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Thongprayoon C, Miao J, Jadlowiec C, Mao SA, Mao M, Leeaphorn N, Kaewput W, Pattharanitima P, Valencia OAG, Tangpanithandee S, Krisanapan P, Suppadungsuk S, Nissaisorakarn P, Cooper M, Cheungpasitporn W. Distinct clinical profiles and post-transplant outcomes among kidney transplant recipients with lower education levels: uncovering patterns through machine learning clustering. Ren Fail 2023; 45:2292163. [PMID: 38087474 PMCID: PMC11001364 DOI: 10.1080/0886022x.2023.2292163] [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: 09/19/2023] [Accepted: 12/03/2023] [Indexed: 12/18/2023] Open
Abstract
BACKGROUND Educational attainment significantly influences post-transplant outcomes in kidney transplant patients. However, research on specific attributes of lower-educated subgroups remains underexplored. This study utilized unsupervised machine learning to segment kidney transplant recipients based on education, further analyzing the relationship between these segments and post-transplant results. METHODS Using the OPTN/UNOS 2017-2019 data, consensus clustering was applied to 20,474 kidney transplant recipients, all below a college/university educational threshold. The analysis concentrated on recipient, donor, and transplant features, aiming to discern pivotal attributes for each cluster and compare post-transplant results. RESULTS Four distinct clusters emerged. Cluster 1 comprised younger, non-diabetic, first-time recipients from non-hypertensive younger donors. Cluster 2 predominantly included white patients receiving their first-time kidney transplant either preemptively or within three years, mainly from living donors. Cluster 3 included younger re-transplant recipients, marked by elevated PRA, fewer HLA mismatches. In contrast, Cluster 4 captured older, diabetic patients transplanted after prolonged dialysis duration, primarily from lower-grade donors. Interestingly, Cluster 2 showcased the most favorable post-transplant outcomes. Conversely, Clusters 1, 3, and 4 revealed heightened risks for graft failure and mortality in comparison. CONCLUSIONS Through unsupervised machine learning, this study proficiently categorized kidney recipients with lesser education into four distinct clusters. Notably, the standout performance of Cluster 2 provides invaluable insights, underscoring the necessity for adept risk assessment and tailored transplant strategies, potentially elevating care standards for this patient cohort.
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Affiliation(s)
- Charat Thongprayoon
- Division of Nephrology and Hypertension, Department of Medicine, Mayo Clinic, Rochester, MN, USA
| | - Jing Miao
- Division of Nephrology and Hypertension, Department of Medicine, Mayo Clinic, Rochester, MN, USA
| | | | - Shennen A. Mao
- Division of Transplant Surgery, Mayo Clinic, Jacksonville, FL, USA
| | - Michael Mao
- Division of Nephrology and Hypertension, Department of Medicine, Mayo Clinic, Jacksonville, FL, USA
| | - Napat Leeaphorn
- Division of Nephrology and Hypertension, Department of Medicine, Mayo Clinic, Jacksonville, FL, USA
| | - Wisit Kaewput
- Department of Military and Community Medicine, Phramongkutklao College of Medicine, Bangkok, Thailand
| | | | - Oscar A. Garcia Valencia
- Division of Nephrology and Hypertension, Department of Medicine, Mayo Clinic, Rochester, MN, USA
| | - Supawit Tangpanithandee
- Division of Nephrology and Hypertension, Department of Medicine, Mayo Clinic, Rochester, MN, USA
- Chakri Naruebodindra Medical Institute, Ramathibodi Hospital, Mahidol University, Samut Prakan, Thailand
| | - Pajaree Krisanapan
- Division of Nephrology and Hypertension, Department of Medicine, Mayo Clinic, Rochester, MN, USA
- Department of Internal Medicine, Thammasat University, Pathum Thani, Thailand
| | - Supawadee Suppadungsuk
- Division of Nephrology and Hypertension, Department of Medicine, Mayo Clinic, Rochester, MN, USA
- Chakri Naruebodindra Medical Institute, Ramathibodi Hospital, Mahidol University, Samut Prakan, Thailand
| | - Pitchaphon Nissaisorakarn
- Department of Medicine, Division of Nephrology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Matthew Cooper
- Division of Transplant Surgery, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Wisit Cheungpasitporn
- Division of Nephrology and Hypertension, Department of Medicine, Mayo Clinic, Rochester, MN, USA
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Patel S, Alfafara C, Kraus MB, Buckner-Petty S, Bonner T, Youssef MR, Poterack KA, Mour G, Mathur AK, Milam AJ. Individual- and Community-Level Socioeconomic Status and Deceased Donor Renal Transplant Outcomes. J Racial Ethn Health Disparities 2023:10.1007/s40615-023-01851-8. [PMID: 37962790 DOI: 10.1007/s40615-023-01851-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2023] [Revised: 10/21/2023] [Accepted: 10/24/2023] [Indexed: 11/15/2023]
Abstract
BACKGROUND This study examined the relationship between socioeconomic status (SES), race, and ethnicity and clinical outcomes following deceased donor kidney transplant (DDKT) at a high-volume transplant center. METHODS This retrospective cohort study used regression models and survival analyses to examine the relationship between individual- and community-level SES, race, and ethnicity and DDKT outcomes (i.e., delayed graft function, graft failure, mortality) adjusting for potential confounders. RESULTS The analytic sample included 3366 patients; 40.7% (n = 1370) were female, the mean age was 54.7 (SD = 13.3) years, 49.3% were non-Hispanic White, and the median follow-up time was 39.5 months (IQR = 24.2-68.1). Patients living in the most disadvantaged communities (using the US Census data) had a higher likelihood of delayed graft function (adjusted relative risk [RR] = 1.12, p = 0.042) and a higher hazard of mortality (adjusted hazard ratio [HR] = 1.32, p = 0.025) compared to patients living in the least disadvantaged communities. Patients without a high school diploma had a higher risk of delayed graft function compared to patients with an associate degree or more (RR = 1.37, p < 0.001). Patients with public insurance coverage had a higher risk of delayed graft function (RR = 1.24, p < 0.001) and a higher hazard of mortality (HR = 1.37, p < 0.001) and graft failure (HR = 1.71, p < 0.001) compared to patients without public insurance. There were no differences in graft failure or mortality by race and ethnicity. CONCLUSIONS SES was not consistently associated with outcomes following DDKT; however, many of the predictors were associated with delayed graft function. With a large and diverse sample size, these findings further the heterogeneity of the present renal transplant research suggesting the need for further investigation to guide implementation of innovative strategies and interventions.
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Affiliation(s)
- Shyam Patel
- Mayo Clinic Alix School of Medicine, Scottsdale, AZ, 85259, USA
| | - Chelsea Alfafara
- Department of Anesthesiology & Perioperative Medicine, Mayo Clinic Arizona, 5777 E. Mayo Blvd, Phoenix, AZ, 85054, USA
| | - Molly B Kraus
- Department of Anesthesiology & Perioperative Medicine, Mayo Clinic Arizona, 5777 E. Mayo Blvd, Phoenix, AZ, 85054, USA
| | - Skye Buckner-Petty
- Department of Clinical Trials and Biostatistics, Mayo Clinic Arizona, 5777 E. Mayo Blvd, Phoenix, AZ, 85054, USA
| | - Timethia Bonner
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, 200 First St SW, Rochester, MN, 55905, USA
| | - Mohanad R Youssef
- Department of Anesthesiology & Perioperative Medicine, Mayo Clinic Arizona, 5777 E. Mayo Blvd, Phoenix, AZ, 85054, USA
| | - Karl A Poterack
- Department of Anesthesiology & Perioperative Medicine, Mayo Clinic Arizona, 5777 E. Mayo Blvd, Phoenix, AZ, 85054, USA
| | - Girish Mour
- Division of Nephrology, Mayo Clinic Arizona, 5777 E. Mayo Blvd, Phoenix, AZ, 85054, USA
| | - Amit K Mathur
- Division of Transplant Surgery, Mayo Clinic Arizona, 5777 E. Mayo Blvd, Phoenix, AZ, 85054, USA
| | - Adam J Milam
- Department of Anesthesiology & Perioperative Medicine, Mayo Clinic Arizona, 5777 E. Mayo Blvd, Phoenix, AZ, 85054, USA.
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Lu K, Chiu KY. Lifetime Risk of Hepatorenal Events Assessed in Longitudinal Cohort of Renal Transplant Recipients with HBV Infection. Transplant Proc 2023; 55:1581-1587. [PMID: 37380588 DOI: 10.1016/j.transproceed.2023.05.017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Revised: 04/16/2023] [Accepted: 05/16/2023] [Indexed: 06/30/2023]
Abstract
BACKGROUND Kidney transplantation is a treatment option for patients with end-stage renal disease (ESRD) who are infected with hepatitis B virus (HBV). However, the impact of nucleos(t)ide analogues usage on the clinical outcomes in HBV-infected ESRD patients undergoing kidney transplantation is not well understood. This study aimed to assess the outcomes of kidney transplant recipients with HBV infection using real-world data to provide insight into the disease course over time. METHODS A nationwide retrospective longitudinal population-level cohort study was conducted using the National Health Insurance Research Database. The study evaluated patient and allograft survival and kidney-related and liver-related events and identified factors contributing to these events. RESULTS Of the 4838 renal transplant recipients in the study, there were no significant differences in graft survival between the HBV-infected and non-infected groups (P = .244). However, the HBV-infected group had suboptimal patient survival compared to the non-infected group (hazard ratio [HR] for overall survival, 1.80; 95% CI 1.40-2.30; P < .001). Diabetes mellitus was associated with a higher re-dialysis rate (HR, 1.71; 95% CI, 1.38-2.12; P < .001) regarding kidney-associated events. For liver-associated events, HBV-infected status (HR, 9.40; 95% CI, 5.66-15.63; P < .001), and age >60 years (HR, 6.90; 95% CI, 3.14-15.19; P < .001) were associated with increased incidence of liver cancer. CONCLUSIONS Hepatitis B-infected renal transplant recipients have comparable graft survival but inferior patient survival outcomes due to pre-existing diseases and increasing liver-related complications. The findings of this study can help optimize treatment strategies and improve long-term outcomes for this patient population.
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Affiliation(s)
- Kevin Lu
- Department of Urology, Taichung Veterans General Hospital, Taichung, Taiwan; School of Medicine, National Yang-Ming Chiao Tung University, Taipei, Taiwan.
| | - Kun-Yuan Chiu
- Department of Urology, Taichung Veterans General Hospital, Taichung, Taiwan; School of Medicine, National Yang-Ming Chiao Tung University, Taipei, Taiwan; Department of Applied Chemistry, National Chi Nan University, Nantou, Taiwan
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Leeies M, Ho J, Wilson LC, Lalani J, James L, Carta T, Gruber J, Shemie SD, Hrymak C. Sociodemographic Variables in Canadian Organ Donation Organizations: A Health Information Survey. Transplant Direct 2023; 9:e1494. [PMID: 37305650 PMCID: PMC10256411 DOI: 10.1097/txd.0000000000001494] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2023] [Revised: 04/12/2023] [Accepted: 04/13/2023] [Indexed: 06/13/2023] Open
Abstract
Health systems must collect equity-relevant sociodemographic variables to measure and mitigate health inequities. The specific variables collected by organ donation organizations (ODOs) across Canada, variable definitions, and processes of the collection are not defined. We undertook a national health information survey of all ODOs in Canada. These results will inform the development of a standard national dataset of equity-relevant sociodemographic variables. Methods We conducted an electronic, self-administered cross-sectional survey of all ODOs in Canada from November 2021 to January 2022. We targeted key knowledge holders familiar with the data collection processes within each Canadian ODO known to Canadian Blood Services. Categorical item responses are presented as numbers and proportions. Results We achieved a 100% response rate from 10 Canadian ODOs. Most data were collected by organ donation coordinators. Only 2 of 10 ODOs reported using scripts explaining why sociodemographic data are being collected or incorporated training in cultural sensitivity for any given variable. A lack of cultural sensitivity training was endorsed by 50% of respondents as a barrier to the collection of sociodemographic variables by ODOs, whereas 40% of respondents identified a lack of training in sociodemographic variable collection as a significant barrier. Conclusions Few programs routinely collect sufficient data to examine health inequities with an intersectional lens. Most data collection occurs midway through the ODO interaction, creating a missed opportunity to better understand differences in social identities of patients who register their intention to donate in advance or who decline the donation. National standardization of equity-relevant data collection definitions and processes of the collection is needed.
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Affiliation(s)
- Murdoch Leeies
- Section of Critical Care, Department of Emergency Medicine, University of Manitoba, Winnipeg, MB, Canada
- Transplant Manitoba, Gift of Life Organ Donation Organization, Winnipeg, MB, Canada
| | - Julie Ho
- Department of Internal Medicine and Immunology, University of Manitoba, Winnipeg, MB, Canada
- Transplant Manitoba, Adult Kidney Program, Winnipeg, MB, Canada
| | | | | | - Lee James
- Canadian Blood Services, Ottawa, ON, Canada
| | - Tricia Carta
- Transplant Manitoba, Gift of Life Organ Donation Organization, Winnipeg, MB, Canada
| | - Jackie Gruber
- British Columbia Institute of Technology, Vancouver, BC, Canada
| | - Sam D. Shemie
- Canadian Blood Services, Ottawa, ON, Canada
- Division of Critical Care Medicine, Montreal Children’s Hospital, McGill University Health Centre and Research Institute, McGill University, Montreal, QC, Canada
| | - Carmen Hrymak
- Section of Critical Care, Department of Emergency Medicine, University of Manitoba, Winnipeg, MB, Canada
- Transplant Manitoba, Gift of Life Organ Donation Organization, Winnipeg, MB, Canada
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Lambooy S, Krishnasamy R, Pollock A, Hilder G, Gray NA. Telemedicine for Outpatient Care of Kidney Transplant and CKD Patients. Kidney Int Rep 2021; 6:1265-1272. [PMID: 34013104 PMCID: PMC8116750 DOI: 10.1016/j.ekir.2021.02.016] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2020] [Revised: 01/17/2021] [Accepted: 02/08/2021] [Indexed: 11/18/2022] Open
Abstract
INTRODUCTION Telehealth videoconferencing (TVC) may improve access in rural areas, but reported uptake and outcomes among kidney transplant recipients (KTRs) and chronic kidney disease (CKD) patients are limited. This study aimed to assess the feasibility, sustainability, and clinical outcomes of TVC for this patient population. METHODS A total of 64 participants were recruited in this single-center, prospective, 2-year longitudinal, case-control study. Inclusion criteria for the telemedicine group included travel of ≥15 km to the hospital, and the control group was matched for transplant or CKD status, age, and sex. The primary outcome was feasibility (≥50% of consultations for each individual patient in the telemedicine group being conducted by TVC in year 1). Secondary outcomes were sustainability of telemedicine, change in blood pressure and creatinine, hospitalization, and travel distance. RESULTS There were 32 participants in both the telemedicine and control arms, with no baseline differences. The majority were male (65.6%) and the mean age was 63.9 years (SD = 12.3 years). TVC uptake in year 1 in the telemedicine arm was 71% (interquartile range [IQR] = 50.0-100.0) but reduced significantly in year 2 (50.0% [IQR = 33.3-71.4], P < 0.01). No significant differences in creatinine or blood pressure were observed between groups, including in the KTRs and CKD subgroup analysis. Patient satisfaction remained high for both groups. Compared with travel distance required if TVC was unavailable, travel distance in the TVC group decreased by 48% (16,644 km) in year 1 and by 37.0% (8177 km) in year 2. CONCLUSION TVC was feasible and sustainable, with outcomes comparable to those of standard care. Larger studies, especially among KTRs, are needed to confirm these findings.
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Affiliation(s)
- Sebastiaan Lambooy
- Department of Nephrology, Sunshine Coast University Hospital, Birtinya, Queensland, Australia
| | - Rathika Krishnasamy
- Department of Nephrology, Sunshine Coast University Hospital, Birtinya, Queensland, Australia
- The University of Queensland, Herston, Queensland, Australia
- Sunshine Coast Health Institute, Birtinya, Queensland, Australia
| | - Andrea Pollock
- Department of Nephrology, Sunshine Coast University Hospital, Birtinya, Queensland, Australia
| | - Gerald Hilder
- Department of Nephrology, Sunshine Coast University Hospital, Birtinya, Queensland, Australia
| | - Nicholas A. Gray
- Department of Nephrology, Sunshine Coast University Hospital, Birtinya, Queensland, Australia
- Sunshine Coast Health Institute, Birtinya, Queensland, Australia
- University of the Sunshine Coast, Sippy Downs, Queensland, Australia
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Paul RS, Almokayad I, Collins A, Raj D, Jagadeesan M. Donor-derived Cell-free DNA: Advancing a Novel Assay to New Heights in Renal Transplantation. Transplant Direct 2021; 7:e664. [PMID: 33564715 PMCID: PMC7862009 DOI: 10.1097/txd.0000000000001098] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2020] [Revised: 10/09/2020] [Accepted: 10/13/2020] [Indexed: 02/07/2023] Open
Abstract
Despite advances in transplant immunosuppression, long-term renal allograft outcomes remain suboptimal because of the occurrence of rejection, recurrent disease, and interstitial fibrosis with tubular atrophy. This is largely due to limitations in our understanding of allogeneic processes coupled with inadequate surveillance strategies. The concept of donor-derived cell-free DNA as a signal of allograft stress has therefore rapidly been adopted as a noninvasive monitoring tool. Refining it for effective clinical use, however, remains an ongoing effort. Furthermore, its potential to unravel new insights in alloimmunity through novel molecular techniques is yet to be realized. This review herein summarizes current knowledge and active endeavors to optimize cell-free DNA-based diagnostic techniques for clinical use in kidney transplantation. In addition, the integration of DNA methylation and microRNA may unveil new epigenetic signatures of allograft health and is also explored in this report. Directing research initiatives toward these aspirations will not only improve diagnostic precision but may foster new paradigms in transplant immunobiology.
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Affiliation(s)
- Rohan S. Paul
- Division of Kidney Disease & Hypertension, George Washington University, Washington, DC
| | - Ismail Almokayad
- Division of Kidney Disease & Hypertension, George Washington University, Washington, DC
| | - Ashte Collins
- Division of Kidney Disease & Hypertension, George Washington University, Washington, DC
| | - Dominic Raj
- Division of Kidney Disease & Hypertension, George Washington University, Washington, DC
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Kadatz M, Gill JS, Gill J, Formica RN, Klarenbach S. Economic Evaluation of Extending Medicare Immunosuppressive Drug Coverage for Kidney Transplant Recipients in the Current Era. J Am Soc Nephrol 2019; 31:218-228. [PMID: 31704739 DOI: 10.1681/asn.2019070646] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2019] [Accepted: 09/28/2019] [Indexed: 11/03/2022] Open
Abstract
BACKGROUND Kidney transplant recipients must take immunosuppressant drugs to prevent rejection and maintain transplant function. Medicare coverage of immunosuppressant drugs for kidney transplant recipients ceases 36 months after transplantation, potentially increasing the risk of transplant failure. A contemporary economic analysis of extending Medicare coverage for the duration of transplant survival using current costs of immunosuppressant medications in the era of generic equivalents may inform immunosuppressant drug policy. METHODS A Markov model was used to determine the incremental cost and effectiveness of extending Medicare coverage for immunosuppressive drugs over the duration of transplant survival, compared with the current policy of 36-month coverage, from the perspective of the Medicare payer. The expected improvement in transplant survival by extending immunosuppressive drug coverage was estimated from a cohort of privately insured transplant recipients who receive lifelong immunosuppressant drug coverage compared with a cohort of Medicare-insured transplant recipients, using multivariable survival analysis. RESULTS Extension of immunosuppression Medicare coverage for kidney transplant recipients led to lower costs of -$3077 and 0.37 additional quality-adjusted life years (QALYs) per patient. When the improvement in transplant survival associated with extending immunosuppressant coverage was reduced to 50% of that observed in privately insured patients, the strategy of extending drug coverage had an incremental cost-utility ratio of $51,694 per QALY gained. In a threshold analysis, the extension of immunosuppression coverage was cost-effective at a willingness-to-pay threshold of $100,000, $50,000, and $0 per QALY if it results in a decrease in risk of transplant failure of 5.5%, 7.8%, and 13.3%, respectively. CONCLUSIONS Extending immunosuppressive drug coverage under Medicare from the current 36 months to the duration of transplant survival will result in better patient outcomes and cost-savings, and remains cost-effective if only a fraction of anticipated benefit is realized.
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Affiliation(s)
| | - John S Gill
- Division of Nephrology and .,Centre for Health Evaluation and Outcomes Sciences, University of British Columbia, Vancouver, British Columbia, Canada.,Division of Nephrology, Tufts-New England Medical Center, Boston, Massachusetts
| | - Jagbir Gill
- Division of Nephrology and.,Centre for Health Evaluation and Outcomes Sciences, University of British Columbia, Vancouver, British Columbia, Canada
| | - Richard N Formica
- Division of Nephrology, Yale University School of Medicine, New Haven, Connecticut; and
| | - Scott Klarenbach
- Division of Nephrology, Department of Medicine, University of Alberta, Edmonton, Alberta, Canada
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