Clinical Use Of Anti-Xa Monitoring In Malignancy-Associated Thrombosis

Blood ◽  
2013 ◽  
Vol 122 (21) ◽  
pp. 3648-3648
Author(s):  
Brandon McMahon ◽  
Sarah Yentz ◽  
Oluwatoyosi A. Onwuemene ◽  
Brady L. Stein ◽  
Elizabeth H. Cull

Abstract Introduction Low molecular weight heparin (LMWH) is currently the preferred anticoagulant for malignancy-associated venous thromboembolism (VTE) given improved outcomes compared to warfarin. However, recurrent thrombosis still occurs in up to 9% of patients despite use of this preferred agent. Data to guide clinical decisions-making in the setting of recurrent thrombosis despite use of LMWH is lacking. Unlike warfarin or unfractionated heparin (UFH), LMWH typically does not require monitoring to determine efficacy or safety. However, many providers will still check a LMWH anti-Xa level, despite little clinical validation on how these values should be interpreted and how they correspond with patient outcome. Therefore, the levels have the potential to be used or interpreted incorrectly. The aim of this study was to evaluate how LMWH anti-Xa levels are currently incorporated into clinical practice, with emphasis on whether the lab was drawn correctly, the indication for checking the level, and whether testing impacted clinical decision making. Methods This is a single-institution, retrospective study. Cases of malignancy-associated thrombosis occurring between 1/1/2006 and 12/31/2011 were identified using current procedural terminology (CPT) codes and the Northwestern University Electronic Data Warehouse. This cohort was then screened for those who had a LMWH anti-Xa level checked at any point in that time frame. All resultant cases had charts reviewed by 2 independent investigators to confirm active malignancy, treatment with LMWH, and history of VTE. Patients were excluded from analysis if the anti-Xa level was checked while on unfractionated heparin and if the last dose of anticoagulation was given as an outpatient. Results An anti-Xa level was checked 447 times in patients with malignancy-associated thrombosis in the specified time frame. Analysis thus far was limited to the 247 patients with malignancy-associated VTE who had only one LMWH anti-Xa level checked during the study period. After reviewing for exclusion criteria, 167 cases were eligible. LMWH anti-Xa testing was sent most frequently in those with hematologic malignancy (25%) and lung cancer (13%). The indication for testing was not documented or was unclear in 88 (53%) of cases. Impaired renal function (10%), documented or suspected recurrent thrombosis despite anticoagulation (9%), and bleeding (6%) were among the more common reasons that LMWH anti-Xa levels were checked. 40% of the patients had a body mass index (BMI) ≥30. Optimal timing for testing is 4-6 hours after the third dose. In this study, the timing of the lab draw was correct in only 55% of cases, leading to potentially imprecise results in the remaining 45%. Of those drawn correctly, 76% were in the reported “therapeutic target range.” In the majority of cases, there was no change in the type or dose of anticoagulation in the 24 hours after the anti-Xa level was drawn. Conclusions Despite widespread use in routine clinical practice, the role for checking LMWH anti-Xa levels in those with malignancy-associated thrombosis being treated with LMWH is not clear. Our data indicate that providers may not be aware of how the lab should be drawn, with regard to peak levels. In addition, a majority of anti-Xa levels were checked in overweight and obese patients, despite no definitive evidence that these patients require extra monitoring. Finally, when tested correctly, the majority of patients were already in what is reported to be the therapeutic range, bringing to question if the level needed to be checked at all. This strongly suggests a role for provider education if testing is felt to be clinically indicated. At present, though testing is widely available, it is not yet clear in which clinical contexts (if any) providers should send LMWH anti-Xa levels. Prospective studies are needed to better clarify whether anti-Xa levels correlate with clinical outcomes in those with malignancy-associated thrombosis, and how the results should be incorporated clinical practice. Disclosures: No relevant conflicts of interest to declare.

2020 ◽  
Vol 59 (9-10) ◽  
pp. 893-901
Author(s):  
Laura Mercurio ◽  
Rachel Hill ◽  
Susan Duffy ◽  
Mark R. Zonfrillo

Invasive bacterial infection (IBI) is associated with significant morbidity and mortality among neonates. Clinical practice guidelines (CPGs) can expedite care and standardize management. We conducted a retrospective observational study of febrile infants aged 0 to 56 days to assess changes in clinical decision-making following febrile neonate CPG implementation in the pediatric emergency department of a tertiary care hospital. Data were reviewed pre- and post-CPG implementation, with 1-year separation for provider education. Fewer infants underwent laboratory testing (complete blood count, blood culture, urine culture, lumbar puncture), antibiotic administration, and hospital admission after implementation; the greatest decrease was observed among infants aged 29 to 56 days identified as not high risk for meningitis. Seven-day IBI readmission rate was 1% in both groups. Herpes simplex virus testing and treatment did not differ significantly between groups. These results suggest that CPGs can enable both standardized care and decreased intervention in this population with no change in 7-day readmission rates.


2021 ◽  
Vol 7 (1) ◽  
Author(s):  
Hiroko Yuzawa ◽  
Yousuke Hirose ◽  
Tomonori Kimura ◽  
Keisuke Shinozaki ◽  
Moe Oguchi ◽  
...  

Abstract Background In continuous renal replacement therapy (CRRT), administration of anticoagulants is necessary for achieving a certain level of filter lifetime. Generally, anticoagulant doses are controlled to keep activated partial thromboplastin time and other indicators within a certain target range, regardless of the membrane materials used for the filter. However, in actual clinical practice, the filter lifetime varies significantly depending on the membrane material used. The objective of this study was to demonstrate that the minimum anticoagulant dose necessary for prolonging the filter lifetime while reducing the risk of hemorrhagic complications varies depending on the type of membrane. Methods In three beagles, hemodiafiltration was performed with hemofilters using polysulfone (PS), polymethylmethacrylate (PMMA), and AN69ST membranes separately. The minimum dose of nafamostat mesylate (NM) that would allow for 6 h of hemodiafiltration (required dose) was investigated for each membrane material. Results The NM doses required for 6 h of hemodiafiltration were 2 mg/kg/h for the PS membrane, 6 mg/kg/h for the PMMA membrane, and 6 mg/kg/h for the AN69ST membrane. Conclusion For hemodiafiltration performed in beagles, the required NM dose varied for each filter membrane material. Using the optimal anticoagulant dose for each membrane material would allow for safer CRRT performance.


2017 ◽  
Vol 3 (3) ◽  
pp. 88-93 ◽  
Author(s):  
Maureen Anne Jersby ◽  
Paul Van-Schaik ◽  
Stephen Green ◽  
Lili Nacheva-Skopalik

BackgroundHigh-Fidelity Simulation (HFS) has great potential to improve decision-making in clinical practice. Previous studies have found HFS promotes self-confidence, but its effectiveness in clinical practice has not been established. The aim of this research is to establish if HFS facilitates learning that informs decision-making skills in clinical practice using MultipleCriteria DecisionMaking Theory (MCDMT).MethodsThe sample was 2nd year undergraduate pre-registration adult nursing students.MCDMT was used to measure the students’ experience of HFS and how it developed their clinical decision-making skills. MCDMT requires characteristic measurements which for the learning experience were based on five factors that underpin successful learning, and for clinical decision-making, an analytical framework was used. The study used a repeated-measures design to take two measurements: the first one after the first simulation experience and the second one after clinical placement. Baseline measurements were obtained from academics. Data were analysed using the MCDMT tool.ResultsAfter their initial exposure to simulation learning, students reported that HFS provides a high-quality learning experience (87%) and supports all aspects of clinical decision-making (85%). Following clinical practice, the level of support for clinical decision-making remained at 85%, suggesting that students believe HFS promotes transferability of knowledge to the practice setting.ConclusionOverall, students report a high level of support for learning and developing clinical decision-making skills from HFS. However, there are no comparative data available from classroom teaching of similar content so it cannot be established if these results are due to HFS alone.


2021 ◽  
Author(s):  
Carsten Vogt

AbstractThe uptake of the QbTest in clinical practice is increasing and has recently been supported by research evidence proposing its effectiveness in relation to clinical decision-making. However, the exact underlying process leading to this clinical benefit is currently not well established and requires further clarification. For the clinician, certain challenges arise when adding the QbTest as a novel method to standard clinical practice, such as having the skills required to interpret neuropsychological test information and assess for diagnostically relevant neurocognitive domains that are related to attention-deficit hyperactivity disorder (ADHD), or how neurocognitive domains express themselves within the behavioral classifications of ADHD and how the quantitative measurement of activity in a laboratory setting compares with real-life (ecological validity) situations as well as the impact of comorbidity on test results. This article aims to address these clinical conundrums in aid of developing a consistent approach and future guidelines in clinical practice.


Author(s):  
Rikke Torenholt ◽  
Henriette Langstrup

In both popular and academic discussions of the use of algorithms in clinical practice, narratives often draw on the decisive potentialities of algorithms and come with the belief that algorithms will substantially transform healthcare. We suggest that this approach is associated with a logic of disruption. However, we argue that in clinical practice alongside this logic, another and less recognised logic exists, namely that of continuation: here the use of algorithms constitutes part of an established practice. Applying these logics as our analytical framing, we set out to explore how algorithms for clinical decision-making are enacted by political stakeholders, healthcare professionals, and patients, and in doing so, study how the legitimacy of delegating to an algorithm is negotiated and obtained. Empirically we draw on ethnographic fieldwork carried out in relation to attempts in Denmark to develop and implement Patient Reported Outcomes (PRO) tools – involving algorithmic sorting – in clinical practice. We follow the work within two disease areas: heart rehabilitation and breast cancer follow-up care. We show how at the political level, algorithms constitute tools for disrupting inefficient work and unsystematic patient involvement, whereas closer to the clinical practice, algorithms constitute a continuation of standardised and evidence-based diagnostic procedures and a continuation of the physicians’ expertise and authority. We argue that the co-existence of the two logics have implications as both provide a push towards the use of algorithms and how a logic of continuation may divert attention away from new issues introduced with automated digital decision-support systems.


2016 ◽  
Vol 25 (4) ◽  
pp. 453-469 ◽  
Author(s):  
Jennifer Horner ◽  
Maria Modayil ◽  
Laura Roche Chapman ◽  
An Dinh

PurposeWhen patients refuse medical or rehabilitation procedures, waivers of liability have been used to bar future lawsuits. The purpose of this tutorial is to review the myriad issues surrounding consent, refusal, and waivers. The larger goal is to invigorate clinical practice by providing clinicians with knowledge of ethics and law. This tutorial is for educational purposes only and does not constitute legal advice.MethodThe authors use a hypothetical case of a “noncompliant” individual under the care of an interdisciplinary neurorehabilitation team to illuminate the ethical and legal features of the patient–practitioner relationship; the elements of clinical decision-making capacity; the duty of disclosure and the right of informed consent or informed refusal; and the relationship among noncompliance, defensive practices, and iatrogenic harm. We explore the legal question of whether waivers of liability in the medical context are enforceable or unenforceable as a matter of public policy.ConclusionsSpeech-language pathologists, among other health care providers, have fiduciary and other ethical and legal obligations to patients. Because waivers try to shift liability for substandard care from health care providers to patients, courts usually find waivers of liability in the medical context unenforceable as a matter of public policy.


2021 ◽  
Author(s):  
Ahmad Abdel-Hafez ◽  
Ian A. Scott ◽  
Nazanin Falconer ◽  
Stephen Canaris ◽  
Oscar Bonilla ◽  
...  

BACKGROUND Unfractionated heparin (UFH), is an anticoagulant drug considered a high-risk medication in that an excessive dose can cause bleeding, while an insufficient dose can lead to a recurrent embolic event. Following initiation of intravenous (IV) UFH, the therapeutic response is monitored using a measure of blood clotting time known as the activated partial thromboplastin time (aPTT). Clinicians iteratively adjust the dose of UFH to a target aPTT range, with the usual therapeutic target range between 60 to 100 seconds. OBJECTIVE The aim of this study was to develop and validate a ML algorithm to predict, aPTT within 12 hours after a specified bolus and maintenance dose of UFH. METHODS This was a retrospective cohort study of 3273 episodes of care from January 2017 to August 2020 using data collected from electronic health records (EHR) of five hospitals in Queensland, Australia. Data from four hospitals were used to build and test ensemble models using cross validation, while the data from the fifth hospital was used for external validation. Modelling was performed using H2O Driverless AI® an automated ML tool, and 17 different experiments were conducted in an iterative process to optimise model accuracy. RESULTS In predicting aPTT, the best performing experiment produced an ensemble with 4x LightGBM models with a root mean square error (RMSE) of 31.35. This dataset was re-purposed as a multi-classification task (sub-therapeutic, therapeutic, and supra-therapeutic aPTT result) and achieved a 59.9% accuracy and area under the receiver operating characteristic curve (AUC) of 0.735. External validation yielded similar results: RMSE of 30.52 +/- 1.29 for the prediction model, and accuracy of 56.8% +/- 3.15 and AUC of 0.724 for the multi-classification model. CONCLUSIONS According to our knowledge, this is the first study of ML applied to IV UFH dosing that has been developed and externally validated in a multisite adult general medical inpatient setting. We present the processes of data collection, preparation, and feature engineering for purposes of replication.


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