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利用自适应贝叶斯心脏应变成像在体定位小鼠心脏纤维化。

Murine cardiac fibrosis localization using adaptive Bayesian cardiac strain imaging in vivo.

机构信息

Medical Physics, University of Wisconsin (UW)-Madison, Madison, USA.

Small Animal Imaging and Radiotherapy Facility, UW-Madison, Madison, USA.

出版信息

Sci Rep. 2022 May 20;12(1):8522. doi: 10.1038/s41598-022-12579-6.

Abstract

An adaptive Bayesian regularized cardiac strain imaging (ABR-CSI) algorithm for in vivo murine myocardial function assessment is presented. We report on 31 BALB/CJ mice (n = 17 females, n = 14 males), randomly stratified into three surgical groups: myocardial infarction (MI, n = 10), ischemia-reperfusion (IR, n = 13) and control (sham, n = 8) imaged pre-surgery (baseline- BL), and 1, 2, 7 and 14 days post-surgery using a high frequency ultrasound imaging system (Vevo 2100). End-systole (ES) radial and longitudinal strain images were used to generate cardiac fibrosis maps using binary thresholding. Percentage fibrotic myocardium (PFM) computed from regional fibrosis maps demonstrated statistically significant differences post-surgery in scar regions. For example, the MI group had significantly higher PFM (%) values in the anterior mid region (p = 0.006) at Day 14 (n = 8, 42.30 ± 14.57) compared to BL (n = 12, 1.32 ± 0.85). A random forest classifier automatically detected fibrotic regions from ground truth Masson's trichrome stained histopathology whole slide images. Both PFM (r = 0.70) and PFM (r = 0.60) results demonstrated strong, positive correlation with PFM (p < 0.001).

摘要

提出了一种用于体内小鼠心肌功能评估的自适应贝叶斯正则化心脏应变成像 (ABR-CSI) 算法。我们报告了 31 只 BALB/CJ 小鼠(n=17 只雌性,n=14 只雄性),随机分为三组手术:心肌梗死 (MI) 组(n=10)、缺血再灌注 (IR) 组(n=13)和对照组(假手术组,n=8),分别在术前(基线-BL)和术后 1、2、7 和 14 天使用高频超声成像系统(Vevo 2100)进行成像。使用端收缩(ES)径向和纵向应变图像,通过二值阈值生成心脏纤维化图。从区域纤维化图计算的纤维化心肌百分比 (PFM) 在手术后的疤痕区域显示出统计学上的显著差异。例如,MI 组在第 14 天(n=8,42.30±14.57)前中部区域的 PFM(%)值明显高于 BL(n=12,1.32±0.85)(p=0.006)。随机森林分类器自动从 Masson 三色染色组织学全幻灯片图像的真实数据中检测出纤维化区域。PFM(r=0.70)和 PFM(r=0.60)结果均与 PFM(p<0.001)呈强正相关。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9e7f/9122999/c56f755e38f6/41598_2022_12579_Fig1_HTML.jpg

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