scholarly journals Clinical Predictive Models of Sudden Cardiac Arrest: A Survey of the Current Science and Analysis of Model Performances

2020 ◽  
Vol 9 (16) ◽  
Author(s):  
Richard T. Carrick ◽  
Jinny G. Park ◽  
Hannah L. McGinnes ◽  
Christine Lundquist ◽  
Kristen D. Brown ◽  
...  

Background More than 500 000 sudden cardiac arrests (SCAs) occur annually in the United States. Clinical predictive models (CPMs) may be helpful tools to differentiate between patients who are likely to survive or have good neurologic recovery and those who are not. However, which CPMs are most reliable for discriminating between outcomes in SCA is not known. Methods and Results We performed a systematic review of the literature using the Tufts PACE (Predictive Analytics and Comparative Effectiveness) CPM Registry through February 1, 2020, and identified 81 unique CPMs of SCA and 62 subsequent external validation studies. Initial cardiac rhythm, age, and duration of cardiopulmonary resuscitation were the 3 most commonly used predictive variables. Only 33 of the 81 novel SCA CPMs (41%) were validated at least once. Of 81 novel SCA CPMs, 56 (69%) and 61 of 62 validation studies (98%) reported discrimination, with median c‐statistics of 0.84 and 0.81, respectively. Calibration was reported in only 29 of 62 validation studies (41.9%). For those novel models that both reported discrimination and were validated (26 models), the median percentage change in discrimination was −1.6%. We identified 3 CPMs that had undergone at least 3 external validation studies: the out‐of‐hospital cardiac arrest score (9 validations; median c‐statistic, 0.79), the cardiac arrest hospital prognosis score (6 validations; median c‐statistic, 0.83), and the good outcome following attempted resuscitation score (6 validations; median c‐statistic, 0.76). Conclusions Although only a small number of SCA CPMs have been rigorously validated, the ones that have been demonstrate good discrimination.

2006 ◽  
Vol 21 (6) ◽  
pp. 445-450 ◽  
Author(s):  
Corita Grudzen

AbstractAmericans are living longer and are more likely to be chronically or terminally ill at the time of death. Although surveys indicate that most people prefer to die at home, the majority of people in the United States die in acute care hospitals. Each year, approximately 400,000 persons suffer sudden cardiac arrest in the US, the majority occurring in the out-of-hospital setting. Mortality rates are high and reach almost 100% when prehospital care has failed to restore spontaneous circulation. Nonetheless, patients who receive little benefit or may wish to forgo life-sustaining treatment often are resuscitated. Risk versus harm of resuscitation efforts can be differentiated by various factors, including cardiac rhythm. Emergency medical services policy regarding resuscitation should consider its utility in various clinical scenarios. Patients, family members, emergency medical providers, and physicians all are important stakeholders to consider in decisions about out-of-hospital cardiac arrest. Ideally, future policy will place greater emphasis on patient preferences and quality of life by including all of these viewpoints.


Circulation ◽  
2021 ◽  
Vol 144 (Suppl_2) ◽  
Author(s):  
Boya Zhang ◽  
Brendan McCracken ◽  
Danielle Leander ◽  
Carmen Colmenero ◽  
Nicholas Greer ◽  
...  

Introduction: Sudden Cardiac Arrest (CA) affects more than 400,000 people per year in the United States. Although a third of these patients survive to hospital admission, another 60-70% go on to die due to failed recovery of vital organ function. Microvascular thrombosis has been suggested as a potential contributor to prolonged organ dysfunction, but no antithrombotic therapies have been shown to be beneficial and coagulofibrinolytic abnormalities in prolonged CA remain poorly understood. Objectives: To establish key biomarkers of porcine coagulation and fibrinolysis in the setting of prolonged CA and cardiopulmonary resuscitation (CPR) and test the ability of ART-123 (recombinant human thrombomodulin alpha) to reverse these abnormalities. Methods: 15 pigs (n=5 per group) underwent 8 minutes of no-flow CA followed by 50 minutes of mechanical CPR. Animals were randomized to receive saline or ART-123 (~1mg/kg) pre-arrest (5 minutes prior to ventricular fibrillation) or post-arrest (2 minutes after initiation of CPR). Results: Robust and ongoing activation of coagulation and fibrinolysis were detected throughout the resuscitation. After 50 minutes of CPR, plasma tests suggested consumptive coagulopathy, while whole blood testing (thromboelastography) indicated a persistent hypercoagulable state. ART-123 had a clear anticoagulant effect irrespective of timing (TAT complexes 381±25 vs. 238±18 vs. 226±12, p<0.01, and d-dimer 4.86±0.54 vs. 2.39±0.2 vs. 2.46±0.21 for vehicle, pre-arrest, post-arrest, p = 0.05). A pro-fibrinolytic effect was also observed, but only when the drug was given before no-flow, with a significant increase in levels of free endogenous tPA (1.2±0.12 vs. 3.29±0.29 vs. 1.72±0.3, p < 0.001) and corresponding suppression of free PAI-1 (0.59±0.15 vs. 0.14±0.01 vs. 0.41±0.09, p < 0.001). Conclusion: Our porcine CA model provides an excellent platform for evaluating antithrombotic interventions. Plasma testing after prolonged CA/CPR suggests consumptive coagulopathy, although TEG indicates a persistent hypercoagulable state. ART-123 given before no-flow or just after CPR demonstrates antithrombotic effects, although the specific modes of action depending on the timing of administration.


Circulation ◽  
2020 ◽  
Vol 142 (Suppl_4) ◽  
Author(s):  
Mengqi Gao ◽  
Chenguang Liu ◽  
Dawn Jorgenson

Background: Early defibrillation with an automated external defibrillator (AED) is crucial for improving the survival rate in out-of-hospital resuscitation from sudden cardiac arrest (SCA). Chance of survival decreases by 7% to 10% for every minute that defibrillation is delayed. While simulation studies have been used to assess AED usability factors, our objective was to report the actual operating time for three Philips AED models used in SCA responses. Methods: A convenience dataset recorded by Philips AEDs (HS1, FRx, or FR3) was obtained from Europe and the United States from 2007 - 2018. The HS1 is intended for minimally trained or untrained individuals, the FRx is for Basic Life Support (BLS), and the FR3 is for both BLS and Advanced Life Support (ALS) responders. A retrospective analysis was conducted to report the operating time intervals for cases where a shock was delivered after initial rhythm analysis. The study analyzed 90 HS1, 46 FRx and 32 FR3 cases. Results: Compared with HS1, both FRx (p < 0.001) and FR3 (p = 0.001) responders spent less time in placing pads on the patient after powering on the AED (Figure 1) as expected. Similarly, time intervals from the start of shock advised prompt to first shock delivery for FRx (p = 0.02) and FR3 (p < 0.01) are shorter than for HS1. Time from AED power-on to first shock was within 90 seconds in 74.4% (67 of 90) HS1 cases, 97.8% (45 of 46) FRx cases, and 100% (32 of 32) FR3 cases. On average, the FR3 and FRx responders were able to deliver the first shock within 48 seconds. Conclusions: The analysis shows that responders were able to quickly apply the AEDs and respond to the shock advisory prompt for all three AED models despite different training levels. This real-world performance is better than most reported simulation studies, however, this analysis cannot convey variety of activities that account for the differences in timing (e.g. pads applied before power-on, or compressions began before applying pads, etc.).


Circulation ◽  
2020 ◽  
Vol 142 (Suppl_4) ◽  
Author(s):  
Matt Oberdier ◽  
Jing Li ◽  
Dan Ambinder ◽  
Xiangdong Zhu ◽  
Sarah Fink ◽  
...  

Background: Out-of-hospital sudden cardiac arrest is a leading cause of death in the United States, affecting over 350,000 people per year with an overall survival rate around 10%. CPR, defibrillation, and therapeutic hypothermia are common resuscitation strategies, but hypothermia is difficult to implement timely to achieve survival benefit. A cell-permeable peptide TAT-PHLPP9c has been shown to alter metabolic pathways similar to hypothermia, and decreases the release of two biomarkers, taurine and glutamate, during the high osmotic stress of heart stunning and brain injury in a mouse arrest model. Hypothesis: TAT-PHLPP9c, given during CPR, enhances 24-hour survival in a swine ventricular fibrillation (VF) model. Methods: In 14 (8 controls and 6 treated) sedated, intubated, and mechanically ventilated swine, after 5 min of VF, ACLS with vest CPR and periodic defibrillations was performed. Venous blood samples were collected at baseline, after 2 min of CPR, and at 2 and 30 min after return of spontaneous circulation (ROSC). The animals were survived up to 24 hrs and plasma samples were analyzed for glutamate and taurine in 2 controls and 1 animal given peptide. Results: Three of the control animals had ROSC, but none survived for 24 hrs, while 4 of 6 treated animals achieved neurologically intact survival at 24 hrs (p < 0.02). Compared to baseline, both taurine and glutamate plasma concentrations increased in the control group, but the increase was reduced substantially by the peptide treatment at 30 min after ROSC (Figure). Conclusion: The use of the cooling mimicking peptide TAT-PHLPP9c administered during CPR significantly improved 24-hour survival in this swine model of cardiac arrest. It reduced the increase of cerebral and myocardial metabolic biomarkers, which encourages utilizing a strategy of cell-permeable peptides for intravenous administration for more rapid onset of hypothermia-like salutary effects than are possible with current CPR cooling devices.


2019 ◽  
Vol 12 (Suppl_1) ◽  
Author(s):  
Richard T Carrick ◽  
Christine M Lundquist ◽  
Kristen Brown ◽  
Jinny G Park ◽  
William A Janes ◽  
...  

2015 ◽  
Vol 308 (11) ◽  
pp. H1414-H1422 ◽  
Author(s):  
Jing Li ◽  
Huashan Wang ◽  
Qiang Zhong ◽  
Xiangdong Zhu ◽  
Sy-Jou Chen ◽  
...  

Sudden cardiac arrest (SCA) is a leading cause of death in the United States. Despite return of spontaneous circulation, patients die due to post-SCA syndrome that includes myocardial dysfunction, brain injury, impaired metabolism, and inflammation. No medications improve SCA survival. Our prior work suggests that optimal Akt activation is critical for cooling protection and SCA recovery. Here, we investigate a small inhibitor of PTEN, an Akt-related phosphatase present in heart and brain, as a potential therapy in improving cardiac and neurological recovery after SCA. Anesthetized adult female wild-type C57BL/6 mice were randomized to pretreatment of VO-OHpic (VO) 30 min before SCA or vehicle control. Mice underwent 8 min of KCl-induced asystolic arrest followed by CPR. Resuscitated animals were hemodynamically monitored for 2 h and observed for 72 h. Outcomes included heart pressure-volume loops, energetics (phosphocreatine and ATP from 31P NMR), protein phosphorylation of Akt, GSK3β, pyruvate dehydrogenase (PDH) and phospholamban, circulating inflammatory cytokines, plasma lactate, and glucose as measures of systemic metabolic recovery. VO reduced deterioration of left ventricular maximum pressure, maximum rate of change in the left ventricular pressure, and Petco2 and improved 72 h neurological intact survival (50% vs. 10%; P < 0.05). It reduced plasma lactate, glucose, IL-1β, and Pre-B cell colony enhancing factor, while increasing IL-10. VO increased phosphorylation of Akt and GSK3β in both heart and brain, and cardiac phospholamban phosphorylation while reducing p-PDH. Moreover, VO improved cardiac bioenergetic recovery. We concluded that pharmacologic PTEN inhibition enhances Akt activation, improving metabolic, cardiovascular, and neurologic recovery with increased survival after SCA. PTEN inhibitors may be a novel pharmacologic strategy for treating SCA.


2015 ◽  
Vol 42 (4) ◽  
pp. 367-371 ◽  
Author(s):  
Kevin N. Oguayo ◽  
Ola O. Oyetayo ◽  
David Stewart ◽  
Steven M. Costa ◽  
Richard O. Jones

Out-of-hospital cardiac arrest is a leading cause of death in the United States. Pregnant women are not immune to cardiac arrest, and the treatment of such patients can be difficult. Pregnancy is a relative contraindication to the use of therapeutic hypothermia after cardiac arrest. A 20-year-old woman who was 18 weeks pregnant had an out-of-hospital cardiac arrest. Upon her arrival at the emergency department, she was resuscitated and her circulation returned spontaneously, but her score on the Glasgow Coma Scale was 3. After adequate family discussion of the risks and benefits of therapeutic hypothermia, a decision was made to initiate therapeutic hypothermia per established protocol for 24 hours. The patient was successfully cooled and rewarmed. By the time she was discharged, she had experienced complete neurologic recovery, apart from some short-term memory loss. Subsequently, at 40 weeks, she delivered vaginally a 7-lb 3-oz girl whose Apgar scores were 8 and 9, at 1 and 5 minutes respectively. To our knowledge, this is only the 3rd reported case of a successful outcome following the initiation of therapeutic hypothermia for out-of-hospital cardiac arrest in a pregnant woman. On the basis of this and previous reports of successful outcomes, we recommend that therapeutic hypothermia be considered an option in the management of out-of-hospital cardiac arrest in the pregnant population. To facilitate a successful outcome, a multidisciplinary approach involving cardiology, emergency medicine, obstetrics, and neurology should be used.


Circulation ◽  
2020 ◽  
Vol 141 (12) ◽  
Author(s):  
Michael Christopher Kurz ◽  
Bentley J. Bobrow ◽  
Julie Buckingham ◽  
Jose G. Cabanas ◽  
Mickey Eisenberg ◽  
...  

Every year in the United States, >350 000 people have sudden cardiac arrest outside of a hospital environment. Sudden cardiac arrest is the unexpected loss of heart function, breathing, and consciousness and is commonly the result of an electric disturbance in the heart. Unfortunately, only ≈1 in 10 victims survives this dramatic event. Early access to 9-1-1 and early cardiopulmonary resuscitation (CPR) are the first 2 links in the chain of survival for out-of-hospital cardiac arrest. Although 9-1-1 is frequently accessed, in the majority of cases, individuals with out-of-hospital cardiac arrest do not receive lay rescuer CPR and wait for the arrival of professional emergency rescuers. Telecommunicators are the true first responders and a critical link in the cardiac arrest chain of survival. In partnership with the 9-1-1 caller, telecommunicators have the first opportunity to identify a patient in cardiac arrest and provide initial care by delivering CPR instructions while quickly dispatching emergency medical services. The telecommunicator and the caller form a unique team in which the expertise of the telecommunicator is provided just in time to a willing caller, transforming the caller into a lay rescuer delivering CPR. The telecommunicator CPR (T-CPR) process, also previously described as dispatch CPR, dispatch-assisted CPR, or telephone CPR, represents an important opportunity to improve survival from sudden cardiac arrest. Conversely, failure to provide T-CPR in this manner results in preventable harm. This statement describes the public health impact of out-of-hospital cardiac arrest, provides guidance and resources to construct and maintain a T-CPR program, outlines the minimal acceptable standards for timely and high-quality delivery of T-CPR instructions, and identifies strategies to overcome common implementation barriers to T-CPR.


BMJ Open ◽  
2019 ◽  
Vol 9 (4) ◽  
pp. e026160 ◽  
Author(s):  
Johanna A A G Damen ◽  
Thomas P A Debray ◽  
Romin Pajouheshnia ◽  
Johannes B Reitsma ◽  
Rob J P M Scholten ◽  
...  

ObjectivesTo empirically assess the relation between study characteristics and prognostic model performance in external validation studies of multivariable prognostic models.DesignMeta-epidemiological study.Data sources and study selectionOn 16 October 2018, we searched electronic databases for systematic reviews of prognostic models. Reviews from non-overlapping clinical fields were selected if they reported common performance measures (either the concordance (c)-statistic or the ratio of observed over expected number of events (OE ratio)) from 10 or more validations of the same prognostic model.Data extraction and analysesStudy design features, population characteristics, methods of predictor and outcome assessment, and the aforementioned performance measures were extracted from the included external validation studies. Random effects meta-regression was used to quantify the association between the study characteristics and model performance.ResultsWe included 10 systematic reviews, describing a total of 224 external validations, of which 221 reported c-statistics and 124 OE ratios. Associations between study characteristics and model performance were heterogeneous across systematic reviews. C-statistics were most associated with variation in population characteristics, outcome definitions and measurement and predictor substitution. For example, validations with eligibility criteria comparable to the development study were associated with higher c-statistics compared with narrower criteria (difference in logit c-statistic 0.21(95% CI 0.07 to 0.35), similar to an increase from 0.70 to 0.74). Using a case-control design was associated with higher OE ratios, compared with using data from a cohort (difference in log OE ratio 0.97(95% CI 0.38 to 1.55), similar to an increase in OE ratio from 1.00 to 2.63).ConclusionsVariation in performance of prognostic models across studies is mainly associated with variation in case-mix, study designs, outcome definitions and measurement methods and predictor substitution. Researchers developing and validating prognostic models should realise the potential influence of these study characteristics on the predictive performance of prognostic models.


2021 ◽  
pp. 1942602X2110460
Author(s):  
Thomas P. Swaffield ◽  
Robert P. Olympia

Sport participation is an important part of the development, both physically and mentally, of children and adolescents in the United States. Illness and injury associated with sport and physical activities may occur in the school setting. Although most sport-related illness and injury in students are considered minor emergencies, life-threatening illnesses or injuries may occur. It is important for the school nurse to recognize potential life-threatening emergencies associated with sport and physical activity, to initiate stabilization of the student with life-threatening symptoms, and to triage these students to an appropriate level of care (back to the classroom, home with their guardian with follow up at their primary healthcare provider’s office, or directly to the closest emergency department via Emergency Medical Services). This article specifically describes the initial assessment and management of three potentially life-threatening conditions associated with sport and physical activity, namely sudden cardiac arrest, hypovolemic shock, and spinal cord injury.


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