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Critical Care Medicine | 2013

Surviving sepsis campaign: international guidelines for management of severe sepsis and septic shock: 2012.

R. Phillip Dellinger; Mitchell M. Levy; Andrew Rhodes; Djillali Annane; Herwig Gerlach; Steven M. Opal; Jonathan Sevransky; Charles L. Sprung; Ivor S. Douglas; Roman Jaeschke; Tiffany M. Osborn; Mark E. Nunnally; Sean R. Townsend; Konrad Reinhart; Ruth M. Kleinpell; Derek C. Angus; Clifford S. Deutschman; Flávia Ribeiro Machado; Gordon D. Rubenfeld; Steven A R Webb; Richard Beale; Jean Louis Vincent; Rui Moreno

Objective:To provide an update to the “Surviving Sepsis Campaign Guidelines for Management of Severe Sepsis and Septic Shock,” last published in 2008. Design:A consensus committee of 68 international experts representing 30 international organizations was convened. Nominal groups were assembled at key international meetings (for those committee members attending the conference). A formal conflict of interest policy was developed at the onset of the process and enforced throughout. The entire guidelines process was conducted independent of any industry funding. A stand-alone meeting was held for all subgroup heads, co- and vice-chairs, and selected individuals. Teleconferences and electronic-based discussion among subgroups and among the entire committee served as an integral part of the development. Methods:The authors were advised to follow the principles of the Grading of Recommendations Assessment, Development and Evaluation (GRADE) system to guide assessment of quality of evidence from high (A) to very low (D) and to determine the strength of recommendations as strong (1) or weak (2). The potential drawbacks of making strong recommendations in the presence of low-quality evidence were emphasized. Some recommendations were ungraded (UG). Recommendations were classified into three groups: 1) those directly targeting severe sepsis; 2) those targeting general care of the critically ill patient and considered high priority in severe sepsis; and 3) pediatric considerations. Results:Key recommendations and suggestions, listed by category, include: early quantitative resuscitation of the septic patient during the first 6 hrs after recognition (1C); blood cultures before antibiotic therapy (1C); imaging studies performed promptly to confirm a potential source of infection (UG); administration of broad-spectrum antimicrobials therapy within 1 hr of recognition of septic shock (1B) and severe sepsis without septic shock (1C) as the goal of therapy; reassessment of antimicrobial therapy daily for de-escalation, when appropriate (1B); infection source control with attention to the balance of risks and benefits of the chosen method within 12 hrs of diagnosis (1C); initial fluid resuscitation with crystalloid (1B) and consideration of the addition of albumin in patients who continue to require substantial amounts of crystalloid to maintain adequate mean arterial pressure (2C) and the avoidance of hetastarch formulations (1C); initial fluid challenge in patients with sepsis-induced tissue hypoperfusion and suspicion of hypovolemia to achieve a minimum of 30 mL/kg of crystalloids (more rapid administration and greater amounts of fluid may be needed in some patients) (1C); fluid challenge technique continued as long as hemodynamic improvement, as based on either dynamic or static variables (UG); norepinephrine as the first-choice vasopressor to maintain mean arterial pressure ≥ 65 mm Hg (1B); epinephrine when an additional agent is needed to maintain adequate blood pressure (2B); vasopressin (0.03 U/min) can be added to norepinephrine to either raise mean arterial pressure to target or to decrease norepinephrine dose but should not be used as the initial vasopressor (UG); dopamine is not recommended except in highly selected circumstances (2C); dobutamine infusion administered or added to vasopressor in the presence of a) myocardial dysfunction as suggested by elevated cardiac filling pressures and low cardiac output, or b) ongoing signs of hypoperfusion despite achieving adequate intravascular volume and adequate mean arterial pressure (1C); avoiding use of intravenous hydrocortisone in adult septic shock patients if adequate fluid resuscitation and vasopressor therapy are able to restore hemodynamic stability (2C); hemoglobin target of 7–9 g/dL in the absence of tissue hypoperfusion, ischemic coronary artery disease, or acute hemorrhage (1B); low tidal volume (1A) and limitation of inspiratory plateau pressure (1B) for acute respiratory distress syndrome (ARDS); application of at least a minimal amount of positive end-expiratory pressure (PEEP) in ARDS (1B); higher rather than lower level of PEEP for patients with sepsis-induced moderate or severe ARDS (2C); recruitment maneuvers in sepsis patients with severe refractory hypoxemia due to ARDS (2C); prone positioning in sepsis-induced ARDS patients with a PaO2/FIO2 ratio of ⩽ 100 mm Hg in facilities that have experience with such practices (2C); head-of-bed elevation in mechanically ventilated patients unless contraindicated (1B); a conservative fluid strategy for patients with established ARDS who do not have evidence of tissue hypoperfusion (1C); protocols for weaning and sedation (1A); minimizing use of either intermittent bolus sedation or continuous infusion sedation targeting specific titration endpoints (1B); avoidance of neuromuscular blockers if possible in the septic patient without ARDS (1C); a short course of neuromuscular blocker (no longer than 48 hrs) for patients with early ARDS and a Pao2/Fio2 < 150 mm Hg (2C); a protocolized approach to blood glucose management commencing insulin dosing when two consecutive blood glucose levels are > 180 mg/dL, targeting an upper blood glucose ⩽ 180 mg/dL (1A); equivalency of continuous veno-venous hemofiltration or intermittent hemodialysis (2B); prophylaxis for deep vein thrombosis (1B); use of stress ulcer prophylaxis to prevent upper gastrointestinal bleeding in patients with bleeding risk factors (1B); oral or enteral (if necessary) feedings, as tolerated, rather than either complete fasting or provision of only intravenous glucose within the first 48 hrs after a diagnosis of severe sepsis/septic shock (2C); and addressing goals of care, including treatment plans and end-of-life planning (as appropriate) (1B), as early as feasible, but within 72 hrs of intensive care unit admission (2C). Recommendations specific to pediatric severe sepsis include: therapy with face mask oxygen, high flow nasal cannula oxygen, or nasopharyngeal continuous PEEP in the presence of respiratory distress and hypoxemia (2C), use of physical examination therapeutic endpoints such as capillary refill (2C); for septic shock associated with hypovolemia, the use of crystalloids or albumin to deliver a bolus of 20 mL/kg of crystalloids (or albumin equivalent) over 5 to 10 mins (2C); more common use of inotropes and vasodilators for low cardiac output septic shock associated with elevated systemic vascular resistance (2C); and use of hydrocortisone only in children with suspected or proven “absolute”‘ adrenal insufficiency (2C). Conclusions:Strong agreement existed among a large cohort of international experts regarding many level 1 recommendations for the best care of patients with severe sepsis. Although a significant number of aspects of care have relatively weak support, evidence-based recommendations regarding the acute management of sepsis and septic shock are the foundation of improved outcomes for this important group of critically ill patients.


The New England Journal of Medicine | 2012

Drotrecogin Alfa (Activated) in Adults with Septic Shock

V. Marco Ranieri; B. Taylor Thompson; Philip S. Barie; Jean-François Dhainaut; Ivor S. Douglas; Simon Finfer; Bengt Gårdlund; John C Marshall; Andrew Rhodes; Antonio Artigas; Didier Payen; Jyrki Tenhunen; Hussein R. Al-Khalidi; Vivian Thompson; Jonathan Janes; William L. Macias; Burkhard Vangerow; Mark D. Williams

BACKGROUND There have been conflicting reports on the efficacy of recombinant human activated protein C, or drotrecogin alfa (activated) (DrotAA), for the treatment of patients with septic shock. METHODS In this randomized, double-blind, placebo-controlled, multicenter trial, we assigned 1697 patients with infection, systemic inflammation, and shock who were receiving fluids and vasopressors above a threshold dose for 4 hours to receive either DrotAA (at a dose of 24 μg per kilogram of body weight per hour) or placebo for 96 hours. The primary outcome was death from any cause 28 days after randomization. RESULTS At 28 days, 223 of 846 patients (26.4%) in the DrotAA group and 202 of 834 (24.2%) in the placebo group had died (relative risk in the DrotAA group, 1.09; 95% confidence interval [CI], 0.92 to 1.28; P=0.31). At 90 days, 287 of 842 patients (34.1%) in the DrotAA group and 269 of 822 (32.7%) in the placebo group had died (relative risk, 1.04; 95% CI, 0.90 to 1.19; P=0.56). Among patients with severe protein C deficiency at baseline, 98 of 342 (28.7%) in the DrotAA group had died at 28 days, as compared with 102 of 331 (30.8%) in the placebo group (risk ratio, 0.93; 95% CI, 0.74 to 1.17; P=0.54). Similarly, rates of death at 28 and 90 days were not significantly different in other predefined subgroups, including patients at increased risk for death. Serious bleeding during the treatment period occurred in 10 patients in the DrotAA group and 8 in the placebo group (P=0.81). CONCLUSIONS DrotAA did not significantly reduce mortality at 28 or 90 days, as compared with placebo, in patients with septic shock. (Funded by Eli Lilly; PROWESS-SHOCK ClinicalTrials.gov number, NCT00604214.).


American Journal of Respiratory and Critical Care Medicine | 2011

Early Identification of Patients at Risk of Acute Lung Injury: Evaluation of Lung Injury Prediction Score in a Multicenter Cohort Study

Ognjen Gajic; Ousama Dabbagh; Pauline K. Park; Adebola O. Adesanya; Steven Y. Chang; Peter C. Hou; Harry L. Anderson; J. Jason Hoth; Mark E. Mikkelsen; Nina T. Gentile; Michelle N. Gong; Daniel Talmor; Ednan K. Bajwa; Timothy R. Watkins; Emir Festic; Murat Yilmaz; Remzi Iscimen; David A. Kaufman; Annette M. Esper; Ruxana T. Sadikot; Ivor S. Douglas; Jonathan Sevransky; Michael Malinchoc

RATIONALE Accurate, early identification of patients at risk for developing acute lung injury (ALI) provides the opportunity to test and implement secondary prevention strategies. OBJECTIVES To determine the frequency and outcome of ALI development in patients at risk and validate a lung injury prediction score (LIPS). METHODS In this prospective multicenter observational cohort study, predisposing conditions and risk modifiers predictive of ALI development were identified from routine clinical data available during initial evaluation. The discrimination of the model was assessed with area under receiver operating curve (AUC). The risk of death from ALI was determined after adjustment for severity of illness and predisposing conditions. MEASUREMENTS AND MAIN RESULTS Twenty-two hospitals enrolled 5,584 patients at risk. ALI developed a median of 2 (interquartile range 1-4) days after initial evaluation in 377 (6.8%; 148 ALI-only, 229 adult respiratory distress syndrome) patients. The frequency of ALI varied according to predisposing conditions (from 3% in pancreatitis to 26% after smoke inhalation). LIPS discriminated patients who developed ALI from those who did not with an AUC of 0.80 (95% confidence interval, 0.78-0.82). When adjusted for severity of illness and predisposing conditions, development of ALI increased the risk of in-hospital death (odds ratio, 4.1; 95% confidence interval, 2.9-5.7). CONCLUSIONS ALI occurrence varies according to predisposing conditions and carries an independently poor prognosis. Using routinely available clinical data, LIPS identifies patients at high risk for ALI early in the course of their illness. This model will alert clinicians about the risk of ALI and facilitate testing and implementation of ALI prevention strategies. Clinical trial registered with www.clinicaltrials.gov (NCT00889772).


Nature Medicine | 2012

The pulmonary endothelial glycocalyx regulates neutrophil adhesion and lung injury during experimental sepsis

Eric P. Schmidt; Yimu Yang; William J. Janssen; Aneta Gandjeva; Mario J. Perez; Lea Barthel; Rachel L. Zemans; Joel Bowman; Dan Koyanagi; Zulma X. Yunt; Lynelle P. Smith; Sara S Cheng; Katherine H. Overdier; Kathy Thompson; Mark W. Geraci; Ivor S. Douglas; David B. Pearse; Rubin M. Tuder

Sepsis, a systemic inflammatory response to infection, commonly progresses to acute lung injury (ALI), an inflammatory lung disease with high morbidity. We postulated that sepsis-associated ALI is initiated by degradation of the pulmonary endothelial glycocalyx, leading to neutrophil adherence and inflammation. Using intravital microscopy, we found that endotoxemia in mice rapidly induced pulmonary microvascular glycocalyx degradation via tumor necrosis factor-α (TNF-α)-dependent mechanisms. Glycocalyx degradation involved the specific loss of heparan sulfate and coincided with activation of endothelial heparanase, a TNF-α–responsive, heparan sulfate–specific glucuronidase. Glycocalyx degradation increased the availability of endothelial surface adhesion molecules to circulating microspheres and contributed to neutrophil adhesion. Heparanase inhibition prevented endotoxemia-associated glycocalyx loss and neutrophil adhesion and, accordingly, attenuated sepsis-induced ALI and mortality in mice. These findings are potentially relevant to human disease, as sepsis-associated respiratory failure in humans was associated with higher plasma heparan sulfate degradation activity; moreover, heparanase content was higher in human lung biopsies showing diffuse alveolar damage than in normal human lung tissue.


Journal of The American Society of Nephrology | 2007

Acute Renal Failure after Bilateral Nephrectomy Is Associated with Cytokine-Mediated Pulmonary Injury

Thomas S. Hoke; Ivor S. Douglas; Christina L. Klein; Zhibin He; Wen-Feng Fang; Joshua M. Thurman; Yunxia Tao; Belda Dursun; Norbert F. Voelkel; Charles L. Edelstein; Sarah Faubel

Clinical studies demonstrate that acute renal failure (ARF) is associated with increased mortality, which may be due to pulmonary complications. ARF may affect the lung via increased renal production or impaired clearance of mediators of lung injury, such as proinflammatory cytokines. Bilateral nephrectomy is a method to examine directly the deleterious systemic effects of absent renal clearance in ARF without the confounding effects that are associated with ischemia-reperfusion injury (e.g., ischemic ARF) or systemic toxicity (e.g., cisplatin-induced ARF). This study contrasts the effects of ischemic ARF and bilateral nephrectomy on serum cytokines and lung injury. It demonstrates that the acute absence of kidney function after both ischemic ARF and bilateral nephrectomy is associated with an increase in multiple serum cytokines, including IL-6 and IL-1beta, and that the cytokine profiles were distinct. Lung injury after ischemic ARF and bilateral nephrectomy was similar and was characterized by pulmonary vascular congestion and neutrophil infiltration. For investigation of the role of proinflammatory cytokines in pulmonary injury after ARF, the anti-inflammatory cytokine IL-10 was administered before bilateral nephrectomy. IL-10 treatment improved pulmonary architecture and was associated with a reduction in inflammatory markers, including bronchoalveolar lavage fluid total protein, pulmonary myeloperoxidase activity (a biochemical marker of neutrophils), and the chemokine macrophage inflammatory protein 2. These data demonstrate for the first time that the acute absence of kidney function results in pulmonary injury independent of renal ischemia and highlight the critical role of the kidney in the maintenance of serum cytokine balance and pulmonary homeostasis.


The New England Journal of Medicine | 2014

Rosuvastatin for Sepsis-Associated Acute Respiratory Distress Syndrome

Jonathon D. Truwit; Gordon R. Bernard; Jay Steingrub; Michael A. Matthay; Kathleen D. Liu; Timothy E. Albertson; Roy G. Brower; Carl Shanholtz; Peter Rock; Ivor S. Douglas; Bennett P. deBoisblanc; Catherine L. Hough; R. Duncan Hite; B. Taylor Thompson

BACKGROUND In the acute respiratory distress syndrome (ARDS), inflammation in the lungs and other organs can cause life-threatening organ failure. Inhibitors of 3-hydroxy-3-methylglutaryl coenzyme A reductase (statins) can modulate inflammatory responses. Previous observational studies suggested that statins improved clinical outcomes in patients with sepsis. We hypothesized that rosuvastatin therapy would improve clinical outcomes in critically ill patients with sepsis-associated ARDS. METHODS We conducted a multicenter trial in which patients with sepsis-associated ARDS were randomly assigned to receive either enteral rosuvastatin or placebo in a double-blind manner. The primary outcome was mortality before hospital discharge home or until study day 60 if the patient was still in a health care facility. Secondary outcomes included the number of ventilator-free days (days that patients were alive and breathing spontaneously) to day 28 and organ-failure-free days to day 14. RESULTS The study was stopped because of futility after 745 of an estimated 1000 patients had been enrolled. There was no significant difference between study groups in 60-day in-hospital mortality (28.5% with rosuvastatin and 24.9% with placebo, P=0.21) or in mean (±SD) ventilator-free days (15.1±10.8 with rosuvastatin and 15.1±11.0 with placebo, P=0.96). The groups were well matched with respect to demographic and key physiological variables. Rosuvastatin therapy, as compared with placebo, was associated with fewer days free of renal failure to day 14 (10.1±5.3 vs. 11.0±4.7, P=0.01) and fewer days free of hepatic failure to day 14 (10.8±5.0 vs. 11.8±4.3, P=0.003). Rosuvastatin was not associated with an increased incidence of serum creatine kinase levels that were more than 10 times the upper limit of the normal range. CONCLUSIONS Rosuvastatin therapy did not improve clinical outcomes in patients with sepsis-associated ARDS and may have contributed to hepatic and renal organ dysfunction. (Funded by the National Heart, Lung, and Blood Institute and the Investigator-Sponsored Study Program of AstraZeneca; ClinicalTrials.gov number, NCT00979121.).


Kidney International | 2008

Interleukin-6 mediates lung injury following ischemic acute kidney injury or bilateral nephrectomy

Christina L. Klein; Tom S. Hoke; Wen-Feng Fang; Christopher Altmann; Ivor S. Douglas; Sarah Faubel

Patients with acute kidney injury frequently have pulmonary complications. Similarly ischemic acute kidney injury or bilateral nephrectomy in rodents causes lung injury characterized by pulmonary edema, increased pulmonary capillary leak and interstitial leukocyte infiltration. Interleukin-6 is a pro-inflammatory cytokine that is increased in the serum of patients with acute kidney injury and predicts mortality. Here we found that lung neutrophil infiltration, myeloperoxidase activity, the neutrophil chemokines KC and MIP-2 and capillary leak all increased within 4 h following acute kidney injury in wild-type mice. These pathologic factors were reduced in interleukin-6-deficient mice following acute kidney injury or bilateral nephrectomy. The lungs of mutant mice had reduced KC but MIP-2 was similar to that of wild type mice. Wild-type mice, treated with an interleukin-6 inactivating antibody, had decreased lung myeloperoxidase activity and KC levels following acute kidney injury. Our study shows that interleukin-6 contributes to lung injury following acute kidney injury.


Critical Care Medicine | 2007

Alcohol dependence is independently associated with sepsis, septic shock, and hospital mortality among adult intensive care unit patients.

James M. O'Brien; Bo Lu; Naeem A. Ali; Greg S. Martin; Scott K. Aberegg; Clay B. Marsh; Stanley Lemeshow; Ivor S. Douglas

Objective:To determine the association between alcohol dependence (alcoholism not in remission and/or alcohol withdrawal) and sepsis, septic shock, and hospital mortality among intensive care unit (ICU) patients. Design:Retrospective cohort study. Setting:Two ICUs in an urban hospital. Patients:Patients included 11,651 adult admissions to Denver Health Medical Center from January 1, 1999, to December 31, 2004, with ≥1 ICU day. Interventions:None. Measurements and Main Results:Of first admissions appearing in the data set (n = 9,981), 1,222 (12.2%) had a diagnosis consistent with alcohol dependence. These patients had higher rates of sepsis (12.9% vs. 7.6%, p < .001), organ failure (67.3% vs. 45.8%, p < .001), septic shock (3.6% vs. 2.1%, p = .001), and hospital mortality (9.4% vs. 7.5%, p = .022) on unadjusted analyses. Patients with alcohol dependence also had fewer hospital-free days. After adjustment for factors with known association with sepsis, alcohol dependence was associated with sepsis. This association was modified if the patient received (adjusted odds ratio, 0.92; 95% confidence interval, 0.65–1.31) or did not receive (adjusted odds ratio, 1.91; 95% confidence interval, 1.49–2.44) red cell transfusions. A general predisposition to infections mediated some, but not all, of this association. Results were similar when repeat admissions were included in the analysis. Alcohol dependence was also associated with septic shock and hospital mortality in multivariable analyses. Among those with liver disease and sepsis, alcohol dependence was associated with more than two-fold increased risk-adjusted odds of hospital mortality (adjusted odds ration, 2.31; 95% confidence interval, 1.26–4.24). Similarly, sepsis and liver disease carried higher odds of death for alcohol-dependent patients than for those without alcohol dependence. Conclusions:Alcohol dependence is independently associated with sepsis, septic shock, and hospital mortality among ICU patients. The underlying mechanisms of this association require exploration, as an increased rate of infections mediated some, but not all, of this association.


Critical Care Medicine | 2011

Acute Kidney Injury in Patients with Acute Lung Injury: Impact of Fluid Accumulation on Classification of Acute Kidney Injury and Associated Outcomes

Kathleen D. Liu; B. Taylor Thompson; Marek Ancukiewicz; Jay Steingrub; Ivor S. Douglas; Michael A. Matthay; Patrick Wright; Michael W. Peterson; Peter Rock; Robert C. Hyzy; Antonio Anzueto; Jonathon D. Truwit

Objective:It has been suggested that fluid accumulation may delay recognition of acute kidney injury. We sought to determine the impact of fluid balance on the incidence of nondialysis requiring acute kidney injury in patients with acute lung injury and to describe associated outcomes, including mortality. Design:Analysis of the Fluid and Catheter Treatment Trial, a factorial randomized clinical trial of conservative vs. liberal fluid management and of management guided by a central venous vs. pulmonary artery catheter. Setting:Acute Respiratory Distress Syndrome Network hospitals. Patients:One thousand patients. Interventions:None. Measurements and Main Results:The incidence of acute kidney injury, defined as an absolute rise in creatinine of ≥0.3 mg/dL or a relative change of >50% over 48 hrs, was examined before and after adjustment of serum creatinine for fluid balance. The incidence of acute kidney injury before adjustment for fluid balance was greater in those managed with the conservative fluid protocol (57% vs. 51%, p = .04). After adjustment for fluid balance, the incidence of acute kidney injury was greater in those managed with the liberal fluid protocol (66% vs. 58%, p = .007). Patients who met acute kidney injury criteria after adjustment of creatinine for fluid balance (but not before) had a mortality rate that was significantly greater than those who did not meet acute kidney injury criteria both before and after adjustment for fluid balance (31% vs. 12%, p < .001) and those who had acute kidney injury before but not after adjustment for fluid balance (31% vs. 11%, p = .005). The mortality of those patients meeting acute kidney injury criteria after but not before adjustment for fluid balance was similar to patients with acute kidney injury both before and after adjustment for fluid balance (31% vs. 38%, p = .18). Conclusions:Fluid management influences serum creatinine and therefore the diagnosis of acute kidney injury using creatinine-based definitions. Patients with “unrecognized” acute kidney injury that is identified after adjusting for positive fluid balance have higher mortality rates, and patients who have acute kidney injury before but not after adjusting for fluid balance have lower mortality rates. Future studies of acute kidney injury should consider potential differences in serum creatinine caused by changes in fluid balance and the impact of these differences on diagnosis and prognosis.


Critical Care Medicine | 2010

Acute kidney injury in the intensive care unit: An update and primer for the intensivist

Paula Dennen; Ivor S. Douglas; Robert J. Anderson

Objective:Acute kidney injury is common in critically ill patients and is associated with significant morbidity and mortality. Patients across the spectrum of critical illness have acute kidney injury. This requires clinicians from across disciplines to be familiar with recent advances in definitions, diagnosis, prevention, and management of acute kidney injury in the intensive care unit. The purpose of this concise review, therefore, is to address, for the non-nephrologist, clinically relevant topical questions regarding acute kidney injury in the intensive care unit. Data Sources:The authors (nephrologists and intensivists) performed a directed review of PubMed to evaluate topics including the definition, diagnosis, prevention, and treatment of acute kidney injury in the intensive care unit. The goal of this review is to address topics important to the practicing intensivist. Data Synthesis and Findings:Whenever available, preferential consideration was given to randomized controlled trials. In the absence of randomized trials, observational and retrospective studies and consensus opinions were included. Conclusions:Acute kidney injury in the intensive care unit is a clinically relevant problem requiring awareness and expertise among physicians from a wide variety of fields. Although many questions remain controversial and without definitive answers, a periodic update of this rapidly evolving field provides a framework for understanding and managing acute kidney injury in the intensive care unit.

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Marc Moss

University of Colorado Denver

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Katherine H. Overdier

University of Colorado Denver

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Brendan J. Clark

University of Colorado Denver

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Shannon S. Carson

University of North Carolina at Chapel Hill

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Ellen L. Burnham

University of Colorado Denver

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Gordon D. Rubenfeld

Sunnybrook Health Sciences Centre

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Jeremy M. Kahn

University of Pittsburgh

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