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Nash RP, Loiselle MM, Stahl JL, Conklin JL, Rose TL, Hutto A, Evon DM, Flythe JE, Burker EJ. Post-Traumatic Stress Disorder and Post-Traumatic Growth following Kidney Transplantation. KIDNEY360 2022; 3:1590-1598. [PMID: 36245667 PMCID: PMC9528379 DOI: 10.34067/kid.0008152021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/20/2021] [Accepted: 07/27/2022] [Indexed: 11/27/2022]
Abstract
Background Kidney transplantation (KT) is a life-saving therapy for kidney failure. However, KT recipients can suffer from debilitating depression, post-traumatic stress disorder (PTSD), and suicide. In contrast to PTSD, post-traumatic growth (PTG) is a positive psychologic change in response to a challenging situation. PTG has been studied in other chronic diseases, but less is known about its role in the setting of KT. We sought to elucidate the prevalence, predictors, and the effect of PTSD and PTG on post-KT outcomes. We also considered the roles of benefit finding and resilience. Methods In a literature review, we identified publications that examined PTSD, PTG, benefit finding, and/or resilience in KT recipients. We excluded case reports and first-person narratives. Publications meeting the specified criteria after full text review underwent data abstraction and descriptive analysis. Results Of the 1013 unique citations identified, 39 publications met our criteria. PTSD was the most common construct evaluated (16 publications). Resilience was studied in 11 publications, PTG in nine, and benefit finding in five. Up to 21% of adult and 42% of pediatric KT recipients may experience PTSD, which is associated with lower quality of life (QOL), impaired sleep, and other psychiatric comorbidity. PTG was associated with improved QOL, kidney function, and reduced risk of organ rejection. Although benefit finding tended to increase post KT, resilience remained stable post KT. Like PTG, resilience was associated with lower psychologic distress and increased treatment adherence and confidence in the health care team. Conclusions PTG, resilience, and benefit finding appear to reduce the risk of PTSD, promote well-being, and reduce risk of graft failure in KT recipients. Future research to understand these relationships better will allow clinicians and researchers to develop interventions to promote PTG, resilience, and benefit finding, and potentially improve post-transplant outcomes such as adherence and reducing risk of organ rejection.
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Affiliation(s)
- Rebekah P. Nash
- Department of Psychiatry, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Marci M. Loiselle
- Division of Behavioral Medicine, Department of Psychiatry and Behavioral Sciences, Duke University Medical Center, Durham, North Carolina
| | - Jessica L. Stahl
- Division of Nephrology and Hypertension, Department of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Jamie L. Conklin
- Health Science Library, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Terra L. Rose
- Division of Clinical Rehabilitation and Mental Health Counseling, Department of Allied Health Sciences, University of North Carolina School of Medicine, Chapel Hill, North Carolina
| | - Alissa Hutto
- Department of Psychiatry, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Donna M. Evon
- Division of Gastroenterology and Hepatology, Department of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Jennifer E. Flythe
- Division of Nephrology and Hypertension, Department of Medicine, University of North Carolina Kidney Center, University of North Carolina School of Medicine, Chapel Hill, North Carolina
- Cecil G. Sheps Center for Health Services Research, University of North Carolina, Chapel Hill, North Carolina
| | - Eileen J. Burker
- Division of Clinical Rehabilitation and Mental Health Counseling, Department of Psychiatry and Department of Allied Health Sciences, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
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DeepBiomarker: Identifying Important Lab Tests from Electronic Medical Records for the Prediction of Suicide-Related Events among PTSD Patients. J Pers Med 2022; 12:jpm12040524. [PMID: 35455640 PMCID: PMC9025406 DOI: 10.3390/jpm12040524] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2022] [Revised: 03/21/2022] [Accepted: 03/22/2022] [Indexed: 11/25/2022] Open
Abstract
Identifying patients with high risk of suicide is critical for suicide prevention. We examined lab tests together with medication use and diagnosis from electronic medical records (EMR) data for prediction of suicide-related events (SREs; suicidal ideations, attempts and deaths) in post-traumatic stress disorder (PTSD) patients, a population with a high risk of suicide. We developed DeepBiomarker, a deep-learning model through augmenting the data, including lab tests, and integrating contribution analysis for key factor identification. We applied DeepBiomarker to analyze EMR data of 38,807 PTSD patients from the University of Pittsburgh Medical Center. Our model predicted whether a patient would have an SRE within the following 3 months with an area under curve score of 0.930. Through contribution analysis, we identified important lab tests for suicide prediction. These identified factors imply that the regulation of the immune system, respiratory system, cardiovascular system, and gut microbiome were involved in shaping the pathophysiological pathways promoting depression and suicidal risks in PTSD patients. Our results showed that abnormal lab tests combined with medication use and diagnosis could facilitate predicting SRE risk. Moreover, this may imply beneficial effects for suicide prevention by treating comorbidities associated with these biomarkers.
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3
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Manay P, Ten Eyck P, Siniff E, Binns G, Sanders ML, Swee M, Hornickel JL, Kalil R, Katz DA. Psychosocial characteristics of patients evaluated for kidney transplant and associations with functional and frailty metrics at a veterans affairs hospital. Clin Transplant 2021; 36:e14530. [PMID: 34783397 DOI: 10.1111/ctr.14530] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2020] [Revised: 08/28/2021] [Accepted: 10/28/2021] [Indexed: 12/31/2022]
Abstract
BACKGROUND The effect of psychosocial problems on listing outcomes and potential interactions with functional metrics is not well-characterized among Veteran transplant candidates. METHODS The results from psychosocial evaluations, frailty metrics, and biochemical markers were collected on 375 consecutive Veteran kidney transplant candidates. Psychosocial diagnoses were compared between patients listed or denied for transplant. Functional abilities were compared among patients with or without psychosocial diagnoses and then evaluated based on reason for denial. RESULTS Eighty-four percent of patients had a psychosocial diagnosis. Common issues included substance or alcohol abuse (62%), psychiatric diagnoses (50%), and poor adherence (25%). Patients with psychiatric diagnoses, cognitive impairments, and poor adherence were more likely to be denied for transplant (P < .05). Patients with depression, PTSD, and anxiety did not have worse functional ability, but experienced more exhaustion than patients without these problems. Patients denied for medical but not purely psychosocial reasons had worse troponin and functional metrics compared with listed patients. CONCLUSION Over 80% of patients with a psychosocial diagnosis were listed; however, poor adherence was a particularly important reason for denial for purely psychosocial reasons. Patients with psychosocial diagnoses generally were not more functionally limited than their counterparts without psychosocial diagnoses or those listed for transplant.
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Affiliation(s)
- Priyadarshini Manay
- Department of Surgery, Organ Transplant Center, University of Iowa Hospitals and Clinics, Iowa City, Iowa, USA
| | - Patrick Ten Eyck
- Institute for Clinical and Translational Science, University of Iowa, Iowa City, Iowa
| | - Erin Siniff
- Veterans Affairs Medical Center, Iowa City, Iowa, USA
| | - Grace Binns
- Veterans Affairs Medical Center, Iowa City, Iowa, USA
| | - M Lee Sanders
- Veterans Affairs Medical Center, Iowa City, Iowa, USA.,Department of Medicine, Division of Nephrology, Organ Transplant Center, University of Iowa Hospitals and Clinics, Iowa City, Iowa, USA
| | - Melissa Swee
- Veterans Affairs Medical Center, Iowa City, Iowa, USA.,Department of Medicine, Division of Nephrology, Organ Transplant Center, University of Iowa Hospitals and Clinics, Iowa City, Iowa, USA
| | | | - Roberto Kalil
- Department of Medicine, University of Maryland Medical Center and Veterans Affairs Medical Center, Baltimore, Maryland, USA
| | - Daniel A Katz
- Department of Surgery, Organ Transplant Center, University of Iowa Hospitals and Clinics, Iowa City, Iowa, USA.,Veterans Affairs Medical Center, Iowa City, Iowa, USA
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Lockwood MB, Steel JL, Doorenbos AZ, Contreras BN, Fischer MJ. Emerging Patient-Centered Concepts in Pain Among Adults With Chronic Kidney Disease, Maintenance Dialysis, and Kidney Transplant. Semin Nephrol 2021; 41:550-562. [PMID: 34973699 PMCID: PMC8740641 DOI: 10.1016/j.semnephrol.2021.10.007] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Patient reports of moderate to severe pain are common across the spectrum of chronic kidney disease. The synergistic effects of comorbid depression and anxiety can lead to maladaptive coping responses to pain, namely pain catastrophizing and illness-related post-traumatic stress disorder. If underlying depression and anxiety and associated maladaptive coping responses are not treated, patients can experience an increased perception of pain, worsened disability, decreased quality of life, withdrawal from social activities, and increased morbidity and mortality. Meanwhile, interest in nonpharmacologic treatments for pain that targets coping as well as comorbid anxiety and depression has been increasing, particularly given the significant societal damage that has resulted from the opioid epidemic. Evidence-based, nonpharmacologic treatments have shown promise in treating pain in areas outside of nephrology. Currently, little is known about the effects of these treatments among adults with CKD, and particularly end-stage kidney disease, when chronic pain can become debilitating. In this review, we examine patient-centered concepts related to pain that have received little attention in the nephrology literature. We also describe emerging areas of research, including omics technologies for biomarker discovery and advanced symptom clustering methods for symptom phenotyping, which may be useful to future kidney disease research and treatment.
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Affiliation(s)
- Mark B Lockwood
- Department of Behavioral Nursing Science, University of Illinois Chicago, College of Nursing, Chicago, IL.
| | - Jennifer L Steel
- Center for Excellence in Behavioral Medicine, Department of Surgery, University of Pittsburg, Pittsburg, PA
| | - Ardith Z Doorenbos
- Department of Biobehavioral Nursing Science, University of Illinois Chicago, College of Nursing, Chicago, IL
| | - Blanca N Contreras
- Section of Nephrology, Department of Medicine, University of Illinois at Chicago, Chicago, IL
| | - Michael J Fischer
- Department of Internal Medicine, University of Illinois Hospital and Health Sciences Center, Chicago, IL; Renal Section, Medical Service, Jesse Brown VA Medical Center, Chicago, IL; Center of Innovation for Complex Chronic Health Care, Edward Hines, Jr. VA Hospital, Hines, IL
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Chisholm-Burns MA, Spivey CA, Potukuchi PK, Streja E, Kalantar-Zadeh K, Kovesdy CP, Molnar MZ. Association between Posttransplant Opioid Use and Immunosuppressant Therapy Adherence among Renal Transplant Recipients. Nephron Clin Pract 2020; 144:321-330. [PMID: 32434210 DOI: 10.1159/000507257] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2019] [Accepted: 03/14/2020] [Indexed: 12/12/2022] Open
Abstract
INTRODUCTION Little is known about the effect of posttransplant opioid use on adherence to immunosuppressant therapy (IST) among adult renal transplant recipients (RTRs). OBJECTIVE The aim of this study was to examine the relationship between opioid use and IST adherence among adult RTRs during the first year posttransplant. METHODS Longitudinal data were analyzed from a retrospective cohort study examining US veterans undergoing renal transplant from October 1, 2007, through March 31, 2015. Data were collected from the US Renal Data System, Centers for Medicare and Medicaid Services Data (Medicare Part D), and Veterans Affairs pharmacy records. Dose of opioid prescriptions was collected and divided based on annual morphine milligram equivalent within a year of transplant. Proportion of days covered of greater than or equal to 80% indicated adherence to tacrolimus. Unadjusted and multivariable-adjusted logistic regression analyses were performed. RESULTS A study population of 1,229 RTRs included 258 with no opioid use, while 971 opioid users were identified within the first year after transplantation. Compared to RTRs without opioid usage, RTRs with opioid usage had a lower probability of being adherent to tacrolimus in unadjusted logistic regression (odds ratio [OR] (95% confidence interval [CI]): 0.22 [0.07-0.72]) and adjusted logistic regression (OR [95% CI]: 0.11 [0.03-0.44]). These patterns generally remained consistent in unadjusted and adjusted main and sensitivity analyses. CONCLUSIONS Findings indicate RTRs who use prescription opioids during the first year posttransplant, regardless of the dosage/amount, are less likely to be adherent to tacrolimus. Future studies are needed to better understand underlying causes of the association between opioid use and tacrolimus nonadherence.
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Affiliation(s)
- Marie A Chisholm-Burns
- College of Pharmacy, University of Tennessee Health Science Center, Memphis, Tennessee, USA,
| | - Christina A Spivey
- Department of Clinical Pharmacy and Translational Science, University of Tennessee Health Science Center, Memphis, Tennessee, USA
| | - Praveen K Potukuchi
- Division of Nephrology, Department of Medicine, University of Tennessee Health Science Center, Memphis, Tennessee, USA.,Institute for Health Outcomes and Policy, College of Graduate Health Sciences, University of Tennessee Health Science Center, Memphis, Tennessee, USA
| | - Elani Streja
- Division of Nephrology, University of California, Irvine, California, USA
| | | | - Csaba P Kovesdy
- Division of Nephrology, Department of Medicine, University of Tennessee Health Science Center, Memphis, Tennessee, USA.,Nephrology Section, Memphis Veterans Affairs Medical Center, Memphis, Tennessee, USA
| | - Miklos Z Molnar
- Division of Nephrology, Department of Medicine, University of Tennessee Health Science Center, Memphis, Tennessee, USA.,Methodist University Hospital Transplant Institute, Memphis, Tennessee, USA.,Division of Transplant Surgery, Department of Surgery, University of Tennessee Health Science Center, Memphis, Tennessee, USA
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