1. Introduction
According to World Health Organization data published on July 2025, cardiovascular diseases (CVDs) accounted for approximately 19.91 million global deaths in 2022, making them the leading cause of mortality worldwide [
1] with a great impact on health systems and economies.
In Europe (EU), CVD remains the most significant contributor to disease burden, causing 1.7 million deaths in 2021: CHD and cerebrovascular diseases account for 34% and 22% of CVD-related deaths, respectively [
2].
The incidence and prevalence of CVDs continue to rise due to aging populations, lifestyle factors, and persistent risk factors such as hypertension, smoking, and obesity. In 2019, the age-standardized prevalence of CVD globally was approximately 116.3 cases per 100,000 people, up from 45.5 cases per 100,000 in 1990 [
3].
A recent comprehensive study estimated that CVD costs the EU €282 billion annually, representing 2% of the region’s GDP and 11% of total health expenditure. This figure reflects both direct and indirect costs, including: health care and long-term care: €155 billion (55% of total CVD costs), Productivity losses: €48 billion (17%) and Informal care: €79 billion (28%) [
2].
The average per capita cost of CVD in EU is €630, with significant variation among Countries from €381 in Cyprus to €903 in Germany. The variation in per capita costs among EU Countries reflects differences in healthcare systems, population demographics, and disease prevalence [
2].
2. Economic Analysis Aspects
Cost-effective analysis of imaging tests for diagnosis and management of CHD based on available literature is a complex issue.
Economic evaluation of a strategy is commonly performed using a comparative assessment of alternative options based on the analysis of costs and consequences in the utilization of two or more health technologies or therapies.
Two principal methods, focus on different assessment to measure health benefits, are commonly used: cost-effectiveness analysis (CEA) and cost-utility analysis (CUA) [
4,
5,
6].
CEA: Compares the cost of an intervention with its clinical effectiveness. It is measured in natural units such as life-years gained (LYGs), events prevented, or symptom-free days.
CUA: compares costs, but effectiveness is measured in quality-adjusted life years (QALYs), which incorporate quantity and quality of life.
The main output from both is a ratio: the incremental cost-effectiveness ratio (ICER) for CEA (cost per LYG or other outcome) and the incremental cost-utility ratio (ICUR) for CUA (cost per QALY gained), therefore CEA and CUA can lead to different results.
For example: if a new therapy for chronic heart failure costs € 40,000 and extends life by 2 years compared to standard therapy. The ICER is € 20,000 per life-year gained. The same drug also improves quality of life, resulting in 1.5 QALYs gained. The ICUR is €26,666 per QALY gained.
Both CEA and CUA are essential tools for evaluating medical interventions.
CUA, which incorporates quality of life, is preferred by health technology assessment agencies worldwide. The choice between methods should be guided by the nature of intervention, available data, and local guidelines [
7].
A Polish study analyzed 155 submissions to the Agency for Health Technology Assessment between 2007 and 2011 and showed that in 13% of cases, ICER and ICUR led to different reimbursement decisions, highlighting the importance of choosing the right method [
8].
3. Cost-Effectiveness Analysis
Studies comparing cost-effectiveness of different tests should be analyze carefully.
A great number of publications on cost-effectiveness of imaging modalities in CHD evaluate only the cost of tests. However, dealing with costs a wider scenario represented by different reimbursement systems, willingness to pay, costs due to layering of additional tests as well as cost of short-term and long-term complications should be consider.
For example, a huge review based on 70 studies tried to evaluate cost-effectiveness of mostly available non-invasive imaging tests and imaging algorithms for the diagnostic workup of patients with stable symptom suspected of having obstructive coronary artery disease (CAD) [
9]. Authors suggested that coronary CT angiography (CCTA) is cost-effective for initial imaging in patients with intermediate pre-test probability of disease (PTP), stress echo (SE) or SPECT can be preferred in the same population for functional evaluation and invasive coronary angiography (ICA) can be cost-effective as initial test for patients with high PTP.
Genders et al [
10] confront five different initial imaging approaches in a hypothetical 60 year old patient with low to intermediate PTP comparing costs in three different Countries: US, UK and Netherland. The Imaging modalities were CCTA, cardiac stress imaging (CSI) (stress MRI, stress SPECT and SE), CCTA+CSI and ICA. Authors concluded that a multimodality approach was more cost-effective than single modality approach. Moreover, evaluating the impact of strategy guided by different initial imaging modality or optimal medical treatment approach in the three Countries the cost-effective analysis lead to significantly different results.
These two example are useful to understand that several critical elements should be consider in the analysis of data from cost-effectiveness studies. First, the perspective of civil society is rarely taken into account. Frequently, results are derived with a short time frame limited to the time of follow-up but costs should account also for costs of long-term complications and long-term treatments. Moreover, costs of tests and therapy can be very different across Countries. There are many studies evaluating the impact of CCTA, while studies evaluating the "no testing" option are underrepresented; the treatment strategy varies between different studies (e.g. optimal medical therapy vs Revascularization). PPT varies greatly among trials. Results of studies do not reflect real-world practice frequently. Finally, in most studies, the performance of noninvasive diagnostic tests is evaluate in relation to their ability to identify or exclude the presence of a coronary lumen alteration compared to the evaluation of invasive coronary angiography.
4. Examples of Trials Evaluating Effectiveness of Tests
Several clinical trials such as PROMISE trial [
11], SCOT-HEART trial [
12], CE-MARC2 trial [
13], PACIFIC trial [
14] and EVINCI trial [
15] compare different diagnostic strategies in order to evaluate the effectiveness of different imaging procedures or clinical strategies in patients with CHD (
Table 1).
PROMISE trial and SCOT-HEART trial are two examples of randomized clinical trials that compare one imaging test or strategy with another.
Results from PROMISE trial can be summarized as follow: CCTA-based diagnostic strategy increases diagnostic accuracy by decreasing the need for coronary angiography, showing a similar event rate compared to the strategy that involves the use of functional tests and reducing patient exposure to radiation. However, a more detailed analysis reveal that at a head to head comparison of functional vs anatomical testing CCTA did not improve outcome, ICA showing no obstructive CAD was more frequent after functional evaluation (as greatly demonstrate IHD is not only CAD) and revascularization was more frequent in the CCTA group although without functional evaluation.
In the SCOT-HEART trial the standard care strategy was compared with a standard care + CCTA guided strategy assessing the incidence of major adverse cardiac events (MACE) during a follow-up period of 1.7 years. In the trial CCTA seems to improve diagnosis of CAD, to allow for optimization of therapeutic interventions and reduce the risk of myocardial infarction. However, no increase in the downstream of ICA or of procedures for revascularization was observed in the arm randomized to standard care + CCTA guided strategy and the analysis of a secondary endpoint revealed a similar rate of MACE between randomized arms. Moreover, functional testing and CCTA were perform sequentially in the trial, integrated the management of patients.
Furthermore, overall event rates was low in PROMISE trial as well as in SCOT-HEART trial reflecting the inclusion of a large number of patients without CHD.
CE-MARC 2 trial enrolled intermediate PTP patients to one of three arms. The three arms were guided by the use of: stress MRI, SPECT or a Guideline directed care (including CAC followed by selective CCTA for patients at low PTP, SPECT for patients at intermediate PTP and ICA for patients at high PTP). Primary results from the trial revealed similar 1 year rate of unnecessary ICA for stress MRI and SPECT, but a significant higher rate of unnecessary invasive study for patients assigned to Guideline arm.
Purpose of the PACIFIC trial was to evaluate the accuracy of CCTA, SPECT, PET, and hybrid imaging for detecting significant CAD, using invasive fractional flow reserve (FFR) as the reference standard. As primary findings CCTA showed the highest sensitivity (90%) but the lowest specificity (60%), SPECT showed the higher specificity (94%) but a suboptimal sensitivity (57%) and PET showed the highest diagnostic accuracy (85%).
The Evinci trial compares the performance of CCTA and available non-invasive stress imaging modalities for the diagnosis of coronary artery disease. The gold standard of the study was the presence of stenosis on epicardial vessels depicted by ICA. Being the objective of the study the research of coronary stenoses, the performance of CCTA (anatomical test) resulted higher in comparison to that of functional test; however if the objective had been the detection of hypoperfuse territories, the result could have been change, perhaps in favor of functional tests.
This last aspect is crucial by a clinical point of view because it is widely demonstrated that in chronic coronary syndrome the mechanisms underlying ischemia can be due to epicardial disease, microvascular disease or to the coexistence of both of them. Moreover, ischemia can be correlated to the existence of a structural problem (e.g. atherosclerosis or inward arteriolar remodelling) or to a functional impairment (e.g. epicardial vasospasm or endothelial dysfunction and consequent impaired vasodilation). Finally, not all obstructive stenosis induce ischemia.
These are the major reasons for discordance between anatomical and functional testing approaches
Therefore, due to the peculiar characteristics, diagnostic tests are rarely interchangeable and the definition of the gold standard of what we are looking for and what we need to treat is mandatory (presence of stenosis? Hypoperfuse territories?).
As highlighted in the 2024 European Society of Cardiology guideline for the management of chronic coronary syndromes, the Knowledge of clinical information and the evaluation of clinical likelihood of obstructive coronary artery disease are crucial in order to select the most appropriate first line test for evaluating patients [
16]. If clinical likelihood of CAD is
< 5 % there is no need for further tests. In patients with low clinical likelihood (5-15%) evaluation by ECG, ECHO, CCS or CCTA is recommend.
Furthermore, the Guide Lines clearly distinguish anatomical from functional tests.
The referring physician should have a clear vision of which is the primary need for the patient in order to choose the most effective investigation, limiting the sequence of tests without losing the necessary information for the optimal management. While in subjects with a clinical likelihood of obstructive CAD ranging from 15% to 50% the selection of anatomical vs functional test can be done based on characteristics of patient, when pre-test likelihood exceeds 50% functional evaluation is always recommended.
The possibility of anatomical-functional discordance is a matter of fact in IHD.
There are several studies reporting the use of non-invasive imaging modality (CCTA) for the quantification of FFR.
Evaluation of FFR provides helpful guidance in the decisional process for selecting the best treatment. However, FFR value is affected by the increase of microvascular resistance therefore hampering the use of this parameter in several clinical scenarios.
PET MPI is the gold standard for the non-invasive evaluation of absolute myocardial blood flow (MBF) and myocardial blood flow reserve (MFR) which reflects the global hemodynamic effect of CAD, including coronary artery stenosis and microvascular disease.
However, there are no randomized multicenter trials that establish the cost-effectiveness of PET flow parameter assessment.
A final aspect, underline also by both PROMISE trial and SCOT-HEART trial, is the use of imaging tests which imply radiation exposure [
11,
12]. This is a crucial point for ICA, CCTA, SPECT and PET in fact, patients radiation exposure can be significantly different based on technologies used, protocols adopted and presence of dose reduction software.
Moreover, independently from the imaging modality, state of the art technologies should be used in order to reduce radiation exposure.
As far as nuclear cardiology modalities are evaluate, MPI study can be optimize by using radionuclides with short half-life such as Tc-99m and PET tracers, performing stress-only protocol and applying weight-based dosing.
In Nuclear Cardiology, taking into consideration radiation exposure PET/CT studies should be preferred. However, PET facilities are not always available and cardiac testing can be inaccessible or quite expensive in absence of on-site cyclotron. However, optimize technologies such as the use of SPECT/CT scan implemented with Resolution Recovery software or the use of a tomography equipped with Cadmium-Zinc-Telluride (CZT) detectors can minimize patient exposure.
The CZT scanners are much more efficient in comparison to traditional SPECT technology in detecting energy emitted by radiopharmaceuticals therefore allowing images of excellent quality injecting a minimal amount of radiopharmaceutical and offering the possibility of quantitative evaluation of myocardial blood flow both at rest ad during stress testing. Several studies report a significant reduction in radiation exposure of patient undergoing MPI by using CZT cameras [
17,
18,
19].
5. Cost- Effectiveness Analysis of Trials
Studies reporting cost-effectiveness evaluation of strategies for IHD have increase over the years (9). As notice previously, available data on economic evaluations of diagnostic strategies for CAD are greatly variable due to many afflicting aspects, therefore a definitive economic perspective is still challenging and a clear discrimination between the individual diagnostic strategies is not allowed jet.
In the PROMISE trial symptoms and quality of life did not reveal different improvement in the two strategies. Similarly, the CTTA and functional testing strategies had not significant difference in costs through 3 years of follow-up [
20,
21].
A real cost-effective analysis was not perform in the SCOT-HEART trial. However, in a post hoc analysis the costs over 6 months for the group of patients assigned to the standard care + CCTA strategy was higher in comparison to costs of group in the standard care strategy [
22].
Finally, a very nice cost-effectiveness analysis from the EVINCI trial was publish by Lorenzoni V et al [
23]. Authors concluded that combined CCTA-ECHO and CCTA-SPECT strategies were cost-effective for the diagnosis of obstructive CAD and dominated stand-alone stress-testing and other combination. Moreover, taking into consideration early revascularization as measure of effectiveness, only CCTA-SPECT was a cost-effective non-invasive strategy. However, as Authors pointed out, the limited sample size of data of some diagnostic modality (PET) or stategy (CCTA+PET or PET+CCTA) lead to high uncertainty for the extrapolation of generally applicable results. Moreover, results of the Country-specific cost-effectiveness analysis revealed high variability among European Countries included.
6. Conclusions
In a setting of low-to-intermediate prior probability, there is no simple answer to what the optimal diagnostic imaging strategy is for individuals suspected of having CAD. The reported trials failed to identify a significant difference taking into consideration the effectiveness of the variety of diagnostic test strategies analyzed.
For Patients with an intermediate PTP the referring clinician must define the objective of the require test in order to prescribe the most appropriate one (anatomical vs functional).
For each choice, it is necessary to consider local availability and expertise, timeless of scheduling, ability of the chosen test to give definitive answers that influence prognosis/ therapy and the need of further additional test.
Finally, any imaging modality especially those requiring radiation exposure, need to be optimize in order to offer the maximum clinical benefits while reducing radiation exposure.
Conflicts of Interest
The authors declare no conflicts of interest.
Abbreviations
The following abbreviations are used in this manuscript:
| MPI |
Myocardial perfusion imaging |
| SPECT |
Single-photon emission computed tomography |
| PET |
Positron emission tomography |
| CHD |
Coronary heart disease |
| CVD |
cardiovascular diseases |
| EU |
Europe |
| CEA |
cost-effectiveness analysis |
| CUA |
cost-utility analysis |
| LYG |
life-years gained |
| QALY |
quality-adjusted life years |
| ICER |
incremental cost-effectiveness ratio |
| ICUR |
incremental cost-utility ratio |
| CAD |
coronary artery disease |
| CCTA |
coronary CT angiography |
| PTP |
pre-test probability of disease |
| SE |
stress echo |
| ICA |
invasive coronary angiography |
| CSI |
cardiac stress imaging |
| MRI |
Magnetic Resonance Imaging
|
| MACE |
major adverse cardiac events
|
| FFR |
fractional flow reserve
|
| CCS |
Coronary calcium scoring
|
| MBF |
myocardial blood flow |
| MFR |
myocardial blood flow reserve |
| CZT |
Cadmium-Zinc-Telluride |
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Table 1.
Comparative Summary of Major CAD Imaging Trials.
Table 1.
Comparative Summary of Major CAD Imaging Trials.
| Trial |
Design & Population |
Comparison/Arms |
Key Findings |
Cost-Effectiveness |
|
PROMISE |
RCT, stable chest pain, low–intermediate PTP |
CCTA vs functional testing (stress imaging) |
CCTA improved diagnostic accuracy, reduced ICA, similar outcomes; ↑ revascularization; low event rates |
No significant cost difference at 3 yrs; QoL similar |
| SCOT-HEART |
RCT, suspected CAD; mean FU 1.7 yrs |
Standard care vs Standard care + CCTA |
CCTA improved CAD diagnosis, optimized therapy, reduced MI; no ↑ ICA/revascularization |
No formal CEA; post-hoc: higher 6-month costs in +CCTA arm |
| CE-MARC2 |
RCT, intermediate PTP |
Stress CMR vs SPECT vs Guideline-directed care |
Similar unnecessary ICA for CMR & SPECT; higher unnecessary ICA in guideline arm |
Not directly analyzed; guideline less efficient |
| PACIFIC |
Prospective, suspected CAD; invasive FFR reference |
CCTA vs SPECT vs PET vs Hybrid |
CCTA: highest sensitivity (90%), lowest specificity (60%); SPECT: highest specificity (94%), low sensitivity (57%); PET: best accuracy (85%) |
Diagnostic performance only; no cost analysis |
| EVINCI |
Multicenter European trial. ICA reference |
CCTA vs functional stress imaging; ICA reference |
CCTA superior for stenosis detection; functional better for ischemia/hypoperfusion |
CEA: CCTA+ECHO & CCTA+SPECT cost-effective; PET data limited; variability across countries |
|
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