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Pack AP, Bailey SC, O'Conor R, Velazquez E, Wismer G, Yeh F, Curtis LM, Alcantara K, Wolf MS. Phenotyping Adherence Through Technology-Enabled Reports and Navigation (the PATTERN Study): Qualitative Study for Intervention Adaptation Using the Exploration, Preparation, Implementation, and Sustainment Framework. JMIR Form Res 2024; 8:e54916. [PMID: 39418094 PMCID: PMC11528165 DOI: 10.2196/54916] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2023] [Revised: 05/31/2024] [Accepted: 07/14/2024] [Indexed: 10/19/2024] Open
Abstract
BACKGROUND Older adults with multiple chronic conditions (MCC) and polypharmacy often face challenges with medication adherence. Nonadherence can lead to suboptimal treatment outcomes, adverse drug events, and poor quality of life. OBJECTIVE To facilitate medication adherence among older adults with MCC and polypharmacy in primary care, we are adapting a technology-enabled intervention previously implemented in a specialty clinic. The objective of this study was to obtain multilevel feedback to inform the adaptation of the proposed intervention (Phenotyping Adherence Through Technology-Enabled Reports and Navigation [PATTERN]). METHODS We conducted a formative qualitative study among patients, clinicians, and clinic administrators affiliated with a large academic health center in Chicago, Illinois. Patient eligibility included being aged 65 years or older, living with MCC, and contending with polypharmacy. Eligibility criteria for clinicians and administrators included being employed by any primary care clinic affiliated with the participating health center. Individual semistructured interviews were conducted remotely by a trained member of the study team using interview guides informed by the Exploration, Preparation, Implementation, and Sustainment Framework. Thematic analysis of interview audio recordings drew from the Rapid Identification of Themes from Audio Recordings procedures. RESULTS In total, we conducted 25 interviews, including 12 with clinicians and administrators, and 13 with patients. Thematic analysis revealed participants largely found the idea of technology-based medication adherence monitoring to be acceptable and appropriate for the target population in primary care, although several concerns were raised; we discuss these in detail. CONCLUSIONS Our medication adherence monitoring intervention, adapted from specialty care, will be implemented in primary care. Formative interviews, informed by the Exploration, Preparation, Implementation, and Sustainment Framework and conducted among patients, clinicians, and administrators, have identified intervention adaptation needs. Results from this study could inform other interventions using the patient portal with older adults.
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Affiliation(s)
- Allison P Pack
- Division of General Internal Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Stacy C Bailey
- Division of General Internal Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Rachel O'Conor
- Division of General Internal Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Evelyn Velazquez
- Division of General Internal Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Guisselle Wismer
- Division of General Internal Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Fangyu Yeh
- Division of General Internal Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Laura M Curtis
- Division of General Internal Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Kenya Alcantara
- Division of General Internal Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Michael S Wolf
- Division of General Internal Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
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de Medeiros Oliveira LCL, Pedreira-Robles G, Pérez-Sáez MJ, Crespo M, Bach-Pascual A, Rubio-Paez S, Curado-Soto T, Rovira-Algara A, Melilli E, Jerez-Roig J, Oriol-Vila E, Quintana Reyes C, Diaz Jurado M, Martins RR, Moreira FSM, Oliveira AG. Cross-cultural validation of the Spanish version of the Kidney AlloTransplant Immunosuppressive Therapy Adherence Questionnaire (KATITA-25). Sci Rep 2024; 14:24287. [PMID: 39414895 PMCID: PMC11484981 DOI: 10.1038/s41598-024-75150-5] [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: 05/13/2024] [Accepted: 10/03/2024] [Indexed: 10/18/2024] Open
Abstract
The KATITA-25 (Kidney AlloTransplant Immunosuppressive Therapy Adherence) Questionnaire is a multidimensional self-administered scale developed in Brazilian Portuguese that measures the predisposition for non-adherence to immunosuppressive medication in candidate patients for kidney transplantation, in the pre-transplant setting. The aim of this study was the cross-cultural validation of the Spanish version of the KATITA-25 scale. The translation/back-translation method was used, followed by cognitive interviews and a pre-test. The Spanish version of KATITA-25 was administered to 163 candidate patients for kidney transplantation from 2 kidney transplant centres and 2 dialysis centres in Catalonia, Spain. The scale was re-administered to the first 79 patients included into the study, after a 2 to 4 weeks interval. Internal consistency was assessed using Cronbach's alpha, test-retest reliability with the intraclass correlation coefficient (ICC); construct validity with goodness of fit indices after confirmatory factor analysis using structural equation modelling. The Cronbach's alpha of the Spanish version was 0.83, the ICC was 0.86. Confirmatory factor analysis showed adequate fit of the structural model. Overall, the analytical results closely resembled those obtained in the validation of the original scale. In conclusion, this cross-cultural validation study showed adequate reliability and construct validity of the Spanish version of the KATITA-25 questionnaire.
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Affiliation(s)
- Luana Cristina Lins de Medeiros Oliveira
- Postgraduate Program in Pharmaceutical Science, Centro de Ciências da Saúde, Universidade Federal do Rio Grande do Norte, Natal, RN, Brazil
- Clinical Pharmacy Unit, Onofre Lopes University Hospital, Centro de Ciências da Saúde, Universidade Federal do Rio Grande do Norte, Natal, RN, Brazil
| | | | | | - Marta Crespo
- Nephrology Department, Hospital del Mar, Barcelona, Spain
| | | | | | | | | | - Edoardo Melilli
- Servicio de Trasplantament Renal, Hospital Universitario de Bellvitge, Barcelona, Spain
| | - Javier Jerez-Roig
- Centre for Health and Social Care Research (CESS), Universitat de Vic, Universitat Central de Catalunya, Vic, Spain
| | - Ester Oriol-Vila
- Centre for Health and Social Care Research (CESS), Universitat de Vic, Universitat Central de Catalunya, Vic, Spain
| | | | - Maribel Diaz Jurado
- Servicio de Trasplantament Renal, Hospital Universitario de Bellvitge, Barcelona, Spain
| | - Rand Randall Martins
- Postgraduate Program in Pharmaceutical Science, Centro de Ciências da Saúde, Universidade Federal do Rio Grande do Norte, Natal, RN, Brazil
- Departamento de Farmácia, Centro de Ciências da Saúde, Universidade Federal do Rio Grande do Norte, Natal, RN, Brazil
| | - Francisca Sueli Monte Moreira
- Departamento de Farmácia, Centro de Ciências da Saúde, Universidade Federal do Rio Grande do Norte, Natal, RN, Brazil
| | - Antonio Gouveia Oliveira
- Postgraduate Program in Pharmaceutical Science, Centro de Ciências da Saúde, Universidade Federal do Rio Grande do Norte, Natal, RN, Brazil.
- Departamento de Farmácia, Centro de Ciências da Saúde, Universidade Federal do Rio Grande do Norte, Natal, RN, Brazil.
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Lee-Riddle GS, Schmidt HJ, Reese PP, Nelson MN, Neergaard R, Barg FK, Serper M. Transplant recipient, care partner, and clinician perceptions of medication adherence monitoring technology: A mixed methods study. Am J Transplant 2024; 24:669-680. [PMID: 37923085 DOI: 10.1016/j.ajt.2023.10.030] [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: 08/28/2023] [Revised: 10/28/2023] [Accepted: 10/30/2023] [Indexed: 11/07/2023]
Abstract
Medication nonadherence is a leading cause of graft loss. Adherence monitoring technologies-reminder texts, smart bottles, video-observed ingestion, and digestion-activated signaling pills-may support adherence. However, patient, care partner, and clinician perceptions of these tools are not well studied. We conducted qualitative individual semistructured interviews and focus groups among 97 participants at a single center: kidney and liver transplant recipients 2 weeks to 18 months posttransplant, their care partners, and transplant clinicians. We assessed adherence practices, reactions to monitoring technologies, and opportunities for care integration. One-size-fits-all approaches were deemed infeasible. Interviewees considered text messages the most acceptable approach; live video checks were the least acceptable and raised the most concerns for inconvenience and invasiveness. Digestion-activated signaling technology produced both excitement and apprehension. Patients and care partners generally aligned in perceptions of adherence monitoring integration into clinical care. Key themes were importance of routine, ease of use, leveraging technology for actionable medication changes, and aversion to surveillance. Transplant clinicians similarly considered text messages most acceptable and video checks least acceptable. Clinicians reported that early posttransplant use and real-time adherence tracking with patient feedback may facilitate successful implementation. The study provides initial insights that may inform future adherence technology implementation.
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Affiliation(s)
- Grace S Lee-Riddle
- Department of Surgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Harald J Schmidt
- Department of Medical Ethics & Health Policy, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Peter P Reese
- Renal-Electrolyte and Hypertension Division, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA; Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Maria N Nelson
- Department of Family Medicine and Community Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Rebecca Neergaard
- Department of Family Medicine and Community Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Frances K Barg
- Department of Family Medicine and Community Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Marina Serper
- Division of Gastroenterology and Hepatology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA; Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
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Oliveira JGRD, Sanders-Pinheiro H, Freitas Filho RAD, Vasconcelos Filho JE, Askari M, Silva Júnior GBD. Evaluación del uso de la Aplicación Renal Health por parte de los receptores de trasplante renal. Rev Lat Am Enfermagem 2023. [DOI: 10.1590/1518-8345.6039.3821] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023] Open
Abstract
Resumen Objetivo: evaluar el uso de la aplicación Renal Health por parte de los receptores de trasplante renal. Método: estudio observacional retrospectivo con una muestra compuesta por usuarios que se registraron en la sección de trasplantados renales dentro de la aplicación desde julio de 2018 hasta abril de 2021. Se recolectaron las siguientes variables: datos demográficos, ingreso de datos, tiempo de uso, registros de peso, presión arterial, glucosa en sangre, creatinina, esquemas de medicación, consultas y exámenes. Se realizó un análisis descriptivo de los datos. Resultados: Ocurrieron 1.823 descargas de la aplicación y 12,3% se registró en la sección de trasplantados, la mayoría del sudeste de Brasil (44,9%), con edad de 36±11 años y del sexo femenino (59,1%). De la muestra, 35,1% ingresó información como: creatinina (62%), peso (58,2%) y presión arterial (51,8%). La mayoría utilizó la aplicación durante un día (63,3%) y el 13,9% más de cien días. Quienes lo usaron por más de un día (36,7%), agregaron peso (69%), programación de consultas (69%), medicación (65,5%) y creatinina (62%). Conclusión: la sección para trasplantados renales de la aplicación Renal Health despertó interés en la población joven, pero mostró baja adherencia en los meses evaluados. Estos resultados ofrecen una perspectiva relevante en la implementación de tecnologías mHealth en el trasplante renal.
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Oliveira JGRD, Sanders-Pinheiro H, Freitas Filho RAD, Vasconcelos Filho JE, Askari M, Silva Júnior GBD. Avaliação do uso do aplicativo Renal Health por transplantados renais. Rev Lat Am Enfermagem 2023. [DOI: 10.1590/1518-8345.6039.3823] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023] Open
Abstract
Resumo Objetivo: avaliar o uso do aplicativo Renal Health por transplantados renais. Método: estudo observacional retrospectivo com amostra composta por usuários que realizaram cadastro na seção para transplantados renais do aplicativo de julho de 2018 a abril de 2021. Foram coletadas as seguintes variáveis: dados demográficos, inserção de dados, tempo de uso, registros de peso, pressão arterial, glicemia, creatinina, horários das medicações, consultas e exames. Realizou-se análise descritiva dos dados. Resultados: houve 1.823 downloads do aplicativo e 12,3% cadastraram-se na seção para transplantados renais, a maioria do Sudeste do Brasil (44,9%), com 36±11 anos e do sexo feminino (59,1%). Da amostra, 35,1% inseriram informações como creatinina (62%), peso (58,2%) e pressão arterial (51,8%). A maioria utilizou o aplicativo por um dia (63,3%) e 13,9% por mais de cem dias. Os que utilizaram por mais de um dia (36,7%), inseriram peso (69%), agendaram consultas (69%), medicações (65,5%) e creatinina (62%). Conclusão: a seção para transplantados renais do aplicativo Renal Health despertou interesse na população jovem, mas apresentou baixa adesão ao longo dos meses avaliados. Esses resultados oferecem perspectiva relevante na implementação de tecnologias mHealth no transplante renal.
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Phillips AZ, Carnethon MR, Bonham M, Lovett RM, Wolf MS. Hazardous drinking by older adults with chronic conditions during the COVID-19 pandemic: Evidence from a Chicago-based cohort. J Am Geriatr Soc 2023; 71:3508-3519. [PMID: 37403969 PMCID: PMC10766865 DOI: 10.1111/jgs.18497] [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: 01/13/2023] [Revised: 06/09/2023] [Accepted: 06/13/2023] [Indexed: 07/06/2023]
Abstract
BACKGROUND It is unclear how older adults with chronic conditions, who have greater risk of alcohol-related adverse outcomes, used alcohol throughout the COVID-19 pandemic. We assess changes in hazardous drinking prevalence May 2020-December 2021 and factors associated with hazardous drinking. METHODS Data are from structured phone interviews of older adults (age 60+) with chronic conditions (e.g., hypertension, diabetes, pulmonary disease, heart disease) in a Chicago-based longitudinal cohort (Chicago COVID-19 Comorbidities survey, Waves 3-7, n = 247). We tested differences in the prevalence of hazardous drinking (defined as AUDIT-C score of 3+ for women and 4+ for men) across waves for the full sample, by demographic group (sex, race, and ethnicity), and by chronic condition burden (<3 conditions, 3+ conditions). Generalized estimating equations investigated associations of hazardous drinking with sociodemographic and pandemic coping-related factors (stress, loneliness, outside contacts, depression, anxiety). RESULTS Participants were 66.8% female; 27.9% non-Hispanic Black, 14.2% Hispanic, 4.9% other race. Hazardous drinking was reported by 44.9% of participants in May 2020, but declined to 23.1% by July-August 2020 and continued to slowly decline to 19.4% by September-December 2021. Differences from May 2020 were significant at the 0.05 level. Subgroups followed similar trajectories. Hazardous drinking prevalence was initially higher but declined more among men than women, consistently higher among non-Hispanic White respondents than among Hispanic and non-Hispanic Black respondents, and declined more rapidly among adults with 3+ chronic conditions. In adjusted models, race and ethnicity were associated with lower prevalence of hazardous drinking (non-Hispanic Black: adjusted prevalence ratio [aPR] = 0.50, 95% confidence interval [CI] = 0.33, 0.74; other race: aPR = 0.26, 95% CI = 0.09, 0.81, compared with non-Hispanic White). No coping-related factors were significantly associated with hazardous drinking. CONCLUSION Among a cohort of older adults with chronic conditions, almost half engaged in hazardous drinking in early summer of the COVID-19 pandemic. While prevalence fell, these rates reinforce the need for alcohol screening and intervention in clinical settings among this population.
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Affiliation(s)
- Aryn Z. Phillips
- Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL
- Department of Health Policy and Management, University of Maryland School of Public Health, College Park, MD
| | - Mercedes R. Carnethon
- Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - Morgan Bonham
- Center for Applied Health Research on Aging, Feinberg School of Medicine, Northwestern University, Chicago, IL
- Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - Rebecca M. Lovett
- Center for Applied Health Research on Aging, Feinberg School of Medicine, Northwestern University, Chicago, IL
- Department of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - Michael S. Wolf
- Center for Applied Health Research on Aging, Feinberg School of Medicine, Northwestern University, Chicago, IL
- Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL
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7
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Serper M, Burdzy A, Schaubel DE, Mason R, Banerjee A, Goldberg DS, Martin EF, Mehta SJ, Russell LB, Cheung AC, Ladner DP, Yoshino Benavente J, Wolf MS. Patient randomised controlled trial of technology enabled strategies to promote treatment adherence in liver transplantation: rationale and design of the TEST trial. BMJ Open 2023; 13:e075172. [PMID: 37723108 PMCID: PMC10510935 DOI: 10.1136/bmjopen-2023-075172] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Accepted: 08/25/2023] [Indexed: 09/20/2023] Open
Abstract
BACKGROUND AND AIMS Liver transplantation is a life-saving procedure for end-stage liver disease. However, post-transplant medication regimens are complex and non-adherence is common. Post-transplant medication non-adherence is associated with graft rejection, which can have long-term adverse consequences. Transplant centres are equipped with clinical staff that monitor patients post-transplant; however, digital health tools and proactive immunosuppression adherence monitoring has potential to improve outcomes. METHODS AND ANALYSIS This is a patient-randomised prospective clinical trial at three transplant centres in the Northeast, Midwest and South to investigate the effects of a remotely administered adherence programme compared with usual care. The programme monitors potential non-adherence largely levering text message prompts and phenotypes the nature of the non-adhere as cognitive, psychological, medical, social or economic. Additional reminders for medications, clinical appointments and routine self-management support are incorporated to promote adherence to the entire medical regimen. The primary study outcome is medication adherence via 24-hour recall; secondary outcomes include additional medication adherence (ASK-12 self-reported scale, regimen knowledge scales, tacrolimus values), quality of life, functional health status and clinical outcomes (eg, days hospitalised). Study implementation, acceptability, feasibility, costs and potential cost-effectiveness will also be evaluated. ETHICS AND DISSEMINATION The University of Pennsylvania Review Board has approved the study as the single IRB of record (protocol # 849575, V.1.4). Results will be published in peer-reviewed journals and summaries will be provided to study funders. TRIAL REGISTRATION NUMBER NCT05260268.
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Affiliation(s)
- Marina Serper
- Division of Gastroenterology and Hepatology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Alexander Burdzy
- Division of Gastroenterology and Hepatology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Douglas E Schaubel
- Department of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Richard Mason
- Division of Gastroenterology and Hepatology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Arpita Banerjee
- Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - David S Goldberg
- Division of Digestive Health and Liver Diseases, Department of Medicine, University of Miami Miller School of Medicine, Miami, Florida, USA
| | - Eric F Martin
- Division of Digestive Health and Liver Diseases, Department of Medicine, University of Miami Miller School of Medicine, Miami, Florida, USA
| | - Shivan J Mehta
- Division of Gastroenterology and Hepatology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Louise B Russell
- Department of Medical Ethics and Health Policy, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Amanda C Cheung
- Division of Gastroenterology and Hepatology, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Daniela P Ladner
- Department of Surgery, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Julia Yoshino Benavente
- Center for Applied Health Research on Aging, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Michael S Wolf
- Center for Applied Health Research on Aging, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
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Kushner BS, Doyle MB, Khan AS, Lin Y, Alhamad T, Yu J, Chapman WC, Wellen JR. COVID-19 Vaccination Status and Operative Outcomes after Kidney Transplantation. J Am Coll Surg 2023; 237:139-145. [PMID: 36799500 DOI: 10.1097/xcs.0000000000000657] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/18/2023]
Abstract
BACKGROUND Kidney transplantation remains the best available treatment for end-stage renal disease. However, promoting graft longevity and preventing allosensitization requires strict adherence with a stringent immunosuppression regimen. The COVID-19 pandemic has offered new challenges for kidney transplant patients and many transplant centers are denying transplantation to unvaccinated patients. The aim of this study was to evaluate whether unvaccinated patients had inferior adherence after kidney transplantation along with a reduction in graft survival. STUDY DESIGN Patients undergoing a deceased donor kidney transplantation at a single academic medical center from February 2021 to May 2022 were retrospectively reviewed. February 2021 was chosen as the start date for record review because it was 3 months after the first COVID-19 vaccination was authorized for emergency use. Patients were considered to be vaccinated if they received at least 1 dose of any mRNA vaccine by their transplantation date. RESULTS Of the 301 patients who met study criteria, 234 were vaccinated and 67 were unvaccinated. Cohorts stratified by vaccination status were well matched. Younger age was an independent risk factor for nonvaccination. Interestingly, unvaccinated patients had worse postoperative adherence with a greater average number of missed postoperative clinic visits (p = 0.03) and a strong trend toward missing 3 or more postoperative clinic visits (p = 0.07). Finally, unvaccinated patients had statistically more subtherapeutic tacrolimus troughs (p = 0.01). CONCLUSIONS Patients not vaccinated against COVID-19 had higher rate of postoperative nonadherence in key areas of immunosuppression monitoring and clinic visit attendance. Providers should be cognizant that an unvaccinated status may be a harbinger for poor adherence; therefore, stricter strategies for patient outreach are critical to ensure graft success in this vulnerable patient population.
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Affiliation(s)
- Bradley S Kushner
- From the Department of Surgery (Kushner, Doyle, Khan, Lin, Yu, Chapman, Wellen), Washington University School of Medicine, St Louis, MO
| | - Maria B Doyle
- From the Department of Surgery (Kushner, Doyle, Khan, Lin, Yu, Chapman, Wellen), Washington University School of Medicine, St Louis, MO
| | - Adeel S Khan
- From the Department of Surgery (Kushner, Doyle, Khan, Lin, Yu, Chapman, Wellen), Washington University School of Medicine, St Louis, MO
| | - Yiing Lin
- From the Department of Surgery (Kushner, Doyle, Khan, Lin, Yu, Chapman, Wellen), Washington University School of Medicine, St Louis, MO
| | - Tarek Alhamad
- Division of Nephrology, Department of Internal Medicine (Alhamad), Washington University School of Medicine, St Louis, MO
| | - Jennifer Yu
- From the Department of Surgery (Kushner, Doyle, Khan, Lin, Yu, Chapman, Wellen), Washington University School of Medicine, St Louis, MO
| | - William C Chapman
- From the Department of Surgery (Kushner, Doyle, Khan, Lin, Yu, Chapman, Wellen), Washington University School of Medicine, St Louis, MO
| | - Jason R Wellen
- From the Department of Surgery (Kushner, Doyle, Khan, Lin, Yu, Chapman, Wellen), Washington University School of Medicine, St Louis, MO
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9
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Kaplan A, Korenjak M, Brown RS. Post-liver transplantation patient experience. J Hepatol 2023; 78:1234-1244. [PMID: 37208108 DOI: 10.1016/j.jhep.2023.01.008] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/29/2022] [Revised: 01/02/2023] [Accepted: 01/12/2023] [Indexed: 05/21/2023]
Abstract
Given improvements in post-transplant patient and graft survival, there is a growing need to focus on patient experience and health-related quality of life (HRQOL). Though liver transplantation can be life-saving, it can also be associated with significant morbidity and complications. Patient HRQOL improves after transplantation, but it may not improve to that of age-matched cohorts. Understanding patient experience and the factors that contribute to it, including physical and psychological health, immunosuppression and medication adherence, return to employment or school, financial burden, and expectations, helps when thinking creatively about potential interventions to improve HRQOL.
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Affiliation(s)
- Alyson Kaplan
- Division of Gastroenterology and Hepatology, Department of Medicine, Weill Cornell School of Medicine, New York Presbyterian, New York, NY, USA
| | | | - Robert S Brown
- Division of Gastroenterology and Hepatology, Department of Medicine, Weill Cornell School of Medicine, New York Presbyterian, New York, NY, USA.
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10
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de Oliveira JGR, Sanders-Pinheiro H, de Freitas RA, Vasconcelos JE, Askari M, da Silva GB. Evaluation of the use of a Renal Health application by kidney transplant recipients. Rev Lat Am Enfermagem 2023; 31:e3822. [PMID: 36722638 PMCID: PMC9886082 DOI: 10.1590/1518-8345.6039.3822] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2022] [Accepted: 08/24/2022] [Indexed: 02/02/2023] Open
Abstract
OBJECTIVE to evaluate the use of a renal health application by kidney transplant recipients. METHOD a retrospective, observational study with a sample composed of individuals registered in the kidney transplant section of the application from July of 2018 to April of 2021. Demographic data, data entry, time of use, weight, blood pressure, blood glucose, creatinine, medication schedules, appointments, and tests were the variables collected. Descriptive analysis of the data was performed. RESULTS eight hundred and twenty-three downloads of the application were identified, and 12.3% of those were registered as kidney transplant recipients, the majority from southeastern Brazil (44.9%), 36±11 years old, and female (59.1%). Of the sample, 35.1% entered information such as creatinine (62%), weight (58.2%), and blood pressure (51.8%). Most used the application for one day (63.3%) and 13.9% for more than one hundred days. Those who used it for more than one day (36.7%) recorded weight (69%), medication intake (65.5%) and creatinine (62%), and scheduled appointments (69%). CONCLUSION the kidney transplant recipient section of the Renal Health application generated interest in the young population, but showed low adherence throughout the assessed months. These results offer a relevant perspective on the implementation of mHealth technologies in kidney transplantation.
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Affiliation(s)
- Juliana Gomes Ramalho de Oliveira
- Universidade de Fortaleza, Fortaleza, CE, Brazil. , Scholarship holder at the Fundação Cearense de Apoio ao Desenvolvimento Científico e Tecnológico (FUNCAP), Brazil. , Juliana Gomes Ramalho de Oliveira E-mail:
| | | | - Ronaldo Almeida de Freitas
- Scholarship holder at the Fundação Cearense de Apoio ao Desenvolvimento Científico e Tecnológico (FUNCAP), Brazil. , Universidade de Fortaleza, Núcleo de Aplicação em Tecnologia da Informação, Fortaleza, CE, Brazil
| | - José Eurico Vasconcelos
- Universidade de Fortaleza, Núcleo de Aplicação em Tecnologia da Informação, Fortaleza, CE, Brazil
| | - Marjan Askari
- Erasmus University, School of Health Policy & Management, Rotterdam, South Holland, Netherlands
| | - Geraldo Bezerra da Silva
- Universidade de Fortaleza, Fortaleza, CE, Brazil. , Scholarship holder at the Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq), Brazil
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Muacevic A, Adler JR, Akıncı S. Assessment of the Effectiveness of Patient Education and Interviews in Improving Medication Adherence of Renal Transplant Recipients. Cureus 2022; 14:e33010. [PMID: 36712742 PMCID: PMC9879593 DOI: 10.7759/cureus.33010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/03/2022] [Indexed: 12/29/2022] Open
Abstract
Background Non-compliance with immunosuppressive drugs has been reported as the most significant cause of graft loss. Since non-compliance with immunosuppressive drugs is preventable, certain approaches based on the risk factors and causes of non-compliance can help eliminate this problem. Aims The purpose of this study is to assess the effectiveness of patient education and interviews in improving medication adherence of renal-transplant recipients. Materials and methods This study was designed as a randomized controlled trial. Using the G*Power program, the sample size was calculated as 60 subjects, with 30 in both the intervention group and control group. Data collection tools included a patient information form, a pretest-posttest, a drug monitoring form for kidney transplant patients, the Immunosuppressive Therapy Adherence Scale, measurement of tacrolimus blood levels, and a training booklet. Results The mean knowledge score in the intervention group was 12.17±3.39 at baseline, and it increased to 20.73±1.57 after the intervention. The mean scores on the Immunosuppressant Therapy Adherence Scale were 11.67±0.55 and 10.70±0.99 in the intervention group and control group, respectively. There was a statistically significant difference between the pre-test and post-test means on the Immunosuppressant Therapy Adherence Scale in the intervention group. The mean Immunosuppressant Therapy Adherence Scale score was higher in the intervention group. In the measurement of tacrolimus blood levels, medication adherence was found the be higher in the intervention group. The difference between the groups was statistically significant. There was a positive correlation between the tacrolimus blood levels and the Immunosuppressant Therapy Adherence Scale scores in both groups. Conclusions To conclude, our results have demonstrated that patient education and interviews improve immunosuppressant medication adherence in renal transplant recipients. Using direct or indirect methods proved similar outcomes, suggesting that both evaluation methods are safe.
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12
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Mellon L, Doyle F, Hickey A, Ward KD, de Freitas DG, McCormick PA, O'Connell O, Conlon P. Interventions for increasing immunosuppressant medication adherence in solid organ transplant recipients. Cochrane Database Syst Rev 2022; 9:CD012854. [PMID: 36094829 PMCID: PMC9466987 DOI: 10.1002/14651858.cd012854.pub2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Abstract
BACKGROUND Non-adherence to immunosuppressant therapy is a significant concern following a solid organ transplant, given its association with graft failure. Adherence to immunosuppressant therapy is a modifiable patient behaviour, and different approaches to increasing adherence have emerged, including multi-component interventions. There has been limited exploration of the effectiveness of interventions to increase adherence to immunosuppressant therapy. OBJECTIVES This review aimed to look at the benefits and harms of using interventions for increasing adherence to immunosuppressant therapies in solid organ transplant recipients, including adults and children with a heart, lung, kidney, liver and pancreas transplant. SEARCH METHODS We searched the Cochrane Kidney and Transplant Register of Studies up to 14 October 2021 through contact with the Information Specialist using search terms relevant to this review. Studies in the Register were identified through searches of CENTRAL, MEDLINE, and EMBASE, conference proceedings, the International Clinical Trials Register (ICTRP) Search Portal and ClinicalTrials.gov. SELECTION CRITERIA All randomised controlled trials (RCTs), quasi-RCTs, and cluster RCTs examining interventions to increase immunosuppressant adherence following a solid organ transplant (heart, lung, kidney, liver, pancreas) were included. There were no restrictions on language or publication type. DATA COLLECTION AND ANALYSIS Two authors independently screened titles and abstracts of identified records, evaluated study quality and assessed the quality of the evidence using the GRADE approach. The risk of bias was assessed using the Cochrane tool. The ABC taxonomy for measuring medication adherence provided the analysis framework, and the primary outcomes were immunosuppressant medication initiation, implementation (taking adherence, dosing adherence, timing adherence, drug holidays) and persistence. Secondary outcomes were surrogate markers of adherence, including self-reported adherence, trough concentration levels of immunosuppressant medication, acute graft rejection, graft loss, death, hospital readmission and health-related quality of life (HRQoL). Meta-analysis was conducted where possible, and narrative synthesis was carried out for the remainder of the results. MAIN RESULTS Forty studies involving 3896 randomised participants (3718 adults and 178 adolescents) were included. Studies were heterogeneous in terms of the type of intervention and outcomes assessed. The majority of studies (80%) were conducted in kidney transplant recipients. Two studies examined paediatric solid organ transplant recipients. The risk of bias was generally high or unclear, leading to lower certainty in the results. Initiation of immunosuppression was not measured by the included studies. There is uncertain evidence of an association between immunosuppressant medication adherence interventions and the proportion of participants classified as adherent to taking immunosuppressant medication (4 studies, 445 participants: RR 1.09, 95% CI 0.95 to 1.20; I² = 78%). There was very marked heterogeneity in treatment effects between the four studies evaluating taking adherence, which may have been due to the different types of interventions used. There was evidence of increasing dosing adherence in the intervention group (8 studies, 713 participants: RR 1.14, 95% CI 1.03 to 1.26, I² = 61%). There was very marked heterogeneity in treatment effects between the eight studies evaluating dosing adherence, which may have been due to the different types of interventions used. It was uncertain if an intervention to increase immunosuppressant adherence had an effect on timing adherence or drug holidays. There was limited evidence that an intervention to increase immunosuppressant adherence had an effect on persistence. There was limited evidence that an intervention to increase immunosuppressant adherence had an effect on secondary outcomes. For self-reported adherence, it is uncertain whether an intervention to increase adherence to immunosuppressant medication increases the proportion of participants classified as medically adherent to immunosuppressant therapy (9 studies, 755 participants: RR 1.21, 95% CI 0.99 to 1.49; I² = 74%; very low certainty evidence). Similarly, it is uncertain whether an intervention to increase adherence to immunosuppressant medication increases the mean adherence score on self-reported adherence measures (5 studies, 471 participants: SMD 0.65, 95% CI -0.31 to 1.60; I² = 96%; very low certainty evidence). For immunosuppressant trough concentration levels, it is uncertain whether an intervention to increase adherence to immunosuppressant medication increases the proportion of participants who reach target immunosuppressant trough concentration levels (4 studies, 348 participants: RR 0.98, 95% CI 0.68 to 1.40; I² = 40%; very low certainty evidence). It is uncertain whether an intervention to increase adherence to immunosuppressant medication may reduce hospitalisations (5 studies, 460 participants: RR 0.67, 95% CI 0.44 to 1.02; I² = 64%; low certainty evidence). There were limited, low certainty effects on patient-reported health outcomes such as HRQoL. There was no clear evidence to determine the effect of interventions on secondary outcomes, including acute graft rejection, graft loss and death. No harms from intervention participation were reported. AUTHORS' CONCLUSIONS Interventions to increase taking and dosing adherence to immunosuppressant therapy may be effective; however, our findings suggest that current evidence in support of interventions to increase adherence to immunosuppressant therapy is overall of low methodological quality, attributable to small sample sizes, and heterogeneity identified for the types of interventions. Twenty-four studies are currently ongoing or awaiting assessment (3248 proposed participants); therefore, it is possible that findings may change with the inclusion of these large ongoing studies in future updates.
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Affiliation(s)
- Lisa Mellon
- Department of Health Psychology, RCSI University of Medicine and Health Sciences, Dublin, Ireland
| | - Frank Doyle
- Department of Health Psychology, RCSI University of Medicine and Health Sciences, Dublin, Ireland
| | - Anne Hickey
- Department of Health Psychology, RCSI University of Medicine and Health Sciences, Dublin, Ireland
| | - Kenneth D Ward
- School of Public Health, University of Memphis, Memphis, Tennessee, USA
| | - Declan G de Freitas
- Department of Nephrology and Kidney Transplantation, Beaumont Hospital, Dublin, Ireland
| | - P Aiden McCormick
- Irish Liver Transplant Unit, St Vincent's University Hospital, Dublin, Ireland
| | - Oisin O'Connell
- Irish National Lung and Heart Transplant Program, Mater Misericordiae University, Dublin, Ireland
| | - Peter Conlon
- Department of Nephrology and Kidney Transplantation, Beaumont Hospital, Dublin, Ireland
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13
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Information and Communication Technologies in Lung Transplantation: Perception of Patients and Medical Teams. PHARMACY 2022; 10:pharmacy10040075. [PMID: 35893713 PMCID: PMC9326681 DOI: 10.3390/pharmacy10040075] [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: 05/20/2022] [Revised: 06/23/2022] [Accepted: 06/27/2022] [Indexed: 11/29/2022] Open
Abstract
Optimal therapeutic management is a major determinant of patient prognosis and healthcare costs. Information and communication technologies (ICTs) represent an opportunity to enhance therapeutic management in complex chronic diseases, such as lung transplantation (LT). The objective of this study was to assess the preferences of LT patients and healthcare professionals regarding ICTs in LT therapeutic management. A cross-sectional opinion survey was conducted among lung transplant patients and healthcare professionals from the French lung transplantation centers. Five ICTs were defined (SMS, email, phone, internet, and smartphone application) in addition to face-to-face communication. An unsupervised approach by Principal Component Analysis (PCA) identified lung transplant patient profiles according to their preferences for ICTs. Fifty-three lung transplant patients and 15 healthcare professionals of the French LT centers were included. Both expected ICTs for treatment management and communication. Phone call, face-to-face, and emails were the most preferred communication tools for treatment changes and initiation. PCA identified four ICTs-related profiles (“no ICT”, “email”, “SMS”, and “oral communication”). “Email” and “oral communication” profiles are mainly concerned with treatment changes and transmission of new prescriptions. The “SMS” profile expected reminders for healthcare appointments and optimizing therapeutic management. This study provides practical guidance to enhance LT therapeutic management by ICT intervention. The type of ICT used should take into account patient profiles to improve adherence and thereby the prognosis. A combination of strategies including information, education by a multidisciplinary team, and reminders is a promising approach to ensure an optimal management of our patients.
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14
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Balakrishnan A, Bailey S, Mroczek D, Serper M, Ladner D, Wolf M. Describing Predictors Of Regimen Nonadherence Among Kidney Recipients Using Multiple Measures. Prog Transplant 2022; 32:226-232. [PMID: 35686344 DOI: 10.1177/15269248221107041] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Introduction: Many kidney recipients struggle with medication adherence and are at greater risk for adverse post-transplant outcomes. Historically, research has focused on single immunosuppressants alone, though all medications within a prescribed regimen are essential for positive outcomes. Research question: Explore predictors of medication regimen nonadherence among a diverse sample of adult kidney recipients by using multiple measures of adherence. Design: A cross-sectional analysis was performed using data from an ongoing clinical trial that enrolled 234 kidney recipients from a large transplant center. We used linear and logit regression models to examine associations of demographic characteristics, social determinants of health, and clinical characteristics with (a) self-reported regimen adherence, measured by the Adherence Starts with Knowledge 12 scale, and (b) immunosuppressant adherence, captured by calculated risk score based on Tacrolimus measurements. Results: Kidney recipients with limited health literacy, overall poorer health, and higher levels of depression demonstrated significantly poorer regimen adherence. Recipients who had dual public/private insurance, took a greater number of medications, and had shorter time since transplant demonstrated significantly poorer immunosuppressant adherence. Conclusion: Social determinants (health literacy and insurance status), and clinical characteristics (overall health status, depression, number of medications, and time since transplant) played significant roles in regimen and immunosuppressant adherence among kidney recipients in our sample. Self-reported adherence, particularly in relation to full medication regimens, can highlight modifiable barriers that might otherwise be overlooked by focusing on adherence to a single immunosuppressant. Depression and health literacy can be assessed and addressed to improve adherence among adult kidney recipients.
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Affiliation(s)
| | - Stacy Bailey
- Feinberg School of Medicine, Northwestern University, Chicago, IL, USA.,370797Institute for Public Health and Medicine - Center for Applied Health Research on Aging, Northwestern University, Chicago, IL, USA
| | - Daniel Mroczek
- Feinberg School of Medicine, Northwestern University, Chicago, IL, USA.,166948Weinberg College of Arts and Sciences, Northwestern University, Chicago, IL, USA
| | - Marina Serper
- 14640University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Daniela Ladner
- Feinberg School of Medicine, Northwestern University, Chicago, IL, USA.,12244Northwestern Feinberg Comprehensive Transplant Center, Chicago, IL, USA
| | - Michael Wolf
- Feinberg School of Medicine, Northwestern University, Chicago, IL, USA.,370797Institute for Public Health and Medicine - Center for Applied Health Research on Aging, Northwestern University, Chicago, IL, USA
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15
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Benintende AJ, Wolf MS, Ladner DP. A Multifaceted Medication Adherence Promotion System to Reduce Late Kidney Allograft Rejection in Children and Young Adults. Am J Kidney Dis 2022; 79:328-329. [PMID: 35031166 DOI: 10.1053/j.ajkd.2021.08.020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2021] [Accepted: 08/28/2021] [Indexed: 11/11/2022]
Affiliation(s)
- Andrew J Benintende
- Comprehensive Transplant Center, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
| | - Michael S Wolf
- General Internal Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois; Department of Medical Social Sciences, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
| | - Daniela P Ladner
- Comprehensive Transplant Center, Feinberg School of Medicine, Northwestern University, Chicago, Illinois; Department of Medical Social Sciences, Feinberg School of Medicine, Northwestern University, Chicago, Illinois; Division of Transplantation, Department of Surgery, Northwestern Medicine, Chicago, Illinois.
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16
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Serper M, Asrani S, VanWagner L, Reese PP, Kim M, Wolf MS. Redefining Success After Liver Transplantation: From Mortality Toward Function and Fulfillment. Liver Transpl 2022; 28:304-313. [PMID: 34608746 PMCID: PMC10236315 DOI: 10.1002/lt.26325] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/29/2021] [Revised: 08/31/2021] [Accepted: 09/29/2021] [Indexed: 01/13/2023]
Abstract
Liver transplantation (LT), the only cure for end-stage liver disease, is a lifesaving, costly, and limited resource. LT recipients (LTRs) are aging with an increasing burden of medical comorbidities. Patient and graft survival rates exceed 70% at 5 years; however, patient-centered health outcomes beyond survival have received relatively little attention. LTRs must have strong self-management skills to navigate health systems, adhere to clinical monitoring, and take complex, multidrug regimens. All of these tasks require formidable cognitive abilities for active learning and problem solving. Yet, LTRs are at higher risk for impaired cognition as a result of the high prevalence of pretransplant hepatic encephalopathy, multiple chronic conditions, alcohol use, physical frailty, sarcopenia, and older age. Cognitive impairment after transplant may persist and has been causally linked to poor self-management skills, worse physical function, and inferior health outcomes in other health care settings, yet its impact after LT is largely unknown. There is a need to study potentially modifiable, posttransplant targets including caregiver support, physical activity, sleep, and treatment adherence to inform future health system responses to promote the long-term health and well-being of LTRs. Prospective, longitudinal data collection that encompasses key sociodemographic, cognitive-behavioral, psychosocial, and medical factors is needed to improve risk prediction and better inform patient and caregiver expectations. Interventions with proactive monitoring, reducing medical complexity, and improved care coordination can be tailored to optimize posttransplant care. We propose a research agenda focused on understudied, potentially modifiable risk factors to improve the long-term health of LTRs. Our conceptual model accounts for cognitive function, caregiver and patient self-management skills, health behaviors, and patient-centered outcomes beyond mortality. We propose actionable health-system, patient, and caregiver-directed interventions to fill knowledge gaps and improve outcomes.
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Affiliation(s)
- Marina Serper
- 14640Division of Gastroenterology and HepatologyUniversity of PennsylvaniaPerelman School of MedicinePhiladelphiaPA
- Leonard Davis Institute of Health EconomicsUniversity of PennsylvaniaPhiladelphiaPA
| | | | - Lisa VanWagner
- 3270Division of Gastroenterology & HepatologyDepartment of MedicineNorthwestern University Feinberg School of MedicineChicagoIL
- 3270Department of Preventive MedicineNorthwestern University Feinberg School of MedicineChicagoIL
- 3270Comprehensive Transplant CenterNorthwestern University Feinberg School of MedicineChicagoIL
| | - Peter P Reese
- Leonard Davis Institute of Health EconomicsUniversity of PennsylvaniaPhiladelphiaPA
- Department of Biostatistics, Epidemiology and InformaticsUniversity of PennsylvaniaPhiladelphiaPA
- Division of Renal Electrolyte and HypertensionDepartment of MedicinePerelman School of MedicineUniversity of PennsylvaniaPhiladelphiaPA
| | - Minjee Kim
- 3270Department of NeurologyNorthwestern University Feinberg School of MedicineChicagoIL
- 3270Center for Circadian and Sleep MedicineNorthwestern University Feinberg School of MedicineChicagoIL
- 3270Northwestern University Transplant Outcomes Research Collaborative, Comprehensive Transplant CenterNorthwestern University Feinberg School of MedicineChicagoIL
| | - Michael S Wolf
- 3270Division of General Internal Medicine & GeriatricsNorthwestern University Feinberg School of MedicineChicagoIL
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17
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Schwantes IR, Axelrod DA. Technology-Enabled Care and Artificial Intelligence in Kidney Transplantation. CURRENT TRANSPLANTATION REPORTS 2021; 8:235-240. [PMID: 34341714 PMCID: PMC8317681 DOI: 10.1007/s40472-021-00336-z] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/30/2021] [Indexed: 01/24/2023]
Abstract
Purpose of Review Artificial intelligence (AI), machine learning, and technology-enabled remote patient care have evolved rapidly and have now been incorporated into many aspects of medical care. Transplantation is fortunate to have large data sets upon which machine learning algorithms can be constructed. AI are now available to improve pretransplant management, donor selection, and post-operative management of transplant patients. Recent Findings Changes in patient and donor characteristics warrant new approaches to listing and organ acceptance practices. Machine learning has been employed to optimize donor selection to identify patients likely to benefit from transplantation of higher risk organs, increasing organ discard and reducing waitlist mortality. These models have greater precisions and predictive ability than currently employed metrics including the Kidney Donor Profile Index and the expected posttransplant survival models. After transplant, AI tools have been developed to optimize immunosuppression management, track patients adherence, and assess graft survival. Summary AI and technology-enabled management tools are now available throughout the transplant journey. Unfortunately, those are frequently not available at the point of decision (patient listing, organ acceptance, posttransplant clinic), limiting utilization. Incorporation of these tools into the EMR, the Donor Net® organ offer system, and mobile devices is vital to ensure widespread adoption.
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Affiliation(s)
- Issac R Schwantes
- Department of Surgery, Oregon Health & Science University, Portland, OR USA
| | - David A Axelrod
- Organ Transplant Center, University of Iowa, 200 Hawkins Dr, Iowa City, LA 52240 USA
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18
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O’Conor R, Opsasnick L, Pack A, Yoshino Benavente J, Curtis LM, Lovett RM, Luu H, Wismer G, Kwasny MJ, Federman AD, Bailey SC, Wolf MS. Perceived Adequacy of Tangible Support during Stay-at-Home Orders in Chicago and New York. J Prim Care Community Health 2021; 12:21501327211024411. [PMID: 34109874 PMCID: PMC8202264 DOI: 10.1177/21501327211024411] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
Objectives: Physical distancing precautions during the COVID-19 pandemic may challenge the provision of tangible support many middle age and older adults receive in managing their health. We examined the association between unmet tangible support needs and self-management behaviors and mental health status during the stay-at-home orders in Chicago and New York. Methods: We used data from the COVID-19 & Chronic Conditions study collected between May 1st and May 22nd, 2020. A total of 801 middle age and older adults with ≥1 chronic condition in Chicago and New York City completed the telephone interview. Adequacy of tangible social support was measured using a brief, validated scale that determined whether an individual needed assistance managing his or her health, and if yes, whether this need was met. Participants reported their level of difficulty engaging in self-management behaviors using 2 discrete items; they also self-reported medication adherence using the ASK-12 medication adherence scale. Mental health status was measured using the depression and anxiety PROMIS short-form instruments. Results: Participants’ mean age was 63 years; 30% identified as Black, 26% identified as Latino, and 12% identified unmet support needs. Inadequacy of tangible support was associated with greater difficulty managing one’s health and accessing medications due to COVID-19, as well as poorer medication adherence, increased anxiety and depressive symptoms, and poorer overall well-being (P’s < .05). Conclusions: Perceived unmet support needs during stay-at-home orders were associated with greater difficulty engaging in self-management behaviors and poorer overall well-being. Two brief items quickly identified individuals with unmet support needs.
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Affiliation(s)
- Rachel O’Conor
- Division of General Internal Medicine & Geriatrics, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
- Rachel O’Conor, Center for Applied Health Research on Aging (CAHRA), Division of General Internal Medicine & Geriatrics, Feinberg School of Medicine, Northwestern University, 750 N Lake Shore Dr, 10th Floor, Chicago, IL 60611, USA.
| | - Lauren Opsasnick
- Division of General Internal Medicine & Geriatrics, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Allison Pack
- Division of General Internal Medicine & Geriatrics, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Julia Yoshino Benavente
- Division of General Internal Medicine & Geriatrics, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Laura M. Curtis
- Division of General Internal Medicine & Geriatrics, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Rebecca M. Lovett
- Division of General Internal Medicine & Geriatrics, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Han Luu
- Division of General Internal Medicine & Geriatrics, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Guisselle Wismer
- Division of General Internal Medicine & Geriatrics, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Mary J. Kwasny
- Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | | | - Stacy C. Bailey
- Division of General Internal Medicine & Geriatrics, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Michael S. Wolf
- Division of General Internal Medicine & Geriatrics, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
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