Evidence map›Paper›PMID 29437835›Full record

ArticleCirculation research2018

Network Analysis to Risk Stratify Patients With Exercise Intolerance.

William M Oldham, Rudolf K F Oliveira, Rui-Sheng Wang, Alexander R Opotowsky, David M Rubins, Jon Hainer, Bradley M Wertheim, George A Alba, Gaurav Choudhary, Adrienn Tornyos and 8 more

Abstract read
In one paragraph

Article in Circulation research, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 32 papers.

0numbers the graph read from it
0cells of the map it votes in
32citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

32 citing papers in PubMed.

  1. Review
  2. Article
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  5. Article
  6. Review
  7. Article
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  9. Article
  10. Review
  11. Article
  12. Article
  13. Network medicine in Cardiovascular Research.Cardiovascular research · 2021
    Review
  14. Article
  15. Article
  16. Article
  17. Exercise intolerance in pulmonary arterial hypertension: insight into central and peripheral pathophysiological mechanisms.European respiratory review : an official journal of the European Respiratory Society · 2021
    Review
  18. Review
  19. Review
  20. Dyspnea in Chronic Low Ventricular Preload States.Annals of the American Thoracic Society · 2021
    Review
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

18 authors.

William M OldhamFrom the Department of Medicine (W.M.O., R.K.F.O., R.-S.W., D.M.R., B.M.W., C.A.M., J.L., A.B.W., D.M.S., J.A.L.), Division of Pulmonary and Critical Care Medicine (W.M.O., B.M.W., A.B.W., D.M.S.), Division of Cardiovascular Medicine (A.R.O., C.A.M., J.L., J.A.L., B.A.M.), and Department of Radiology (J.H.), Brigham and Women's Hospital and Harvard Medical School, Boston, MA; Division of Respiratory Diseases, Department of Medicine, Federal University of São Paulo (UNIFESP), Brazil (R.K.F.O.); Department of Cardiology, Boston Children's Hospital and Harvard Medical School, MA (A.R.O.); Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital and Harvard Medical School, Boston (G.A.A.); Division of Cardiology, Department of Medicine, Providence Veterans Affairs Medical Center and Alpert Medical School of Brown University, Providence, RI (G.C.); Department of Pulmonology, Medical University of Graz, Austria (A.T., H.O., G.K.); Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria (A.T., H.O., G.K.); and Department of Cardiology, Boston VA Healthcare System, MA (B.A.M.).
Rudolf K F OliveiraFrom the Department of Medicine (W.M.O., R.K.F.O., R.-S.W., D.M.R., B.M.W., C.A.M., J.L., A.B.W., D.M.S., J.A.L.), Division of Pulmonary and Critical Care Medicine (W.M.O., B.M.W., A.B.W., D.M.S.), Division of Cardiovascular Medicine (A.R.O., C.A.M., J.L., J.A.L., B.A.M.), and Department of Radiology (J.H.), Brigham and Women's Hospital and Harvard Medical School, Boston, MA; Division of Respiratory Diseases, Department of Medicine, Federal University of São Paulo (UNIFESP), Brazil (R.K.F.O.); Department of Cardiology, Boston Children's Hospital and Harvard Medical School, MA (A.R.O.); Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital and Harvard Medical School, Boston (G.A.A.); Division of Cardiology, Department of Medicine, Providence Veterans Affairs Medical Center and Alpert Medical School of Brown University, Providence, RI (G.C.); Department of Pulmonology, Medical University of Graz, Austria (A.T., H.O., G.K.); Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria (A.T., H.O., G.K.); and Department of Cardiology, Boston VA Healthcare System, MA (B.A.M.).
Rui-Sheng WangFrom the Department of Medicine (W.M.O., R.K.F.O., R.-S.W., D.M.R., B.M.W., C.A.M., J.L., A.B.W., D.M.S., J.A.L.), Division of Pulmonary and Critical Care Medicine (W.M.O., B.M.W., A.B.W., D.M.S.), Division of Cardiovascular Medicine (A.R.O., C.A.M., J.L., J.A.L., B.A.M.), and Department of Radiology (J.H.), Brigham and Women's Hospital and Harvard Medical School, Boston, MA; Division of Respiratory Diseases, Department of Medicine, Federal University of São Paulo (UNIFESP), Brazil (R.K.F.O.); Department of Cardiology, Boston Children's Hospital and Harvard Medical School, MA (A.R.O.); Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital and Harvard Medical School, Boston (G.A.A.); Division of Cardiology, Department of Medicine, Providence Veterans Affairs Medical Center and Alpert Medical School of Brown University, Providence, RI (G.C.); Department of Pulmonology, Medical University of Graz, Austria (A.T., H.O., G.K.); Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria (A.T., H.O., G.K.); and Department of Cardiology, Boston VA Healthcare System, MA (B.A.M.).
Alexander R OpotowskyFrom the Department of Medicine (W.M.O., R.K.F.O., R.-S.W., D.M.R., B.M.W., C.A.M., J.L., A.B.W., D.M.S., J.A.L.), Division of Pulmonary and Critical Care Medicine (W.M.O., B.M.W., A.B.W., D.M.S.), Division of Cardiovascular Medicine (A.R.O., C.A.M., J.L., J.A.L., B.A.M.), and Department of Radiology (J.H.), Brigham and Women's Hospital and Harvard Medical School, Boston, MA; Division of Respiratory Diseases, Department of Medicine, Federal University of São Paulo (UNIFESP), Brazil (R.K.F.O.); Department of Cardiology, Boston Children's Hospital and Harvard Medical School, MA (A.R.O.); Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital and Harvard Medical School, Boston (G.A.A.); Division of Cardiology, Department of Medicine, Providence Veterans Affairs Medical Center and Alpert Medical School of Brown University, Providence, RI (G.C.); Department of Pulmonology, Medical University of Graz, Austria (A.T., H.O., G.K.); Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria (A.T., H.O., G.K.); and Department of Cardiology, Boston VA Healthcare System, MA (B.A.M.).
David M RubinsFrom the Department of Medicine (W.M.O., R.K.F.O., R.-S.W., D.M.R., B.M.W., C.A.M., J.L., A.B.W., D.M.S., J.A.L.), Division of Pulmonary and Critical Care Medicine (W.M.O., B.M.W., A.B.W., D.M.S.), Division of Cardiovascular Medicine (A.R.O., C.A.M., J.L., J.A.L., B.A.M.), and Department of Radiology (J.H.), Brigham and Women's Hospital and Harvard Medical School, Boston, MA; Division of Respiratory Diseases, Department of Medicine, Federal University of São Paulo (UNIFESP), Brazil (R.K.F.O.); Department of Cardiology, Boston Children's Hospital and Harvard Medical School, MA (A.R.O.); Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital and Harvard Medical School, Boston (G.A.A.); Division of Cardiology, Department of Medicine, Providence Veterans Affairs Medical Center and Alpert Medical School of Brown University, Providence, RI (G.C.); Department of Pulmonology, Medical University of Graz, Austria (A.T., H.O., G.K.); Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria (A.T., H.O., G.K.); and Department of Cardiology, Boston VA Healthcare System, MA (B.A.M.).
Jon HainerFrom the Department of Medicine (W.M.O., R.K.F.O., R.-S.W., D.M.R., B.M.W., C.A.M., J.L., A.B.W., D.M.S., J.A.L.), Division of Pulmonary and Critical Care Medicine (W.M.O., B.M.W., A.B.W., D.M.S.), Division of Cardiovascular Medicine (A.R.O., C.A.M., J.L., J.A.L., B.A.M.), and Department of Radiology (J.H.), Brigham and Women's Hospital and Harvard Medical School, Boston, MA; Division of Respiratory Diseases, Department of Medicine, Federal University of São Paulo (UNIFESP), Brazil (R.K.F.O.); Department of Cardiology, Boston Children's Hospital and Harvard Medical School, MA (A.R.O.); Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital and Harvard Medical School, Boston (G.A.A.); Division of Cardiology, Department of Medicine, Providence Veterans Affairs Medical Center and Alpert Medical School of Brown University, Providence, RI (G.C.); Department of Pulmonology, Medical University of Graz, Austria (A.T., H.O., G.K.); Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria (A.T., H.O., G.K.); and Department of Cardiology, Boston VA Healthcare System, MA (B.A.M.).
Bradley M WertheimFrom the Department of Medicine (W.M.O., R.K.F.O., R.-S.W., D.M.R., B.M.W., C.A.M., J.L., A.B.W., D.M.S., J.A.L.), Division of Pulmonary and Critical Care Medicine (W.M.O., B.M.W., A.B.W., D.M.S.), Division of Cardiovascular Medicine (A.R.O., C.A.M., J.L., J.A.L., B.A.M.), and Department of Radiology (J.H.), Brigham and Women's Hospital and Harvard Medical School, Boston, MA; Division of Respiratory Diseases, Department of Medicine, Federal University of São Paulo (UNIFESP), Brazil (R.K.F.O.); Department of Cardiology, Boston Children's Hospital and Harvard Medical School, MA (A.R.O.); Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital and Harvard Medical School, Boston (G.A.A.); Division of Cardiology, Department of Medicine, Providence Veterans Affairs Medical Center and Alpert Medical School of Brown University, Providence, RI (G.C.); Department of Pulmonology, Medical University of Graz, Austria (A.T., H.O., G.K.); Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria (A.T., H.O., G.K.); and Department of Cardiology, Boston VA Healthcare System, MA (B.A.M.).
George A AlbaFrom the Department of Medicine (W.M.O., R.K.F.O., R.-S.W., D.M.R., B.M.W., C.A.M., J.L., A.B.W., D.M.S., J.A.L.), Division of Pulmonary and Critical Care Medicine (W.M.O., B.M.W., A.B.W., D.M.S.), Division of Cardiovascular Medicine (A.R.O., C.A.M., J.L., J.A.L., B.A.M.), and Department of Radiology (J.H.), Brigham and Women's Hospital and Harvard Medical School, Boston, MA; Division of Respiratory Diseases, Department of Medicine, Federal University of São Paulo (UNIFESP), Brazil (R.K.F.O.); Department of Cardiology, Boston Children's Hospital and Harvard Medical School, MA (A.R.O.); Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital and Harvard Medical School, Boston (G.A.A.); Division of Cardiology, Department of Medicine, Providence Veterans Affairs Medical Center and Alpert Medical School of Brown University, Providence, RI (G.C.); Department of Pulmonology, Medical University of Graz, Austria (A.T., H.O., G.K.); Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria (A.T., H.O., G.K.); and Department of Cardiology, Boston VA Healthcare System, MA (B.A.M.).
Gaurav ChoudharyFrom the Department of Medicine (W.M.O., R.K.F.O., R.-S.W., D.M.R., B.M.W., C.A.M., J.L., A.B.W., D.M.S., J.A.L.), Division of Pulmonary and Critical Care Medicine (W.M.O., B.M.W., A.B.W., D.M.S.), Division of Cardiovascular Medicine (A.R.O., C.A.M., J.L., J.A.L., B.A.M.), and Department of Radiology (J.H.), Brigham and Women's Hospital and Harvard Medical School, Boston, MA; Division of Respiratory Diseases, Department of Medicine, Federal University of São Paulo (UNIFESP), Brazil (R.K.F.O.); Department of Cardiology, Boston Children's Hospital and Harvard Medical School, MA (A.R.O.); Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital and Harvard Medical School, Boston (G.A.A.); Division of Cardiology, Department of Medicine, Providence Veterans Affairs Medical Center and Alpert Medical School of Brown University, Providence, RI (G.C.); Department of Pulmonology, Medical University of Graz, Austria (A.T., H.O., G.K.); Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria (A.T., H.O., G.K.); and Department of Cardiology, Boston VA Healthcare System, MA (B.A.M.).
Adrienn TornyosFrom the Department of Medicine (W.M.O., R.K.F.O., R.-S.W., D.M.R., B.M.W., C.A.M., J.L., A.B.W., D.M.S., J.A.L.), Division of Pulmonary and Critical Care Medicine (W.M.O., B.M.W., A.B.W., D.M.S.), Division of Cardiovascular Medicine (A.R.O., C.A.M., J.L., J.A.L., B.A.M.), and Department of Radiology (J.H.), Brigham and Women's Hospital and Harvard Medical School, Boston, MA; Division of Respiratory Diseases, Department of Medicine, Federal University of São Paulo (UNIFESP), Brazil (R.K.F.O.); Department of Cardiology, Boston Children's Hospital and Harvard Medical School, MA (A.R.O.); Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital and Harvard Medical School, Boston (G.A.A.); Division of Cardiology, Department of Medicine, Providence Veterans Affairs Medical Center and Alpert Medical School of Brown University, Providence, RI (G.C.); Department of Pulmonology, Medical University of Graz, Austria (A.T., H.O., G.K.); Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria (A.T., H.O., G.K.); and Department of Cardiology, Boston VA Healthcare System, MA (B.A.M.).
Calum A MacRaeFrom the Department of Medicine (W.M.O., R.K.F.O., R.-S.W., D.M.R., B.M.W., C.A.M., J.L., A.B.W., D.M.S., J.A.L.), Division of Pulmonary and Critical Care Medicine (W.M.O., B.M.W., A.B.W., D.M.S.), Division of Cardiovascular Medicine (A.R.O., C.A.M., J.L., J.A.L., B.A.M.), and Department of Radiology (J.H.), Brigham and Women's Hospital and Harvard Medical School, Boston, MA; Division of Respiratory Diseases, Department of Medicine, Federal University of São Paulo (UNIFESP), Brazil (R.K.F.O.); Department of Cardiology, Boston Children's Hospital and Harvard Medical School, MA (A.R.O.); Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital and Harvard Medical School, Boston (G.A.A.); Division of Cardiology, Department of Medicine, Providence Veterans Affairs Medical Center and Alpert Medical School of Brown University, Providence, RI (G.C.); Department of Pulmonology, Medical University of Graz, Austria (A.T., H.O., G.K.); Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria (A.T., H.O., G.K.); and Department of Cardiology, Boston VA Healthcare System, MA (B.A.M.).
Joseph LoscalzoFrom the Department of Medicine (W.M.O., R.K.F.O., R.-S.W., D.M.R., B.M.W., C.A.M., J.L., A.B.W., D.M.S., J.A.L.), Division of Pulmonary and Critical Care Medicine (W.M.O., B.M.W., A.B.W., D.M.S.), Division of Cardiovascular Medicine (A.R.O., C.A.M., J.L., J.A.L., B.A.M.), and Department of Radiology (J.H.), Brigham and Women's Hospital and Harvard Medical School, Boston, MA; Division of Respiratory Diseases, Department of Medicine, Federal University of São Paulo (UNIFESP), Brazil (R.K.F.O.); Department of Cardiology, Boston Children's Hospital and Harvard Medical School, MA (A.R.O.); Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital and Harvard Medical School, Boston (G.A.A.); Division of Cardiology, Department of Medicine, Providence Veterans Affairs Medical Center and Alpert Medical School of Brown University, Providence, RI (G.C.); Department of Pulmonology, Medical University of Graz, Austria (A.T., H.O., G.K.); Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria (A.T., H.O., G.K.); and Department of Cardiology, Boston VA Healthcare System, MA (B.A.M.).
Jane A LeopoldFrom the Department of Medicine (W.M.O., R.K.F.O., R.-S.W., D.M.R., B.M.W., C.A.M., J.L., A.B.W., D.M.S., J.A.L.), Division of Pulmonary and Critical Care Medicine (W.M.O., B.M.W., A.B.W., D.M.S.), Division of Cardiovascular Medicine (A.R.O., C.A.M., J.L., J.A.L., B.A.M.), and Department of Radiology (J.H.), Brigham and Women's Hospital and Harvard Medical School, Boston, MA; Division of Respiratory Diseases, Department of Medicine, Federal University of São Paulo (UNIFESP), Brazil (R.K.F.O.); Department of Cardiology, Boston Children's Hospital and Harvard Medical School, MA (A.R.O.); Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital and Harvard Medical School, Boston (G.A.A.); Division of Cardiology, Department of Medicine, Providence Veterans Affairs Medical Center and Alpert Medical School of Brown University, Providence, RI (G.C.); Department of Pulmonology, Medical University of Graz, Austria (A.T., H.O., G.K.); Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria (A.T., H.O., G.K.); and Department of Cardiology, Boston VA Healthcare System, MA (B.A.M.).
Aaron B WaxmanFrom the Department of Medicine (W.M.O., R.K.F.O., R.-S.W., D.M.R., B.M.W., C.A.M., J.L., A.B.W., D.M.S., J.A.L.), Division of Pulmonary and Critical Care Medicine (W.M.O., B.M.W., A.B.W., D.M.S.), Division of Cardiovascular Medicine (A.R.O., C.A.M., J.L., J.A.L., B.A.M.), and Department of Radiology (J.H.), Brigham and Women's Hospital and Harvard Medical School, Boston, MA; Division of Respiratory Diseases, Department of Medicine, Federal University of São Paulo (UNIFESP), Brazil (R.K.F.O.); Department of Cardiology, Boston Children's Hospital and Harvard Medical School, MA (A.R.O.); Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital and Harvard Medical School, Boston (G.A.A.); Division of Cardiology, Department of Medicine, Providence Veterans Affairs Medical Center and Alpert Medical School of Brown University, Providence, RI (G.C.); Department of Pulmonology, Medical University of Graz, Austria (A.T., H.O., G.K.); Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria (A.T., H.O., G.K.); and Department of Cardiology, Boston VA Healthcare System, MA (B.A.M.).
Horst OlschewskiFrom the Department of Medicine (W.M.O., R.K.F.O., R.-S.W., D.M.R., B.M.W., C.A.M., J.L., A.B.W., D.M.S., J.A.L.), Division of Pulmonary and Critical Care Medicine (W.M.O., B.M.W., A.B.W., D.M.S.), Division of Cardiovascular Medicine (A.R.O., C.A.M., J.L., J.A.L., B.A.M.), and Department of Radiology (J.H.), Brigham and Women's Hospital and Harvard Medical School, Boston, MA; Division of Respiratory Diseases, Department of Medicine, Federal University of São Paulo (UNIFESP), Brazil (R.K.F.O.); Department of Cardiology, Boston Children's Hospital and Harvard Medical School, MA (A.R.O.); Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital and Harvard Medical School, Boston (G.A.A.); Division of Cardiology, Department of Medicine, Providence Veterans Affairs Medical Center and Alpert Medical School of Brown University, Providence, RI (G.C.); Department of Pulmonology, Medical University of Graz, Austria (A.T., H.O., G.K.); Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria (A.T., H.O., G.K.); and Department of Cardiology, Boston VA Healthcare System, MA (B.A.M.).
Gabor KovacsFrom the Department of Medicine (W.M.O., R.K.F.O., R.-S.W., D.M.R., B.M.W., C.A.M., J.L., A.B.W., D.M.S., J.A.L.), Division of Pulmonary and Critical Care Medicine (W.M.O., B.M.W., A.B.W., D.M.S.), Division of Cardiovascular Medicine (A.R.O., C.A.M., J.L., J.A.L., B.A.M.), and Department of Radiology (J.H.), Brigham and Women's Hospital and Harvard Medical School, Boston, MA; Division of Respiratory Diseases, Department of Medicine, Federal University of São Paulo (UNIFESP), Brazil (R.K.F.O.); Department of Cardiology, Boston Children's Hospital and Harvard Medical School, MA (A.R.O.); Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital and Harvard Medical School, Boston (G.A.A.); Division of Cardiology, Department of Medicine, Providence Veterans Affairs Medical Center and Alpert Medical School of Brown University, Providence, RI (G.C.); Department of Pulmonology, Medical University of Graz, Austria (A.T., H.O., G.K.); Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria (A.T., H.O., G.K.); and Department of Cardiology, Boston VA Healthcare System, MA (B.A.M.).
David M SystromFrom the Department of Medicine (W.M.O., R.K.F.O., R.-S.W., D.M.R., B.M.W., C.A.M., J.L., A.B.W., D.M.S., J.A.L.), Division of Pulmonary and Critical Care Medicine (W.M.O., B.M.W., A.B.W., D.M.S.), Division of Cardiovascular Medicine (A.R.O., C.A.M., J.L., J.A.L., B.A.M.), and Department of Radiology (J.H.), Brigham and Women's Hospital and Harvard Medical School, Boston, MA; Division of Respiratory Diseases, Department of Medicine, Federal University of São Paulo (UNIFESP), Brazil (R.K.F.O.); Department of Cardiology, Boston Children's Hospital and Harvard Medical School, MA (A.R.O.); Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital and Harvard Medical School, Boston (G.A.A.); Division of Cardiology, Department of Medicine, Providence Veterans Affairs Medical Center and Alpert Medical School of Brown University, Providence, RI (G.C.); Department of Pulmonology, Medical University of Graz, Austria (A.T., H.O., G.K.); Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria (A.T., H.O., G.K.); and Department of Cardiology, Boston VA Healthcare System, MA (B.A.M.).
Bradley A MaronFrom the Department of Medicine (W.M.O., R.K.F.O., R.-S.W., D.M.R., B.M.W., C.A.M., J.L., A.B.W., D.M.S., J.A.L.), Division of Pulmonary and Critical Care Medicine (W.M.O., B.M.W., A.B.W., D.M.S.), Division of Cardiovascular Medicine (A.R.O., C.A.M., J.L., J.A.L., B.A.M.), and Department of Radiology (J.H.), Brigham and Women's Hospital and Harvard Medical School, Boston, MA; Division of Respiratory Diseases, Department of Medicine, Federal University of São Paulo (UNIFESP), Brazil (R.K.F.O.); Department of Cardiology, Boston Children's Hospital and Harvard Medical School, MA (A.R.O.); Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital and Harvard Medical School, Boston (G.A.A.); Division of Cardiology, Department of Medicine, Providence Veterans Affairs Medical Center and Alpert Medical School of Brown University, Providence, RI (G.C.); Department of Pulmonology, Medical University of Graz, Austria (A.T., H.O., G.K.); Ludwig Boltzmann Institute for Lung Vascular Research, Graz, Austria (A.T., H.O., G.K.); and Department of Cardiology, Boston VA Healthcare System, MA (B.A.M.). bmaron@partners.org.

Funding

RESPIRATORY RESEARCHT32HL007633 · NHLBI · BRIGHAM AND WOMEN'S HOSPITAL · PI George R Washko · 1985 to 2026
$14.9M
TRANSLATIONAL PHARMACOLOGY COREP50GM107618 · NIGMS · HARVARD MEDICAL SCHOOL · PI SORGER, PETER KARL · 2014 to 2018
$10.8M
Center for Integrated Approaches to Undiagnosed DiseasesU01HG007690 · NHGRI · BRIGHAM AND WOMEN'S HOSPITAL · PI LOSCALZO, JOSEPH · 2014 to 2022
$10.4M
GPx-3 and Peroxide Flux in the Endothelial CellR37HL061795 · NHLBI · BRIGHAM AND WOMEN'S HOSPITAL · PI LOSCALZO, JOSEPH · 2007 to 2016
$4.3M
Targeting FAK-NEDD9 protein-protein interaction to prevent focal adhesion assembly and vascular proliferation in pulmonary arterial hypertensionR01HL139613 · NHLBI · UNIVERSITY OF MARYLAND BALTIMORE · PI Sirano Dhe-Paganon, Bradley Maron · 2018 to 2026
$4.1M
The Phathophenotype Landscape of Complex DiseaseU01HL108630 · NHLBI · BRIGHAM AND WOMEN'S HOSPITAL · PI LOSCALZO, JOSEPH · 2011 to 2014
$2.7M
Intergrated Endothelial Phenotyping to Redefine Pulmonary HypertensionU01HL125215 · NHLBI · BRIGHAM AND WOMEN'S HOSPITAL · PI LEOPOLD, JANE A, WAXMAN, AARON B · 2014 to 2018
$1.7M
PLATELET DERIVED REACTIVE OXYGEN SPECIES AND PLAQUER01HL061795 · NHLBI · BRIGHAM AND WOMEN'S HOSPITAL · PI LOSCALZO, JOSEPH · 1998 to 2006
$1.6M
Regulation of pulmonary vascular cell redox state by L-2-hydroxyglutarateK08HL128802 · NHLBI · BRIGHAM AND WOMEN'S HOSPITAL · PI OLDHAM, WILLIAM MICHAEL · 2016 to 2020
$862k
Aldosterone impairs endothelin B-dependent synthesis of nitric oxide to promote pK08HL111207 · NHLBI · BRIGHAM AND WOMEN'S HOSPITAL · PI MARON, BRADLEY · 2013 to 2017
$754k
Fibrosome regulation by aldosterone in pulmonary vascular diseaseR56HL131787 · NHLBI · BRIGHAM AND WOMEN'S HOSPITAL · PI MARON, BRADLEY · 2017 to 2017
$445k
NHGRI NIH HHS U01 HG007690NHLBI NIH HHS K08 HL111207NHLBI NIH HHS K08 HL128802NHLBI NIH HHS R01 HL061795NHLBI NIH HHS R01 HL139613NHLBI NIH HHS R37 HL061795NHLBI NIH HHS R56 HL131787NHLBI NIH HHS T32 HL007633NHLBI NIH HHS U01 HL108630NHLBI NIH HHS U01 HL125215NIGMS NIH HHS P50 GM107618
6 · The paper itself

Abstract

rationaleCurrent methods assessing clinical risk because of exercise intolerance in patients with cardiopulmonary disease rely on a small subset of traditional variables. Alternative strategies incorporating the spectrum of factors underlying prognosis in at-risk patients may be useful clinically, but are lacking.

objectiveUse unbiased analyses to identify variables that correspond to clinical risk in patients with exercise intolerance. METHODS AND

resultsData from 738 consecutive patients referred for invasive cardiopulmonary exercise testing at a single center (2011-2015) were analyzed retrospectively (derivation cohort). A correlation network of invasive cardiopulmonary exercise testing parameters was assembled using |r|>0.5. From an exercise network of 39 variables (ie, nodes) and 98 correlations (ie, edges) corresponding to

conclusionsNetwork analyses were used to identify novel exercise groups and develop a point-of-care risk calculator. These data expand the range of useful clinical variables beyond pVo

Indexed as

Exercise ToleranceAgedCardiovascular DiseasesExercise TestFemaleHospitalizationHumansMaleMiddle Ageddiagnosishypertension, pulmonaryoutcomeprecision medicineprognosissystems biology

Identifiers

PMID29437835
PMCPMC5924425

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