Jiali Wang1, Kai Xu1, Chunfeng Hu1, Yankai Meng1, Shuguang Han1, Peng Wu2, Lu Han2, and Yongzhou Xu3
1The Affiliated Hospital of Xuzhou Medical University, Xuzhou, China, 2Philips Healthcare, Shanghai, China, 3Philips Healthcare, Guangzhou, China
Synopsis
Keywords: Myocardium, Ischemia, T1 mapping
To
assess the potential of texture analysis (TA) of area-at-risk (AAR) based on
native T1 mapping in predicting the severity of injury in ST-segment elevation
myocardial infarction (STEMI) patients. Cine, T1 mapping, and late gadolinium
enhancement (LGE) images were analyzed to evaluate cardiac function, and scar
characteristics. The predictive value of TA for adverse LV remodeling (ALVR)
and large final infarct size was evaluated. Entropy and uniformity (parameters
of TA) in AAR of T1 mapping were highly correlated with convalescent infarct
size, uniformity independently predicted large final infarct size, however, TA
of AAR was not associated with convalescent ALVR.
Introduction
Despite
the fact that timely reperfusion by the primary percutaneous coronary intervention
(PCI) has reduced cardiovascular mortality in ST-segment elevation myocardial
infarction (STEMI), progressive adverse left ventricular remodeling (ALVR) and
cardiac insufficiency have become leading causes of death1. Texture
analysis (TA) on cardiovascular magnetic resonance (CMR) can provide additional
information for traditional methods to improve clinical diagnosis and risk
prediction2. At present, TA based on native T1 mapping for the prediction of
myocardial damage after STEMI is uncertain. Thus, we investigated the
additional predictive value of TA parameters (entropy and uniformity) of
area-at-risk (AAR) on native T1 mapping in predicting myocardial injury and
short-term ALVR in patients with STEMI treated with PCI.Methods
Seventy-eight patients with STEMI, which were successfully treated with PCI within 12 h
from symptom onset and underwent two CMR examinations post-PPCI at 7 days
(acute phase) and 4 months (convalescent phase) respectively were included.
The patient flowchart is shown in Figure 1. All CMR examinations were performed
on a 3.0 T MR scanner (Ingenia, Philips Healthcare, Amsterdam, Netherlands)
with surface body coil and posterior spinal coil. The protocol and parameters
were: cine imaging was performed using steady-state free precession (SSFP),
echo time (TE) = 1.3ms; repetition time (TR) = 2.6ms; flip angle = 45°; slice
thickness 7 mm; matrix = 236 × 161 pixels; field of view (FOV) = 350mm × 350
mm. T2 weighted imaging (T2WI): TR/TE, 1643/ 80ms; flip angle, 90°; thickness,
7 mm, FOV, 300mm × 300 mm. Native T1 mapping was scanned using modified
Look-Locker inversion recovery (MOLLI) with a 5 s (3 s) 3 s scan scheme, the
parameters were TR/TE, 2.3/1.0ms; flip angle, 25°; FOV, 300 × 300 mm, covering
the base, mid-ventricular, and apex level of LV. LGE sequence [TR/TE, 3.0/
6.1ms; flip angle, 25°; and slice thickness, 7 mm] was obtained 10–15 min after
the administration of contrast agents.
Cvi42 (Circle Cardiovascular Imaging,
cvi42®, v5.12.4, Calgary, Alberta, Canada) analysis software was used to assess
LV function, including left ventricular end-diastolic volume (LVEDV), left
ventricular end-systolic volume (LVESV) and left ventricular ejection fraction
(LVEF), and scar characteristics as described previously. AAR was defined as LV
myocardium with pixel values > 2SDs of remote myocardium on T2WI3. The LVEDV
and LVESV parameters obtained by two CMR examinations were used to evaluate
short-term ALVR: LVESV and/or LVEDV increased ≥ 12% was defined as ALVR at about
4 months4. Large final infarcts at the convalescent phase were defined using a
final infarct size cut-off of 9.5% on LGE, as a surrogate for long-term
clinical prognosis.
The slice with the largest infarct size was chosen for
native T1 mapping analysis and TA analysis. Native T1 values of AAR (T1a) was
measured using a dedicated workstation (Intelligence Space Portal, version
10.1, Philips Healthcare, Amsterdam, Netherlands), and the 3D-slicer (Version
4.11) was used for TA analysis. Entropy and uniformity within the region of
interest were extracted to quantify the heterogeneity of native T1mapping
images (Figure 2).
Statistical analysis was performed using the statistical
software SPSS 22.0. The two-tailed p-value <0.05 indicated statistical significance.Results
Entropy
and uniformity of AAR in native T1 correlated with convalescent infarct size
(IS) (r = 0.58, P < 0.001; r = -0.61, P < 0.001, respectively), and
uniformity was independently associated with large final IS (OR = 0.327, 95% CI
= 0.128–0.832, P = 0.019).
30.8% of patients suffer short-term ALVR at about 4M
after MI. Patients with ALVR had larger entropy, native T1a, and lower
uniformity than patients without ALVR in the acute phase (all P <0.05).
However, acute entropy and uniformity were not independent predictors of ALVR
(Figure 3).Discussion
Myocardial
injury after reperfusion in STEMI is a dynamic process involving a complex
cascade. Changes in histology may cause changes in texture that are suitable
for analysis. TA allows for the assessment of spatial distributions of gray
levels and pixels for discrimination and diagnosis5. The heterogeneity of the
AAR was assessed by two texture parameters in our study: uniformity and
entropy. Higher entropy and lower uniformity represent increased heterogeneity.
Our results demonstrated that entropy and uniformity based on native T1 mapping
images were positively and inversely correlated with convalescent infarct size,
respectively, and final infarct size is a strong predictor for the prognosis in
patients with STEMI. Therefore, the heterogeneity of the injured myocardium on
native T1 mapping may have important prognostic significance after MI. However,
our study failed to find a correlation between texture features and short-term adverse LV remodeling. Further confirmatory studies
will be needed.
Native
T1 mapping has emerged as the preferred approach to quantify myocardial T1
value without contrast agents, adding a new dimension to the information
provided by conventional CMR methods6, but our results suggest that native T1
in AAR was not an independent predictor of short-term ALVR. The reasons for the
different results may be the influence of MVO, different time points of
imaging, or various MR scanners.Conclusion
We
demonstrated the heterogeneity property of AAR on native T1mapping was
associated with final infarct size. The prognostic value of native T1 mapping
can be incorporated as complementary parameters to improve the predictive power
of CMR imaging. Acknowledgements
No acknowledgement found.References
- J.F.
Rodriguez-Palomares, J. Gavara, I. Ferreira-Gonzalez, et al. Prognostic value
of initial left ventricular remodeling in patients with reperfused STEMI. JACC
Cardiovasc. Imaging. 2019; 12 (12): 2445–2456.
- Q. Ma, Y. Ma, X. Wang, et al. A radiomic nomogram
for prediction of major adverse cardiac events in ST-segment elevation
myocardial infarction. Eur Radiol. 2021; 31 (2) : 1140-1150.
- Z.Y. Fan, C.W. Wu, D.A. An et al. Myocardial
area at risk and salvage in reperfused acute MI measured by texture analysis of
cardiac T2 mapping and its prediction value of functional recovery in the
convalescent stage. Int J Cardiovasc Imaging. 2021; 37(12) : 3549-3560.
- H. Bulluck, J. Carberry, D. Carrick, et al.
Redefining adverse and reverse left ventricular remodeling by cardiovascular
magnetic resonance following ST-segment-elevation myocardial infarction and
their implications on long-term prognosis. Circ Cardiovasc Imaging. 2020; 13
(7): e009937.
- B. Baessler, C. Luecke, J. Lurz, et al.
Cardiac MRI texture analysis of T1 and T2 maps in patients with infarct-like
acute myocarditis. Radiology. 2018; 289 (2) : 357-365.
- M.X. Yang, Y. He, M. Ma, et al.
Characterization of infarcted myocardium by T1-mapping and its association with
left ventricular remodeling. Eur J Radiol. 2021; 137: 109590.