroups in observational studies. Stat Med 2018; 38:339-353. [PMID: 30232820 DOI: 10.1002/sim.7970] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2017] [Revised: 06/15/2018] [Accepted: 08/21/2018] [Indexed: 12/12/2022]
Abstract
Individuals may vary in their responses to treatment, and identification of subgroups differentially affected by a treatment is an important issue in medical research. The risk of misleading subgroup analyses has become well known, and some exploratory analyses can be helpful in clarifying how covariates potentially interact with the treatment. Motivated by a real data study of pediatric kidney transplant, we consider a semiparametric Bayesian latent model and examine its utility for an exploratory subgroup effect analysis using secondary data. The proposed method is concerned with a clinical setting where the number of subgroups is much smaller than that of potential predictors and subgroups are only latently associated with observed covariates. The semiparametric model is flexible in capturing the latent structure driven by data rather than dictated by parametric modeling assumptions. Since it is difficult to correctly specify the conditional relationship between the response and a large number of confounders in modeling, we use propensity score matching to improve the model robustness by balancing the covariates distribution. Simulation studies show that the proposed analysis can find the latent subgrouping structure and, with propensity score matching adjustment, yield robust estimates even when the outcome model is misspecified. In the real data analysis, the proposed analysis reports significant subgroup effects on steroid avoidance in kidney transplant patients, whereas standard proportional hazards regression analysis does not.
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Affiliation(s)
- Hang J Kim
- Department of Mathematical Sciences, University of Cincinnati, Cincinnati, Ohio
| | - Bo Lu
- Division of Biostatistics, The Ohio State University, Columbus, Ohio
| | - Edward J Nehus
- Department of Pediatrics, University of Cincinnati, Cincinnati, Ohio
| | - Mi-Ok Kim
- Department of Epidemiology and Biostatistics, University of California, San Francisco, California
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11
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Hebert SA, Swinford RD, Hall DR, Au JK, Bynon JS. Special Considerations in Pediatric Kidney Transplantation. Adv Chronic Kidney Dis 2017; 24:398-404. [PMID: 29229171 DOI: 10.1053/j.ackd.2017.09.009] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Universally accepted as the treatment of choice for children needing renal replacement therapy, kidney transplantation affords children the opportunity for an improved quality of life over dialysis therapy. Immunologic and surgical advances over the last 15 years have improved the pediatric patient and kidney graft survival. Unique to pediatrics, congenital genitourinary anomalies are the most common primary diseases leading to kidney failure, many with urological issues. Early urological evaluation for post-transplant bladder dysfunction and emphasis on immunization adherence are the mainstays of pediatric pretransplant and post-transplant evaluations. A child's height can be challenging, sometimes requiring an intra-abdominally placed graft, particularly if the patient is <20 kg. Maintenance immunosuppression regimens are similar to adult kidney graft recipients, although distinctive pharmacokinetics may change dosing intervals in children from twice a day to thrice a day. Viral infections and secondary malignancies are problematic for children relative to adults. Current trends to reduce/remove corticosteroid therapy from post-transplant protocols have produced improved linear growth with less steroid toxicity; although these studies are still ongoing, graft function and survival are considered acceptable. Finally, all children with a kidney transplant need a smooth transition to adult clinics. Future research in pertinent psychosocial aspects and continued technological advances will only serve to optimize the transition process. Although some aspects of kidney transplantation are similar in children and adults, for instance immunosuppression and immunosuppressive regimens, and rejection mechanisms and their diagnosis using the Banff criteria, there are important differences this review will focus on and which continue to drive innovation.
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