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1.
Prog Transplant ; : 15269248241237822, 2024 Mar 07.
Article in English | MEDLINE | ID: mdl-38454748

ABSTRACT

Introduction: Transplantation is a field with unique medical and administrative challenges that involve an equally diverse array of stakeholders. Expectantly, the litigation stemming from this field should be similarly nuanced. There is a paucity of comprehensive reviews characterizing this medicolegal landscape. Design: The Caselaw Access Project Database was used to collect official court briefs of 2053 lawsuits related to kidney, liver, heart, lung, and pancreas transplantation. A thematic analysis was undertaken to characterize grounds for litigation, defendant type, and outcomes. Cases were grouped into policy, discrimination, poor or unsuccessful outcome, or other categories. Results: One hundred sixty-four court cases were included for analysis. Cases involving disputes over policy coverage were the most common across all organ types (N = 55, 33.5%). This was followed by poor outcomes (N = 51, 31.1%), allegations of discrimination against prison systems and employers (N = 37, 22.6%) and other (N = 21, 12.8%). Defendants involved in discrimination trials won with the greatest frequency (N = 29, 90.62%). Defendants implicated in policy suits won 65.3% (N = 32), poor outcomes 62.2% (N = 28), and other 70% (N = 14). Of the 51 cases involving poor outcomes, plaintiffs indicated lack of informed consent in 23 (45.1%). Conclusion: Reconsidering the informed consent process may be a viable means of mitigating future legal action. Most discrimination suits favoring defendants suggested previous concerns of structural injustices in transplantation may not be founded. The prevalence of policy-related cases could be an indication of financial burden on patients. Future work and advocacy will need to substantiate these concerns and address change where legal recourse falls short.

4.
Qual Health Res ; : 10497323231224706, 2024 Jan 16.
Article in English | MEDLINE | ID: mdl-38229412

ABSTRACT

The objective of this study was to investigate factors influencing one's decision to become a live kidney donor under the framework of sociotechnical systems, by expanding the focus to include larger organizational influences and technological considerations. Semi-structured interviews were conducted with live kidney donors who donated through University of Louisville Health, Trager Transplant Center, a mid-scale transplant program, in the years 2017 through 2019. The interview transcripts were analyzed for barriers and facilitators to live kidney donation within a sociotechnical system. The most salient facilitators included: having an informative, caring, and available care team; the absence of any negative external pressure toward donating; donating to a family or friend; and the ability to take extra time off work for recovery. The most recurrent barriers included: short/medium-term (<1 year) negative health impacts because of donation; the need to make minor lifestyle changes (e.g., less alcohol consumption) after donation; and mental health deterioration stemming from the donation process. The sociotechnical systems framework promotes a balanced system comprised of social, technical, and environmental subsystems. Assessing the facilitators and barriers from the sociotechnical system perspective revealed the importance of and opportunities for developing strategies to promote integration of technical subsystem, such as social media apps and interactive AI platforms, with social and environmental subsystems to enable facilitators and reduce barriers effectively.

6.
J Appl Gerontol ; 43(4): 363-373, 2024 Apr.
Article in English | MEDLINE | ID: mdl-37982671

ABSTRACT

This study aimed to investigate both chronic health conditions and the utilization of patient portals, focusing particularly on caregivers responsible for individuals with Alzheimer's disease and related dementias (ADRD). Data from the Health Information National Trends Survey 2018-2020 were analyzed, involving a sample of 304 family and unpaid caregivers of individuals with ADRD. Among caregivers of individuals with ADRD, 77.6% had at least one chronic disease. A significant proportion (46.6%) of ADRD caregivers had never accessed their patient portals. The limited utilization of patient portals among caregivers responsible for individuals with ADRD, particularly those with lower education, advanced age, and few chronic conditions, becomes apparent due to challenges associated with digital literacy and discomfort with computers. Recognizing the crucial role caregivers play for individuals with ADRD and their health risks, there's a need for tailored training to enhance their health management skills and caregiving capabilities.


Subject(s)
Alzheimer Disease , Patient Portals , Humans , Caregivers , Chronic Disease
7.
Clin Transplant ; 38(1): e15225, 2024 01.
Article in English | MEDLINE | ID: mdl-38127110

ABSTRACT

INTRODUCTION: IgA nephropathy (IgAN) can cause end-stage kidney disease (ESKD). This study assesses the impact of induction and maintenance immunosuppression on IgAN recurrence, graft survival, and mortality in living and deceased donor kidney transplants (LDKT and DDKT). METHODS: Retrospective analysis of the UNOS database in adults with ESKD secondary to IgAN who received kidney transplants between January 2000 and June 30, 2022. Patients with thymoglobulin (ATG), alemtuzumab, or basiliximab/daclizumab induction with calcineurin inhibitor (CNI) and mycophenolate mofetil (MMF) with or without prednisone maintenance were analyzed. Multivariate logistic regression was performed to identify factors correlated with IgA recurrence. Multivariable Cox regression analyses were performed for clinically suspected risk factors. Kaplan Meir Analysis was utilized for overall graft survival. RESULTS: Compared to ATG with steroid maintenance, alemtuzumab with steroid increased the odds of IgAN recurrence in DDKTs (OR 1.90, p < .010, 95% CI [1.169-3.101]). Alemtuzumab with and without steroid increased the odds of recurrence by 52% (p = .036) and 56% (p = .005), respectively, in LDKTs. ATG without steroids was associated with less risk of IgAN recurrence (HR .665, p = .044, 95% CI [.447-.989]), graft failure (HR .758, p = .002, 95% CI [.633-.907]), and death (HR .619, p < .001, 95% CI [.490-.783]) in DDKTs. Recurrence was strongly associated with risks of graft failure in DDKTs and LDKTs and death in LDKTs. CONCLUSION: In patients with IgAN requiring a kidney transplant, Alemtuzumab induction correlates with increased IgAN recurrence. Relapse significantly affects graft survival and mortality. ATG without steroids is associated with the least graft loss and mortality.


Subject(s)
Glomerulonephritis, IGA , Kidney Failure, Chronic , Kidney Transplantation , Adult , Humans , Immunosuppressive Agents/therapeutic use , Alemtuzumab/therapeutic use , Glomerulonephritis, IGA/drug therapy , Glomerulonephritis, IGA/surgery , Retrospective Studies , Kidney Transplantation/adverse effects , Kidney Failure, Chronic/surgery , Kidney Failure, Chronic/etiology , Steroids , Graft Survival , Graft Rejection/etiology
8.
BMJ Glob Health ; 8(11)2023 11 30.
Article in English | MEDLINE | ID: mdl-38035730

ABSTRACT

This study aimed to estimate the prevalence of illegal kidney sales in Kalai Upazila, Bangladesh, using the Network Scale-Up Method (NSUM), an ego-centric network survey-based technique used to estimate the size of hidden populations. The study estimated the size of the kidney seller population, analysed the profiles of kidney sellers and kidney brokers and investigated the characteristics of villagers who are more likely to be connected to kidney sellers to identify possible biases of the NSUM estimate. The study found that the prevalence of kidney trafficking in Kalai Upazila was between 1.98% and 2.84%, which is consistent with the estimates provided by a local leader and reporters, but with much narrower bounds. The study also found that a large proportion of kidney sellers and brokers were men (over 70% and 90%, respectively) and relatively young (mean age of 33 and 39, respectively). Specific reasons for kidney sales included poverty (83%), loan payment (4%), drug addiction (2%) and gambling (2%). While most reported male sellers were farmers (56%) and female sellers were housewives (78%) in need of money, most reported brokers were characterised as rich, well-known individuals.


Subject(s)
Kidney , Poverty , Adult , Female , Humans , Male , Bangladesh , Prevalence , Surveys and Questionnaires , Tissue and Organ Procurement
9.
Biology (Basel) ; 12(6)2023 Jun 14.
Article in English | MEDLINE | ID: mdl-37372137

ABSTRACT

This study analyzed data from the National COVID Cohort Collaborative (N3C) database to investigate whether high-density lipoprotein (HDL) and its major protein component, apolipoprotein A1 (apoA1), are associated with severe COVID-19 sequelae, specifically acute kidney injury (AKI) and severe COVID-19 disease as defined by the infection resulting in hospitalization, extracorporeal membrane oxygenation (ECMO), invasive ventilation, or death. Our study included a total of 1,415,302 subjects with HDL values and 3589 subjects with apoA1 values. Higher levels of both HDL and apoA1 were associated with a lower incidence of infection as well as a lower incidence of severe disease. Higher HDL levels were also associated with a lower incidence of developing AKI. Most comorbidities were negatively correlated with SARS-CoV-2 infection, presumably due to the behavioral changes that occurred as a result of the precautions taken by individuals with underlying comorbidities. The presence of comorbidities, however, was associated with developing severe COVID-19 disease and AKI. African American and Hispanic populations experienced worse outcomes, including a higher incidence of infection and the development of severe disease, as well as AKI. Smoking and being male were associated with a lower incidence of infection, while they were risk factors for the development of severe disease and AKI. The results on cholesterol and diabetes drugs warrant further research, given that the database included multiple drugs in each category impeding for analysis of specific medications. Despite the current limitations in the N3C data, this study is the first to investigate the roles of HDL and apoA1 on the outcomes of COVID-19 using the US population data.

10.
Transpl Immunol ; 79: 101857, 2023 08.
Article in English | MEDLINE | ID: mdl-37201797

ABSTRACT

OBJECTIVES: Belatacept may provide benefit in delayed graft function, but its association with infectious complications is understudied. We aim to assess the incidence of CMV and BK viremia in patients treated with sirolimus or belatacept as part of a three-drug immunosuppression regimen after kidney transplantation. MATERIALS AND METHODS: Kidney transplant recipients from 01/01/2015 to 10/01/2021 were retrospectively reviewed. Maintenance immunosuppression was either tacrolimus, mycophenolate and sirolimus (B0) or tacrolimus, mycophenolate, and belatacept (5.0 mg/kg monthly) (B1). Primary outcomes of interest were BK and CMV viremia which were followed until the end of the study period. Secondary outcomes included graft function (serum creatinine, eGFR) and acute rejection through 12 months. RESULTS: Belatacept was initiated in patients with a higher mean kidney donor profile index (B0:0.36 vs. B1:0.44, p = .02) with more delayed graft function (B0:6.1% vs. B1:26.1%, p < .001). Belatacept therapy was associated with more "severe" CMV viremia >25,000 copies/mL (B0:1.2% vs. B1:5.9%, p = .016) and CMV disease (B0:0.41% vs. B1:4.2%, p = .015). However, there was no difference in the overall incidence of CMV viremia >200 IU/mL (B0:9.4% vs. B1:13.5%, p = .28). There was no difference in the incidence of BK viremia >200 IU/mL (B0:29.7% vs. B1:31.1%, p = .78) or BK-associated nephropathy (B0:2.4% vs. B1:1.7%, p = .58), but belatacept was associated with "severe" BK viremia, defined as >10,000 IU/mL (B0:13.0% vs. B1:21.8%, p = .03). The mean serum Cr was significantly higher with belatacept therapy at 1-year follow up (B0:1.24 mg/dL vs. B1:1.43 mg/dL, p = .003). Biopsy-proven acute rejection (B0:1.2% vs. B1:2.6%, p = .35) and graft loss (B0:1.2% vs. B1:0.84%, p = .81) were comparable at 12 months. CONCLUSIONS: Belatacept therapy was associated with an increased risk of CMV disease and "severe" CMV and BK viremia. However, this regimen did not increase the overall incidence of infection and facilitated comparable acute rejection and graft loss at 12-month follow up.


Subject(s)
BK Virus , Cytomegalovirus Infections , Polyomavirus Infections , Humans , Sirolimus/therapeutic use , Abatacept/therapeutic use , Tacrolimus/therapeutic use , Viremia/drug therapy , Viremia/epidemiology , Retrospective Studies , Delayed Graft Function/drug therapy , Immunosuppressive Agents/therapeutic use , Immunosuppressive Agents/adverse effects , Immunosuppression Therapy , Cytomegalovirus Infections/drug therapy , Cytomegalovirus Infections/epidemiology , Polyomavirus Infections/drug therapy , Polyomavirus Infections/epidemiology , Graft Rejection/epidemiology
11.
Angiology ; : 33197231169918, 2023 Apr 11.
Article in English | MEDLINE | ID: mdl-37040182

ABSTRACT

Unintentional injury death (UID) is a leading cause of mortality worldwide, and individuals with chronic diseases are at higher risk. Though organ transplant can improve the lives of those with chronic disease, these individuals remain in suboptimal physical and mental health after surgery that predisposes them to UID. To quantify the scale of UID among solid organ transplant recipients, we performed a retrospective analysis using United Network of Organ Sharing data from adults who underwent kidney, liver or pancreas transplant between 2000-2021. Our study aimed to identify risk factors for UID in this cohort by comparing basic patient, donor, and transplant characteristics of the groups (UID or all other cause death). The largest proportion of UID was seen in the kidney group (.8%), followed by liver (.7%) and then pancreas (.3%). Male sex was the most significant risk factor among kidney and liver recipients. Whites had a higher risk for UID relative to their non-White counterparts in the kidney and liver groups. In both groups, advancing age conferred a protective effect, whereas higher functional status was a risk factor. Our findings shed new light on a significant source of mortality within the transplant population.

12.
HPB (Oxford) ; 25(7): 845-854, 2023 Jul.
Article in English | MEDLINE | ID: mdl-37088642

ABSTRACT

BACKGROUND: Liver transplantation has inherent disparities but data is scarce in liver transplant (LT) candidates with acute alcohol-associated hepatitis (AAH). We aimed to investigate demographic inequities and its impact on survival outcomes among AAH LT candidates. METHODS: A retrospective analysis using the United Network of Organ Sharing database was conducted between 2000 and 2021. 25 981 LT recipients with alcohol-associated liver cirrhosis and 662 recipients with AAH were included. Waitlisted candidates were also evaluated. RESULTS: In comparison with alcohol-associated liver cirrhosis, AAH LT recipients were more likely Asian or "other" race and younger. Hispanics demonstrated better graft and patient survival (p < 0.05) but were less likely to be waitlisted and transplanted for AAH than for liver cirrhosis. Women with AAH were more likely to be waitlisted and transplanted. Pre-existing diabetes and male sex were associated with higher graft failure (25% and 8% respectively). Increasing recipient age were 2% more likely to experience negative outcomes. Chronicity of liver disease did not impact graft (p = 0.137) or patient survival (p = 0.145). CONCLUSION: Our results revealed demographic factors have a significant impact on transplant listing, organ allocation and survival outcomes. Further investigations are imperative to minimize disparities in LT evaluation and provide equity in healthcare.


Subject(s)
Hepatitis , Liver Transplantation , Humans , Male , Female , Retrospective Studies , Liver Cirrhosis , Demography
13.
Healthcare (Basel) ; 11(6)2023 Mar 14.
Article in English | MEDLINE | ID: mdl-36981512

ABSTRACT

During the COVID-19 pandemic, the value of palliative care has become more evident than ever. The current study quantitatively investigated the perceptions of palliative care emerging from the pandemic experience by analyzing a total of 26,494 English Tweets collected between 1 January 2020 and 1 January 2022. Such an investigation was considered invaluable in the era of more people sharing and seeking healthcare information on social media, as well as the emerging roles of palliative care. Using a web scraping method, we reviewed 6000 randomly selected Tweets and identified four themes in the extracted Tweets: (1) Negative Impact of the Pandemic on Palliative Care; (2) Positive Impact of the Pandemic on Palliative Care; (3) Recognized Benefits of Palliative Care; (4) Myth of Palliative Care. Although a large volume of Tweets focused on the negative impact of COVID-19 on palliative care as expected, we found almost the same volume of Tweets that were focused on the positive impact of COVID-19 on palliative care. We also found a smaller volume of Tweets associated with myths about palliative care. Using these manually classified Tweets, we trained machine learning (ML) algorithms to automatically classify the remaining tweets. The automatic classification of Tweets was found to be effective in classifying the negative impact of the COVID-19.

14.
Healthcare (Basel) ; 11(4)2023 Feb 18.
Article in English | MEDLINE | ID: mdl-36833146

ABSTRACT

The primary goal of this retrospective study is to understand how the COVID-19 pandemic differentially impacted transplant status across race, sex, age, primary insurance, and geographic regions by examining which candidates: (i) remained on the waitlist, (ii) received transplants, or (iii) were removed from the waitlist due to severe sickness or death on a national level. Methods: The trend analysis aggregated by monthly transplant data from 1 December 2019 to 31 May 2021 (18 months) at the transplant center level. Ten variables about every transplant candidate were extracted from UNOS standard transplant analysis and research (STAR) data and analyzed. Characteristics of demographical groups were analyzed bivariately using t-test or Mann-Whitney U test for continuous variables and using Chi-sq/Fishers exact tests for categorical variables. Results: The trend analysis with the study period of 18 months included 31,336 transplants across 327 transplant centers. Patients experienced a longer waiting time when their registration centers in a county where high numbers of COVID-19 deaths were observed (SHR < 0.9999, p < 0.01). White candidates had a more significant transplant rate reduction than minority candidates (-32.19% vs. -20.15%) while minority candidates were found to have a higher waitlist removal rate than White candidates (9.23% vs. 9.45%). Compared to minority patients, White candidates' sub-distribution hazard ratio of the transplant waiting time was reduced by 55% during the pandemic period. Candidates in the Northwest United States had a more significant reduction in the transplant rate and a greater increase in the removal rate during the pandemic period. Conclusions: Based on this study, waitlist status and disposition varied significantly based on patient sociodemographic factors. During the pandemic period, minority patients, those with public insurance, older patients, and those in counties with high numbers of COVID-19 deaths experienced longer wait times. In contrast, older, White, male, Medicare, and high CPRA patients had a statistically significant higher risk of waitlist removal due to severe sickness or death. The results of this study should be considered carefully as we approach a reopening world post-COVID-19, and further studies should be conducted to elucidate the relationship between transplant candidate sociodemographic status and medical outcomes during this era.

15.
Am Surg ; 89(11): 4662-4667, 2023 Nov.
Article in English | MEDLINE | ID: mdl-36113434

ABSTRACT

INTRODUCTION: Previous publications have assessed the diversity among medical students, residents, faculty, and department leaders in surgery and medicine overall. We aim to evaluate the diversity among medical school deans in the United States. We quantify and compare the representation of women and underrepresented minority surgeon and non-surgeons. METHODS: 151 allopathic medical schools were included. Data regarding demographics, education, training, and previous leadership position were collected from institutional websites, online resources, and July 2021 Association of American Medical Colleges Council of Deans. Demographics for surgeon and non-surgeon were compared using chi square and logistic regression with 5% significance interval. RESULTS: 21.9% (n = 33) of all medical school deans were surgeons. 21.2% (n = 7) were women, which was not significantly different from non-surgeons (22%, P = .92). All the women surgeons were non-Hispanic white, similar to all deans (P = .83). 78.8% (n = 26) of all surgeon deans were non-Hispanic White compared to 84.7% (n = 100) overall (P = .28). There were 13 Black deans, four of whom were surgeons, and only one Hispanic dean, who was not a surgeon. Surgeons were more likely to be fellows of their professional society (P = .012). CONCLUSION: The demographic diversity of surgeon and non-surgeon US medical school deans is not significantly different. The deficiencies in leadership diversity in medicine persists among medical school deans. There remains substantial room to improve the representation of women and underrepresented minorities as deans.


Subject(s)
Schools, Medical , Surgeons , Humans , United States , Female , Male , Faculty, Medical , Racial Groups , Minority Groups
16.
Am Surg ; 89(2): 197-203, 2023 Feb.
Article in English | MEDLINE | ID: mdl-36007143

ABSTRACT

BACKGROUND: Psychiatric illnesses affect outcomes in trauma. Studies have examined the relationship between depression, schizophrenia, post-traumatic stress disorder, and other mental disorders with trauma, yet few have examined attention-deficit-hyperactivity disorder (ADHD). Attention-deficit-hyperactivity disorder has been suggested to increase the risk of injury, but severity and outcomes of the injury are not frequently studied. The relationship of additional psychiatric disorders in patients with ADHD to traumatic injury was also examined in this study. METHODS: A 5-year retrospective analysis was performed using the trauma registry of an urban ACS verified level 1 trauma center. Patients with ADHD were separated into ADHD Only and ADHD+ (having additional psychiatric comorbidities) and compared to a matched population of non-ADHD patients and patients with non-ADHD psychiatric disorders to analyze their demographics and outcomes. Descriptive statistics were used to analyze the data as appropriate. RESULTS: Seventy-three patients with ADHD were identified, with over half having additional psychiatric comorbidities (58.9%). The majority of ADHD patients were White (54.8%) vs Black (61.6%) at admission. At admission non-ADHD patients had significantly fewer psychiatric comorbidities (11%) compared to ADHD patients (58.9%). ADHD with psychiatric comorbidities patients had significantly higher ISS and longer hospital LOS. However, GCS and ICU LOS were not different between the two groups. CONCLUSIONS: Patients with ADHD were significantly more likely to have psychiatric comorbidities and experience worse outcomes compared to patients without ADHD.


Subject(s)
Attention Deficit Disorder with Hyperactivity , Stress Disorders, Post-Traumatic , Humans , Attention Deficit Disorder with Hyperactivity/complications , Attention Deficit Disorder with Hyperactivity/epidemiology , Attention Deficit Disorder with Hyperactivity/psychology , Retrospective Studies , Comorbidity , Stress Disorders, Post-Traumatic/epidemiology , Patients
17.
J Intensive Care Med ; 38(5): 449-456, 2023 May.
Article in English | MEDLINE | ID: mdl-36448250

ABSTRACT

BACKGROUND: Coronavirus disease 2019 (COVID-19) is associated with a prothrombotic state; leading to multiple sequelae. We sought to detect whether thromboelastography (TEG) parameters would be able to detect thromboembolic events in patients hospitalized with COVID-19. METHODS: We performed a retrospective multicenter case-control study of the Collaborative Research to Understand the Sequelae of Harm in COVID (CRUSH COVID) registry of 8 tertiary care level hospitals in the United States (US). This registry contains adult patients with COVID-19 hospitalized between March 2020 and September 2020. RESULTS: A total of 277 hospitalized COVID-19 patients were analyzed to determine whether conventional coagulation TEG parameters were associated with venous thromboembolic (VTE) and thrombotic events during hospitalization. A clotting index (CI) >3 was present in 45.8% of the population, consistent with a hypercoagulable state. Eighty-three percent of the patients had clot lysis at 30 min (LY30) = 0, consistent with fibrinolysis shutdown, with a median of 0.1%. We did not find TEG parameters (LY30 area under the receiver operating characteristic [ROC] curve [AUC] = 0.55, 95% CI: 0.44-0.65, P value = .32; alpha angle [α] AUC = 0.58, 95% CI: 0.47-0.69, P value = .17; K time AUC = 0.58, 95% CI: 0.46-0.69, P value = .67; maximum amplitude (MA) AUC = 0.54, 95% CI: 0.44-0.64, P value = .47; reaction time [R time] AUC = 0.53, 95% CI: 0.42-0.65, P value = .70) to be a good discriminator for VTE. We also did not find TEG parameters (LY30 AUC = 0.51, 95% CI: 0.42-0.60, P value = .84; R time AUC = 0.57, 95%CI: 0.48-0.67, P value .07; α AUC = 0.59, 95%CI: 0.51-0.68, P value = .02; K time AUC = 0.62, 95% CI: 0.53-0.70, P value = .07; MA AUC = 0.65, 95% CI: 0.57-0.74, P value < .01) to be a good discriminator for thrombotic events. CONCLUSIONS: In this retrospective multicenter cohort study, TEG in COVID-19 hospitalized patients may indicate a hypercoagulable state, however, its use in detecting VTE or thrombotic events is limited in this population.


Subject(s)
COVID-19 , Thrombophilia , Venous Thromboembolism , Adult , Humans , Thrombelastography , Case-Control Studies , Venous Thromboembolism/diagnosis , Venous Thromboembolism/etiology , Cohort Studies , COVID-19/complications
18.
JMIR Med Inform ; 10(11): e37884, 2022 Nov 08.
Article in English | MEDLINE | ID: mdl-36346661

ABSTRACT

BACKGROUND: Living kidney donation currently constitutes approximately a quarter of all kidney donations. There exist barriers that preclude prospective donors from donating, such as medical ineligibility and costs associated with donation. A better understanding of perceptions of and barriers to living donation could facilitate the development of effective policies, education opportunities, and outreach strategies and may lead to an increased number of living kidney donations. Prior research focused predominantly on perceptions and barriers among a small subset of individuals who had prior exposure to the donation process. The viewpoints of the general public have rarely been represented in prior research. OBJECTIVE: The current study designed a web-scraping method and machine learning algorithms for collecting and classifying comments from a variety of online sources. The resultant data set was made available in the public domain to facilitate further investigation of this topic. METHODS: We collected comments using Python-based web-scraping tools from the New York Times, YouTube, Twitter, and Reddit. We developed a set of guidelines for the creation of training data and manual classification of comments as either related to living organ donation or not. We then classified the remaining comments using deep learning. RESULTS: A total of 203,219 unique comments were collected from the above sources. The deep neural network model had 84% accuracy in testing data. Further validation of predictions found an actual accuracy of 63%. The final database contained 11,027 comments classified as being related to living kidney donation. CONCLUSIONS: The current study lays the groundwork for more comprehensive analyses of perceptions, myths, and feelings about living kidney donation. Web-scraping and machine learning classifiers are effective methods to collect and examine opinions held by the general public on living kidney donation.

19.
Pancreas ; 51(7): 747-751, 2022 08 01.
Article in English | MEDLINE | ID: mdl-36395398

ABSTRACT

OBJECTIVES: The objective of this study was to identify the effect of various vasopressors on pancreas graft failure and patient survival. METHODS: A retrospective analysis of the United Network for Organ Sharing database was performed between 2000 and 2019. Patient and graft survival rates were analyzed up to 5 years posttransplant. RESULTS: The data included 17,348 pancreas transplant recipients: 12,857 simultaneous pancreas-kidney, 1440 pancreas transplant alone, and 3051 pancreas-after-kidney transplant recipients. Use of dopamine during deceased donor procurement increased graft failure by 18% (hazard ratio [HR], 1.18; P < 0.001). Absence of vasopressor caused graft failure to rise by 8% (HR, 1.08; P = 0.09). Dopamine increased the mortality rate by 37% (HR, 1.37; P < 0.001) and the absence of vasopressor increased the mortality rate by 14% (HR, 1.14; P = 0.02). Phenylephrine and norepinephrine reduced the mortality rate by 10% (HR, 0.90; P = 0.05) and 11% (HR, 0.89; P = 0.10), respectively. CONCLUSIONS: The absence of vasopressor use or the use of dopamine is associated with a higher risk of both pancreas transplant graft failure and recipient mortality. The use of phenylephrine and norepinephrine reduces the risk of mortality. This information should guide deceased donor hemodynamic support management in anticipation of pancreas procurement for future transplantation.


Subject(s)
Kidney Transplantation , Pancreas Transplantation , Humans , Pancreas Transplantation/adverse effects , Graft Survival , Retrospective Studies , Dopamine , Kidney Transplantation/adverse effects , Pancreas , Norepinephrine , Phenylephrine
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