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三尖瓣环收缩期位移(TAPSE)<16mm 时,肺血管阻力(PVR)<3 伍德单位(WU)对毛细血管后性肺动脉高压预后的意义具有潜在的矛盾性和危险性。

The dangerous and contradictory prognostic significance of PVR<3WU when TAPSE<16mm in postcapillary pulmonary hypertension.

机构信息

Department of Cardiac Surgery, Advanced Heart Failure Clinic and Pulmonary Hypertension Referral Center 27/76, Rouen University Hospital, Rouen, F76000, France.

Department of Cardiac Surgery, Normandie Univ, UNIROUEN, INSERM U1096, Rouen University Hospital, Rouen, F76000, France.

出版信息

ESC Heart Fail. 2020 Oct;7(5):2398-2405. doi: 10.1002/ehf2.12785. Epub 2020 Jul 23.

Abstract

AIMS

In 2019, pulmonary vascular resistance (PVR) < 3WU was adopted to stratify patients at low risk in pulmonary hypertension due to left heart disease (PH-LHD) as well those with isolated PH-LHD. We sought to evaluate whether supervised machine learning with decision tree analysis, which provides more information than Cox Proportional analysis by forming a hierarchy of multiple covariates, confirms this risk stratification.

METHODS AND RESULTS

Two hundred two consecutive patients (mean age: 69 ± 11 years, female: 42%) with mean pulmonary artery pressure ≥ 20 mmHg and wedge pressure > 15 mmHg were recruited. Transpulmonary pressure gradient ⩾̸ 12 mmHg, PVR ⩾̸ 3WU, diastolic pressure gradient ⩾̸ 7 mmHg, pulmonary arterial capacitance < 1.1 mL/mmHg, tricuspid annular plane systolic excursion (TAPSE) < 16 mm, peak systolic tissue Doppler velocity < 10 cm/s, right ventricular end-diastolic area ⩾̸ 25 cm were the seven categorical values entered into the model due to their prognostic significance in PH. We used the chi-squared automatic interaction detection method to predict mortality. Each node and branch were compared using survival analysis at 6-year follow-up. Mean pulmonary artery pressure, wedge pressure, cardiac index, and PVR were 40.3 ± 10.0 mmHg, 22.3 ± 7.1 mmHg, 2.9 ± 0.8 L/min/m , and 3.6 ± 2.1WU, respectively. Among the seven dichotomous, TAPSE was first selected following by PVR. Compared with patients with PVR < 3WU and TAPSE ⩾̸ 16 mm, patients with PVR ⩾̸ 3WU and TAPSE ⩾̸ 16 mm, or patients with PVR ⩾̸ 3WU and TAPSE<16 mm had significantly increased mortality, HR = 3.0, 95% CI = [1.4-6.4], P = 0.006 and HR = 3.3, 95% CI = [1.6-6.9], P = 0.002, respectively, while patients with PVR < 3WU and TAPSE < 16 mm exhibited the worst prognosis, HR = 7.2, 95% CI = [3.3-15.9], P = 0.0001.

CONCLUSIONS

Used for solving regression and classification problems, decision tree analysis confirms that PVR and TAPSE have to be analysed together in PH-LHD and revealed the dangerous and contradictory prognostic significance of PVR < 3WU when TAPSE<16 mm.

摘要

目的

2019 年,采用肺血管阻力(PVR)<3WU 将左心疾病相关肺动脉高压(PH-LHD)患者和单纯 PH-LHD 患者分层为低危患者。我们试图通过形成多个协变量的层次结构,用决策树分析进行监督机器学习,评估这一分层方法是否能得到证实。

方法和结果

连续纳入 202 例平均年龄为 69±11 岁、女性占 42%的平均肺动脉压≥20mmHg 和楔压>15mmHg 的患者。我们将跨肺压梯度≥12mmHg、PVR≥3WU、舒张期压力梯度≥7mmHg、肺动脉顺应性<1.1mL/mmHg、三尖瓣环平面收缩期位移(TAPSE)<16mm、收缩期组织多普勒速度峰值<10cm/s、右心室舒张末期面积≥25cm 的 7 个分类值输入模型,因为它们在 PH 中有预后意义。我们使用卡方自动交互检测法预测死亡率。在 6 年的随访中,使用生存分析比较每个节点和分支。平均肺动脉压、楔压、心指数和 PVR 分别为 40.3±10.0mmHg、22.3±7.1mmHg、2.9±0.8L/min/m和 3.6±2.1WU。在这 7 个二分类变量中,TAPSE 先于 PVR 被选中。与 PVR<3WU 和 TAPSE≥16mm 的患者相比,PVR≥3WU 和 TAPSE≥16mm 的患者,或 PVR≥3WU 和 TAPSE<16mm 的患者死亡率明显增加,HR=3.0,95%CI=[1.4-6.4],P=0.006 和 HR=3.3,95%CI=[1.6-6.9],P=0.002,而 PVR<3WU 和 TAPSE<16mm 的患者预后最差,HR=7.2,95%CI=[3.3-15.9],P=0.0001。

结论

决策树分析用于解决回归和分类问题,证实 PVR 和 TAPSE 在 PH-LHD 中必须一起分析,并揭示了当 TAPSE<16mm 时 PVR<3WU 的危险和矛盾的预后意义。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7e41/7524100/d2fd50dcb3d4/EHF2-7-2398-g001.jpg

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