Article Text

Original research
A pragmatic approach to risk assessment in pulmonary arterial hypertension using the 2015 European Society of Cardiology/European Respiratory Society guidelines
  1. Fabio Dardi1,
  2. Alessandra Manes2,
  3. Daniele Guarino1,
  4. Elisa Zuffa1,
  5. Alessandro De Lorenzis1,
  6. Ilenia Magnani1,
  7. Mariangela Rotunno1,
  8. Alberto Ballerini1,
  9. Gerardo Vito Lo Russo1,
  10. Elena Nardi1,
  11. Nazzareno Galiè1 and
  12. Massimiliano Palazzini1
  1. 1Department of Experimental, Diagnostic and Specialty Medicine - DIMES, University of Bologna, Bologna, Italy
  2. 2Cardio-Thoracic-Vascular Department, IRCCS Sant’Orsola University Hospital, Bologna, Italy
  1. Correspondence to Dr Fabio Dardi; fabio.dardi2{at}unibo.it

Abstract

Objective To optimise treatment of patients with pulmonary arterial hypertension (PAH), the 2015 European Society of Cardiology/European Respiratory Society guidelines recommend using risk stratification, with the aim of patients achieving low-risk status. Previous analyses of registries made progress in using risk stratification approaches, however, the focus is often on patients with a low-risk prognosis, whereas most PAH patients are in intermediate-risk or high-risk categories. Using only six parameters with high prognostic relevance, we aimed to demonstrate a pragmatic approach to individual patient risk assessment to discriminate between patients at low risk, intermediate risk and high risk of death.

Methods Risk assessment was performed combining six parameters in four criteria: (1) WHO functional class, (2) 6 min walk distance, (3) N-terminal pro-brain natriuretic peptide (BNP)/BNP plasma levels or right atrial pressure and (4) cardiac index or mixed venous oxygen saturation. Assessments were made at baseline and at first follow-up after 3–4 months.

Results 725 PAH treatment-naive patients were analysed. Survival estimates between risk groups were statistically significant at baseline and first follow-up (p<0.001), even when the analysis was performed within PAH etiological subgroups. Similar results were observed in 208 previously treated PAH patients. Furthermore, patients who remained at or improved to low risk had a significantly better estimated survival compared with patients who remained at or worsened to intermediate risk or high risk (p≤0.005).

Conclusion The simplified risk-assessment method can discriminate idiopathic, connective-tissue-disease-associated and congenital-heart-disease-associated PAH patients into meaningful high-risk, intermediate-risk and low-risk groups at baseline and first follow-up. This pragmatic approach reinforces targeting a low-risk profile for PAH patients.

  • hypertension
  • pulmonary
  • risk factors
  • pulmonary arterial hypertension

Data availability statement

Data are available on reasonable request. All data relevant to the study are included in the article or uploaded as online supplemental information. All provided data included in the article cannot be traced back to individuals that participated in the study.

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Key questions

What is already known about this subject?

  • Current pulmonary arterial hypertension guidelines recommend to assess the risk profile and to achieve a low-risk status in all patients. Different risk stratification approaches have been proposed based on previous analyses of registries. However, the methodology of these analyses is either not easy-to-use at the bedside or incomplete.

What does this study add?

  • A pragmatic and easy-to-use approach with only six highly prognostic relevant parameters (functional class, 6 min walking distance, brain natriuretic peptides plasma levels, right atrial pressure, cardiac index and mixed venous oxygen saturation) is able to well discriminate among patients at low, intermediate and high risk of death.

How might this impact on clinical practice?

  • The proposed simplified risk stratification tool may favour current guidelines application in clinical practice and may be useful in clearly distinguish, besides the low-risk profile, patients that are at intermediate risk versus high risk. Indeed, because of their different prognosis, the two latter categories of patients should receive a different treatment intensity.

Introduction

Pulmonary arterial hypertension (PAH) is a rare disease characterised by remodelling of the distal pulmonary vasculature and is ultimately fatal.1 2 Over the past two decades, numerous randomised controlled trials have been performed, leading to the approval of compounds acting on three pathways of PAH pathobiology.1 2 The ability to target the nitric oxide, endothelin and prostacyclin pathways has allowed the development of tailored treatment approaches,1 2 resulting in improved patient outcomes.3 4 Despite these advances, prognosis remains poor for patients with PAH. In order to optimise patient management, the current 2015 European Society of Cardiology (ESC)/European Respiratory Society (ERS) PH Guidelines advocate for an approach that includes multiparametric risk stratification where patients are classified based on their disease severity. In this approach, prognostic clinical, exercise, biochemical, imaging and haemodynamic parameters are used to characterise patients as low risk, intermediate risk or high risk according to 1-year risk of mortality.1 2 The parameters were derived from observational research including the French registry risk equation5 and the Registry to Evaluate Early and Long-term PAH Disease Managment (REVEAL) risk score.6–9 In addition, the specific thresholds employed are supported by post hoc analyses of recent large randomised controlled trials.10–12

Risk stratification in PAH patients based on the prognostic parameters outlined in the 2015 ESC/ERS PH guidelines has been validated recently in three European registries.13–17 These analyses showed that PAH patients could be stratified into different mortality-risk groups at baseline and at first follow-up using a number of the prognostic parameters described in the guidelines.13–16 For each registry, there were differences in the patients evaluated, the prognostic parameters considered, and the specific methods used to stratify patients. The Swedish and the Comparative, Prospective Registry of Newly Initiated Therapies for Pulmonary Hypertension (COMPERA) registries assessed cohorts of newly diagnosed PAH patients comprising idiopathic PAH (IPAH), connective-tissue-disease-associated PAH (CTD-PAH) and congenital-heart-disease-associated-PAH (CHD-PAH).14 15 These registries assigned scores for low (score=1), intermediate (score=2) and high (score=3) risk of 1-year mortality by calculating the mean score for up to eight parameters.14–16 The limitation of this approach in evaluating the individual risk profile is based on the arbitrary attribution of the same scores to all the variables and on the final average value, which may be the result of parameters from all risks groups; moreover it is not a simple tool to use at the patient’s bedside without a calculator. The French Pulmonary Hypertension Registry (FPHR) stratified IPAH13 and CTD-PAH16 patients based on the number of low-risk criteria present. A greater number of low risk criteria, 0–4 or 0–3 depending on the parameters assessed, was indicative of lower mortality risk.13 16 The use of few parameters is attractive and the focus on low risk is aspirational, however, applying this approach in clinical practice may be problematic as the majority of PAH patients are unfortunately at intermediate risk and it may be important to differentiate these patients from the high-risk patients.

We performed retrospective analyses in a prospective PAH patient registry and included assessment of the overall PAH population, as well as assessment within specific aetiologies, including CTD-PAH and CHD-PAH. Patients were treated according to ESC/ERS PH guidelines.1 2 18–20 The purpose of our study was to evaluate whether a pragmatic approach based on four criteria could be used to differentiate between patients with low risk, intermediate risk and high risk of death. Our approach is based on the six parameters with highest prognostic relevance as assessed in recent registry analyses13–16: WHO functional class (WHO FC), 6 min walk distance (6MWD), N-terminal pro-brain natriuretic peptide (NT-pro-BNP)/BNP or right atrial pressure (RAP) and cardiac index (CI) or mixed venous oxygen saturation (SvO2).

Methods

Study population

The study complies with the Declaration of Helsinki.21 Patient data were pseudonymised and the patients, or their legally authorised representative, provided written informed consent for their use.

PAH was diagnosed according to ESC/ERS PH guidelines.1 2 18–20 Consecutive patients with a diagnosis of idiopathic/heritable/drug-induced PAH (IPAH/HPAH/DPAH), CTD-PAH and CHD-PAH were included in the analysis. The observation period was from February 2003 to December 2017. All patients underwent clinical (WHO FC), exercise (6MWD), biochemical (NT-pro-BNP or BNP plasma levels) and haemodynamic (CI, RAP, SvO2) assessments at baseline. Haemodynamic assessments were carried out via right heart catheterisation. All patients with a positive response to acute vasodilator challenge were treated with calcium channel blockers. Patients who were naive to PAH therapy at baseline evaluation were treated according to ESC/ERS PH guidelines1 2 18–20 and underwent a complete re-assessment 3–4 months after the baseline evaluation. PAH specific sequential combination therapy was indicated according to a goal-oriented treatment strategy if treatment goals were not met.22

Risk stratification

Risk assessment was performed according to a simplified and practical version of the 2015 ESC/ERS PH risk stratification strategy including the parameters with predictive value used and validated in the recent studies.13–15

The risk evaluation was based on four criteria including six parameters (table 1): clinical (WHO FC), exercise (6MWD), biochemical (NT-pro-BNP or BNP plasma levels) and haemodynamic (CI, RAP, SvO2).

Table 1

Simplified risk assessment in pulmonary arterial hypertension

The risk stratification strategy did not necessarily require results for all six of these parameters as NT-pro-BNP/BNP plasma levels and RAP could be considered as being alternatives for the same criterium23 as could CI and SvO2 (table 1).24 Despite its arbitrariness we think that this can be considered a reasonable approach as we not only determined a correlation between RAP and both BNP (r=0.499, p<0.001) and NT-pro-BNP (r=0.381, p<0.001) and between CI and SvO2 (r=0.505, p<0.001), but also because the two pairings of parameters share similar pathophysiologic and prognostic information and, in both cases, if both parameters in each pairing (ie, NT-pro-BNP/BNP plasma levels and RAP; CI and SvO2) were available, we chose the parameter with the worse prognostic value to avoid potential risk underestimation.

As set out in table 1, results from the parameter assessments were used to stratify patients at low, intermediate or high risk of death. Patients considered to be at low risk were those who had at least three parameters with low-risk assessment and none with high-risk assessment; those patients at high-risk had CI or SvO2 and one other criterion with high-risk assessments; intermediate-risk patients were those that did not meet the above requirements for low or high risk.

Risk stratification was assessed at baseline with the first follow-up assessment undertaken 3–4 months after the baseline evaluation. As exploratory analyses, we examined the number of patients that could not be designated at low-risk despite permissive 3 low-risk criteria due to concurrent one high-risk criterion.

Statistics

Continuous variables were expressed as median (IQR) and categorical variables as n (%). Data comparisons were made with Wilcoxon-Mann-Whitney test. Correlations were tested with Pearson correlation coefficient. Survival was displayed using Kaplan-Meier plots and the difference between subgroups tested for significance using the log-rank test. HRs for pairwise comparisons between risk-categories were estimated using Cox regression analysis. HRs for the single risk-score items were estimated with Cox regression analysis, using the respective low-risk group as reference. All-cause death was considered and patients were censored as alive at the time of lung transplantation. Survival was evaluated from baseline evaluation in our centre, rather than from diagnosis of PAH, to avoid immortal time bias.25

The c-statistic was used to compare the discrimination capacity against the most used risk stratification strategies derived from the 2015 ESC/ERS PH Guidelines: (1) COMPERA risk assessment strategy [patients were categorised as low, intermediate, or high risk by assigning a grade (low=1, intermediate=2, high=3) according to thresholds prescribed by the 2015 ESC/ERS guidelines to these variables: WHO FC, 6MWD, BNP or NT-pro-BNP, RAP, CI and SvO2; the overall risk category is determined by computing the mean of the risk grades from available variables for each patient and rounding to the nearest integer]14–16; (2) the FPHR strategy [WHO FC, 6MWD, RAP and CI were considered for each patient and risk is defined by how many low-risk values, according to thresholds prescribed by the 2015 ESC/ERS guidelines, are assigned to a patient; the FPHR methodology defined only the low risk group anyway, as suggested in previous works, we considered the presence of three or four low-risk variables to be low risk, the presence of one or two low-risk variables to be intermediate risk, and no low-risk variables to be high risk].26 Akaike’s information criterion and Bayesian information criterion were also provided. The comparison with the REVEAL strategy was not performed because it considers also parameters that cannot be modified by PAH-specific treatment: for this reason, these parameters were not included in the 2015 ESC/ERS guidelines risk table, which is, instead, closely integrated with the therapeutic algorithm. Statistical analyses were performed using STATA/SE V.12.0 (StataCorp).

Patient and public involvement

Patients were not involved in designing or conduct of the study.

Results

Patients

A total of 933 patients were eligible for inclusion, of which 725 (77.7%) were treatment-naive and 208 (22.3%) were previously treated (figure 1) at baseline. The median follow-up time was 4.4 years. The primary cohort in this analysis was the treatment-naive group whose characteristics are shown in table 2. The predictive value of each of the six parameters considered in the simplified risk table (table 1) in this primary cohort at baseline is shown in online supplemental figure 1.

Table 2

Baseline treatment-naive patient characteristics

Figure 1

Patient disposition. 6MWD, 6 min walk distance; CHD, congenital heart disease; CTD, connective tissue disease; I/H/D, idiopathic/heritable/drug; PAH, pulmonary arterial hypertension.

Of the treatment-naive patients, 45.7% (n=331) were classified as IPAH, 8.7% (n=63) as HPAH, 1.5% (n=11) as DPAH, 23.9% (n=173) as CTD-PAH, 20.2% (n=147) as CHD-PAH. The main reasons for unavailability of patient data at first follow-up (n=104) were patient death (n=56) and lost to follow-up (n=20) (figure 1). We also evaluated the cohort of previously treated patients and found they were similarly matched to the main cohort (online supplemental table 1) in regard to gender but they were younger and generally less impaired in regards to the percentage of patients categorised as WHO FC III–IV, to the exercise capacity and to the haemodynamic parameters.

Survival by risk category at baseline

At baseline, for the overall treatment-naive population, 18.8%, 60.7% and 20.5% of patients were in the low-risk, intermediate-risk and high-risk groups, respectively. Twelve-month survival for the low-risk, intermediate-risk and high-risk groups for the overall population was 100.0%, 92.3% and 74.8%, respectively. Risk discrimination was similar to the COMPERA and the FPHR strategies (online supplemental table 2). Survival estimates at baseline for the overall treatment-naive population, and IPAH/HPAH/DPAH, CTD-PAH and CHD-PAH subgroups, showed a statistically significant difference (p<0.001) between the risk groups (figure 2).

Figure 2

Risk stratification at baseline for (A) overall treatment-naive patient population, (B) IPAH/HPAH/DPAH, (C) CTD-PAH and (D) CHD-PAH subgroups. CHD, congenital heart disease; CTD, connective tissue disease; DPAH, drug-induced PAH; HPAH, heritable PAH; IPAH, idiopathic PAH; PAH, pulmonary arterial hypertension.

Pairwise comparisons in survival estimates between risk groups were also statistically significant in all cases with the exception of low-riskvs intermediate-risk groups in patients diagnosed with CHD-PAH (table 3 and online supplemental table 3).

Table 3

Log-rank test p values for pairwise comparisons of risk groups at baseline and follow-up

In general, predicted survival at baseline was better for the IPAH/HPAH/DPAH and CHD-PAH subgroups than the CTD-PAH subgroup (figure 2).

Eleven patients (1.5%) had three low-risk criteria but also either CI or SvO2 high-risk criterion. Five patients (0.7%) had three low-risk criteria but also either RAP or NT-pro-BNP/BNP high-risk criterion. These two groups were designated as intermediate-risk group.

The previously treated population could also be differentiated into meaningful high-risk, intermediate-risk and low-risk groups (online supplemental figure 2). Twelve-month survival for the low-risk, intermediate-risk and high-risk groups for the overall population was 100.0%, 92.3% and 70.4%, respectively. Risk discrimination was similar to the COMPERA and the FPHR strategies (online supplemental table 2).

Survival by risk category at first follow-up

For the overall treatment-naive population with data from a follow-up assessment (n=621), 44.1% were in the low-risk group, 49.8% in the intermediate-risk group and 6.1% in the high-risk group. Twelve-month survival for the low-risk, intermediate-risk and high-risk groups for the overall population was 98.5%, 88.3% and 76.1%, respectively. Risk discrimination was similar to the COMPERA strategy and only slightly inferior to the FPHR strategy [c-statistic=0.692 (95% CI, 0.664 to 0.720) vs 0.716 (95% CI, 0.686 to 0.747); p=0.014; online supplemental table 2]. The predicted survival estimates at first follow-up were similar in patterns to those seen at baseline, showing statistically significant differences (p<0.001) between the risk groups in the overall population and in each sub group (figure 3). Pairwise comparisons in survival estimates between risk groups were also statistically significant in all cases with the exception of the comparison between intermediate-risk and high-risk groups in patients diagnosed with CTD-PAH (p=0.066) (table 3). Nineteen patients (3.1%) had three low-risk criteria but also either CI or SvO2 high-risk criterion and were designated as intermediate-risk group.

Figure 3

Risk stratification at follow-up for (A) overall treatment-naive patient population, (B) IPAH/HPAH/DPAH, (C) CTD-PAH and (D) CHD-PAH subgroups. CHD, congenital heart disease; CTD, connective tissue disease; DPAH, drug-induced PAH; HPAH, heritable PAH; IPAH, idiopathic PAH; PAH, pulmonary arterial hypertension.

In a separate analysis, we evaluated the prognostic value of risk category at first follow-up taking into consideration the patients’ baseline status. In the overall treatment group and the three subgroups, patients who remained in or improved to low-risk had a significantly better estimated survival compared with patients who remained in or worsened to intermediate or high risk (p≤0.005; figure 4). In all populations, similar outcomes were observed for patients in the low-risk group at first follow-up irrespective of their status at baseline. Similarly, the prognosis for patients in intermediate/high-risk at follow-up was comparable between those who remained in intermediate/high risk and those who worsened to intermediate/high risk.

Figure 4

Change in risk stratification from baseline to follow-up for (A) overall treatment-naive patient population, (B) IPAH/HPAH/DPAH, (C) CTD-PAH and (D) CHD-PAH subgroups. CHD, congenital heart disease; CTD, connective tissue disease; DPAH, drug-induced PAH; HPAH, heritable PAH; IPAH, idiopathic PAH; PAH, pulmonary arterial hypertension.

Discussion

Our data support the use of a risk assessment approach based on four criteria derived from up to six parameters outlined as prognostic variables for PAH in the 2015 ESC/ERS PH guidelines. The approach can discriminate between PAH patients at baseline and first follow-up and can do so in patients with CTD-PAH and CHD-PAH as well as IPAH patients. The intermediate-risk group appears to be the larger at both baseline and first follow-up and has a statistically different mortality as compared with low-risk and high-risk groups except in patients with CHD-PAH, where it tended to be closer to the low-risk group at baseline, and in patients with CTD-PAH, where it tended to be closer to the high-risk group at first follow-up. The predominance of the intermediate-risk group at baseline and first follow-up and the worse outcome as compared with the low-risk group has also been observed in the other registries studies.13–15 We also showed that the outcome of patients who improved to the low-risk category at first follow-up was similar to that of patients who remained in low-risk group from baseline. Similarly, patients who worsened to intermediate/high risk had outcomes comparable to patients who were in the intermediate-risk/high-risk group at baseline and remain in intermediate-risk/high-risk group at first follow-up. The above points support the 2015 ESC/ERS PH guidelines recommendation to consider the low-risk profile as treatment goal for PAH patients and to implement treatment escalation in both intermediate-risk and high-risk groups in IPAH, CTD-PAH and CHD-PAH. In addition, this recommendation applies to both treatment naive and previously treated patients at baseline.

The simplified risk assessment performed in our study (table 1) allows a straightforward identification, at the patient’s bedside, of low, intermediate and high risk without the need for a ‘score and average method’ requiring a calculator14 15 or a low-risk oriented strategy that may miss the distinction between intermediate-risk and high-risk patients. In our study, as well as in other experiences, these two groups include the majority of the patients, have different mortality rates and may then require different treatment approaches as suggested in the 2015 ESC/ERS PH guidelines. The reduced number of parameters used for the proposed pragmatic risk assessment approach (table 1) may facilitate its implementation in clinical practice. In addition, grouping parameters that are pathophysiologically correlated such as NT-pro-BNP/BNP and RAP or CI and SvO2 provide flexibility and may avoid data redundancy or excessive influence of specific mechanisms on the risk-stratification assessment. Despite its simplicity our model has a risk discrimination similar to that of the COMPERA model and, moreover, the latter seems to overestimate mortality in intermediate risk patients in our registry both at baseline and at follow-up evaluation. Taking into account the comparison with the FPHR model it should be underlined that it was aimed at identifying only low-risk patients; anyway, if we arbitrarily define intermediate risk as the presence of one or two low-risk variables and high risk as the absence of low-risk variables included in the FPHR method, as done in previous works,15 our model has a similar risk discrimination capacity at baseline evaluation in both treatment naïve and previously-treated populations and only a slightly lower discrimination capacity at follow-up evaluation.

The proposed definition of low-risk patients in our simplified risk table (table 1) does not allow a pure non-invasive approach as proposed in other studies13 17 due to the need to rule out all high-risk criteria including CI or SvO2. Interestingly, in our study, only approximately 2% and 3% of patients at baseline or first follow-up, respectively, could not be designated low-risk despite permissive WHO FC, 6MWD and NT-pro-BNP/BNP due to concurrent high-risk RAP or CI or SvO2. In accordance with these data, the non-invasive approach provides an acceptable accuracy in identifying the majority of low-risk patients. However, in specific cases such as young patients, the use of haemodynamic data may reinforce the reliability of the low-risk estimate and the distinction from intermediate-risk group, providing a better guidance for treatment decision making, in particular at the first follow-up. On the other side of the risk spectrum, the proposed high-risk definition (table 1), which by necessity includes the measurement of CI or SvO2, provides a clear distinction between intermediate- and high-risk groups which have a relevant difference in mortality (figures 2A and 3A). Our data suggest that haemodynamic data, having a relevant prognostic role (online supplemental figure 1), should always be collected at baseline and first follow-up, in particular in WHO FC III PAH patients to identify high-risk subjects requiring parenteral prostacyclin analogues as recommended by the 2015 ESC/ERS PH guidelines.

Our dataset is large enough to allow assessment of IPAH, CTD-PAH and CHD-PAH patients. Across the three aetiologies, all patients in the low-risk group show 100% survival, at baseline, and >97% survival, at first follow-up, with 12-month Kaplan-Meier estimates in IPAH, CTD-PAH and in CHD-PAH patients. For the intermediate-risk and high-risk curves, we see that CTD-PAH patients appear to have reduced survival confirming a more refractory disease, as compared with the IPAH patients, and that the CHD-PAH patients have, as expected, better survival compared with the IPAH patients. In both the IPAH and CTD-PAH cohorts, the intermediate-risk groups’ survival are closer to the high-risk group survival, while for the CHD-PAH population, the intermediate-risk group survival is closer to the low-risk group. This different behaviour of the intermediate-risk group survival across the three aetiologies may suggest a less aggressive treatment escalation in intermediate-risk CHD-PAH patients.

The first follow-up data showing the outcome of patients who remained in low risk from baseline versus those who improved to low risk, and the patients who remained in intermediate/high risk versus those who worsened to intermediate/high risk are extremely important. These data indicate the prognostic relevance of improving the risk category for our patients as well as preventing deterioration.

Limitations

The limitations of our simplified approach include the validation by retrospective analyses of a prospective registry as in all other studies on this topic.

Our complete data set included approximately 200 patients who were already receiving treatment when referred to our centre. While the analyses of these patients at baseline showed similar results, analyses at follow-up have not been included as we encountered significant heterogeneity in the timing of first follow-up assessments making interpretation of these data problematic.

We have not included our evaluation data from other investigations such as echocardiography, MRI and cardiopulmonary exercise test because they were not systematically assessed at both baseline and follow-up.

Conclusions

The simplified version of the 2015 ESC/ERS PH guidelines recommendation for risk assessment in PAH patients is able to discriminate into meaningful high-risk, intermediate-risk and low-risk groups in treatment-naive IPAH, CTD-PAH and CHD-PAH patients at baseline and first follow-up. The baseline evaluation appears to have prognostic relevance also in patients already treated with PAH medications. This pragmatic approach confirms the appropriateness of the low-risk profile as a treatment goal for PAH patients. The non-invasive strategy for low-risk designation seems to be accurate in up to 98% but not all cases. The proposed simplified risk stratification may facilitate the implementation of the risk-oriented treatment strategy of the 2015 ESC/ERS PH guidelines.

Data availability statement

Data are available on reasonable request. All data relevant to the study are included in the article or uploaded as online supplemental information. All provided data included in the article cannot be traced back to individuals that participated in the study.

Ethics statements

Patient consent for publication

Ethics approval

Data from all consecutive patients with PH who were referred to the Pulmonary Vascular Disease Centre of the Bologna University are included in a prospective electronic registry (ARChivio elettronico ipertensione polmonAre; ARCA) approved by the Ethics Committee of the St. Orsola-Malpighi Hospital (109/2016/U /U/Oss).

Acknowledgments

Medical writing and editorial support was provided by Lisa Brackenbury and Richard McDonald of Watermeadow Medical, an Ashfield Company, funded by Actelion Pharmaceuticals. An early version of the work was presented at the American Heart Association Annual Scientific Sessions 2018 and American College of Cardiology Annual Scientific Sessions 2019.

References

Supplementary materials

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Footnotes

  • FD and AM are joint first authors.

  • NG and MP are joint senior authors.

  • Contributors Study design: FD and NG. Collection of data: FD, EZ, DG, ADL, IM, MR, AB and GVLR. Data analysis: FD and GVLR. Statistical analysis: FD and EN. Drafting of the manuscript: FD, AM, NG and MP. Critical revision for important intellectual content: FD, AM and NG. Revision, editing and approval of the final manuscript: all authors. FD is responsible for the overall content as guarantor, accepts full responsibility for the finished work and/or the conduct of the study, has access to the data, and controlled the decision to publish.

  • Funding This work was supported by Department of Experimental, Diagnostic and Specialty Medicine-DIMES, University of Bologna, Bologna, Italy and by the National Institute of Biostructures and Biosystems, Rome, Italy.

  • Competing interests FD, EZ, DG, ADL, IM, MR, EN, AB and GVLR have nothing to disclose. AM has received grants, personal fees and non-financial support from Actelion Pharmaceuticals. MP has received grants, personal fees and non-financial support from Actelion Pharmaceuticals. NG has received grants, personal fees and non-financial support from Actelion Pharmaceuticals, Bayer, GSK, MSD and Pfizer.

  • Provenance and peer review Not commissioned; externally peer reviewed.