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1.
Clin Transplant ; 38(3): e15269, 2024 03.
Artículo en Inglés | MEDLINE | ID: mdl-38445531

RESUMEN

INTRODUCTION: Thoracoabdominal normothermic regional perfusion (TA-NRP) following cardiac death is an emerging multivisceral organ procurement technique. Recent national studies on outcomes of presumptive TA-NRP-procured organs are limited by potential misclassification since TA-NRP is not differentiated from donation after cardiac death (DCD) in registry data. METHODS: We studied 22 donors whose designees consented to TA-NRP and organ procurement performed at our institution between January 20, 2020 and July 3, 2022. We identified these donors in SRTR to describe organ utilization and recipient outcomes and compared them to recipients of traditional DCD (tDCD) and donation after brain death (DBD) organs during the same timeframe. RESULTS: All 22 donors progressed to cardiac arrest and underwent TA-NRP followed by heart, lung, kidney, and/or liver procurement. Median donor age was 41 years, 55% had anoxic brain injury, 45% were hypertensive, 0% were diabetic, and median kidney donor profile index was 40%. TA-NRP utilization was high across all organ types (88%-100%), with a higher percentage of kidneys procured via TA-NRP compared to tDCD (88% vs. 72%, p = .02). Recipient and graft survival ranged from 89% to 100% and were comparable to tDCD and DBD recipients (p ≥ .2). Delayed graft function was lower for kidneys procured from TA-NRP compared to tDCD donors (27% vs. 44%, p = .045). CONCLUSION: Procurement from TA-NRP donors yielded high organ utilization, with outcomes comparable to tDCD and DBD recipients across organ types. Further large-scale study of TA-NRP donors, facilitated by its capture in the national registry, will be critical to fully understand its impact as an organ procurement technique.


Asunto(s)
Bencidinas , Corazón , Obtención de Tejidos y Órganos , Humanos , Adulto , Perfusión , Donantes de Tejidos , Muerte Encefálica
2.
medRxiv ; 2024 Feb 13.
Artículo en Inglés | MEDLINE | ID: mdl-38405784

RESUMEN

Importance: Large language models (LLMs) are crucial for medical tasks. Ensuring their reliability is vital to avoid false results. Our study assesses two state-of-the-art LLMs (ChatGPT and LlaMA-2) for extracting clinical information, focusing on cognitive tests like MMSE and CDR. Objective: Evaluate ChatGPT and LlaMA-2 performance in extracting MMSE and CDR scores, including their associated dates. Methods: Our data consisted of 135,307 clinical notes (Jan 12th, 2010 to May 24th, 2023) mentioning MMSE, CDR, or MoCA. After applying inclusion criteria 34,465 notes remained, of which 765 underwent ChatGPT (GPT-4) and LlaMA-2, and 22 experts reviewed the responses. ChatGPT successfully extracted MMSE and CDR instances with dates from 742 notes. We used 20 notes for fine-tuning and training the reviewers. The remaining 722 were assigned to reviewers, with 309 each assigned to two reviewers simultaneously. Inter-rater-agreement (Fleiss' Kappa), precision, recall, true/false negative rates, and accuracy were calculated. Our study follows TRIPOD reporting guidelines for model validation. Results: For MMSE information extraction, ChatGPT (vs. LlaMA-2) achieved accuracy of 83% (vs. 66.4%), sensitivity of 89.7% (vs. 69.9%), true-negative rates of 96% (vs 60.0%), and precision of 82.7% (vs 62.2%). For CDR the results were lower overall, with accuracy of 87.1% (vs. 74.5%), sensitivity of 84.3% (vs. 39.7%), true-negative rates of 99.8% (98.4%), and precision of 48.3% (vs. 16.1%). We qualitatively evaluated the MMSE errors of ChatGPT and LlaMA-2 on double-reviewed notes. LlaMA-2 errors included 27 cases of total hallucination, 19 cases of reporting other scores instead of MMSE, 25 missed scores, and 23 cases of reporting only the wrong date. In comparison, ChatGPT's errors included only 3 cases of total hallucination, 17 cases of wrong test reported instead of MMSE, and 19 cases of reporting a wrong date. Conclusions: In this diagnostic/prognostic study of ChatGPT and LlaMA-2 for extracting cognitive exam dates and scores from clinical notes, ChatGPT exhibited high accuracy, with better performance compared to LlaMA-2. The use of LLMs could benefit dementia research and clinical care, by identifying eligible patients for treatments initialization or clinical trial enrollments. Rigorous evaluation of LLMs is crucial to understanding their capabilities and limitations.

3.
Nat Med ; 30(5): 1448-1460, 2024 May.
Artículo en Inglés | MEDLINE | ID: mdl-38760586

RESUMEN

In a previous study, heart xenografts from 10-gene-edited pigs transplanted into two human decedents did not show evidence of acute-onset cellular- or antibody-mediated rejection. Here, to better understand the detailed molecular landscape following xenotransplantation, we carried out bulk and single-cell transcriptomics, lipidomics, proteomics and metabolomics on blood samples obtained from the transplanted decedents every 6 h, as well as histological and transcriptomic tissue profiling. We observed substantial early immune responses in peripheral blood mononuclear cells and xenograft tissue obtained from decedent 1 (male), associated with downstream T cell and natural killer cell activity. Longitudinal analyses indicated the presence of ischemia reperfusion injury, exacerbated by inadequate immunosuppression of T cells, consistent with previous findings of perioperative cardiac xenograft dysfunction in pig-to-nonhuman primate studies. Moreover, at 42 h after transplantation, substantial alterations in cellular metabolism and liver-damage pathways occurred, correlating with profound organ-wide physiological dysfunction. By contrast, relatively minor changes in RNA, protein, lipid and metabolism profiles were observed in decedent 2 (female) as compared to decedent 1. Overall, these multi-omics analyses delineate distinct responses to cardiac xenotransplantation in the two human decedents and reveal new insights into early molecular and immune responses after xenotransplantation. These findings may aid in the development of targeted therapeutic approaches to limit ischemia reperfusion injury-related phenotypes and improve outcomes.


Asunto(s)
Trasplante de Corazón , Xenoinjertos , Trasplante Heterólogo , Humanos , Animales , Porcinos , Masculino , Femenino , Rechazo de Injerto/inmunología , Rechazo de Injerto/genética , Proteómica , Metabolómica , Leucocitos Mononucleares/metabolismo , Leucocitos Mononucleares/inmunología , Transcriptoma , Perfilación de la Expresión Génica , Linfocitos T/inmunología , Linfocitos T/metabolismo , Lipidómica , Daño por Reperfusión/inmunología , Daño por Reperfusión/genética , Daño por Reperfusión/metabolismo , Multiómica
4.
J Exp Biol ; 216(Pt 19): 3742-50, 2013 Oct 01.
Artículo en Inglés | MEDLINE | ID: mdl-23788712

RESUMEN

The activin type IIB receptor (Acvr2b) is the cell surface receptor for multiple transforming growth factor ß (TGF-ß) superfamily ligands, several of which regulate muscle growth in mammals. To investigate the role of the Acvr2b signaling pathway in the growth and development of skeletal muscle in teleost fish, transgenic rainbow trout (RBT; Oncorhynchus mykiss) expressing a truncated form of the acvr2b-2a (acvr2b(▵)) in muscle tissue were produced. High levels of acvr2b(▵) expression were detected in the majority of P1 transgenic fish. Transgenic P1 trout developed enhanced, localized musculature in both the epaxial and hypaxial regions (dubbed 'six pack'). The F1 transgenic offspring did not exhibit localized muscle growth, but rather developed a uniform body morphology with greater girth, condition factor and increased muscle fiber hypertrophy. There was a high degree of variation in the mass of both P1 and F1 transgenic fish, with several fish of each generation exhibiting enhanced growth compared with other transgenic and control siblings. The 'six pack' phenotype observed in P1 transgenic RBT overexpressing acvr2b(▵) and the presence of F1 individuals with altered muscle morphology provides compelling evidence for the importance of TGF-ß signaling molecules in regulating muscle growth in teleost fish.


Asunto(s)
Receptores de Activinas Tipo II/metabolismo , Proteínas de Peces/metabolismo , Desarrollo de Músculos , Trucha/crecimiento & desarrollo , Receptores de Activinas Tipo II/análisis , Receptores de Activinas Tipo II/genética , Secuencia de Aminoácidos , Animales , Animales Modificados Genéticamente , Femenino , Proteínas de Peces/análisis , Proteínas de Peces/genética , Masculino , Datos de Secuencia Molecular , Factor de Crecimiento Transformador beta/metabolismo , Trucha/genética , Trucha/metabolismo
5.
Resuscitation ; 191: 109903, 2023 10.
Artículo en Inglés | MEDLINE | ID: mdl-37423492

RESUMEN

INTRODUCTION: Cognitive activity and awareness during cardiac arrest (CA) are reported but ill understood. This first of a kind study examined consciousness and its underlying electrocortical biomarkers during cardiopulmonary resuscitation (CPR). METHODS: In a prospective 25-site in-hospital study, we incorporated a) independent audiovisual testing of awareness, including explicit and implicit learning using a computer and headphones, with b) continuous real-time electroencephalography(EEG) and cerebral oxygenation(rSO2) monitoring into CPR during in-hospital CA (IHCA). Survivors underwent interviews to examine for recall of awareness and cognitive experiences. A complementary cross-sectional community CA study provided added insights regarding survivors' experiences. RESULTS: Of 567 IHCA, 53(9.3%) survived, 28 of these (52.8%) completed interviews, and 11(39.3%) reported CA memories/perceptions suggestive of consciousness. Four categories of experiences emerged: 1) emergence from coma during CPR (CPR-induced consciousness [CPRIC]) 2/28(7.1%), or 2) in the post-resuscitation period 2/28(7.1%), 3) dream-like experiences 3/28(10.7%), 4) transcendent recalled experience of death (RED) 6/28(21.4%). In the cross-sectional arm, 126 community CA survivors' experiences reinforced these categories and identified another: delusions (misattribution of medical events). Low survival limited the ability to examine for implicit learning. Nobody identified the visual image, 1/28(3.5%) identified the auditory stimulus. Despite marked cerebral ischemia (Mean rSO2 = 43%) normal EEG activity (delta, theta and alpha) consistent with consciousness emerged as long as 35-60 minutes into CPR. CONCLUSIONS: Consciousness. awareness and cognitive processes may occur during CA. The emergence of normal EEG may reflect a resumption of a network-level of cognitive activity, and a biomarker of consciousness, lucidity and RED (authentic "near-death" experiences).


Asunto(s)
Reanimación Cardiopulmonar , Paro Cardíaco , Paro Cardíaco Extrahospitalario , Humanos , Estado de Conciencia , Reanimación Cardiopulmonar/métodos , Estudios Prospectivos , Estudios Transversales , Muerte , Biomarcadores
6.
Nat Med ; 29(8): 1989-1997, 2023 08.
Artículo en Inglés | MEDLINE | ID: mdl-37488288

RESUMEN

Genetically modified xenografts are one of the most promising solutions to the discrepancy between the numbers of available human organs for transplantation and potential recipients. To date, a porcine heart has been implanted into only one human recipient. Here, using 10-gene-edited pigs, we transplanted porcine hearts into two brain-dead human recipients and monitored xenograft function, hemodynamics and systemic responses over the course of 66 hours. Although both xenografts demonstrated excellent cardiac function immediately after transplantation and continued to function for the duration of the study, cardiac function declined postoperatively in one case, attributed to a size mismatch between the donor pig and the recipient. For both hearts, we confirmed transgene expression and found no evidence of cellular or antibody-mediated rejection, as assessed using histology, flow cytometry and a cytotoxic crossmatch assay. Moreover, we found no evidence of zoonotic transmission from the donor pigs to the human recipients. While substantial additional work will be needed to advance this technology to human trials, these results indicate that pig-to-human heart xenotransplantation can be performed successfully without hyperacute rejection or zoonosis.


Asunto(s)
Anticuerpos , Rechazo de Injerto , Animales , Humanos , Porcinos , Trasplante Heterólogo/métodos , Xenoinjertos , Corazón , Animales Modificados Genéticamente
7.
Open Forum Infect Dis ; 8(12): ofab564, 2021 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-34888402

RESUMEN

BACKGROUND: Difficulty discriminating bacterial from viral infections drives antibacterial misuse. Host gene expression tests discriminate bacterial and viral etiologies, but their clinical utility has not been evaluated. METHODS: Host gene expression and procalcitonin levels were measured in 582 emergency department participants with suspected infection. We also recorded clinician diagnosis and clinician-recommended treatment. These 4 diagnostic strategies were compared with clinical adjudication as the reference. To estimate the clinical impact of host gene expression, we calculated the change in overall Net Benefit (∆NB; the difference in Net Benefit comparing 1 diagnostic strategy with a reference) across a range of prevalence estimates while factoring in the clinical significance of false-positive and -negative errors. RESULTS: Gene expression correctly classified bacterial, viral, or noninfectious illness in 74.1% of subjects, similar to the other strategies. Clinical diagnosis and clinician-recommended treatment revealed a bias toward overdiagnosis of bacterial infection resulting in high sensitivity (92.6% and 94.5%, respectively) but poor specificity (67.2% and 58.8%, respectively), resulting in a 33.3% rate of inappropriate antibacterial use. Gene expression offered a more balanced sensitivity (79.0%) and specificity (80.7%), which corresponded to a statistically significant improvement in average weighted accuracy (79.9% vs 71.5% for procalcitonin and 76.3% for clinician-recommended treatment; P<.0001 for both). Consequently, host gene expression had greater Net Benefit in diagnosing bacterial infection than clinician-recommended treatment (∆NB=6.4%) and procalcitonin (∆NB=17.4%). CONCLUSIONS: Host gene expression-based tests to distinguish bacterial and viral infection can facilitate appropriate treatment, improving patient outcomes and mitigating the antibacterial resistance crisis.

8.
Open Forum Infect Dis ; 6(6): ofz189, 2019 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-31276007

RESUMEN

BACKGROUND: Registration of interventional trials of Food and Drug Administration-regulated drug and biological products and devices became a legal requirement in 2007; the vast majority of these trials are registered in ClinicalTrials.gov. An analysis of ClinicalTrials.gov offers an opportunity to define the clinical research landscape; here we analyze 10 years of infectious disease (ID) clinical trial research. METHODS: Beginning with 166 415 interventional trials registered in ClinicalTrials.gov from 2007-2017, ID trials were selected by study conditions and interventions. Relevance to ID was confirmed through manual review, resulting in 13 707 ID trials and 152 708 non-ID trials. RESULTS: ID-related trials represented 6.9%-9.9% of all trials with no significant trend over time. ID trials tended to be more focused on treatment and prevention, with a focus on testing drugs, biologics, and vaccines. ID trials tended to be large, randomized, and nonblinded with a greater degree of international enrollment. Industry was the primary funding source for 45.2% of ID trials. Compared with the global burden of disease, human immunodeficiency virus/AIDS and hepatitis C trials were overrepresented, and lower respiratory tract infection trials were underrepresented. Hepatitis C trials fluctuated, keeping with a wave of new drug development. Influenza vaccine trials peaked during the 2009 H1N1 swine influenza outbreak. CONCLUSIONS: This study presents the most comprehensive characterization of ID clinical trials over the past decade. These results help define how clinical research aligns with clinical need. Temporal trends reflect changes in disease epidemiology and the impact of scientific discovery and market forces. Periodic review of ID clinical trials can help identify gaps and serve as a mechanism to realign resources.

9.
Pediatrics ; 142(3)2018 09.
Artículo en Inglés | MEDLINE | ID: mdl-30158197

RESUMEN

BACKGROUND AND OBJECTIVES: The impact of the Best Pharmaceuticals for Children Act (BPCA) and the Pediatric Research Equity Act (PREA) on pediatric antibacterial or antifungal drug trials is unknown. Our objective was to identify and characterize trials conducted under the BPCA and/or the PREA. METHODS: Pediatric antibacterial and antifungal drug trials with industry or US federal funding registered in clinicaltrials.gov from 2007 to 2017 were identified. Those conducted under BPCA and/or PREA were identified through US Food and Drug Administration and National Institute of Child Health and Human Development databases. RESULTS: Of 17 495 pediatric trials registered on clinicaltrials.gov between October 2007 and September 2017, 122 systemic antibacterial or antifungal drug trials with industry or US federal funding were identified. Of these 122 trials, 98 (80%) involved antibacterials only, 23 (19%) antifungals only, and 1 (1%) both antibacterials and antifungals. These represented <1% (122 of 17 495) of pediatric trials. Neither pediatric antibacterial nor antifungal drug trials commonly enrolled neonates 0 to 30 days old (30% [30 of 99] vs 42% [10 of 24], respectively). Pediatric antibacterial and antifungal trials were commonly industry funded (79% [78 of 99] and 83% [20 of 24], respectively). In total, 65% (79 of 122) of pediatric antibacterial and/or antifungal drug trials were conducted under BPCA and/or PREA. Researchers in trials conducted under BPCA and/or PREA, relative to non-BPCA and/or PREA trials, more often collected pharmacokinetic data (70% [55 of 79] vs 26% [11 of 43]). CONCLUSIONS: Although the majority of pediatric antibacterial and/or antifungal drug trials were conducted under BPCA and/or PREA, the overall number was low. Greater effort is needed to stimulate such trials.


Asunto(s)
Antibacterianos/uso terapéutico , Antifúngicos/uso terapéutico , Ensayos Clínicos como Asunto/métodos , Industria Farmacéutica/tendencias , Antibacterianos/economía , Antifúngicos/economía , Niño , Ensayos Clínicos como Asunto/economía , Enfermedades Transmisibles/tratamiento farmacológico , Enfermedades Transmisibles/economía , Enfermedades Transmisibles/epidemiología , Industria Farmacéutica/economía , Humanos , Estados Unidos/epidemiología
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