The research was aimed at analyzing the value of the optimized eXtreme Gradient Boosting (XGBoost) algorithm-based ultrasound cardiogram images in the diagnosis of pregnant hypertension patients. A total of 145 pregnant women (85 cases suffered from hypertension disease during pregnancy and 60 other normal women were healthy) were selected as the reference to the comparison and analysis of ultrasound cardiac function parameter, common carotid artery parameter, and the coupling relationship between hearts and cervical vessels of pregnant hypertension patients. The results demonstrated ultrasound cardiac function parameter of pregnant hypertension patients as follows. The maximum volume of the left atrium (LAVmax) was 35.65 mm, left ventricular end-systolic volume (LVESV) was 31.07 mm, and left ventricular end-diastolic volume (LVEDV) was 88.73 mm. All the above indexes were obviously higher than those of the normal control group (
P
<
0.05
). Besides, intima-media thickness (IMT) of common carotid artery (465.84 μm), pulse wave velocity (PWV) (8.09 m/s), pressure of turning point 1 from isovolumic contraction phase to ejection phase (PT1) (126.5 mmHg), arterial enhancement pressure (AP) (6.14 mmHg), and arterial pressure enhancement index (8.58%) were all significantly higher than those of the normal control group (
P
<
0.05
). In addition, the correlation between the coupling (
E
/
A
) of hearts and carotid artery of pregnant hypertension patients and PWV was not obvious (
r
=
−
0.08432
,
P
>
0.05
). The results of the research indicated that intima-media inside carotid artery of pregnant hypertension patients thickened obviously, and it became less elastic compared with that of normal healthy pregnant women. What is more, cardiac morphological changes were manifested mainly as the enlargement of the left atrial chamber and the thickening of the interventricular septum. Volume load and blood flow velocity both increased, and left ventricular diastolic function was damaged. XGBoost algorithm-based ultrasound cardiogram images could improve the diagnostic effects of hypertension during pregnancy effectively.
Background
Cardiac involvement is a major cause of death in systemic sclerosis (SSc), while early detection remains a challenge.
Objectives
The purpose of this study was to investigate the prevalence and clinical implications of cardiac impairment in SSc.
Methods
95 consecutive SSc patients (55.6 ± 13.8 years old, 5.3 ± 8.1 years from diagnosis) were included in the study. Patients with heart diseases onset prior to SSc were excluded. All patients underwent two-dimensional speckle-tracking echocardiology (2D-STE) with measuring left and right ventricular global longitudinal strain (GLS/RGLS). Clinical manifestation, laboratory evaluation (CRP, cTnI, antibodies, etc.) and ECG were collected at the same time. Comparisons between the SSc subgroups (lcSSc and dcSSc) were performed using Student’s t test, Mann–Whitney U or Fisher’s exact test. Binary logistic regression was applied to determine the independent effects of variables in cardiac impairment.
Results
Early left and right ventricular impairment measured by GLS and RGLS were detected in 22.1% and 24.2% of the SSc patients, respectively. In comparison, only 2.1% showed reduced left ventricular ejection fraction (LVEF). Impaired GLS was mainly observed in the basal and medial segments of anterior, lateral, and posterior left ventricle walls, and more profound in dcSSc. Elevated CRP (OR 3.561 95% CI (1.071–11.839), p< 0.05) was associated with reduced GLS/RGLS. The adoption of GLS/RGLS enhanced the efficacy of routine screening for cardiac impairment that 52.6% of patients showed potential cardiac impairment.
Conclusions
Cardiac impairment is a common manifestation in SSc. Increasing awareness of early cardiac impairment is warranted with elevated CRP and dcSSc.
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