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Ann Thorac Surg 2009;87:532-539. doi:10.1016/j.athoracsur.2008.10.044
© 2009 The Society of Thoracic Surgeons

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Original Articles: Adult Cardiac

Blood Transfusion Reduction in Cardiac Surgery: Multidisciplinary Approach at a Community Hospital

James Brevig, MDa,c,*, Julie McDonald, BSNa, Edy S. Zelinka, CCPa,b, Trudi Gallagher, RNa, Ruyun Jin, MDd, Gary L. Grunkemeier, PhDd

a Providence Regional Medical Center Everett, Everett, Washington
b Advanced Perfusion Care, Inc, Pinehurst, North Carolina
c Everett Cardiovascular and Thoracic Surgical Associates, Everett, Washington
d Medical Data Research Center, Providence Health & Services, Portland, Oregon

Accepted for publication October 16, 2008.

* Address correspondence to Dr Brevig, 1330 Rockefeller Ave, Suite 400, Everett, WA 98206 (Email: james.brevig{at}providence.org).


    Abstract
 Top
 Abstract
 Introduction
 Material and Methods
 Results
 Comment
 Footnotes
 References
 
Background: Mounting evidence exists for more restrictive blood transfusion practices in patients undergoing cardiac surgery. Few studies, however, have recognized or agree upon a method by which this decrease in allogeneic red blood cell transfusion can be achieved. We will review our methods and experience in a blood conservation initiative from 2003 to 2007.

Methods: A data driven, multidisciplinary effort to decrease allogeneic red blood cell transfusion was instituted in a community hospital. Numerous innovations in treatment protocols were implemented and evaluated. Clinical data from 2003 to 2007 will be presented. Yearly review of outcomes led to an evolving clinical practice and lowered transfusion rates.

Results: A total of 2,531 consecutive cardiac surgical procedures were performed during a five-year period. Using a multidisciplinary approach to quality improvement, and with the goal of using fewer blood products, our incidence of allogeneic red blood cell transfusion was decreased, from 43% in 2003 to 18% in 2007. Patient outcomes were not significantly changed.

Conclusions: Cardiac surgery in a community hospital can be performed safely with low utilization of allogeneic red blood cell transfusions. A multidisciplinary approach to blood conservation can result in lower transfusion rates and equivalent patient outcomes.


    Introduction
 Top
 Abstract
 Introduction
 Material and Methods
 Results
 Comment
 Footnotes
 References
 
There is no general consensus on appropriate use of allogeneic red blood cell (RBC) transfusion for cardiac surgery [1]. Snyder–Ramos and colleagues noted "marked variations in perioperative patterns exist. Thus it appears that transfusion guidelines are not uniformly applied and that informal institutional specific standards, local conditions (eg, availability of blood products, national medical standards), and individual physicians continue to drive transfusion practice." [2].

Historically, a hemoglobin of 10 g/dL and a hematocrit of 30% were common triggers for RBC transfusion. The Society of Thoracic Surgeon (STS) guidelines suggest for "patients after cardiac operations with hemoglobin levels below 6 g/dL, RBC transfusion is reasonable and can be life-saving. Transfusion of red cells is reasonable in most postoperative patients with hemoglobin levels of 7 g/dL or less, but no high-level evidence supports this recommendation" [3]. Kuduvalli and colleagues [4] suggest a decrease in mortality in patients not transfused. According to Scott [5], transfused cardiac surgery patients have twice the five-year mortality (15% vs 7%) of nontransfused patients even after correction for comorbidities and other factors. Engoren and colleagues [6] state the following: "After correction for comorbidities and other factors, transfusion was still associated with a 70% increase in mortality." Although transfusion seems to be associated with worse clinical outcomes in cardiac surgery, this association does not prove causation.

Carson and colleagues [7] found that anemia is a preoperative risk factor for increased postoperative surgical mortality and morbidity. Kulier and colleagues [8] evaluated the impact that preoperative anemia had when combined with other patient comorbidities. They showed preoperative anemia magnified the adverse effects of other comorbidities and the magnitude of this effect is dependent on the number of units of allogeneic blood products administered. Other database studies have examined outcomes and lowest hematocrit at various times during and after surgery. These lowest hematocrit studies have sent a message that a low hematocrit may be associated with bad outcomes, yet low hematocrit is a marker for transfusion and the authors did not examine transfusion in their analysis [9]. Despite the findings of DeFoe and colleagues [10], that a lowest hematocrit on bypass was significantly associated with in-hospital death, and Ranucci and colleagues [11], that a low hematocrit on bypass increases length of stay and renal failure, that has not been our experience.

There are several cardiac surgery blood conservation and management programs around the country that have been successful [12]. We will demonstrate that our multidisciplinary approach used to minimize transfusion is safe and associated with good patient outcomes.


    Material and Methods
 Top
 Abstract
 Introduction
 Material and Methods
 Results
 Comment
 Footnotes
 References
 
Patient Population and Data Collection
Providence Regional Medical Center Everett (PRMCE) is a community hospital in Everett, Washington. This retrospective study is part of an ongoing quality improvement program and, in the absence of a local institutional review board, was approved by our Chief Medical Officer and chairperson of the Quality Council of Providence Regional Medical Center, Everett, Washington.

Clinical data from all cardiac surgeries are submitted to the STS Adult Cardiac Database, the Washington State Clinical Outcomes and Assessment Program (COAP), and the Providence Health & Services (PH&S) Cardiovascular Study Group data set. Definitions of variables used for data collection align with those in the STS database [13]. We began collecting data on blood utilization in cardiac surgery in 1999. These data provided a baseline. Since then we have added metrics intended to help us understand our practices and processes. Interim data analysis was done as new products became available and new practices were identified.

A total of 2,531 consecutive cardiac surgeries from 2003 to 2007 were evaluated. Perioperative RBC transfusion rates (from arrival in the operative room to discharge) are reported by year. Blood products that were transfused after discharge were not tracked. Blood products used included RBCs, platelets, fresh frozen plasma, and cryoprecipitate. However, since 99% of patients who received any blood product received RBCs, the RBC transfusion rate is used throughout this report. Patient characteristics, type of procedure, incidence of RBC transfusion, units of RBCs transfused, and outcomes are reported by operation year.

Statistical Analysis
Dichotomous and categorical variables were presented as percentages and were tested by the {chi}2 test. Continuous variables were expressed as mean ± SD and one-way analysis of variance was performed to compare the means among groups.

Risk models were adopted for risk-adjusted comparison. Odds ratios [14] were compared among groups. Cumulative sum (CUSUM) analysis [15] was used to show the overall risk-adjusted results.

Alghamdi and colleagues' Transfusion Risk Understanding Scoring Tool [16] was chosen to calculate the predicted risk of transfusion. The predictors included age, gender, weight, preoperative hemoglobin and creatinine, reoperation, urgency of operation, and type of operation. Because only the preoperative hematocrit was available in our data, the formula of hematocrit (%) = 2.953 x hemoglobin (g/dL) [17] was used to calculate hemoglobin values.

The data sharing collaborative of the PH&S Cardiovascular Study Group produced a risk model for coronary artery bypass (CABG) operative mortality, based on 12,845 isolated CABGs from 1997 through June 2002 [18]. This model did not contain blood transfusion as a risk factor. Recently, the PH&S risk model was recalibrated using 12,962 additional CABG surgeries performed from 2002 to 2007 (results not shown). The recalibrated PH&S model expected mortality was used to risk-adjust the CABG outcome results.

Strategies of Blood Conservation: Preoperative Evaluation and Management
Our intention is to minimize our patients' operative risk by optimizing their preoperative condition. Preoperative anemia, especially when combined with advanced age or chronic renal insufficiency is a common indication for a Blood Conservation Coordinator (BCC) consultation. Forty-three percent of our CABG patients are admitted with acute coronary syndromes and have surgery before discharge, while 4% of our patients are emergent or salvage.

Although there are no agreed upon indications, each surgeon decides which of their patients will benefit from a BCC referral. Currently 22% of our patients are evaluated by the BCC. These evaluations include a fasting ferritin, transferrin, serum iron, and complete blood count, in order to assure that adequate iron stores are available for RBC production. Seventy percent of these patients receive preoperative intravenous iron. Our preoperative goal for patients (without underlying inflammatory processes) is to have a ferritin of 200 to 300 ng/mL. Because of concerns about safety and efficacy, only about 2% of patients are treated with erythropoietic stimulating agents preoperatively. The cost of these interventions is mitigated by a diagnosis of latent iron deficiency, iron deficiency anemia, and(or) renal insufficiency that require treatment. In addition to the clinical role, the BCC acts as a driver of blood conservation and transfusion reduction efforts in order to help keep the team on track.

Surgical Technique
Anesthesia techniques and fluid administration are not standardized among the cardiac anesthesiologists. Typical anesthetic agents used are midazolam, fentanyl citrate, isoflurane (all from Abbott Laboratories, North Chicago, IL), propofol (Astra Zeneca s.p.a., Caponago, Italy), and neuromuscular blockade. During the study period, aprotinin (Bayer Healthcare, Wayne, NJ) use was low and those patients who did not receive aprotinin received aminocaproic acid (Hospira Inc, Lake Forest, IL), with dosage ranging from 7.5 to 10.0 grams, both as a loading dose and in the pump prime, at the discretion of the anesthesiologist. Intravenous fluid administration is judicious. Prior to cardiopulmonary bypass (CPB), blood pressure is maintained with phenylephrine (Baxter, Irvine, CA) or norepinephrine bitrate (Bedford Labs, Bedford, OH) rather than fluid administration as long as monitoring parameters do not indicate a deleterious fluid deficit.

The same four surgeons performed cardiac surgery during the baseline and project periods. The most recent surgeon addition was in 1997. A senior surgeon retired after an injury in September 2006. All have made concerted efforts to standardize surgical techniques and follow agreed-upon protocols. The CPB is employed in greater than 95% of patients. A median sternotomy is routinely used. Meticulous attention is paid to surgical hemostasis throughout the procedure. Saphenous vein and radial artery donor sites are closed immediately after harvest to minimize blood loss. Irrigation of the surgeons' hands and of the field is minimized to avoid introducing crystalloid into the CPB circuit. A single cross-clamp technique is used to perform proximal anastomoses in CABG patients. When irrigation is used in the field for valves, cardiotomy suction and vents are temporarily discontinued. Shed blood is routinely returned to the perfusion circuit, except for one surgeon who only uses cardiotomy suction on CABG patients if unusual bleeding is noted. Wall suction is used for any small blood collections. Shed blood during these cases is rarely greater than 200 mL.

Previous small-scale studies in our institution have shown no significant decrease in blood loss or transfusion rate when a cell saver is used. Therefore, only patients who have a high risk of needing a blood transfusion, or who do not accept blood products, routinely have a cell saver used. When a cell saver is used, a portion of the remaining blood in the CPB circuit is processed through it. Otherwise all blood in the circuit is returned to the patient.

Perfusion
The techniques used on every case are vacuum-assisted venous drainage with dry 3/8'' tubing, 10 foot arterial-venous loop, retrograde autologous prime, and the drainage of saline prime from the cardioplegia circuit. We use a polymer-coated perfusion circuit (Terumo, Ann Arbor, MI). Our priming method involves removal of normal saline (Hospira Inc) from the circuit and replacement with mannitol, sodium bicarbonate (both from Hospira Inc), heparin sodium (APP Pharmaceuticals, LLC, Schaumburg, IL), and albumin (Grifols Biologicals, Inc, Los Angeles, CA). Normal saline prime volume ranges between 175 mL and 425 mL depending on whether albumin is used. Tubing lengths and prime volume have decreased through optimization of the perfusion circuit and have remained stable since 2003.

Cold 4:1 blood cardioplegia is used, with high dose potassium, to limit crystalloid administration. Normothermia is maintained except in cases of circulatory arrest or specific surgeon request. The use of a hemoconcentrator is determined on a case by case basis.

Postoperative Period
Postoperative care is provided by the surgeons and physician assistants. Other subspecialists are consulted by the surgeon as needed. We do not have a standard hematocrit transfusion trigger or specific treatment protocols. Our major strategy for limiting the use of RBCs postoperatively is permissive anemia. Our indications for transfusion include persistent hypotension, orthostatic hypotension, tachycardia, and inability to participate in rehabilitation. The nursing staff is encouraged to restrict crystalloid administration, but may use amounts up to 2 L prior to involving the surgeon in further decision making. Five percent albumin is commonly used for additional volume resuscitation. Judicious use of pressors is encouraged to further minimize hemodilution. Routine lab draws currently include the following: three hematocrits, three potassium levels, two renal panels, one magnesium level, and two arterial blood gases during the first 72 hours. We do not use pediatric tubes for blood draws. Our extubation protocol has been developed in concert with respiratory therapy and minimizes the use of arterial blood gases. The policies regarding frequency and timing of these lab draws are reviewed annually. Consultants are strongly discouraged from administering blood products without prior discussion with the operating surgeon. The majority of our patients are treated with an anemia management protocol, which consists of supplementation with oral iron, intramuscular B-12, vitamin C, and folate. This is often started on postoperative day 2 for patients with a hematocrit of less than 35%.


    Results
 Top
 Abstract
 Introduction
 Material and Methods
 Results
 Comment
 Footnotes
 References
 
From 2003 to 2007, 2,531 open-heart surgeries were performed at PRMCE. Table 1 shows procedure type, transfusion status, morbidity, and mortality by year. The type and volume of procedures is similar over time. The predicted risk of transfusion varied between 51% and 54% and was not significantly different (p = 0.171). The incidence of perioperative RBC transfusion decreased from 43% in 2003 to 18% in 2007. The yearly average rates were 43%, 38%, 26%, 19%, and 18%, respectively. The odds ratios for transfusion were decreased from 0.6 to 0.1. While the incidence of transfusion was decreasing, the units of RBC administered per recipient also decreased, from a mean of 3.3 units in 2003 to 3.0 units in 2007. Mean units transfused based on the patient population was 1.4 in 2003 and decreased to 0.5 units in 2007. Figure 1 shows the distribution of RBC units transfused by year. Figure 2 shows the RBC transfusion rate by location of administration (intraoperatively vs postoperatively), and by type of procedure (isolated CABG vs CABG/valve and non-CABG). Isolated CABG had a lower RBC transfusion rate than other procedures. Yearly decreases in RBC transfusions were observed in all procedure types. Figure 3 shows trends in intraoperative strategies used to manage RBC mass. Figure 4 illustrates the cumulative number of patients transfused and the cumulative number of RBC units used over the past 5 years. The divergence of the slope from the trend line shows that blood utilization decreased starting in 2005. Two hundred ninety patients were not transfused and 1,127 RBC units were saved as a result of our blood conservation program over the last 3 years of the study period. Figure 5 shows the observed versus expected transfusion rate for two time periods; 2003 to 2004 and 2005 to 2007. For each time frame, the patients were separated into six groups, based on their predicted risk of transfusion. The predicted risk was similar for both time periods and less blood was used in the later period.


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Table 1 Summary of Cardiac Surgery Procedures From 2003 to 2007
 

Figure 1
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Fig 1. Trend of units transfused per red blood cell (RBC) recipient by year.

 

Figure 2
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Fig 2. Incidence of RBC transfusion over time by location of administration (intraoperatively vs postoperatively), and by type of procedure (isolated CABG vs CABG/valve and non-CABG). (Grey bars represent the overall incidence of RBC transfusion; RBC = red blood cell; CABG = coronary artery bypass grafting.)

 

Figure 3
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Fig 3. Intraoperative procedural strategies used to manage red cell mass. (Grey bars represent the overall incidence of RBC transfusion.)

 

Figure 4
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Fig 4. Cumulative number of patients transfused and the cumulative number of red blood cell (RBC) units used from 2003 to 2007. The trend line is extrapolated from the 2003 and 2004 experience. The grey lines represent the cumulative number of patients transfused. The black lines represent the cumulative units of RBC transfused. The straight lines are the linear fit for the first 2 years data, 2003 and 2004. The divergence of the slope from the trend line shows that blood utilization decreased starting in 2005. Two hundred ninety patients were not transfused and 1,127 RBC units were saved as a result of our blood conservation program from 2005 through 2007.

 

Figure 5
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Fig 5. Predicted versus observed transfusion rate by two time periods. The predicted risk of transfusion was calculated by Alghamdi and colleagues' Transfusion Risk Understanding Scoring Tool [16]. Patients were grouped by the predicted risk of transfusion. The areas of the circles are proportional to the number of patients in each group: the circles in the legend depict 100 patients. If the real transfusion rate is the same as predicted, the circle would be on the diagonal line of identity. The vertical distance from the diagonal line to the center of a circle represents patients in that group who avoided a predicted red blood cell transfusion. (black circles = 2003 to 2004 [n = 1,043]; grey circles = 2005 to 2007 [n = 1,488].)

 
In the total cardiac surgery population, mortality and morbidity remained stable or improved while the RBC utilization fell (Table 1). The in-hospital mortalities for 2003 to 2007 were 3.0%, 2.7%, 3.5%, 3.2%, and 3.5%, respectively, with p = 0.938. The median postoperative length of stay remained stable at four days, and postoperative intubation hours decreased from 4.7 to 3.9 hours.

Our isolated CABG patient population (n = 1,617) from 2003 to 2007 was used to compare specific patient characteristics and risk-adjusted outcomes as the RBC utilization rate decreased (Table 2). The CABG patient demographics, medical history, comorbidities, and procedure status were similar over time. The predicted risk of transfusion varied between 46% and 49% and was not significantly different over time (p = 0.415). The odds ratio for transfusion decreased from 0.6 to 0.1. Figure 6 compares our blood utilization to state and national benchmark trends that use COAP and STS data. Our hospital is one of 18 open-heart surgery programs in Washington State and accounts for about 10% of the surgical volume. The blood product utilization in our facility is lower than these benchmarks.


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Table 2 Patients' Characteristics, Transfusion Status, and Outcomes in Isolated CABG Patients by Year
 

Figure 6
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Fig 6. Isolated CABG blood utilization trends in study hospital, PRMCE, with STS and COAP benchmarks, 2003 to 2007. The upper panel shows the transfusion rates of all blood products intraoperatively or postoperatively the lower panel shows the transfusion rates of RBC perioperatively. (PRMCE = Providence Regional Medical Center Everett; STS = Society of Thoracic Surgeon; COAP = Washington State Clinical Outcomes and Assessment Program; RBC = red blood cell.)

 
The isolated CABG morbidity remained stable or improved while the RBC utilization fell from 38% to 14%. New renal insufficiency decreased from 2.1% to 1.1%. Median postoperative length of stay declined from four to three days, and our postoperative intubation duration fell to three hours from the original 4.5 hours. The mortality increased from 0.8% in 2003 to 2.5% in 2007 (Table 2), although the change was not significant in the {chi}2 test (p = 0.452). In 2007 there were seven CABG deaths. Causes of death included: pulmonary embolism, malignant ventricular arrhythmia after left ventricular assist device explantation, incomplete revascularization in the setting of a fresh myocardial infarction and cardiogenic shock, coronary embolization, necrotic bowel, and two patients with multiorgan failure. Five of the seven received RBCs. All of them were administered intraoperatively or early in the postoperative period and the average ante-mortem hematocrit was 28.7%. This increase is responsible for the rise in mortality for all cardiac procedures from 3.0% to 3.5%. The in-hospital mortality for procedures other than isolated CABG actually trended downward (8.5%, 4.9%, 7.2%, 5.3%, 5.1%) for years 2003 to 2007, respectively.

CUSUM analysis reveals that the apparent rise in mortality for all CABG patients is confined to those patients who received RBCs. Figure 7 shows the risk-adjusted CABG mortality using CUSUM analysis. These curves were computed separately for patients who did not receive (upper panel) or did receive (lower panel) RBC transfusions. The transfused group has a CUSUM that ends above zero, indicating about five more deaths than expected, but the curve remains within the prediction limits. For the non-transfused group, the CUSUM remains very close to the lower prediction limit indicating about five fewer deaths than expected.


Figure 7
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Fig 7. The cumulative sum (CUSUM) graph of operative mortality by status of red blood cell (RBC) transfusion. The jagged CUSUM line is the cumulative sum of the observed minus expected deaths. The horizontal line represents performance as expected, above the line worse than expected (excess deaths), and below the line better than expected (lives saved). The smooth lines are the 95% prediction limits. Vertical lines indicate 100 surgeries. The odds ratio (OR) and 95% confidence interval (CI) are included.

 

    Comment
 Top
 Abstract
 Introduction
 Material and Methods
 Results
 Comment
 Footnotes
 References
 
Initial interest in blood conservation started at our institution in 1999. By 2003, we had broad-based support from clinical stakeholders and hospital administration. This report focuses on our results since that time. We used standard quality improvement methodologies to lower our perioperative allogeneic RBC utilization. Our results may not apply to other cardiac surgery programs with a different patient demographic.

Transfusion practices in cardiac surgery are the subject of increasing interest. We began our project without a clear endpoint in mind. We were unable to predict how much reduction in blood utilization could be achieved without impairing patient safety. Each time the team looked at data, ideas for further lowering transfusion rates were discussed. Our success in reducing blood utilization has come about because of a collaborative multidisciplinary approach. All members of the team changed their practices based on outcomes data. Interestingly, the surgeons were not the main impediment to improvement. As an example, one of the first areas examined was reoperation for bleeding after cardiac surgery. Surgeon data were discussed in an unblinded format. The surgeons with higher reoperation for bleeding rates then discussed with their colleagues what techniques were used to minimize bleeding. We also measured total drainage for the first 24-hour period to make sure we were not simply raising our threshold for reoperation. This resulted in a best practice being identified and adopted by the surgeons. This same improvement methodology is used throughout the cardiac surgery program.

We found the major barrier to improvement was changing the culture of the entire patient care team, many of whom were convinced that historic patterns of a liberal use of blood products constituted the best patient care. In order to communicate our program goals to caregivers we present our data on a yearly basis. Regular education regarding patient outcomes is crucial to motivate team members to continue to focus on transfusion reduction. This has helped overcome reluctance to change longstanding transfusion practices.

Over time, our transfusions have moved out of the operating room and into the postoperative setting. Transfusion in cardiac surgery is rarely an emergency, and usually does not need to be administered in the operating room or on an urgent basis. Postoperatively, the surgeon can assess each patient's hemodynamic status and tolerance of anemia, and decide whether transfusion is warranted. This allows a more systematic and methodical evaluation than is possible in the operating room, or by phone conversation between nursing staff and an on-call physician at an inopportune hour.

Many patients who previously would have received RBCs now avoid transfusion with equivalent if not improved outcomes. Identification of those patients who benefit from transfusion is more difficult. Our patients' mean preoperative hematocrit is 39%. We make a concerted effort to perform cardiac surgery on an elective basis and optimize RBC mass. Our mean "lowest on bypass" hematocrit in 2007 was 26%. Our average discharge hematocrit is 28% and patients are commonly sent home with a hematocrit in the low 20s. It has become apparent to us that in order to further reduce our blood utilization we need to be more effective in educating patients, cardiologists, and primary care physicians regarding postoperative anemia.

During our five-year experience, we implemented many strategies in an effort to decrease our blood utilization. Not all interventions had the desired result. The essential components of our program that led to an exceptionally low transfusion rate are the following: surgeon attention to hemostasis, creative perfusion strategies to reduce hemodilution, an effective BCC, a treatment protocol for anemia management without transfusion, the leadership of a physician champion, the willingness of all caregivers to change practice based on ongoing education and data review regarding blood utilization, institutional and multidisciplinary commitment to reduce blood utilization, an organizational commitment to collect and review detailed, and provider-specific blood utilization data.

Cardiac surgery can be performed safely with a low utilization of blood products and with good patient outcomes. Performance improvement is heavily reliant on accurate, relevant data that serve to inform the change process. Regular reporting of data is critical to keeping team members informed and engaged. Reducing the number of patients who receive blood or the amount of blood given to patients who need blood requires the attention and involvement of all members of the patient care team.


    Footnotes
 Top
 Abstract
 Introduction
 Material and Methods
 Results
 Comment
 Footnotes
 References
 
For related article, see page 361


    References
 Top
 Abstract
 Introduction
 Material and Methods
 Results
 Comment
 Footnotes
 References
 

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  3. Society of Thoracic Surgeons Blood Conservation Guideline Task ForceFerraris VA, Ferraris SP, et al. Perioperative blood transfusion and blood conservation in cardiac surgery: the Society of Thoracic Surgeons and The Society of Cardiovascular Anesthesiologists clinical practice guideline Ann Thorac Surg 2007;83(5 suppl):S27-S86.[Abstract/Free Full Text]
  4. Kuduvalli M, Oo AY, Newall N, et al. Effect of peri-operative red blood cell transfusion on 30-day and 1-year mortality following coronary artery bypass surgery Eur J Cardiothorac Surg 2005;27:592-598.[Abstract/Free Full Text]
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  6. Engoren MC, Habib RH, Zacharias A, Schwann TA, Riordan CJ, Durham SJ. Effect of blood transfusion on long-term survival after cardiac operation Ann Thorac Surg 2002;74:1180-1186.[Abstract/Free Full Text]
  7. Carson JL, Duff A, Poses RM, et al. Effect of anaemia and cardiovascular disease on surgical mortality and morbidity Lancet 1996;348:1055-1060.[Medline]
  8. Kulier A, Levin J, Moser R, et al. Impact of preoperative anemia on outcome in patients undergoing coronary artery bypass graft surgery Circulation 2007;116:471-479.[Abstract/Free Full Text]
  9. DeAnda Jr A, Baker KM, Roseff SD, et al. Developing a blood conservation program in cardiac surgery Am J Med Qual 2006;21:230-237.[Abstract/Free Full Text]
  10. DeFoe GR, Ross CS, Olmstead EM, et al. Lowest hematocrit on bypass and adverse outcomes associated with coronary artery bypass grafting. Northern New England Cardiovascular Disease Study Group. Ann Thorac Surg 2001;71:769-776.[Abstract/Free Full Text]
  11. Ranucci M, Biagioli B, Scolletta S, et al. Lowest hematocrit on cardiopulmonary bypass impairs the outcome in coronary surgery: an Italian Multicenter Study from the National Cardioanesthesia Database Tex Heart Inst J 2006;33:300-305.[Medline]
  12. Speiss BD. Transfusion and outcome in heart surgery Ann Thorac Surg 2002;74:986-987.[Free Full Text]
  13. Gold J. (ed.) Data collection. Annals of Thoracic Surgery. Adult Cardiac Surgery Database, v2.61 website. Updated 2008. http://www.sts.org/sections/stsnationaldatabase/datamanagers/adultcardiacdb/datacollection/index.html. Accessed Nov 6, 2008.
  14. Grunkemeier GL, Wu Y. What are the odds? Ann Thorac Surg 2007;83:1240-1244.[Free Full Text]
  15. Grunkemeier G, Wu Y, Furnary AP. Cumulative sum techniques for assessing surgical results Ann Thorac Surg 2003;76:663-667.[Free Full Text]
  16. Alghamdi AA, Davis A, Brister S, Corey P, Logan A. Development and validation of Transfusion Risk Understanding Scoring Tool (TRUST) to stratify cardiac surgery patients according to their blood transfusion needs Transfusion 2006;46:1120-1129.[Medline]
  17. Nijboer JM, van der Horst IC, Hendriks HG, ten Duis HJ, Nijsten MW. Myth or reality: hematocrit and hemoglobin differ in trauma J Trauma 2007;62:1310-1312.[Medline]
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D. M. Moskowitz, J. N. McCullough, A. Shander, J. J. Klein, C. A. Bodian, R. S. Goldweit, and M. A. Ergin
The Impact of Blood Conservation on Outcomes in Cardiac Surgery: Is It Safe and Effective?
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M. Engoren
Invited Commentary
Ann. Thorac. Surg., August 1, 2010; 90(2): 458 - 459.
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G. L. Grunkemeier, R. Jin, and Y. Wu
Cumulative Sum Curves and Their Prediction Limits
Ann. Thorac. Surg., February 1, 2009; 87(2): 361 - 364.
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