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2.
BMC Nephrol ; 25(1): 218, 2024 Jul 09.
Artículo en Inglés | MEDLINE | ID: mdl-38982339

RESUMEN

BACKGROUND: Regional citrate anticoagulation (RCA) is recommended during continuous renal replacement therapy. Compared to systemic anticoagulation, RCA provides a longer filter lifespan with the risk of metabolic alkalosis and impaired calcium homeostasis. Surprisingly, most RCA protocols are designed for continuous veno-venous hemodialysis or hemodiafiltration. Effective protocols for continuous veno-venous hemofiltration (CVVH) are rare, although CVVH is a standard treatment for high-molecular-weight clearance. Therefore, we evaluated a new RCA protocol for postdilution CVVH. METHODS: This is a monocentric prospective interventional study to evaluate a new RCA protocol for postdilution CVVH. We recruited surgical patients with stage III acute kidney injury who needed renal replacement therapy. We recorded dialysis and RCA data and hemodynamic and laboratory parameters during treatment sessions of 72 h. The primary endpoint was filter patency at 72 h. The major safety parameters were metabolic alkalosis and severe hypocalcemia at any time. RESULTS: We included 38 patients who underwent 66 treatment sessions. The mean filter lifespan was 66 ± 12 h, and 44 of 66 (66%) filters were patent at 72 h. After censoring for non-CVVH-related cessation of treatment, 83% of all filters were patent at 72 h. The delivered dialysis dose was 28 ± 5 ml/kgBW/h. The serum levels of creatinine, urea and beta2-microglobulin decreased significantly from day 0 to day 3. Metabolic alkalosis occurred in one patient. An iCa++ below 1.0 mmol/L occurred in four patients. Citrate accumulation did not occur. CONCLUSIONS: We describe a safe, effective, and easy-to-use RCA protocol for postdilution CVVH. This protocol provides a long and sustained filter lifespan without serious adverse effects. The risk of metabolic alkalosis and hypocalcemia is low. Using this protocol, a recommended dialysis dose can be safely administered with effective clearance of low- and middle-molecular-weight molecules. TRIAL REGISTRATION: The study was approved by the medical ethics committee of Heinrich-Heine University Duesseldorf (No. 2018-82KFogU). The trial was registered in the local study register of the university (No: 2018044660) on 07/04/2018 and was retrospectively registered at ClinicalTrials.gov (ClinicalTrials.gov Identifier: NCT03969966) on 31/05/2019.


Asunto(s)
Lesión Renal Aguda , Anticoagulantes , Ácido Cítrico , Terapia de Reemplazo Renal Continuo , Hemofiltración , Anciano , Femenino , Humanos , Masculino , Persona de Mediana Edad , Lesión Renal Aguda/terapia , Alcalosis/etiología , Anticoagulantes/administración & dosificación , Anticoagulantes/uso terapéutico , Ácido Cítrico/administración & dosificación , Ácido Cítrico/uso terapéutico , Protocolos Clínicos , Hemofiltración/métodos , Hipocalcemia/etiología , Estudios Prospectivos , Resultado del Tratamiento
3.
Nat Commun ; 15(1): 4259, 2024 May 20.
Artículo en Inglés | MEDLINE | ID: mdl-38769334

RESUMEN

Tools for predicting COVID-19 outcomes enable personalized healthcare, potentially easing the disease burden. This collaborative study by 15 institutions across Europe aimed to develop a machine learning model for predicting the risk of in-hospital mortality post-SARS-CoV-2 infection. Blood samples and clinical data from 1286 COVID-19 patients collected from 2020 to 2023 across four cohorts in Europe and Canada were analyzed, with 2906 long non-coding RNAs profiled using targeted sequencing. From a discovery cohort combining three European cohorts and 804 patients, age and the long non-coding RNA LEF1-AS1 were identified as predictive features, yielding an AUC of 0.83 (95% CI 0.82-0.84) and a balanced accuracy of 0.78 (95% CI 0.77-0.79) with a feedforward neural network classifier. Validation in an independent Canadian cohort of 482 patients showed consistent performance. Cox regression analysis indicated that higher levels of LEF1-AS1 correlated with reduced mortality risk (age-adjusted hazard ratio 0.54, 95% CI 0.40-0.74). Quantitative PCR validated LEF1-AS1's adaptability to be measured in hospital settings. Here, we demonstrate a promising predictive model for enhancing COVID-19 patient management.


Asunto(s)
COVID-19 , Mortalidad Hospitalaria , Aprendizaje Automático , ARN Largo no Codificante , SARS-CoV-2 , Humanos , COVID-19/mortalidad , COVID-19/virología , COVID-19/genética , Masculino , Femenino , Anciano , ARN Largo no Codificante/genética , Persona de Mediana Edad , SARS-CoV-2/genética , SARS-CoV-2/aislamiento & purificación , Europa (Continente)/epidemiología , Canadá/epidemiología , Estudios de Cohortes , Anciano de 80 o más Años , Adulto
4.
Sci Rep ; 13(1): 19619, 2023 11 10.
Artículo en Inglés | MEDLINE | ID: mdl-37949882

RESUMEN

Neurological manifestations of coronavirus disease 2019 (COVID-19) have been frequently described. In this prospective study of hospitalized COVID-19 patients without a history of neurological conditions, we aimed to analyze their prevalence and prognostic value based on established, standardized and objective methods. Patients were investigated using a multimodal electrophysiological approach, accompanied by neuropsychological and neurological examinations. Prevalence rates of central (CNS) and peripheral (PNS) nervous system affections were calculated and the relationship between neurological affections and mortality was analyzed using Firth logistic regression models. 184 patients without a history of neurological diseases could be enrolled. High rates of PNS affections were observed (66% of 138 patients receiving electrophysiological PNS examination). CNS affections were less common but still highly prevalent (33% of 139 examined patients). 63% of patients who underwent neuropsychological testing (n = 155) presented cognitive impairment. Logistic regression models revealed pathology in somatosensory evoked potentials as an independent risk factor of mortality (Odds Ratio: 6.10 [1.01-65.13], p = 0.049). We conclude that hospitalized patients with moderate to severe COVID-19 display high rates of PNS and CNS affection, which can be objectively assessed by electrophysiological examination. Electrophysiological assessment may have a prognostic value and could thus be helpful to identify patients at risk for deterioration.


Asunto(s)
COVID-19 , Enfermedades del Sistema Nervioso , Humanos , COVID-19/epidemiología , Pronóstico , Prevalencia , Estudios Prospectivos , Enfermedades del Sistema Nervioso/diagnóstico , Enfermedades del Sistema Nervioso/epidemiología
5.
Int J Mol Sci ; 24(11)2023 Jun 01.
Artículo en Inglés | MEDLINE | ID: mdl-37298585

RESUMEN

Liver diseases represent a significant global health burden, necessitating the development of reliable biomarkers for early detection, prognosis, and therapeutic monitoring. Extracellular vesicles (EVs) have emerged as promising candidates for liver disease biomarkers due to their unique cargo composition, stability, and accessibility in various biological fluids. In this study, we present an optimized workflow for the identification of EVs-based biomarkers in liver disease, encompassing EVs isolation, characterization, cargo analysis, and biomarker validation. Here we show that the levels of microRNAs miR-10a, miR-21, miR-142-3p, miR-150, and miR-223 were different among EVs isolated from patients with nonalcoholic fatty liver disease and autoimmune hepatitis. In addition, IL2, IL8, and interferon-gamma were found to be increased in EVs isolated from patients with cholangiocarcinoma compared with healthy controls. By implementing this optimized workflow, researchers and clinicians can improve the identification and utilization of EVs-based biomarkers, ultimately enhancing liver disease diagnosis, prognosis, and personalized treatment strategies.


Asunto(s)
Vesículas Extracelulares , MicroARNs , Enfermedad del Hígado Graso no Alcohólico , Humanos , Flujo de Trabajo , Vesículas Extracelulares/genética , Biomarcadores
6.
Biomedicines ; 11(5)2023 May 11.
Artículo en Inglés | MEDLINE | ID: mdl-37239092

RESUMEN

The global outbreak of SARS-CoV-2/COVID-19 provided the stage to accumulate an enormous biomedical data set and an opportunity as well as a challenge to test new concepts and strategies to combat the pandemic. New research and molecular medical protocols may be deployed in different scientific fields, e.g., glycobiology, nanopharmacology, or nanomedicine. We correlated clinical biomedical data derived from patients in intensive care units with structural biology and biophysical data from NMR and/or CAMM (computer-aided molecular modeling). Consequently, new diagnostic and therapeutic approaches against SARS-CoV-2 were evaluated. Specifically, we tested the suitability of incretin mimetics with one or two pH-sensitive amino acid residues as potential drugs to prevent or cure long-COVID symptoms. Blood pH values in correlation with temperature alterations in patient bodies were of clinical importance. The effects of biophysical parameters such as temperature and pH value variation in relation to physical-chemical membrane properties (e.g., glycosylation state, affinity of certain amino acid sequences to sialic acids as well as other carbohydrate residues and lipid structures) provided helpful hints in identifying a potential Achilles heel against long COVID. In silico CAMM methods and in vitro NMR experiments (including 31P NMR measurements) were applied to analyze the structural behavior of incretin mimetics and SARS-CoV fusion peptides interacting with dodecylphosphocholine (DPC) micelles. These supramolecular complexes were analyzed under physiological conditions by 1H and 31P NMR techniques. We were able to observe characteristic interaction states of incretin mimetics, SARS-CoV fusion peptides and DPC membranes. Novel interaction profiles (indicated, e.g., by 31P NMR signal splitting) were detected. Furthermore, we evaluated GM1 gangliosides and sialic acid-coated silica nanoparticles in complex with DPC micelles in order to create a simple virus host cell membrane model. This is a first step in exploring the structure-function relationship between the SARS-CoV-2 spike protein and incretin mimetics with conserved pH-sensitive histidine residues in their carbohydrate recognition domains as found in galectins. The applied methods were effective in identifying peptide sequences as well as certain carbohydrate moieties with the potential to protect the blood-brain barrier (BBB). These clinically relevant observations on low blood pH values in fatal COVID-19 cases open routes for new therapeutic approaches, especially against long-COVID symptoms.

7.
Artículo en Inglés | MEDLINE | ID: mdl-37146634

RESUMEN

BACKGROUND: Coronavirus disease 2019 (COVID-19)-related acute respiratory distress syndrome requiring veno-venous extracorporeal membrane oxygenation (vv-ECMO) is related with poor outcome, especially in Germany. We aimed to analyze whether changes in vv-ECMO therapy during the pandemic were observed and lead to changes in the outcome of vv-ECMO patients. METHODS: All patients undergoing vv-ECMO support for COVID-19 between 2020 and 2021 in a single center (n = 75) were retrospectively analyzed. Weaning from vv-ECMO and in-hospital mortality were defined as primary and peri-interventional adverse events as secondary endpoints of the study. RESULTS: During the study period, four infective waves were observed in Germany. Patients were assigned correspondingly to four study groups: ECMO implantation between March 2020 and September 2020: first wave (n = 11); October 2020 to February 2021: second wave (n = 23); March 2021 to July 2021: third wave (n = 25); and August 2021 to December 2021: fourth wave (n = 20). Preferred cannulation technique changed within the second wave from femoro-femoral to femoro-jugular access (p < 0.01) and awake ECMO was implemented. Mean ECMO run time increased by more than 300% from 10.9 ± 9.6 (first wave) to 44.9 ± 47.0 days (fourth wave). Weaning of patients was achieved in less than 20% in the first wave but increased to approximately 40% since the second one. Furthermore, we observed a continuous numerically decrease of in-hospital mortality from 81.8 to 57.9% (p = 0.61). CONCLUSION: Preference for femoro-jugular cannulation and awake ECMO combined with preexisting expertise and patient selection are considered to be associated with increased duration of ECMO support and numerically improved ECMO weaning and in-hospital mortality.

8.
Int J Mol Sci ; 24(9)2023 May 04.
Artículo en Inglés | MEDLINE | ID: mdl-37175937

RESUMEN

Acute kidney injury (AKI) is a major kidney disease with a poor clinical outcome. It is a common complication, with an incidence of 10-15% of patients admitted to hospital. This rate even increases for patients who are admitted to the intensive care unit, with an incidence of >50%. AKI is characterized by a rapid increase in serum creatinine, decrease in urine output, or both. The associated symptoms include feeling sick or being sick, diarrhoea, dehydration, decreased urine output (although occasionally the urine output remains normal), fluid retention causing swelling in the legs or ankles, shortness of breath, fatigue and nausea. However, sometimes acute kidney injury causes no signs or symptoms and is detected by lab tests. Therefore, the identification of cytokines for the early detection and diagnosis of AKI is highly desirable, as their application might enable the prevention of the progression from AKI to chronic kidney disease (CKD). In this study, we analysed the secretome of the urine of an AKI patient cohort by employing a kidney-biomarker cytokine assay. Based on these results, we suggest ADIPOQ, EGF and SERPIN3A as potential cytokines that might be able to detect AKI as early as 24 h post-surgery. For the later stages, as common cytokines for the detection of AKI in both male and female patients, we suggest VEGF, SERPIN3A, TNFSF12, ANPEP, CXCL1, REN, CLU and PLAU. These cytokines in combination might present a robust strategy for identifying the development of AKI as early as 24 h or 72 h post-surgery. Furthermore, we evaluated the effect of patient and healthy urine on human podocyte cells. We conclude that cytokines abundant in the urine of AKI patients trigger processes that are needed to repair the damaged nephron and activate TP53 and SIRT1 to maintain the balance between proliferation, angiogenesis, and cell cycle arrest.


Asunto(s)
Lesión Renal Aguda , Podocitos , Humanos , Masculino , Femenino , Citocinas , Sirtuina 1 , Lesión Renal Aguda/etiología , Riñón , Creatinina , Biomarcadores/orina , Proteína p53 Supresora de Tumor
9.
BMJ Open ; 13(3): e070240, 2023 03 27.
Artículo en Inglés | MEDLINE | ID: mdl-36972972

RESUMEN

INTRODUCTION: Previous studies demonstrated that the implementation of the Kidney Disease Improving Global Outcomes (KDIGO) guideline-based bundle, consisting of different supportive measures in patients at high risk for acute kidney injury (AKI), might reduce rate and severity of AKI after surgery. However, the effects of the care bundle in broader population of patients undergoing surgery require confirmation. METHODS AND ANALYSIS: The BigpAK-2 trial is an international, randomised, controlled, multicentre trial. The trial aims to enrol 1302 patients undergoing major surgery who are subsequently admitted to the intensive care or high dependency unit and are at high-risk for postoperative AKI as identified by urinary biomarkers (tissue inhibitor of metalloproteinases 2*insulin like growth factor binding protein 7 (TIMP-2)*IGFBP7)). Eligible patients will be randomised to receive either standard of care (control) or a KDIGO-based AKI care bundle (intervention). The primary endpoint is the incidence of moderate or severe AKI (stage 2 or 3) within 72 hours after surgery, according to the KDIGO 2012 criteria. Secondary endpoints include adherence to the KDIGO care bundle, occurrence and severity of any stage of AKI, change in biomarker values during 12 hours after initial measurement of (TIMP-2)*(IGFBP7), number of free days of mechanical ventilation and vasopressors, need for renal replacement therapy (RRT), duration of RRT, renal recovery, 30-day and 60-day mortality, intensive care unit length-of-stay and hospital length-of-stay and major adverse kidney events. An add-on study will investigate blood and urine samples from recruited patients for immunological functions and kidney damage. ETHICS AND DISSEMINATION: The BigpAK-2 trial was approved by the Ethics Committee of the Medical Faculty of the University of Münster and subsequently by the corresponding Ethics Committee of the participating sites. A study amendment was approved subsequently. In the UK, the trial was adopted as an NIHR portfolio study. Results will be disseminated widely and published in peer-reviewed journals, presented at conferences and will guide patient care and further research. TRIAL REGISTRATION NUMBER: NCT04647396.


Asunto(s)
Lesión Renal Aguda , Inhibidor Tisular de Metaloproteinasa-2 , Humanos , Inhibidor Tisular de Metaloproteinasa-2/orina , Estudios Prospectivos , Biomarcadores , Lesión Renal Aguda/etiología , Lesión Renal Aguda/prevención & control , Terapia de Reemplazo Renal , Estudios Multicéntricos como Asunto
10.
J Clin Med ; 11(19)2022 Oct 07.
Artículo en Inglés | MEDLINE | ID: mdl-36233792

RESUMEN

COVID-19 patients who may require invasive therapeutic procedures such as extracorporeal membrane oxygenation (ECMO) have high symptom burden and in-hospital mortality. In addition, awake patients on ECMO are new in the intensive care unit (ICU) setting. Inpatient specialist palliative care (sPC) provides support such as symptom control on a physical, psychosocial and spiritual level. The field of sPC in COVID-19 patients is still new and important to investigate. We aim to analyze sPC of COVID-19 patients in the ICU with regard to patient characteristics and symptoms from a palliative care perspective. We conducted a retrospective analysis (03/2020-04/2021) and identified 51 ICU patients receiving sPC. The statistical analysis included descriptive statistics and comparisons of symptoms. The first sPC contact of patients (mean age 69.5 years, 62.7% male) was around 14 days after COVID-19 confirmation, and 43% were treated with ECMO therapy. The baseline symptom burden was high with a focus on weakness (100%), tiredness (98%), dyspnea (96%) and family burden (92%). The symptom intensity significantly decreased during the time period of sPC and COVID-19 treatment (t(99) = 3.119, p = 0.003, d = 0.437). These results help intensivists and sPC clinicians to identify symptoms and the need for sPC in COVID-19 patients. However, studies with prospective and controlled designs need to follow.

11.
Z Herz Thorax Gefasschir ; 36(5): 323-327, 2022.
Artículo en Alemán | MEDLINE | ID: mdl-35875598

RESUMEN

Background: Since the beginning of the COVID-19 pandemic global health systems are confronted with a large number of unknown problems. Venovenous (vv) extracorporeal membrane oxygenation (ECMO) in cases of therapy refractive ARDS often represents a last resort treatment. To improve the health care it is necessary to identify possible influencing factors. Objective: This analysis presents the findings of an ECMO centre and aims to identify potential factors with an impact on vv-ECMO therapy in cases of COVID-19. Material and methods: Between 03/2020 and 01/2022 n = 96 patients were treated with vv-ECMO in cases of a COVID-19 infection in our center. A retrospective analysis of demographic and health-specific data took place. The patients with fatal treatment outcome (L-group, n = 62) were compared to the surviving patients (Ü-group, n = 34). Results: Overall n = 34 (35%) of the patients survived the hospital stay. The patients with a fatal treatment outcome had an average age of 56.7 ± 9.5 years compared to the average age of the surviving patients of 47.9 ± 12.9 years. There were n = 72 (75%) males and n = 24 (25%) females among the treated patients, n = 51 (82.3%) of the deceased patients were male and n = 11 (17.7%) were female. The prevalence of pre-existing illnesses like COPD, diabetes mellitus, cardiovascular diseases and chronic renal insufficiency had shown no significant difference between both groups. Also, in relation to the presence of arterial hypertension and obesity we could not prove a negative influence on the treatment outcome. A nicotine abuse in the patient history showed a negative tendency. The most common reasons for the death of patients were respiratory failure, neurological injury, multiorgan failure and sepsis. Conclusion: The use of vv-ECMO in cases of therapy resistant ARDS in COVID-19 still correlates with a high mortality and as such should only be considered as a last resort of intensive care treatment.According to our expectations we could notice better therapy results for younger patients as well as for women in our patient database. In addition, for most comorbidities we could not prove any negative influence on the therapy outcome. This knowledge could help to identify future high-risk patients.

12.
Crit Care ; 26(1): 204, 2022 07 07.
Artículo en Inglés | MEDLINE | ID: mdl-35799196

RESUMEN

BACKGROUND: A profound inflammation-mediated lung injury with long-term acute respiratory distress and high mortality is one of the major complications of critical COVID-19. Immunoglobulin M (IgM)-enriched immunoglobulins seem especially capable of mitigating the inflicted inflammatory harm. However, the efficacy of intravenous IgM-enriched preparations in critically ill patients with COVID-19 is largely unclear. METHODS: In this retrospective multicentric cohort study, 316 patients with laboratory-confirmed critical COVID-19 were treated in ten German and Austrian ICUs between May 2020 and April 2021. The primary outcome was 30-day mortality. Analysis was performed by Cox regression models. Covariate adjustment was performed by propensity score weighting using machine learning-based SuperLearner to overcome the selection bias due to missing randomization. In addition, a subgroup analysis focusing on different treatment regimens and patient characteristics was performed. RESULTS: Of the 316 ICU patients, 146 received IgM-enriched immunoglobulins and 170 cases did not, which served as controls. There was no survival difference between the two groups in terms of mortality at 30 days in the overall cohort (HRadj: 0.83; 95% CI: 0.55 to 1.25; p = 0.374). An improved 30-day survival in patients without mechanical ventilation at the time of the immunoglobulin treatment did not reach statistical significance (HRadj: 0.23; 95% CI: 0.05 to 1.08; p = 0.063). Also, no statistically significant difference was observed in the subgroup when a daily dose of ≥ 15 g and a duration of ≥ 3 days of IgM-enriched immunoglobulins were applied (HRadj: 0.65; 95% CI: 0.41 to 1.03; p = 0.068). CONCLUSIONS: Although we cannot prove a statistically reliable effect of intravenous IgM-enriched immunoglobulins, the confidence intervals may suggest a clinically relevant effect in certain subgroups. Here, an early administration (i.e. in critically ill but not yet mechanically ventilated COVID-19 patients) and a dose of ≥ 15 g for at least 3 days may confer beneficial effects without concerning safety issues. However, these findings need to be validated in upcoming randomized clinical trials. Trial registration DRKS00025794 , German Clinical Trials Register, https://www.drks.de . Registered 6 July 2021.


Asunto(s)
Tratamiento Farmacológico de COVID-19 , Estudios de Cohortes , Enfermedad Crítica/terapia , Humanos , Inmunoglobulina M/uso terapéutico , Inmunoglobulinas Intravenosas , Respiración Artificial , Estudios Retrospectivos , SARS-CoV-2
13.
Z Herz Thorax Gefasschir ; 36(4): 255-259, 2022.
Artículo en Alemán | MEDLINE | ID: mdl-35497646

RESUMEN

Background: The novel coronavirus disease 2019 (COVID-19) can cause a severe and therapy-refractory acute respiratory distress syndrome. Temporary mechanical assistance by veno-venous extracorporeal membrane oxygenation (v.v.-EMCO) is a well-established supportive therapy, but is still associated with a high mortality. Objective: This work aimed to identify potential effects of the ECMO cannulation strategy on the outcome in COVID-19 patients. Material and methods: All patients who were treated in a single center between March 2020 and November 2021 for COVID-19-related ARDS (n = 75) were prospectively entered into an institutional database. The patients were assigned into two groups with respect to the ECMO cannulation (femorofemoral: n = 20, femorojugular: n = 55) and the outcome was retrospectively analyzed. Results: We observed severe therapy-related adverse events in both groups in more than 70% of patients with sepsis being the most common (> 50% each). The outcome (successful ECMO weaning, in-hospital death, 6­month survival) was comparable in both groups. In-hospital mortality was about 70% each; however, the duration of event-free ECMO support seemed to be prolonged in the femorojugular group. Conclusion: Regardless of the support duration, v.v.-ECMO therapy for COVID-19 is associated with high mortality rates. The cannulation strategy did not impact on the outcome; however, femorojugular cannulation might prolong the event-free support duration and facilitate the mobilization of the patients during ECMO support.

16.
Cardiovasc Res ; 118(16): 3183-3197, 2022 12 29.
Artículo en Inglés | MEDLINE | ID: mdl-34648023

RESUMEN

Despite significant advances in the diagnosis and treatment of cardiovascular diseases, recent calls have emphasized the unmet need to improve precision-based approaches in cardiovascular disease. Although some studies provide preliminary evidence of the diagnostic and prognostic potential of circulating coding and non-coding RNAs, the complex RNA biology and lack of standardization have hampered the translation of these markers into clinical practice. In this position paper of the CardioRNA COST action CA17129, we provide recommendations to standardize the RNA development process in order to catalyse efforts to investigate novel RNAs for clinical use. We list the unmet clinical needs in cardiovascular disease, such as the identification of high-risk patients with ischaemic heart disease or heart failure who require more intensive therapies. The advantages and pitfalls of the different sample types, including RNAs from plasma, extracellular vesicles, and whole blood, are discussed in the sample matrix, together with their respective analytical methods. The effect of patient demographics and highly prevalent comorbidities, such as metabolic disorders, on the expression of the candidate RNA is presented and should be reported in biomarker studies. We discuss the statistical and regulatory aspects to translate a candidate RNA from a research use only assay to an in-vitro diagnostic test for clinical use. Optimal planning of this development track is required, with input from the researcher, statistician, industry, and regulatory partners.


Asunto(s)
Enfermedades Cardiovasculares , Insuficiencia Cardíaca , Humanos , Enfermedades Cardiovasculares/diagnóstico , Enfermedades Cardiovasculares/genética , Enfermedades Cardiovasculares/terapia , ARN/genética , Biomarcadores , Pronóstico
17.
Crit Care ; 25(1): 295, 2021 Aug 17.
Artículo en Inglés | MEDLINE | ID: mdl-34404458

RESUMEN

BACKGROUND: Intensive Care Resources are heavily utilized during the COVID-19 pandemic. However, risk stratification and prediction of SARS-CoV-2 patient clinical outcomes upon ICU admission remain inadequate. This study aimed to develop a machine learning model, based on retrospective & prospective clinical data, to stratify patient risk and predict ICU survival and outcomes. METHODS: A Germany-wide electronic registry was established to pseudonymously collect admission, therapeutic and discharge information of SARS-CoV-2 ICU patients retrospectively and prospectively. Machine learning approaches were evaluated for the accuracy and interpretability of predictions. The Explainable Boosting Machine approach was selected as the most suitable method. Individual, non-linear shape functions for predictive parameters and parameter interactions are reported. RESULTS: 1039 patients were included in the Explainable Boosting Machine model, 596 patients retrospectively collected, and 443 patients prospectively collected. The model for prediction of general ICU outcome was shown to be more reliable to predict "survival". Age, inflammatory and thrombotic activity, and severity of ARDS at ICU admission were shown to be predictive of ICU survival. Patients' age, pulmonary dysfunction and transfer from an external institution were predictors for ECMO therapy. The interaction of patient age with D-dimer levels on admission and creatinine levels with SOFA score without GCS were predictors for renal replacement therapy. CONCLUSIONS: Using Explainable Boosting Machine analysis, we confirmed and weighed previously reported and identified novel predictors for outcome in critically ill COVID-19 patients. Using this strategy, predictive modeling of COVID-19 ICU patient outcomes can be performed overcoming the limitations of linear regression models. Trial registration "ClinicalTrials" (clinicaltrials.gov) under NCT04455451.


Asunto(s)
COVID-19/epidemiología , Enfermedad Crítica/epidemiología , Registros Electrónicos de Salud/estadística & datos numéricos , Unidades de Cuidados Intensivos , Aprendizaje Automático , Adulto , Anciano , COVID-19/terapia , Estudios de Cohortes , Enfermedad Crítica/terapia , Servicio de Urgencia en Hospital , Femenino , Alemania , Humanos , Masculino , Persona de Mediana Edad , Evaluación de Resultado en la Atención de Salud
18.
Lancet Reg Health Eur ; 8: 100164, 2021 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-34278371

RESUMEN

BACKGROUND: Monoclonal antibodies (mAb) have been introduced as a promising new therapeutic approach against SARS-CoV-2. At present, there is little experience regarding their clinical effects in patient populations underrepresented in clinical trials, e.g. immunocompromised patients. Additionally, it is not well known to what extent SARS-CoV-2 treatment with monoclonal antibodies could trigger the selection of immune escape viral variants. METHODS: After identifying immunocompromised patients with viral rebound under treatment with bamlanivimab, we characterized the SARS-CoV-2-isolates by whole genome sequencing. Viral load measurements and sequence analysis were performed consecutively before and after bamlanivimab administration. FINDINGS: After initial decrease of viral load, viral clearance was not achieved in five of six immunocompromised patients treated with bamlanivimab. Instead, viral replication increased again over the course of the following one to two weeks. In these five patients, the E484K substitution - known to confer immune escape - was detected at the time of viral rebound but not before bamlanivimab treatment. INTERPRETATION: Treatment of SARS-CoV-2 with bamlanivimab in immunocompromised patients results in the rapid development of immune escape variants in a significant proportion of cases. Given that the E484K mutation can hamper natural immunity, the effectiveness of vaccination as well as antibody-based therapies, these findings may have important implications not only for individual treatment decisions but may also pose a risk to general prevention and treatment strategies. FUNDING: All authors are employed and all expenses covered by governmental, federal state, or other publicly funded institutions.

19.
Clin Case Rep ; 9(5): e04068, 2021 May.
Artículo en Inglés | MEDLINE | ID: mdl-34084492

RESUMEN

This case of secondary sclerosing cholangitis (SSC-CIP) emphasizes the need to provide follow-up care for patients that have recovered from COVID-19 in order to understand the complexity of SARS-CoV-2 associated sequela.

20.
PLoS One ; 16(4): e0248813, 2021.
Artículo en Inglés | MEDLINE | ID: mdl-33831032

RESUMEN

Healthcare personnel are at risk to aquire the corona virus disease 2019 (COVID-19) caused by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). We evaluated the prevalence of SARS-CoV-2 antibodies and positive nasopharyngeal reverse transcriptase polymerase-chain reaction (RT-PCR) tests in German intensive care and emergency physicians. Physicians attending intensive care and emergency medicine training courses between June 16th and July 2nd 2020 answered a questionnaire and were screened for SARS-CoV-2 antibodies via automated electrochemiluminiscence immunoassay. We recruited 516 physicans from all parts of Germany, 445/516 (86%) worked in high risk areas, and 379/516 (73%) had treated patients with COVID-19. The overall positive rate was 18/516 (3.5%), 16/18 (89%) had antibodies against SARS-COV-2, another 2 reported previous positive RT-PCR results although antibody testing was negative. Of those positive, 7/18 (39%) were unaware of their infection. A stay abroad was stated by 173/498 (35%), mostly in Europe. 87/516 (17%) reported a febrile respiratory infection after January 1st 2020 which was related to SARS-CoV-2 in 4/87 (4.6%). Contact to COVID-19 positive relatives at home was stated by 22/502 (4.4%). This was the only significant risk factor for Covid-19 infection (Fisher´s exact test, p = 0.0005). N95 masks and eye protection devices were available for 87% and 73%, respectively. A total of 254/502 (51%) had been vaccinated against seasonal influenza. The overall SARS-CoV-2 infection rate of german physicians from intensive care and emergency medicine was low compared to reports from other countries and settings. This finding may be explained by the fact that the German health care system was not overwhelmed by the first wave of the SARS-CoV-2 pandemic.


Asunto(s)
Anticuerpos Antivirales/sangre , Prueba Serológica para COVID-19 , COVID-19 , Cuidados Críticos , Médicos , SARS-CoV-2/metabolismo , Adulto , Anciano , COVID-19/sangre , COVID-19/diagnóstico , COVID-19/epidemiología , Femenino , Alemania/epidemiología , Humanos , Masculino , Persona de Mediana Edad , Prevalencia , Estudios Seroepidemiológicos
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