Cargando…

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

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 provi...

Descripción completa

Detalles Bibliográficos
Autores principales: Raitière, Olivier, Berthelot, Emmanuelle, Fauvel, Charles, Guignant, Pierre, Si Belkacem, Nassima, Sitbon, Olivier, Bauer, Fabrice
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7524100/
https://www.ncbi.nlm.nih.gov/pubmed/32705818
http://dx.doi.org/10.1002/ehf2.12785
_version_ 1783588489533587456
author Raitière, Olivier
Berthelot, Emmanuelle
Fauvel, Charles
Guignant, Pierre
Si Belkacem, Nassima
Sitbon, Olivier
Bauer, Fabrice
author_facet Raitière, Olivier
Berthelot, Emmanuelle
Fauvel, Charles
Guignant, Pierre
Si Belkacem, Nassima
Sitbon, Olivier
Bauer, Fabrice
author_sort Raitière, Olivier
collection PubMed
description 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(2) 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(2), 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.
format Online
Article
Text
id pubmed-7524100
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher John Wiley and Sons Inc.
record_format MEDLINE/PubMed
spelling pubmed-75241002020-10-02 The dangerous and contradictory prognostic significance of PVR<3WU when TAPSE<16mm in postcapillary pulmonary hypertension Raitière, Olivier Berthelot, Emmanuelle Fauvel, Charles Guignant, Pierre Si Belkacem, Nassima Sitbon, Olivier Bauer, Fabrice ESC Heart Fail Original Research Articles 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(2) 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(2), 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. John Wiley and Sons Inc. 2020-07-23 /pmc/articles/PMC7524100/ /pubmed/32705818 http://dx.doi.org/10.1002/ehf2.12785 Text en © 2020 The Authors. ESC Heart Failure published by John Wiley & Sons Ltd on behalf of the European Society of Cardiology This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.
spellingShingle Original Research Articles
Raitière, Olivier
Berthelot, Emmanuelle
Fauvel, Charles
Guignant, Pierre
Si Belkacem, Nassima
Sitbon, Olivier
Bauer, Fabrice
The dangerous and contradictory prognostic significance of PVR<3WU when TAPSE<16mm in postcapillary pulmonary hypertension
title The dangerous and contradictory prognostic significance of PVR<3WU when TAPSE<16mm in postcapillary pulmonary hypertension
title_full The dangerous and contradictory prognostic significance of PVR<3WU when TAPSE<16mm in postcapillary pulmonary hypertension
title_fullStr The dangerous and contradictory prognostic significance of PVR<3WU when TAPSE<16mm in postcapillary pulmonary hypertension
title_full_unstemmed The dangerous and contradictory prognostic significance of PVR<3WU when TAPSE<16mm in postcapillary pulmonary hypertension
title_short The dangerous and contradictory prognostic significance of PVR<3WU when TAPSE<16mm in postcapillary pulmonary hypertension
title_sort dangerous and contradictory prognostic significance of pvr<3wu when tapse<16mm in postcapillary pulmonary hypertension
topic Original Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7524100/
https://www.ncbi.nlm.nih.gov/pubmed/32705818
http://dx.doi.org/10.1002/ehf2.12785
work_keys_str_mv AT raitiereolivier thedangerousandcontradictoryprognosticsignificanceofpvr3wuwhentapse16mminpostcapillarypulmonaryhypertension
AT berthelotemmanuelle thedangerousandcontradictoryprognosticsignificanceofpvr3wuwhentapse16mminpostcapillarypulmonaryhypertension
AT fauvelcharles thedangerousandcontradictoryprognosticsignificanceofpvr3wuwhentapse16mminpostcapillarypulmonaryhypertension
AT guignantpierre thedangerousandcontradictoryprognosticsignificanceofpvr3wuwhentapse16mminpostcapillarypulmonaryhypertension
AT sibelkacemnassima thedangerousandcontradictoryprognosticsignificanceofpvr3wuwhentapse16mminpostcapillarypulmonaryhypertension
AT sitbonolivier thedangerousandcontradictoryprognosticsignificanceofpvr3wuwhentapse16mminpostcapillarypulmonaryhypertension
AT bauerfabrice thedangerousandcontradictoryprognosticsignificanceofpvr3wuwhentapse16mminpostcapillarypulmonaryhypertension
AT raitiereolivier dangerousandcontradictoryprognosticsignificanceofpvr3wuwhentapse16mminpostcapillarypulmonaryhypertension
AT berthelotemmanuelle dangerousandcontradictoryprognosticsignificanceofpvr3wuwhentapse16mminpostcapillarypulmonaryhypertension
AT fauvelcharles dangerousandcontradictoryprognosticsignificanceofpvr3wuwhentapse16mminpostcapillarypulmonaryhypertension
AT guignantpierre dangerousandcontradictoryprognosticsignificanceofpvr3wuwhentapse16mminpostcapillarypulmonaryhypertension
AT sibelkacemnassima dangerousandcontradictoryprognosticsignificanceofpvr3wuwhentapse16mminpostcapillarypulmonaryhypertension
AT sitbonolivier dangerousandcontradictoryprognosticsignificanceofpvr3wuwhentapse16mminpostcapillarypulmonaryhypertension
AT bauerfabrice dangerousandcontradictoryprognosticsignificanceofpvr3wuwhentapse16mminpostcapillarypulmonaryhypertension