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. Author manuscript; available in PMC: 2024 Nov 1.
Published in final edited form as: J Hosp Med. 2023 Sep 20;18(11):1021–1033. doi: 10.1002/jhm.13206

Table 2 –

Significant Factors Associated with Preoperative Cardiac Testing

LEVEL RESULTS INTERPRETATION
Patient
Female gender Fewer stress tests (Chan,32 Ellenbogen,38 Rubin40); fewer catheterizations (Ellenbogen38); more EKGs (Ganguli24), more stress tests (Sheffield27) Generally, women received less testing
Older age More EKGs and cascade events (Ganguli24); more echos (Adair,22 Ellenbogen,38 Marcantonio26); more stress tests (Charlesworth,36 Ellenbogen,38 Rubin,40 Valle29); more cardiac catheterizations (Ellenbogen38); more preoperative cardiac testing (King31) Older age strongly associated with more testing.
White race Fewer EKGs (Ganguli24), more EKGs (Pickering30) Not a clear association between race or ethnicity and testing
Hispanic ethnicity More EKGs (Ganguli24), fewer EKGs (Pickering30), more echos (Sinvani28)
Area of residence
Urban area More EKGs (Ganguli24) Association between urban/large metro areas and more EKGs
Large metro (vs small metro) More EKGs (Pickering30)
Primary payer
Medicare (vs commercial) More cardiac testing (Colla23) Association of government-sponsored insurance with more testing and capitated insurance plans with less testing
Medicaid (vs commercial) More echos and stress tests (Charlesworth36)
Medicaid enrollment More EKGs (Ganguli24)
Commercial insurance (vs other insurance types) Fewer stress tests and catheterizations (Ellenbogen38)
Capitated (vs non- capitated) insurance plan Fewer stress tests (Rubin40)
Increasing comorbidity
Elixhauser Comorbidity Score More EKGs (Ganguli24, Pickering30), more echos, stress tests, and catheterizations (Ellenbogen38), more cascade events (Ganguli24) Strong association between higher levels of comorbidity and more testing
Charlson Comorbidity Index More EKGs (Riggs42), more echos (Adair,22 Charlesworth,36 Riggs,42 Sinvani28), more stress tests (Charlesworth,36 Riggs,42 Sheffield27)
ASA Physical Classification System More echos (Marcantonio26), more preoperative cardiac testing (King31)
MICA Score More stress tests (Pappas35)
RCRI More cardiac testing (King31), more EKGs (Riggs42), more echos (Riggs42), more stress tests (Pappas,35 Riggs,42 Rubin,40 Valle29)
More cascade events More EKGs (Ganguli,24 Pickering30) Strong evidence that low-value preoperative EKGs can lead to are associated with downstream testing
Provider
Preoperative clinic visit (vs primary care visit) before surgery More EKGs and stress tests (Sigmund43) Preoperative clinic visit (vs primary care visit) and preoperative cardiology visit associated with more testing
Preoperative cardiology referral More preoperative cardiac tests (King31)
Tendency of internal medicine physicians working at a preoperative evaluation clinic to order more tests More stress tests (Pappas35) Significant impact of preoperative clinic provider practice habits on volume of testing
Admitted to a medicine service (vs surgery service) More echos (Sinvani28) Admission to a medical (vs surgical) service associated with more echos
Transitioning from multiple specialties to just hospitalist deciding if echo is needed Fewer echos (Esper46) QI initiative streamlining decision on echo to only hospitalist associated with less testing
System
Increasing regional cardiologist density More EKGs and more cascade events after EKG (Ganguli24), more stress tests (Sheffield27) Regions with more cardiologists per capita, higher spending, or greater populations had more testing
Greater spending per Medicare beneficiary at HRR level More stress tests (Sheffield27)
Location in more populated MSA More stress tests (Sheffield27)
Higher VA Facility complexity level More EKGs (Pickering30) Higher health system patient complexity associated with more testing#
Higher overall RCRI scores for surgical patients at health system More stress tests (Valle29)
Location Midwest and West (vs South and Northeast) associated with more EKGs (Pickering30); Midwest, Mountain West, and Northeast (vs Pacific Northwest) associated with more stress tests (Sheffield27); Washington state (vs Maryland and New Jersey) associated with fewer stress tests and catheterizations (Ellenbogen38) Multiple studies showed regional variation in testing intensity, but with somewhat conflicting findings
Larger hospital or health system size Fewer EKGs (Pickering30), more stress tests (Sheffield27), more catheterizations (Ellenbogen38), fewer echos (Ellenbogen38) Does not seem to be a clear relationship between hospital/health system size and testing intensity
Community hospital (vs tertiary care center) More echos (Sinvani28) Community hospitals (vs tertiary care centers) associated with more echos
Implementation of preoperative testing guidelines and algorithms with or without educational curriculum Fewer EKGs (Aviki,45 Langell,48 Mafi*,44 Nelson49) Multiple successful QI intitatives to decrease EKG overutilization
Publication of 2002 ACC/AHA Perioperative Guidelines Fewer EKGs (Sigmund43) Publication of 2002 guidelines associated with fewer EKGs
Higher proportion of elective inpatient surgeries to outpatient surgeries More stress tests (Valle29) More elective inpatient surgeries relative to outpatient surgeries associated with mores stress tests

Abbreviations:

ACC – American College of Cardiology

AHA – American Heart Association

ASA – American Society of Anesthesiologists

MICA – Myocardial Infarction or Cardiac Arrest

MSA – Metropolitan Statistical Area

QI – Quality Improvement

RCRI – Revised Cardiac Risk Index

Not all references are cited in this table because not all had significant findings for a patient, provider, or system level factor

Significance is defined as p<0.05

* -

Mafi study had a large educational component

# -

Both of these studies were done on VA populations