Literature DB >> 21724560

Association of echocardiography before major elective non-cardiac surgery with postoperative survival and length of hospital stay: population based cohort study.

Duminda N Wijeysundera1, W Scott Beattie, Keyvan Karkouti, Mark D Neuman, Peter C Austin, Andreas Laupacis.   

Abstract

OBJECTIVE: To determine the association of resting echocardiography before elective intermediate to high risk non-cardiac surgery with survival and length of hospital stay.
DESIGN: Population based retrospective cohort study.
SETTING: Acute care hospitals in Ontario, Canada, between 1 April 1999 and 31 March 2008. PARTICIPANTS: Patients aged over 40 years who had elective intermediate to high risk non-cardiac surgery. INTERVENTION: Resting echocardiography within 6 months before surgery. MAIN OUTCOME MEASURES: Postoperative survival (30 days and 1 year) and length of hospital stay; postoperative surgical site infection as an outcome for which no association with echocardiography would be expected.
RESULTS: Of the 264,823 patients in the entire cohort, 15.1% (n = 40,084) had echocardiography. After use of propensity score methods to assemble a matched cohort (n = 70,996) that reduced differences between patients who had or had not had echocardiography, echocardiography was associated with increases in 30 day mortality (relative risk 1.14, 95% confidence interval 1.02 to 1.27), 1 year mortality (1.07, 1.01 to 1.12), and length of hospital stay but no difference in surgical site infections (1.03, 0.98 to 1.06). The association with mortality was influenced (P = 0.02) by whether patients had had stress testing or had risk factors for cardiac complications. No association existed between echocardiography and mortality among patients who had stress testing (relative risk 1.01, 0.92 to 1.11) or among patients at high risk who had not had stress testing (1.00, 0.87 to 1.13). However, echocardiography was associated with mortality in patients at low risk (relative risk 1.44, 1.14 to 1.82) and intermediate risk (1.10, 1.02 to 1.18) who had not had stress testing.
CONCLUSIONS: Preoperative echocardiography was not associated with improved survival or shorter hospital stay after major non-cardiac surgery. These findings highlight the need for further research to guide better use of this common preoperative test.

Entities:  

Mesh:

Year:  2011        PMID: 21724560      PMCID: PMC3127454          DOI: 10.1136/bmj.d3695

Source DB:  PubMed          Journal:  BMJ        ISSN: 0959-8138


Introduction

Perioperative cardiac complications are an important concern for the 234 million people every year who have major surgery worldwide.1 Cardiac complications occur after at least 2% of elective non-cardiac procedures and account for a third of postoperative deaths.2 3 Consensus based guidelines recommend preoperative risk stratification in an attempt to prevent these complications.4 Accurate estimates of perioperative cardiac risk will identify people who may benefit from optimisation of chronic medical treatment, interventions such as β blockade or coronary revascularisation, aggressive haemodynamic management, closer postoperative surveillance, or avoidance of surgery. As predictive indices based on readily available clinical risk factors have limitations,5 clinicians sometimes use specialised cardiac tests to improve estimation of perioperative risk. Recent population based studies suggest that the specialised cardiac test most commonly ordered before major non-cardiac surgery is resting echocardiography.6 7 8 Echocardiography offers advantages because it is readily available and does not require intravenous injection, radioactive isotopes, or exposure to radiation.9 It also provides information on ventricular dysfunction and valvular abnormalities, as well as on fixed wall motion abnormalities that suggest previous myocardial infarction. However, some authors have suggested that information derived from echocardiography does not provide additional prognostic information when combined with readily available clinical risk factors.9 Given its relatively common use,6 7 8 understanding whether information derived from preoperative echocardiography improves perioperative care and outcomes is important. Specifically, if echocardiography results in improved clinical outcomes, its increased use is justified. However, if it does not, the relatively common use of echocardiography represents an unnecessary healthcare cost that may also unnecessarily delay scheduled surgeries. Notably, echocardiography could worsen outcomes if it provides inaccurate prognostic information. For example, a normal echocardiogram may provide false reassurance of low cardiac risk. Conversely, an abnormal echocardiogram may misclassify patients as being at high risk, thereby exposing them to unnecessary and potentially harmful interventions, such as perioperative β blockade.3 No randomised controlled trial has yet evaluated the effect of preoperative echocardiography on postoperative outcomes. We therefore did a population based cohort study in Ontario, Canada, to determine whether echocardiography before elective intermediate to high risk non-cardiac surgery was associated with improved survival and shorter hospital stay.

Methods

We did a retrospective cohort study in Ontario, Canada, using the following linked population based administrative healthcare databases: the Discharge Abstract Database of the Canadian Institute for Health Information (hospital admissions), the Ontario Health Insurance Plan database (physicians’ service claims), the Registered Persons Database (vital statistics), the Institute for Clinical Evaluative Sciences Physician Database (physicians’ specialties), the Ontario Drug Benefit database (prescription drugs for people aged 65 years or older), and the Canadian census. Although these databases lack physiological and laboratory measures, such as blood pressure or haemoglobin, they have been validated for many outcomes, exposures, and comorbidities.10 11 12 13 During the study period, Ontario was Canada’s most populous province, with more than 12 million residents, all of whom have universal access to physicians’ and hospitals’ services through a publicly funded healthcare programme.

Cohort

Using previously described methods,6 7 8 14 we identified all Ontario residents aged 40 years or older who had the following elective non-cardiac surgeries between 1 April 1999 and 31 March 2008: abdominal aortic aneurysm repair, carotid endarterectomy, peripheral vascular bypass, total hip replacement, total knee replacement, large bowel resection, partial liver resection, Whipple procedure, pneumonectomy, pulmonary lobectomy, gastrectomy, oesophagectomy, nephrectomy, or cystectomy. We selected these procedures because they carry intermediate to high risk,4 are applicable to both sexes, and are previously described in the Discharge Abstract Database.15 16 Procedural information in this database is very accurate.11 13 For people who had more than one eligible procedure during the study period, we included only the first procedure. Using previously described methods,17 we used the Ontario Health Insurance Plan database to identify the principal exposure: outpatient preoperative echocardiography (transthoracic or transoesophageal) within 180 days before surgery. Although our data sources could not accurately identify inpatient preoperative echocardiography, this limitation would tend to conservatively bias the results towards the null. The 180 day time window has been previously used for research purposes and allowed for inclusion of cases in which echocardiography may have led to preoperative coronary revascularisation.6 18 We followed patients for one year after surgery for the outcomes of interest—mortality and length of hospital stay. We used the Discharge Abstract Database (in-hospital death, hospital stay) and Registered Persons Database (deaths out of hospital) to ascertain these outcomes. We used a one year follow-up period to ascertain mortality because postoperative cardiac complications are not well captured by administrative databases but are closely associated with increased long term mortality.19 20 Demographic information came from the Registered Persons Database, and we used validated algorithms to identify diabetes mellitus, hypertension, and preoperative medical consultations.10 12 21 We used the Ontario Health Insurance Plan database to identify any patient who needed dialysis before the index surgery. Using the Discharge Abstract Database, we used previously described methods to identify other comorbidities on the basis of ICD-9 or ICD-10 (international classification of diseases, 9th or 10th revision) codes from hospital admissions within three years before surgery: coronary artery disease, congestive heart failure, atrial fibrillation, cardiac valvular disease (aortic or mitral stenosis), cerebrovascular disease, peripheral vascular disease, pulmonary disease, chronic renal insufficiency, previous venous thromboembolism, liver disease, peptic ulcer disease, rheumatological disease, hemiplegia or paraplegia, malignancy, and dementia.22 23 24 We also used the Discharge Abstract Database to identify previous mechanical aortic or mitral valve replacement procedures within 10 years before surgery. When assessing for comorbidities, we used only information from hospital admissions before the index surgery to ascertain coronary artery disease, congestive heart failure, atrial fibrillation, cerebrovascular disease, renal insufficiency, and venous thromboembolism. Our purpose was to ensure that postoperative complications were not misclassified as comorbidities.25 We used the Ontario Health Insurance Plan database to identify preoperative cardiac stress testing (within 180 days before surgery),6 17 preoperative outpatient anaesthesia consultations,7 perioperative epidural anaesthesia or analgesia (hereafter referred to as “anaesthesia”),14 and intraoperative invasive monitoring. We estimated patients’ socioeconomic status on the basis of their neighbourhood median income in the Canadian census and determined their residence (rural versus urban) by using Statistics Canada’s definitions.26 To understand how echocardiography might influence outcomes, we used the Discharge Abstract Database to identify preoperative cardiac interventions, and we used the Ontario Drug Benefit database to identify outpatient prescriptions for β blockers, statins, angiotensin converting enzyme inhibitors, and angiotensin receptor blockers in patients aged 65 years or older.

Analyses

We developed a non-parsimonious multivariable logistic regression model to estimate a propensity score for echocardiography.27 Clinical significance guided the initial choice of covariates: age, sex, year, surgery, fifth of income, residence (urban v rural), hospital’s characteristics (teaching status and volume of procedures), comorbid disease, preoperative medical consultation (general internist, cardiologist), preoperative anaesthesia consultation, epidural anaesthesia, and invasive monitoring. The comorbidities included in the model were coronary artery disease, congestive heart failure, atrial fibrillation, cardiac valvular disease, mechanical heart valve, cerebrovascular disease, peripheral vascular disease, hypertension, diabetes, pulmonary disease, renal disease, previous venous thromboembolism, liver disease, peptic ulcer disease, rheumatological disease, hemiplegia or paraplegia, malignancy, and dementia. We used previously described methods to categorise hospitals into quarters,28 on the basis of the total volume of included procedures. We used a structured iterative approach to refine this logistic regression model to achieve balance of covariates within the matched pairs.29 We used the standardised difference to measure covariate balance, whereby an absolute standardised difference above 10% represents meaningful imbalance.29 We then matched (without replacement) patients who had echocardiography to those who did not, by using a greedy matching algorithm with a calliper width of 0.2 SD of the log odds of the propensity score. We used statistical methods appropriate for paired data to compare outcomes.29 We did subgroup analyses based on coronary artery disease, congestive heart failure, pulmonary disease, surgery, hospital type, concurrent cardiac stress testing, and the revised cardiac risk index (0 points, 1-2 points, ≥3 points).2 For these subgroup analyses, we repeated the propensity score matching process while simultaneously forcing a match on the subgroup characteristics. We then used logistic regression (estimated with generalised estimating equations30 31) to assess for interactions between the exposure and subgroups of interest. As data on outpatient prescriptions are available only for people over 65 years of age, and we used a one year look back period to ascertain preoperative drugs, we did an additional subgroup analysis in patients aged over 66 years. To test the robustness of our results, we measured the association of echocardiography with an outcome for which no difference would be expected—surgical site infection (Discharge Abstract Database).32 The purpose of this “tracer” analysis was to test for residual confounding. As surgical site infection is associated with increased patients’ risk status,32 but should not be influenced by preoperative echocardiography, we hypothesised that echocardiography would not be associated with increased rates of these infections. We used SAS version 9.2 for all analyses. We used a two tailed P value less than 0.05 to define statistical significance.

Results

The cohort consisted of 264 823 patients, of whom 15.1% (n=40 084) had echocardiography within 180 days before surgery. Patients who did or did not have echocardiography differed significantly for all measured characteristics (tables 1 and 2). Those who had echocardiography were generally older men who had greater burdens of comorbid disease; they were more likely to have had specialist consultations and cardiac stress testing. Additionally, they were more likely to receive epidural anaesthesia and intraoperative invasive monitoring.
Table 1

 Preoperative characteristics of entire cohort. Values are numbers (percentages) unless stated otherwise

Echocardiogram (n=40 084)No echocardiogram (n=224 739)Absolute standardised difference (%)
Demographics
Female sex18 079 (45.1)118 780 (52.9)15.7
Mean (SD) age (years)70.7 (9.5)67.0 (10.8)36.9
Fifth of income:
 First (lowest)7809 (19.5)40 604 (18.1)3.6
 Second8595 (21.4)46 142 (20.5)2.2
 Third7918 (19.8)44 897 (20.0)0.5
 Fourth7690 (19.2)44 877 (20.0)2.0
 Fifth (highest)7974 (19.9)47 564 (21.2)3.2
 Missing98 (0.2)655 (0.3)2.0
Rural residence4898 (12.2)34 405 (15.3)9.0
Comorbid disease
Coronary artery disease9374 (23.4)20 712 (9.2)39.2
Congestive heart failure2174 (5.4)3950 (1.8)19.4
Atrial fibrillation2398 (6.0)4830 (2.1)19.9
Cardiac valvular disease*692 (1.7)604 (0.3)14.1
Mechanical cardiac valve†305 (0.8)340 (0.2)8.5
Cerebrovascular disease2126 (5.3)5443 (2.4)15.1
Peripheral vascular disease7647 (19.1)15 243 (6.8)37.3
Hypertension30 964 (77.2)138 374 (61.6)34.3
Diabetes mellitus10 741 (26.8)43 159 (19.2)18.1
Thromboembolic disease273 (0.7)1160 (0.5)2.6
Pulmonary disease4604 (11.5)15 873 (7.1)15.2
Renal disease1731 (4.3)4363 (1.9)13.9
Liver disease433 (1.1)2107 (0.9)2.0
Rheumatological disease728 (1.8)4587 (2.0)1.5
Peptic ulcer disease580 (1.4)2273 (1.0)3.7
Hemiplegia or paraplegia360 (0.9)1115 (0.5)4.8
Dementia306 (0.8)1477 (0.7)1.2
Malignancy:
 Primary7971 (19.9)42 079 (18.7)3.0
 Metastatic2407 (6.0)15 380 (6.8)3.3
Preoperative consultations
Anaesthesiology‡28 650 (71.5)118 805 (52.9)39.1
Internal medicine§:
 General internist11 943 (29.8)49 447 (22.0)17.9
 Cardiologist12 071 (30.1)15 010 (6.7)63.3
Preoperative testing
Non-invasive stress testing¶15 694 (39.2)15 356 (6.8)83.4

*History of aortic stenosis or mitral stenosis.

†Mechanical aortic valve replacement or mechanical mitral valve replacement within 10 years before index surgical procedure.

‡Outpatient consultation within 60 days before surgery.

§Consultation by general internist or cardiologist within 120 days before index surgical procedure.21

¶Within 180 days before index surgery.

Table 2

 Perioperative characteristics of entire cohort. Values are numbers (percentages) unless stated otherwise

Echocardiogram (n=40 084)No echocardiogram (n=224 739)Absolute standardised difference (%)
Hospital type
Teaching hospital12 943 (32.3)74 131 (33.0)1.5
Procedure quarter*:
 First (lowest)8458 (21.1)57 389 (25.5)10.4
 Second10 207 (25.5)53 198 (23.7)4.2
 Third10 692 (26.7)55 996 (24.9)4.1
 Fourth (highest)10 727 (26.8)58 156 (25.9)2.0
Procedure
Abdominal aortic aneurysm repair4288 (10.7)6115 (2.7)32.4
Carotid endarterectomy3172 (7.9)5710 (2.5)24.5
Peripheral vascular bypass2684 (6.7)7802 (3.5)14.6
Total hip replacement7143 (17.8)52 667 (23.4)13.9
Total knee replacement11 277 (28.1)79 998 (35.6)16.2
Large bowel surgery5807 (14.5)47 153 (21.0)17.1
Liver resection216 (0.5)1539 (0.7)2.6
Whipple procedure171 (0.4)1358 (0.6)2.8
Pneumonectomy or lobectomy2400 (6.0)6560 (2.9)15.1
Gastrectomy or oesophagectomy1116 (2.8)4547 (2.0)5.2
Nephrectomy1459 (3.6)8921 (4.0)2.1
Cystectomy351 (0.9)2369 (1.1)2.0
Perioperative care
Epidural anaesthesia11 859 (29.6)46 997 (20.9)20.1
Arterial line18 669 (46.6)58 312 (25.9)44.1
Central venous line7561 (18.9)19 693 (8.8)29.6
Pulmonary artery catheter2321 (5.8)4113 (1.8)21.0

*Divided into quarters of approximately equal patient numbers, on basis of total volume of eligible procedures over entire study period.28

Preoperative characteristics of entire cohort. Values are numbers (percentages) unless stated otherwise *History of aortic stenosis or mitral stenosis. †Mechanical aortic valve replacement or mechanical mitral valve replacement within 10 years before index surgical procedure. Outpatient consultation within 60 days before surgery. §Consultation by general internist or cardiologist within 120 days before index surgical procedure.21 ¶Within 180 days before index surgery. Perioperative characteristics of entire cohort. Values are numbers (percentages) unless stated otherwise *Divided into quarters of approximately equal patient numbers, on basis of total volume of eligible procedures over entire study period.28 We matched approximately 89% (n=35 498) of patients who had echocardiography to similar controls. The covariate balance was considerably improved (tables 3 and 4); the median absolute standardised difference decreased from 12.2% (range 0.5-83.4%) to 0.4% (0-1.9%). Within the matched cohort, preoperative echocardiography was associated with a small and statistically significant increase in postoperative mortality, both at 30 days (relative risk 1.14, 95% confidence interval 1.02 to 1.27; P=0.02; number needed to harm (NNH) 423) and at one year (1.07, 1.01 to 1.12; P=0.02; NNH 222) (table 5). It was also associated with an increase in mean hospital stay (0.31 (95% confidence interval 0.17 to 0.44) days; P<0.001), but not surgical site infection (relative risk 1.03, 0.98 to 1.06; P=0.18).
Table 3

 Preoperative characteristics of matched cohort. Values are numbers (percentages) unless stated indicated

Echocardiogram (n=35 498)No echocardiogram (n=35 498)Absolute standardised difference (%)
Demographics
Female sex16 503 (46.5)16 589 (46.7)0.4
Mean (SD) age (years)70.7 (9.6)70.7 (9.5)0.9
Fifth of income:
 First (lowest)6931 (19.5)6973 (19.6)0.3
 Second7567 (21.3)7606 (21.4)0.2
 Third7003 (19.7)6993 (19.7)<0.1
 Fourth6834 (19.3)6755 (19.0)0.8
 Fifth (highest)7070 (19.9)7082 (20.0)0.3
 Missing93 (0.3)89 (0.3)<0.1
Rural residence4525 (12.7)4421 (12.5)0.6
Comorbid disease
Coronary artery disease8011 (22.6)8021 (22.6)<0.1
Congestive heart failure1860 (5.2)1866 (5.3)0.4
Atrial fibrillation2012 (5.7)2084 (5.9)0.9
Cardiac valvular disease*446 (1.3)425 (1.2)0.9
Mechanical cardiac valve†255 (0.7)225 (0.6)1.2
Cerebrovascular disease1877 (5.3)1917 (5.4)0.4
Peripheral vascular disease5921 (16.7)5811 (16.4)0.8
Hypertension27 185 (76.6)27 361 (77.1)1.2
Diabetes mellitus9451 (26.6)9562 (26.9)0.7
Thromboembolic disease241 (0.7)244 (0.7)<0.1
Pulmonary disease3920 (11.0)3987 (11.2)0.6
Renal disease1438 (4.1)1478 (4.2)0.6
Liver disease385 (1.1)378 (1.1)<0.1
Rheumatological disease675 (1.9)650 (1.8)0.7
Peptic ulcer disease520 (1.5)530 (1.5)<0.1
Hemiplegia or paraplegia322 (0.9)350 (1.0)1.0
Dementia283 (0.8)282 (0.8)<0.1
Malignancy:
 Primary7027 (19.8)7124 (20.1)0.8
 Metastatic2196 (6.2)2162 (6.1)0.4
Preoperative consultations
Anaesthesiology‡24 762 (69.8)24 886 (70.1)0.7
Internal medicine§:
 General internist10 981 (30.9)11 170 (31.5)1.3
 Cardiologist8595 (24.2)8290 (23.4)1.9
Preoperative testing
Non-invasive stress testing¶11 502 (32.4)11 227 (31.6)1.7

*History of aortic stenosis or mitral stenosis.

†Mechanical aortic valve replacement or mechanical mitral valve replacement within 10 years before index surgical procedure.

‡Outpatient consultation within 60 days before surgery.

§Consultation by general internist or cardiologist within 120 days before index surgical procedure.21

¶Within 180 days before index surgery.

Table 4

 Perioperative characteristics of matched cohort. Values are numbers (percentages) unless stated otherwise

Echocardiogram (n=35 498)No echocardiogram (n=35 498)Absolute standardised difference (%)
Hospital type
Teaching hospital12 016 (33.8)11 969 (33.7)0.2
Procedure quarter*:
 First (lowest)7354 (20.7)7313 (20.6)0.2
 Second8688 (24.5)8635 (24.3)0.5
 Third9569 (27.0)9559 (26.9)0.2
 Fourth (highest)9887 (27.9)9991 (28.1)0.4
Procedure
Abdominal aortic aneurysm repair3128 (8.8)3062 (8.6)0.7
Carotid endarterectomy2800 (7.9)2794 (7.9)<0.1
Peripheral vascular bypass2206 (6.2)2180 (6.1)0.4
Total hip replacement6571 (18.5)6639 (18.7)0.5
Total knee replacement10 480 (29.5)10 554 (29.7)0.4
Large bowel surgery5271 (14.8)5230 (14.7)0.3
Liver resection189 (0.5)172 (0.5)<0.1
Whipple procedure158 (0.4)139 (0.4)<0.1
Pneumonectomy or lobectomy2100 (5.9)2148 (6.1)0.8
Gastrectomy or oesophagectomy1005 (2.8)985 (2.8)<0.1
Nephrectomy1300 (3.7)1296 (3.7)<0.1
Cystectomy290 (0.8)299 (0.8)<0.1
Perioperative care
Epidural anaesthesia9932 (28.0)9906 (27.9)0.2
Arterial line15 751 (44.4)15 718 (44.3)0.2
Central venous line5939 (16.7)5836 (16.4)0.8
Pulmonary artery catheter1914 (5.4)1894 (5.3)0.4

*Divided into quarters of approximately equal patient numbers, on basis of total volume of eligible procedures over entire study period.28

Table 5

 Outcomes and processes of care in matched cohort. Values are as numbers (percentages) unless stated otherwise

Echocardiogram (n=35 498)No echocardiogram (n=35 498)Relative risk (95% CI)
Preoperative procedures*
Coronary angiography1267 (3.6)1204 (3.4)1.05 (0.98 to 1.14)
Percutaneous coronary intervention223 (0.6)273 (0.8)0.82 (0.69 to 0.97)
CABG surgery87 (0.2)84 (0.2)1.03 (0.77 to 1.40)
Outcomes
30 day death693 (2.0)609 (1.7)1.14 (1.02 to 1.27)
1 year death2620 (7.4)2460 (6.9)1.07 (1.01 to 1.12)
30 day surgical site infection4690 (13.2)4570 (12.9)1.03 (0.98 to 1.06)
New drug use†(n=25 755)(n=25 755)
β blocker2649 (10.3)1916 (7.4)1.38 (1.31 to 1.46)
Statin1500 (5.8)1245 (4.8)1.20 (1.11 to 1.30)
ACE inhibitor1867 (7.3)1255 (4.9)1.49 (1.39 to 1.49)
Angiotensin receptor blocker635 (2.5)492 (1.9)1.29 (1.15 to 1.45)
RAS blocker‡2422 (9.4)1699 (6.6)1.42 (1.34 to 1.51)

ACE=angiotensin converting enzyme; CABG=coronary artery bypass graft; RAS=rennin-angiotensin system.

*Within 180 days before index surgery.

†Subgroup aged ≥66 years; prescription during period 1-120 days before hospital admission, but no prescription during period between 121 and 365 days before hospital admission.

‡ACE inhibitor or angiotensin receptor blocker.

Preoperative characteristics of matched cohort. Values are numbers (percentages) unless stated indicated *History of aortic stenosis or mitral stenosis. †Mechanical aortic valve replacement or mechanical mitral valve replacement within 10 years before index surgical procedure. Outpatient consultation within 60 days before surgery. §Consultation by general internist or cardiologist within 120 days before index surgical procedure.21 ¶Within 180 days before index surgery. Perioperative characteristics of matched cohort. Values are numbers (percentages) unless stated otherwise *Divided into quarters of approximately equal patient numbers, on basis of total volume of eligible procedures over entire study period.28 Outcomes and processes of care in matched cohort. Values are as numbers (percentages) unless stated otherwise ACE=angiotensin converting enzyme; CABG=coronary artery bypass graft; RAS=rennin-angiotensin system. *Within 180 days before index surgery. †Subgroup aged ≥66 years; prescription during period 1-120 days before hospital admission, but no prescription during period between 121 and 365 days before hospital admission. ACE inhibitor or angiotensin receptor blocker. Patients who had echocardiography were also more likely to have received new prescriptions for β blockers, statins, angiotensin converting enzyme inhibitors, and angiotensin receptor blockers before surgery (table 5). Conversely, they had similar rates of coronary angiography or coronary artery bypass grafting before surgery and lower rates of percutaneous coronary intervention (table 5). In subgroup analyses, revised cardiac risk index class and concurrent stress testing influenced (P=0.02) the association of echocardiography with one year mortality (table 6). Among patients who had had stress testing, we found no association between echocardiography and mortality (relative risk 1.01, 0.92 to 1.11). Conversely, among those who had not had stress testing, the association of echocardiography with mortality varied with revised cardiac risk index class. It was not associated with mortality in patients at high risk (revised cardiac risk index 3-6 points: relative risk 1.00, 0.87 to 1.13) but was associated with increased mortality among those at low risk (0 points: 1.44, 1.14 to 1.82; NNH 163) and intermediate risk (1-2 points: 1.10, 1.02 to 1.18; NNH 116).
Table 6

 Association of preoperative echocardiography with 1 year mortality within subgroups

Cohort/subgroup1 year mortality
Relative risk (95% CI)Interaction*
Entire matched cohort1.07 (1.01 to 1.12)NA
Subgroups
Hospital teaching status:
 Teaching1.02 (0.94 to 1.12)P=0.30
 Non-teaching1.09 (1.01 to 1.16)
Hospital procedure quarter:
 First (lowest)1.13 (1.01 to 1.28)P=0.36
 Second1.01 (0.90 to 1.12)
 Third1.10 (1.00 to 1.22)
 Fourth (highest)1.02 (0.93 to 1.13)
Age:
 <70 years1.07 (1.01 to 1.14)P=0.87
 ≥70 years1.06 (0.96 to 1.18)
Coronary artery disease:
 Present1.05 (0.95 to 1.15)P=0.70
 Absent1.07 (1.01 to 1.14)
Congestive heart failure:
 Present1.04 (0.90 to 1.21)P=0.80
 Absent1.07 (1.01 to 1.13)
Pulmonary disease:
 Present1.07 (0.96 to 1.20)P=0.96
 Absent1.07 (1.01 to 1.14)
Concurrent cardiac stress test and RCRI†:
 Concurrent stress test‡1.01 (0.92 to 1.11)
 No concurrent stress test:
  RCRI: 0 points1.44 (1.14 to 1.82)P=0.02
  RCRI: 1-2 points1.10 (1.02 to 1.18)
  RCRI: ≥3 points1.00 (0.87 to 1.13)
Procedure:
 Vascular1.00 (0.90 to 1.12)P=0.16
 Abdominal or thoracic1.06 (1.00 to 1.13)
 Orthopaedic1.20 (1.04 to 1.38)

RCRI=revised cardiac risk index.

*Tests whether treatment effects differed significantly between subgroups.

†Given previously described interaction between stress testing and RCRI,6 this subgroup analysis involved exact matching on both characteristics.

‡No significant interaction (P=0.26) between the RCRI score and preoperative echocardiography among patients who had cardiac stress testing.

Association of preoperative echocardiography with 1 year mortality within subgroups RCRI=revised cardiac risk index. *Tests whether treatment effects differed significantly between subgroups. †Given previously described interaction between stress testing and RCRI,6 this subgroup analysis involved exact matching on both characteristics. ‡No significant interaction (P=0.26) between the RCRI score and preoperative echocardiography among patients who had cardiac stress testing. The increased mortality in these subgroups was mirrored by qualitatively similar increases in new prescriptions for β blockers and statins (table 7). Specifically, rates of new prescriptions for β blockers and statins were relatively higher in the same subgroups in which echocardiography was associated with increased mortality. By comparison, concurrent stress testing and revised cardiac risk index class did not influence (interaction P=0.26) the association of echocardiography with new prescriptions for angiotensin converting enzyme inhibitors and angiotensin receptor blockers.
Table 7

 Association of preoperative echocardiography with new preoperative drugs* within subgroups

Concurrent cardiac stress test/RCRINew β blocker New statin
Relative risk (95% CI)Interaction†Relative risk (95% CI)Interaction†
Concurrent stress test1.23 (1.14 to 1.33)1.06 (0.95 to 1.18)
No concurrent stress test:
 RCRI: 0 points1.72 (1.47 to 2.01)P<0.0011.54 (1.29 to 1.86)P=0.002
 RCRI: 1-2 points1.57 (1.41 to 1.74)1.30 (1.14 to 1.47)
 RCRI: ≥3 points1.18 (0.96 to 1.47)1.06 (0.94 to 1.19)

RCRI=revised cardiac risk index.

*Prescription during period 1-120 days before hospital admission, but no prescription during period between 121 and 365 days before hospital admission; subgroup aged 66 years or older.

‡Tests whether treatment effects differed significantly between subgroups; no significant subgroup effect (interaction P=0.71) for association of preoperative echocardiography with new use of angiotensin converting enzyme inhibitor or angiotensin receptor blocker.

Association of preoperative echocardiography with new preoperative drugs* within subgroups RCRI=revised cardiac risk index. *Prescription during period 1-120 days before hospital admission, but no prescription during period between 121 and 365 days before hospital admission; subgroup aged 66 years or older. ‡Tests whether treatment effects differed significantly between subgroups; no significant subgroup effect (interaction P=0.71) for association of preoperative echocardiography with new use of angiotensin converting enzyme inhibitor or angiotensin receptor blocker.

Discussion

In this population based cohort study, preoperative echocardiography was frequently ordered and was associated with statistically significant, but very small, increases in mortality and length of hospital stay after major elective non-cardiac surgery. The increase in mortality varied according to whether patients had clinical risk factors for perioperative cardiac events or had had non-invasive stress testing. Echocardiography was not associated with any difference in mortality among patients who also had stress testing or among patients at high risk with three or more clinical risk factors. However, it was associated with increased mortality among patients at low to intermediate risk who had not had stress testing. These subgroup specific increases in mortality were mirrored by qualitatively similar increases in perioperative β blockade. Conversely, rates of coronary angiography or surgical coronary revascularisation were similar in patients who had had echocardiography, whereas rates of percutaneous coronary intervention were lower.

Influence of unmeasured confounding

Especially in the context of a non-randomised study, considering whether the increased mortality after echocardiography was simply due to residual unmeasured confounding is important. Specifically, patients who had echocardiography may have been sicker and therefore at increased risk for postoperative complications. Despite our use of statistical methods to adjust for these differences and excellent covariate balance within the matched pairs, our data sources may have lacked sufficient detail to allow adequate adjustment for risk. However, several factors indicate that any residual confounding was small in magnitude and unlikely to have masked important benefits from preoperative echocardiography. Firstly, we found no association between echocardiography and the tracer outcome, surgical site infection. Surgical site infection is unlikely to be influenced by echocardiography. However, it is associated with markers of increased perioperative risk,32 which include characteristics not captured by administrative data. These risk factors include some comorbidities, such as smoking or obesity,33 34 as well as the severity of pre-existing diseases. Thus, if residual confounding within the matched pairs was minimal, rates of surgical site infection should be similar, as was the case in our study. Secondly, we found no association between echocardiography and mortality in patients who had concurrent stress testing. Echocardiography is unlikely to provide additional information that will change perioperative management for such patients. Thus, if it was associated with increased mortality in this subgroup, echocardiography may have been a marker for unmeasured risk factors, such as poor exercise capacity. As would be expected in the presence of minimal residual confounding, we found no difference in mortality. Finally, previous studies using these same data sources have found that perioperative interventions (such as epidural anaesthesia or stress testing) that are preferentially used in patients at high risk are nevertheless associated with improved outcomes after adjustment for risk.6 14 These results suggest that our data sources contain sufficient detail for adjustment for confounding.

Interpretation of findings

Overall, our results suggest that echocardiography, despite being the most commonly ordered specialised preoperative cardiac test, does not provide information that improves outcomes. We found no difference in outcomes in patients at high risk or in those who had had stress testing and worsened outcomes in patients at low to intermediate risk who had not had stress testing. By comparison, cardiac stress testing is associated with decreased survival in patients at low risk but with improved survival in those at intermediate to high risk.6 Importantly, these findings apply to resting echocardiography, not stress echocardiography, which accurately stratifies perioperative cardiac risk and is associated with improved outcomes in certain subgroups.6 35 These results are also largely consistent with another population based study of preoperative cardiac testing in American Medicare recipients having vascular surgery.18 Fleisher and colleagues found that echocardiography was associated with no unadjusted difference in mortality when done before abdominal aortic aneurysm repair and an unadjusted increase in mortality when done before peripheral vascular bypass surgery. Several plausible explanations for our findings exist. Firstly, although echocardiography can identify systolic dysfunction, this information has relatively poor prognostic accuracy. In a prospective cohort study of 393 men who had blinded echocardiography before non-cardiac surgery,9 Halm and colleagues concluded that echocardiography did not provide additional prognostic information beyond known clinical risk factors. Conversely, other researchers have concluded that systolic dysfunction predicts worsened postoperative outcomes.36 37 However, closer examination of these studies also shows that echocardiographically derived ejection fraction performed poorly at stratifying cardiac risk. For example, Flu and colleagues concluded that asymptomatic ventricular dysfunction was associated with increased risk in a prospective cohort study of 1005 patients having vascular surgery.36 However, asymptomatic dysfunction had a likelihood ratio for predicting 30 day cardiac events of only 1.3, compared with 4.2 for symptomatic congestive heart failure, which is a known risk factor.2 Similarly, Rohde and colleagues concluded that ventricular dysfunction was associated with increased risk in 570 patients having non-cardiac surgery, but its likelihood ratio was relatively poor at 1.8.37 Secondly, resting echocardiography does not perform well at quantifying perioperative risk attributable to coronary artery disease. It does identify fixed wall motion abnormalities that suggest previous myocardial infarction. However, in the absence of inducible ischaemia, which is instead identified by stress testing, fixed defects are not associated with increased perioperative risk.38 39 The inability of resting echocardiography to identify inducible ischaemia also limits its capacity to help to target perioperative β blockade, which has its best risk-benefit profile in people with inducible ischaemia.40 Thirdly, echocardiography was associated with considerably increased rates of new use of β blocker in patients at low to intermediate risk who had not had stress testing. As echocardiography cannot identify ideal candidates for β blockade—namely, those with inducible ischaemia40—this increased rate of β blockade may, in part, have explained the increased mortality in these same subgroups. Specifically, perioperative β blockade caused increased mortality in the participants in the Perioperative Ischemic Evaluation (POISE) trial,3 and it was associated with either harm or no effect in patients at low to intermediate risk in a large cohort study.41 The basis for the increased use of β blockers in these subgroups remains unclear and warrants further research. Echocardiography may have provided information that was misinterpreted and led to unnecessary β blockade. For example, β blockers might have been instituted on the basis of the presence of fixed wall motion abnormalities, which are not associated with increased risk.38 39 Conversely, aggressive ordering of both echocardiography and perioperative β blockade (regardless of the information derived from the echocardiograms) in patients at low to intermediate risk may be a characteristic of a certain type of physician’s practice. Finally, even when preoperative echocardiography identifies ventricular dysfunction, clinicians have no treatments of proved efficacy to reduce associated perioperative risks. Thus far, no randomised trials have evaluated perioperative medical treatment for congestive heart failure.42 Previously evaluated interventions, such as β blockers or α2 adrenergic agonists,3 43 focused on preventing complications related to coronary artery disease. In our study, rates of new prescriptions for angiotensin converting enzyme inhibitors or angiotensin receptor blockers were significantly increased among patients who had preoperative echocardiography. These prescriptions may therefore have represented newly instituted treatment for asymptomatic systolic dysfunction identified by preoperative echocardiography. Although these drugs are recommended for treating systolic dysfunction in the non-operative setting,44 their effects in the perioperative setting remain unknown. If anything, people have raised concerns about recent use of angiotensin converting enzyme inhibitors and angiotensin receptor blockers causing perioperative hypotension,45 which is itself associated with mortality.3 However, the differential mortality across subgroups in our study was not mirrored by similar differences in new prescriptions for angiotensin converting enzyme inhibitors or angiotensin receptor blockers, suggesting that these drugs were not causally related to mortality.

Limitations

Our study has several limitations. As an observational study, it does not prove a causal link between echocardiography and postoperative mortality. Our findings therefore warrant confirmation by other multicentre studies across different settings and data sources. These confirmatory studies should probably include a randomised trial of routine preoperative echocardiography, as has been done for preoperative cardiac stress testing.46 Such a trial is better suited to showing causal links but will require a large sample size. Specifically, based on a 7.5% one year mortality rate with conventional care, 9046 participants are needed to show a 20% relative risk reduction with preoperative echocardiography (two sided α=0.05 and 80% power). Secondly, our administrative data sources do not generally identify postoperative complications accurately,19 and they have limited information on test results, inpatient drugs, and causes of death. Such information would have helped to explain the mechanisms by which echocardiography may influence outcomes. These specific data should therefore be measured by future prospective cohort studies of preoperative echocardiography. Finally, our data sources did not capture detailed clinical characteristics, thereby limiting our ability to examine specific subgroups that may benefit from preoperative echocardiography. For example, the current guidelines of the American Heart Association and American College of Cardiology recommend preoperative echocardiography only for people with dyspnoea of unknown cause or recent worsening of known congestive heart failure.4 Similarly, echocardiography may help to establish whether a suspicious systolic murmur is caused by previously undiagnosed aortic stenosis. As administrative databases do not capture these details, our study does not negate the role of echocardiography in such circumstances. Overall, using preoperative echocardiography for specific diagnostic indications is reasonable; however, our results would suggest that, in the absence of such indications, echocardiography does not provide clinically useful information to improve perioperative care.

Implications for future research

The relatively common use of preoperative echocardiography and its lack of association with improved outcomes highlight several additional areas for future research in perioperative medicine. More prospective cohort studies are needed to determine whether echocardiography provides prognostic information with clinically useful likelihood ratios. These studies should collect detailed measurements on characteristics such as functional capacity to help to determine whether any subgroups derive better prognostic information. If echocardiography does not show prognostic accuracy that is independent of conventional and more easily measured risk factors, it is highly unlikely to serve as useful test for guiding clinical care. In addition, randomised trials are needed to evaluate potential interventions, such as perioperative treatment with angiotensin converting enzyme inhibitors or altered perioperative fluid management, for improving the outcomes of patients with ventricular dysfunction. In the absence of proved interventions, clinicians will have few avenues for improving clinical care and outcomes on the basis of the results of preoperative echocardiography.

Conclusions

This population based cohort study found that preoperative echocardiography was not associated with improved survival after major elective non-cardiac surgery. Our findings cast doubt on the usefulness of preoperative echocardiography for improving perioperative outcomes. Furthermore, they highlight the importance of research to stratify patients’ perioperative risk better and to develop efficacious interventions that decrease perioperative complications related to ventricular dysfunction. Preoperative resting echocardiography is commonly used to stratify patients for risk of perioperative cardiac complications Echocardiography provides information on ventricular dysfunction and valvular abnormalities, as well as fixed wall motion abnormalities that are suggestive of previous myocardial infarction Information derived from echocardiography may not provide additional prognostic information when combined with readily available clinical risk factors Preoperative echocardiography was not associated with improved overall survival in patients having major elective non-cardiac surgery These findings cast doubts on value of preoperative echocardiography for improving perioperative care and outcomes
  40 in total

1.  Hospital volume and surgical mortality in the United States.

Authors:  John D Birkmeyer; Andrea E Siewers; Emily V A Finlayson; Therese A Stukel; F Lee Lucas; Ida Batista; H Gilbert Welch; David E Wennberg
Journal:  N Engl J Med       Date:  2002-04-11       Impact factor: 91.245

2.  Can administrative data be used to ascertain clinically significant postoperative complications?

Authors:  Patrick S Romano; Michael E Schembri; Julie A Rainwater
Journal:  Am J Med Qual       Date:  2002 Jul-Aug       Impact factor: 1.852

Review 3.  Preoperative evaluation for major noncardiac surgery: focusing on heart failure.

Authors:  Adrian F Hernandez; L Kristin Newby; Christopher M O'Connor
Journal:  Arch Intern Med       Date:  2004-09-13

4.  Should major vascular surgery be delayed because of preoperative cardiac testing in intermediate-risk patients receiving beta-blocker therapy with tight heart rate control?

Authors:  Don Poldermans; Jeroen J Bax; Olaf Schouten; Aleksandar N Neskovic; Bernard Paelinck; Guido Rocci; Laura van Dortmont; Anai E S Durazzo; Louis L M van de Ven; Marc R H M van Sambeek; Miklos D Kertai; Eric Boersma
Journal:  J Am Coll Cardiol       Date:  2006-08-17       Impact factor: 24.094

Review 5.  Propensity-score matching in the cardiovascular surgery literature from 2004 to 2006: a systematic review and suggestions for improvement.

Authors:  Peter C Austin
Journal:  J Thorac Cardiovasc Surg       Date:  2007-11       Impact factor: 5.209

6.  An estimation of the global volume of surgery: a modelling strategy based on available data.

Authors:  Thomas G Weiser; Scott E Regenbogen; Katherine D Thompson; Alex B Haynes; Stuart R Lipsitz; William R Berry; Atul A Gawande
Journal:  Lancet       Date:  2008-06-24       Impact factor: 79.321

7.  2009 ACCF/AHA focused update on perioperative beta blockade incorporated into the ACC/AHA 2007 guidelines on perioperative cardiovascular evaluation and care for noncardiac surgery: a report of the American college of cardiology foundation/American heart association task force on practice guidelines.

Authors:  Lee A Fleisher; Joshua A Beckman; Kenneth A Brown; Hugh Calkins; Elliot L Chaikof; Kirsten E Fleischmann; William K Freeman; James B Froehlich; Edward K Kasper; Judy R Kersten; Barbara Riegel; John F Robb
Journal:  Circulation       Date:  2009-11-02       Impact factor: 29.690

8.  Outcomes and processes of care related to preoperative medical consultation.

Authors:  Duminda N Wijeysundera; Peter C Austin; W Scott Beattie; Janet E Hux; Andreas Laupacis
Journal:  Arch Intern Med       Date:  2010-08-09

9.  Non-invasive cardiac stress testing before elective major non-cardiac surgery: population based cohort study.

Authors:  Duminda N Wijeysundera; W Scott Beattie; Peter C Austin; Janet E Hux; Andreas Laupacis
Journal:  BMJ       Date:  2010-01-28

Review 10.  Systematic review: prediction of perioperative cardiac complications and mortality by the revised cardiac risk index.

Authors:  Meredith K Ford; W Scott Beattie; Duminda N Wijeysundera
Journal:  Ann Intern Med       Date:  2010-01-05       Impact factor: 25.391

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  23 in total

1.  Hand-held echocardiography in the setting of pre-operative cardiac evaluation of patients undergoing non-cardiac surgery: results from a randomized pilot study.

Authors:  Ilaria Cavallari; Simona Mega; Costanza Goffredo; Giuseppe Patti; Massimo Chello; Germano Di Sciascio
Journal:  Int J Cardiovasc Imaging       Date:  2015-05-19       Impact factor: 2.357

Review 2.  Preoperative risk assessment--from routine tests to individualized investigation.

Authors:  Andreas B Böhmer; Frank Wappler; Bernd Zwissler
Journal:  Dtsch Arztebl Int       Date:  2014-06-20       Impact factor: 5.594

3.  Transesophageal Echocardiography, Acute Kidney Injury, and Length of Hospitalization Among Adults Undergoing Coronary Artery Bypass Graft Surgery.

Authors:  Emily J MacKay; Rachel M Werner; Peter W Groeneveld; Nimesh D Desai; Peter P Reese; Jacob T Gutsche; John G Augoustides; Mark D Neuman
Journal:  J Cardiothorac Vasc Anesth       Date:  2019-08-28       Impact factor: 2.628

4.  3rd Guideline for Perioperative Cardiovascular Evaluation of the Brazilian Society of Cardiology.

Authors:  Danielle Menosi Gualandro; Pai Ching Yu; Bruno Caramelli; André Coelho Marques; Daniela Calderaro; Luciana Savoy Fornari; Claudio Pinho; Alina Coutinho Rodrigues Feitosa; Carisi Anne Polanczyk; Carlos Eduardo Rochitte; Carlos Jardim; Carolina L Z Vieira; Debora Y M Nakamura; Denise Iezzi; Dirk Schreen; Eduardo Leal Adam; Elbio Antonio D'Amico; Emerson Q de Lima; Emmanuel de Almeida Burdmann; Enrique Indalecio Pachón Mateo; Fabiana Goulart Marcondes Braga; Fabio S Machado; Flavio J de Paula; Gabriel Assis Lopes do Carmo; Gilson Soares Feitosa-Filho; Gustavo Faibischew Prado; Heno Ferreira Lopes; João R C Fernandes; José J G de Lima; Luciana Sacilotto; Luciano Ferreira Drager; Luciano Janussi Vacanti; Luis Eduardo Paim Rohde; Luis F L Prada; Luis Henrique Wolff Gowdak; Marcelo Luiz Campos Vieira; Maristela Camargo Monachini; Milena Frota Macatrão-Costa; Milena Ribeiro Paixão; Mucio Tavares de Oliveira; Patricia Cury; Paula R Villaça; Pedro Silvio Farsky; Rinaldo F Siciliano; Roberto Henrique Heinisch; Rogerio Souza; Sandra F M Gualandro; Tarso Augusto Duenhas Accorsi; Wilson Mathias
Journal:  Arq Bras Cardiol       Date:  2017 Jan-Feb       Impact factor: 2.000

5. 

Authors:  André Arpad Faludi; Maria Cristina de Oliveira Izar; José Francisco Kerr Saraiva; Ana Paula Marte Chacra; Henrique Tria Bianco; Abrahão Afiune; Adriana Bertolami; Alexandre C Pereira; Ana Maria Lottenberg; Andrei C Sposito; Antonio Carlos Palandri Chagas; Antonio Casella; Antônio Felipe Simão; Aristóteles Comte de Alencar; Bruno Caramelli; Carlos Costa Magalhães; Carlos Eduardo Negrão; Carlos Eduardo Dos Santos Ferreira; Carlos Scherr; Claudine Maria Alves Feio; Cristiane Kovacs; Daniel Branco de Araújo; Daniel Magnoni; Daniela Calderaro; Danielle Menosi Gualandro; Edgard Pessoa de Mello; Elizabeth Regina Giunco Alexandre; Emília Inoue Sato; Emilio Hideyuki Moriguchi; Fabiana Hanna Rached; Fábio César Dos Santos; Fernando Henpin Yue Cesena; Francisco Antonio Helfenstein Fonseca; Henrique Andrade Rodrigues da Fonseca; Hermes Toros Xavier; Isabela Cardoso Pimentel Mota; Isabela de Carlos Back Giuliano; Jaqueline Scholz Issa; Jayme Diament; João Bosco Pesquero; José Ernesto Dos Santos; José Rocha Faria; José Xavier de Melo; Juliana Tieko Kato; Kerginaldo Paulo Torres; Marcelo Chiara Bertolami; Marcelo Heitor Vieira Assad; Márcio Hiroshi Miname; Marileia Scartezini; Neusa Assumpta Forti; Otávio Rizzi Coelho; Raul Cavalcante Maranhão; Raul Dias Dos Santos; Renato Jorge Alves; Roberta Lara Cassani; Roberto Tadeu Barcellos Betti; Tales de Carvalho; Tânia Leme da Rocha Martinez; Viviane Zorzanelli Rocha Giraldez; Wilson Salgado
Journal:  Arq Bras Cardiol       Date:  2017-07       Impact factor: 2.000

6.  Transthoracic echocardiography and mortality in sepsis: analysis of the MIMIC-III database.

Authors:  Mengling Feng; Jakob I McSparron; Dang Trung Kien; David J Stone; David H Roberts; Richard M Schwartzstein; Antoine Vieillard-Baron; Leo Anthony Celi
Journal:  Intensive Care Med       Date:  2018-05-28       Impact factor: 17.440

7.  Surgical Treatment for Empyema Thoracis: Prognostic Role of Preoperative Transthoracic Echocardiography and Serum Calcium.

Authors:  Pei-Yi Chu; Yu-Cheng Wu; Ya-Ling Lin; Hung Chang; Shih-Chun Lee; Tsai-Wang Huang; Yuan-Ming Tsai
Journal:  J Pers Med       Date:  2022-06-20

Review 8.  The comparative and added prognostic value of biomarkers to the Revised Cardiac Risk Index for preoperative prediction of major adverse cardiac events and all-cause mortality in patients who undergo noncardiac surgery.

Authors:  Lisette M Vernooij; Wilton A van Klei; Karel Gm Moons; Toshihiko Takada; Judith van Waes; Johanna Aag Damen
Journal:  Cochrane Database Syst Rev       Date:  2021-12-21

9.  Transesophageal Echocardiography, Mortality, and Length of Hospitalization after Cardiac Valve Surgery.

Authors:  Emily J MacKay; Mark D Neuman; Lee A Fleisher; Prakash A Patel; Jacob T Gutsche; John G Augoustides; Nimesh D Desai; Peter W Groeneveld
Journal:  J Am Soc Echocardiogr       Date:  2020-03-26       Impact factor: 5.251

10.  Role of Patient- and Surgery-Specific Risk in Receipt of Outpatient Preoperative Testing.

Authors:  Kevin R Riggs; Eric B Bass; Jodi B Segal
Journal:  Perioper Care Oper Room Manag       Date:  2018-03-06
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