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Pulmonary Vascular Volume Estimated by Automated Software is a Mortality Predictor after Acute Pulmonary Embolism

Abstract

Background:

Acute pulmonary embolism (APE) has a variable clinical outcome. Computed tomography pulmonary angiography (CTPA) is the gold standard for this diagnosis.

Objective:

To evaluate if the pulmonary vascular volume (PVV) quantified by automated software is a mortality predictor after APE.

Methods:

Retrospective cohort study where the CTPA imaging of 61 patients with APE was reanalyzed. Pulmonary vascular volume (PVV) and pulmonary volume (PV) were automatically estimated using the Yacta software. We calculated the adjusted PVV by the ratio: PVV(cm3)/PV(liters). Classical prognostic CTPA parameters (clot load index, right ventricle/left ventricle diameter ratio, pulmonary artery/aorta diameter ratio, ventricular septal bowing, pulmonary infarction and reflux of contrast into the hepatic vein) were assessed. The outcome assessed was one-month mortality. We considered a p-value <0.05 as statistically significant.

Results:

Seven deaths (11%) occurred at one month among these 61 patients. PVV<23cm3/L was an independent predictor of one-month mortality in the univariate [odds ratio (OR): 26; 95% confidence interval (CI): 3-244; p=0.004] and multivariate analyses [adjusted OR: 19; 95%CI: 1.3-270; p=0.03]. The classical CTPA parameters were not associated with one-month mortality in this sample. The PVV<23cm3/L showed a sensitivity of 86%, a specificity of 82%, a negative predictive value of 94% and a positive predictive value of 64% to identify the patients who died.

Conclusion:

PVV<23cm3/L was an independent predictor of one-month mortality after APE. This parameter showed better prognostic performance than other classical CTPA findings. (Arq Bras Cardiol. 2020; 115(5):809-818)

Keywords:
Pulmonary Embolism; Tomography Computed; Prognosis; Diagnostic Imaging; Pulmonary Circulation; Emergency Medical Services; Mortality

Resumo

Fundamento:

A embolia pulmonar aguda (EPA) tem desfecho clínico variável. A angiotomografia computadorizada (angio-CT) é considerada o padrão-ouro para o diagnóstico.

Objetivo:

Avaliar se o volume vascular pulmonar (VVP) quantificado por software automatizado é um preditor de mortalidade após EPA.

Métodos:

Estudo de coorte retrospectivo no qual a imagem da angio-CT de 61 pacientes com EPA foi reanalisada. O VVP e o volume pulmonar (VP) foram estimados automaticamente pelo software Yacta. Calculamos o VVP ajustado pela razão: VVP(cm3)/VP(litros). Parâmetros prognósticos clássicos da angio-CT (carga embólica; razão do diâmetro do ventrículo direito/ventrículo esquerdo; razão do diâmetro da artéria pulmonar/aorta; desvio do septo interventricular; infarto pulmonar e refluxo de contraste na veia hepática) foram avaliados. A mortalidade em 1 mês foi o desfecho analisado. Consideramos um valor de p <0,05 como estatisticamente significativo.

Resultados:

Sete mortes (11%) ocorreram entre os 61 pacientes durante 1 mês de seguimento. O VVP ajustado <23cm3/L foi um preditor independente de mortalidade na análise univariada (odds ratio [OR]: 26; intervalo de confiança de 95% [IC95%]: 3-244; p=0,004) e na análise multivariada (OR ajustado: 19 [IC95%: 1,3-270]; p=0,03). Os parâmetros clássicos da angio-CT não foram associados à mortalidade em 1 mês nesta amostra. O VVP ajustado <23cm3/L apresentou sensibilidade de 86%, especificidade de 82%, valor preditivo negativo de 94% e valor preditivo positivo de 64% para identificação dos pacientes que morreram.

Conclusão:

VVP ajustado <23cm3/L foi um preditor independente de mortalidade após EPA. Esse parâmetro mostrou melhor desempenho prognóstico do que os outros achados clássicos da angio-CT. (Arq Bras Cardiol. 2020; 115(5):809-818)

Palavras-chave:
Embolia Pulmonar; Tomografia Computadorizada; Prognóstico; Diagnóstico por Imagem; Circulação Pulmonar; Serviços Médicos de Emergência; Mortalidade

Introduction

Acute pulmonary embolism (APE) is a significant cause of dyspnea and chest pain in the emergency department.11. Pollack CV, Schreiber D, Goldhaber SZ, Slattery D, Fanikos J, O'Neil BJ et al. Clinical characteristics, management, and outcomes of patients diagnosed with acute pulmonary embolism in the emergency department: initial report of EMPEROR (Multicenter Emergency Medicine Pulmonary Embolism in the Real World Registry). J Am Coll Cardiol. 2011; 57(6):700-6. The prognosis after an event is extremely variable. The majority of patients have an excellent clinical course. However, some patients may have a catastrophic clinical course developing into circulatory shock, cardiac arrest, and death.22. Konstantinides SV, Torbicki A, Agnelli G, Danchin N, Fitzmaurice D, Galie N et al. Task Force for the D and Management of Acute Pulmonary Embolism of the European Society of C. 2014 ESC guidelines on the diagnosis and management of acute pulmonary embolism. Eur Heart J. 2014; 35(43):3033-69, 3069a-3069k. Due to this heterogeneous clinical presentation, some parameters are used for prognostic stratification to allow more intensive surveillance among patients with a higher probability of complications. Currently, computed tomographic pulmonary angiography (CTPA) is the gold standard among diagnostic methods. Because of this, CTPA parameters are assessed to help in the prognostic stratification and the decision-making regarding the treatment.33. Schoepf UJ and Costello P. CT angiography for diagnosis of pulmonary embolism: state of the art. Radiology. 2004; 230(2):329-37.55. Stein PD, Fowler SE, Goodman LR, Gottschalk A, Hales CA, Hull RD et al. Multidetector computed tomography for acute pulmonary embolism. New Engl J Med. 2006; 354(22):2317-27.

The most frequent CTPA parameter used for prognostic stratification is the right ventricle enlargement, which is mainly identified through the right ventricle/left ventricle (LV) diameter ratio≥1.66. Coutance G, Cauderlier E, Ehtisham J, Hamon M, Hamon M. The prognostic value of markers of right ventricular dysfunction in pulmonary embolism: a meta-analysis. Crit Care. 2011; 15(2):R103. The clot load index, manually quantified as described by Qanadli, when higher than 40% aids to identify patients with right ventricular dilation.77. Qanadli SD, El Hajjam M, Vieillard-Baron A, Joseph T, Mesurolle B, Oliva VL et al. New CT index to quantify arterial obstruction in pulmonary embolism: comparison with angiographic index and echocardiography. AJR Am J Roentgenol. 2001; 176(6):1415-20. However, in clinical practice, these isolated parameters have a weak association with mortality and shock development. Because of this, the guidelines recommend that these parameters should not be used alone and only combined with other prognostic markers, such as troponin and N-terminal pro–B type natriuretic peptide (NT-proBNP).88. Konstantinides SV, Barco S, Lankeit M, Meyer G. Management of Pulmonary Embolism: An Update. J Am Coll Cardiol. 2016; 67(8):976-90.

The objective of this investigation was to assess if fully automatic pulmonary vascular volume quantification using CTPA is a mortality predictor after APE and to compare its prognostic performance with other classical CTPA parameters in predicting the one-month mortality.

Methods

Single-center, retrospective cohort study that included patients with a primary diagnosis of APE admitted to our emergency department. Our hospital is exclusively dedicated to high-complexity emergency, and it has around 3000 medical appointments per month. This study was approved by the Research Ethics Committee of our institution and followed the Declaration of Helsinki.

Patients

Medical records of adult patients (>18 years old) admitted from January 2009 to December 2015 were reviewed. These patients had a primary diagnosis of APE, registered at hospital discharge through the codes I26.0 (pulmonary embolism with acute cor pulmonale) and I26.9 (pulmonary embolism without acute cor pulmonale), according to the International Statistical Classification of Diseases (ICD-10). The definitive diagnosis of APE was defined as the presence of compatible clinical condition associated with at least one criteria, which could be: CTPA with filling defects; or pulmonary ventilation and perfusion scintigraphy with perfusion defects in ventilated areas (high probability); or conventional pulmonary angiography with intraluminal filling defect; or lower-limb ultrasonography compatible with deep vein thrombosis; or necropsy with high thrombotic load in the pulmonary artery without evidence for other alternative diagnoses.

Demographic and clinical data were obtained by reviewing medical records. We used the diagnosis reported by the patient and included in the medical record. The outcome evaluated in this investigation was one-month all-cause mortality. For those patients who were discharged before completing 30 days, a nurse from the clinical research unit of our institution, who was trained to evaluate survival, made a telephone call, and when the occurrence of death was verified, the date of the event was requested.

CTPA technique and interpretation

CTPA was performed using multidetector CT (MDCT) scanners, and volumetric images were obtained after intravenous administration of iodinated contrast using a single bolus injection followed by a flush of saline solution and a bolus detection technique to identify pulmonary artery enhancement. Other typical parameters used were: slice thickness ≤ 2.5 mm, reconstruction interval of 1 mm, kVp of 120, mAs reference of 150-220, gantry rotation of 0.3 to 0.7s. Volumetric acquisitions were reconstructed with soft and hard filters. Two chest radiologists reanalyzed the images after retrieving them using the DICOM (Digital Imaging and Communication in Medicine) format, in calibrated and dedicated workstations. Both radiologists were blind to the clinical evolution of these patients.

We analyzed the classical prognostic parameters of CTPA described in the medical literature. RV/LV axial diameter ratio was obtained by measuring the short axes of the ventricles in the axial plane at their posterior third. An RV/LV diameter cutoff ratio of 1 was used as recommended in the literature. The transverse diameter of the main pulmonary artery (PA) and the transverse diameter of the ascending aorta at the same level were measured. Ventricular septal bowing was considered if there was both septal flattening and septum deviation convex toward the left ventricle. The presence of contrast reflux into the hepatic veins was also assessed. The presence of pulmonary infarction was defined if a pleural-based parenchymal opacity with convex, bulging borders and linear strands directed from the apex towards the hilum was identified. The clot load index was calculated using the method described by Qanadli et al.77. Qanadli SD, El Hajjam M, Vieillard-Baron A, Joseph T, Mesurolle B, Oliva VL et al. New CT index to quantify arterial obstruction in pulmonary embolism: comparison with angiographic index and echocardiography. AJR Am J Roentgenol. 2001; 176(6):1415-20. An index higher than 60% was considered to indicate a high embolic burden.

The quantitative vascular analysis of CTPA imaging was carried out with the academic program Yacta (Heidelberg University, Heidelberg, Germany), version 2.7. The Yacta software works entirely automatically, requiring no user intervention at any stage of the process. Imaging analysis lasts about 10 minutes. Initially, Yacta segments (anatomically separate) the airways, blood vessels, lungs and, their lobes, then supply lung volumes and densities, together with the volume of blood vessels. This software uses an attenuation coefficient of −500 HU as the standard threshold for detection of vessels. In lungs with modified attenuation coefficients, Yacta calculates a new threshold based on the histogram. Intrapulmonary voxels with coefficients above the calculated threshold are then marked as vessels, and vessels with three-dimensional communication larger than 100 mm3 are considered in the analysis.99. Achenbach T, Weinheimer O, Buschsieweke C, Heussel CP, Thelen M, Kauczor HU. Fully automatic detection and quantification of emphysema on thin section MD-CT of the chest by a new and dedicated software. Rofo. 2004; 176(10):1409-15.,1010. Heussel CP, Herth FJ, Kappes J, Hantusch R, Hartlieb S, Weinheimer O et al. Fully automatic quantitative assessment of emphysema in computed tomography: comparison with pulmonary function testing and normal values. Eur Radiol. 2009; 19(10):2391-402. Yacta software estimated the pulmonary volume (PV) in liters (L) and the pulmonary vascular volume (PVV) in cm3. Since the PVV has a variation according to lung size, we performed an adjustment through the ratio: PVV (cm3) /PV (L).

Statistical analysis

We used the Shapiro-Wilk test to evaluate the type of variable distribution. Categorical variables were expressed as percentages. Continuous variables with normal distribution were expressed as mean and standard deviation, and the other variables were expressed as median and interquartile range (25th percentile, 75th percentile). The chi-square test was used to compare two categorical variables. The unpaired Student's T-test was used to compare two continuous variables with normal distribution and the Mann-Whitney test to compare two continuous variables with non-normal distribution. In the univariate analysis, the odds ratio (OR) and its respective 95% confidence interval (95%CI) were calculated for each parameter, followed by the chi-square test. For the multivariate analysis, a logistic regression model was used, with adjustment for the variables: age, pulmonary embolism severity index (PESI), respiratory rate, cardiac arrest, and circulatory shock. Spearman's rank test was used to evaluate the correlation between two continuous variables. The area under the receiver operating characteristic (ROC) curve was used to compare the prognostic accuracy of each CTPA parameter. We used the Youden index to determine the best cutoff point of the adjusted PVV to identify the patients who died. The cutoff point standardized in the medical literature was used for other CTPA parameters. In the survival analysis, the Kaplan-Meier curves were compared through the log-rank test. A p-value <0.05 was considered as statistically significant. The software STATA 13.1 (College Station, TX, USA) was used for the statistical analysis.

Results

Of the 231 individuals with suspected APE assessed in the emergency department, the diagnosis was confirmed in 123 patients (53%). The diagnosis was attained through the CTPA in 99 patients (80%). Considering the patients who underwent CTPA, the imaging was retrieved for reanalysis in 84 of them. Automated pulmonary vascular volume determination using the Yacta software was possible in 61 of these recovered image files. Flow charts of the patients included in this investigation and the reasons that made the Yacta analysis impossible are shown in Figure 1.

Figure 1
Flow chart showing the criteria selection for the patients included in this investigation.

The baseline characteristics of these 61 patients are shown in table 1. Of these patients, 07 (11%) died in one month. When comparing non-survivors (n=7) with survivors (n=54), there were no significant differences between these two groups, except a higher respiratory rate in the non-survivors' group (31±7 cycles/min vs. 33±7 cycles/min, p=0.01).

Table 1
Baseline characteristics of the patients divided according to the one-month mortality

Regarding the CTPA parameters analysis, the pulmonary vascular volume (PVV) and the adjusted PVV were significantly decreased in the non-survivors group in comparison to the survivor's group (56±24 cm3 vs. 88±32 cm3, p=0.015 and 21±6 cm3/L vs. 30±7 cm3/L, p=0.001, respectively). The other parameters evaluated by the CTPA (clot load index, RV/LV axial diameter ratio, PA/Aorta diameter ratio, ventricular septal bowing, pulmonary infarction, and contrast reflux into the hepatic vein) did not differ significantly between these two groups (Table 2).

Table 2
Computed tomography pulmonary angiography (CTPA) findings divided according to the one-month survival rate

The analysis using the area under the ROC curve (AUC), the 1/adjusted PVV showed the best prognostic accuracy performance with an AUC of 0.86 (95%CI: 0.68-1.00) compared to the other continuous variables [RV/LV diameter ratio with AUC of 0.56 (95%CI: 0.37-0.75), the PA/Aorta diameter with AUC of 0.55 (95%CI: 0.35-0.75) and the clot load index with AUC of 0.44 (95%CI: 0.16-0.74)], p<0.01(Figure 2).

Figure 2
ROC-curves showing the prognostic performance of the continuous CTPA parameters (clot load index, RV/LV diameter ratio, PA/Aorta diameter ratio) compared to the adjusted PVV in predicting one-month mortality after APE. CTPA: computed tomographic pulmonary angiography; RV: right ventricle; LV: left ventricle; PA: pulmonary artery; PVV: pulmonary vascular volume; APE: acute pulmonary embolism.

The best cutoff point of the adjusted PVV to determine the one-month mortality was 23 cm3/L [sensitivity: 86%(95%CI: 42-99), specificity: 82%(95%CI: 69-91), positive predictive value: 64%(95%CI: 49-77) and negative predictive value: 94%(95%CI: 70-99)].

In the univariate analysis, the adjusted PVV<23 cm3/L [odds ratio (OR): 26 (95%CI: 3-244), p=0.004] and the respiratory rate [OR: 1.1(95%CI: 1.01-1.26), p=0.03] were the one-month mortality predictors. In the multivariate analysis, only the PVV<23 cm3/L remained as an independent predictor of one-month mortality [adjusted OR: 19 (95%CI: 1.3-270), p=0.03]. The classical prognostic CTPA parameters were not associated with one-month mortality (Table 3).

Table 3
Predictors of one-month mortality after APE in the univariate and multivariate analysis

In the survival analysis, the PVV<23 cm3/L was significantly associated with a higher mortality ratio [hazard ratio (HR): 21 (95%CI:2-193), p=0.0001] during the one-month follow-up(Figure 3).

Figure 3
Kaplan-Meier curves comparing the one-month survival between the patients with adjusted pulmonary vascular volume (PVV) lower and higher than 23 cm3/L.

The clot load index manually quantified according to the Qanadli description and the adjusted PVV quantified automatically through the Yacta software did not show a significant correlation [Rho=−0.22, p=0.09] (Figure 4).

Figure 4
Scatter plot showing the association between the adjusted pulmonary vascular volume (PVV) quantified through the Yacta software and the clot load index manually quantified according to Qanadli.

Figure 5 depicts the CTPA and the pulmonary vessel quantification imaging (Yacta software) examples in two patients with different clinical outcomes included in this investigation.

Figure 5
Examples of fully automated pulmonary vascular quantification using the Yacta software in two different patients with acute pulmonary embolism (APE). The first patient (survivor), man, 47 years old, was diagnosed with APE in the right lung (CTPA image in A) and after vascular segmentation and analysis (B) showed a pulmonary vascular volume (PVV) of 157 cm3 and an adjusted PVV of 33.7 cm3/L. The second patient (non-survivor), woman, 75 years old, had a bilateral APE (CTPA image in D) and after lung (E) and vascular segmentation (F) showed a pulmonary vascular volume (PVV) of 19 cm3 and an adjusted PVV of 12.8 cm3/L.

Discussion

Currently, CTPA is the most often used tool for APE diagnosis in the emergency department.55. Stein PD, Fowler SE, Goodman LR, Gottschalk A, Hales CA, Hull RD et al. Multidetector computed tomography for acute pulmonary embolism. New Engl J Med. 2006; 354(22):2317-27.,1111. Le Gal G, Righini M, Wells PS. Computed Tomographic Pulmonary Angiography for Pulmonary Embolism. JAMA. 2015; 314(1):74-5. The development of parameters using CTPA to stratify the risk of complications in these patients is desirable and could help to individualize the treatment according to the severity of each presentation.44. Becattini C, Agnelli G, Vedovati MC, Pruszczyk P, Casazza F, Grifoni S et al. Multidetector computed tomography for acute pulmonary embolism: diagnosis and risk stratification in a single test. Eur Heart J. 2011; 32(13):1657-63.,1212. Ghaye B, Ghuysen A, Bruyere PJ, D'Orio V, Dondelinger RF. Can CT pulmonary angiography allow assessment of severity and prognosis in patients presenting with pulmonary embolism? What the radiologist needs to know. Radiographics. 2006; 26(1):23-39; discussion 39-40. Our investigation showed that a fully automatic quantification of adjusted PVV in patients with APE was an independent predictor of one-month mortality. The prognostic performance of this new tool was superior to the classical prognostic CTPA parameters evaluated in this setting, such as the RV/LV diameter ratio and clot load index.

The high rate of positive CTPA for APE (53%) in this investigation can be explained because the selection of patients was performed through the ICD code during the hospital discharge and, probably, in the majority of patients in whom the PE diagnosis was excluded through negative CTPA; the ICD of acute pulmonary embolism was not included during the discharge, and these patients were not identified.

The RV/LV diameter ratio is a parameter that indirectly evaluates right ventricular dilation and RV dysfunction observed during the APE.1313. Schoepf UJ, Kucher N, Kipfmueller F, Quiroz R, Costello P, Goldhaber SZ. Right ventricular enlargement on chest computed tomography: a predictor of early death in acute pulmonary embolism. Circulation. 2004; 110(20):3276-80. Among the parameters obtained by the CTPA, the RV/LV diameter ratio is the most frequently evaluated in the scientific literature; despite this fact, there is lack of standardization regarding the technical aspects of its measurement and disagreements about the most appropriate cutoff point. Most of the studies used an RV/LV diameter ratio ≥ 1 as abnormal.

Isolated studies have not demonstrated the usefulness of RV/LV diameter ratio ≥1 in the prognostic stratification after APE. Coutance et al.66. Coutance G, Cauderlier E, Ehtisham J, Hamon M, Hamon M. The prognostic value of markers of right ventricular dysfunction in pulmonary embolism: a meta-analysis. Crit Care. 2011; 15(2):R103. analyzing the CTPA of 383 patients with this diagnosis, showed that the RV/LV diameter ratio ≥1 was not associated with mortality [OR: 1.54; 95%CI: 0.70-3.40], had a low sensitivity [46%; 95%CI: 27-66], a low specificity [59%; 95%CI: 54-64%] and low positive predictive value [08%; 95%CI: 5.0-14.0] in predicting the one-month mortality.66. Coutance G, Cauderlier E, Ehtisham J, Hamon M, Hamon M. The prognostic value of markers of right ventricular dysfunction in pulmonary embolism: a meta-analysis. Crit Care. 2011; 15(2):R103.

Moroni et al.1414. Moroni AL, Bosson JL, Hohn N, Carpentier F, Pernod G, Ferretti GR. Non-severe pulmonary embolism: prognostic CT findings. Eur J Radiol. 2011; 79(3):452-8. when analyzing 225 CTPA of patients with non-severe APE, observed that the RV/ LV diameter ratio > 1 was only a predictor of mortality when associated with low embolic burden (<40%), but in the multivariate analysis, the RV/LV diameter ratio > 1 and the shape of interventricular septum were not associated with death.1414. Moroni AL, Bosson JL, Hohn N, Carpentier F, Pernod G, Ferretti GR. Non-severe pulmonary embolism: prognostic CT findings. Eur J Radiol. 2011; 79(3):452-8.

Kumamaru et al.1515. Kumamaru KK, Saboo SS, Aghayev A, Cai P, Quesada CG, George E et al. CT pulmonary angiography-based scoring system to predict the prognosis of acute pulmonary embolism. J Cardiovasc Comput Tomogr. 2016; 10(6):473-479. retrospectively analyzed 1698 CTPAs in patients with APE. The traditionally evaluated parameters were also not associated with all-cause mortality at one month. The parameters assessed were: the location of the most proximal embolus (p=0.14), parenchymal infarction (p=0.90), RV> LV diameter (p= 0.69), contrast reflux to the hepatic vein (p=0.40), bowing of the septum (p=0.40), and PA/Aorta diameter (p=0.93). On the other hand, nontraditional findings were predictors of mortality, such as pleural and pericardial effusion; lung, liver and bone lesion suggesting malignancy, ascites, etc.1515. Kumamaru KK, Saboo SS, Aghayev A, Cai P, Quesada CG, George E et al. CT pulmonary angiography-based scoring system to predict the prognosis of acute pulmonary embolism. J Cardiovasc Comput Tomogr. 2016; 10(6):473-479. These findings are probably much more related to the prognosis of associated diseases such as cancer than the APE itself. An investigation by van der Meer et al. also showed no association between the PA/Aorta diameter ratio (p=0.66) and the presence of ventricular septal bowing (p=0.20) with mortality.1616. van der Meer RW, Pattynama PM, van Strijen MJ, van den Berg-Huijsmans AA, Hartmann IJ, Putter H et. al. Right ventricular dysfunction and pulmonary obstruction index at helical CT: prediction of clinical outcome during 3-month follow-up in patients with acute pulmonary embolism. Radiology. 2005; 235(3):798-803.

A recent meta-analysis involving a large number of patients was able to demonstrate the prognostic association of the RV/LV ratio after APE. When comparing 2612 patients with abnormal RV/LV diameter ratio with 2049 patients who had this parameter within the regular range, the increased RV/LV ratio showed to be associated with the one-month mortality in the analysis that included all patients [OR: 2.08; 95%CI: 1.63-2.66; p <0.00001], and which included only patients with hemodynamic stability [OR: 1.64; 95%CI: 1.06-2.52; p=0.03].1717. Becattini C, Agnelli G, Germini F, Vedovati MC. Computed tomography to assess risk of death in acute pulmonary embolism: a meta-analysis. Eur Respir J. 2014; 43(6):1678-90. In our investigation, the adjusted PVV<23 cm3/L showed a better prognostic performance than the RV/LV diameter ratio.

The pulmonary artery obstruction scores or clot load index obtained through CTPA were initially described by Qanadli et al.77. Qanadli SD, El Hajjam M, Vieillard-Baron A, Joseph T, Mesurolle B, Oliva VL et al. New CT index to quantify arterial obstruction in pulmonary embolism: comparison with angiographic index and echocardiography. AJR Am J Roentgenol. 2001; 176(6):1415-20. in 2001. In this initial study, they compared CTPA findings with invasive pulmonary angiography and showed good agreement between the methods (r = 0.867, p <0.0001) for the quantification of the obstruction degree. A clot load index ≥ 40% identified more than 90% of patients with RV dilation.77. Qanadli SD, El Hajjam M, Vieillard-Baron A, Joseph T, Mesurolle B, Oliva VL et al. New CT index to quantify arterial obstruction in pulmonary embolism: comparison with angiographic index and echocardiography. AJR Am J Roentgenol. 2001; 176(6):1415-20.

In early studies, such as the ones by Wu et al.1818. Wu AS, Pezzullo JA, Cronan JJ, Hou DD, Mayo-Smith WW. CT pulmonary angiography: quantification of pulmonary embolus as a predictor of patient outcome--initial experience. Radiology. 2004; 230(3):831-5. and van der Meer et al.1616. van der Meer RW, Pattynama PM, van Strijen MJ, van den Berg-Huijsmans AA, Hartmann IJ, Putter H et. al. Right ventricular dysfunction and pulmonary obstruction index at helical CT: prediction of clinical outcome during 3-month follow-up in patients with acute pulmonary embolism. Radiology. 2005; 235(3):798-803. the quantification of the pulmonary artery embolic obstruction was associated with mortality.1818. Wu AS, Pezzullo JA, Cronan JJ, Hou DD, Mayo-Smith WW. CT pulmonary angiography: quantification of pulmonary embolus as a predictor of patient outcome--initial experience. Radiology. 2004; 230(3):831-5.,1616. van der Meer RW, Pattynama PM, van Strijen MJ, van den Berg-Huijsmans AA, Hartmann IJ, Putter H et. al. Right ventricular dysfunction and pulmonary obstruction index at helical CT: prediction of clinical outcome during 3-month follow-up in patients with acute pulmonary embolism. Radiology. 2005; 235(3):798-803. However, subsequent studies failed to demonstrate an association of these pulmonary artery obstruction scores with important clinical outcomes, such as mortality. Kong et al.1919. Kong WF, Wang YT, Yin LL, Pu H, Tao KY. Clinical risk stratification of acute pulmonary embolism: comparing the usefulness of CTA obstruction score and pulmonary perfusion defect score with dual-energy CT. Int J Cardiovasc Imaging. 2017; 33(12):2039-2047. analyzed these obstruction scores together with the presence of pulmonary perfusion defects in the CTPA of 55 patients stratified through clinical and laboratory tests as high, intermediate, and low-risk. The obstruction scores failed to differentiate these three groups adequately, and the quantification of perfusion defects showed a better performance to make this discrimination.1919. Kong WF, Wang YT, Yin LL, Pu H, Tao KY. Clinical risk stratification of acute pulmonary embolism: comparing the usefulness of CTA obstruction score and pulmonary perfusion defect score with dual-energy CT. Int J Cardiovasc Imaging. 2017; 33(12):2039-2047. Atasoy et al.2020. Atasoy MM, Sariman N, Levent E, Cubuk R, Celik O, Saygi A et. al. Nonsevere acute pulmonary embolism: prognostic CT pulmonary angiography findings. J Comput Assist Tomogr. 2015; 39(2):166-70. when analyzing the CTPA of 67 patients, observed that a clot load index ≥ 40% was not associated with mortality [OR: 0.989; 95%CI: 0.95-1.03; p = 0.486].2020. Atasoy MM, Sariman N, Levent E, Cubuk R, Celik O, Saygi A et. al. Nonsevere acute pulmonary embolism: prognostic CT pulmonary angiography findings. J Comput Assist Tomogr. 2015; 39(2):166-70. Araoz et al.2121. Araoz PA, Gotway MB, Harrington JR, Harmsen WS, Mandrekar JN. Pulmonary embolism: prognostic CT findings. Radiology. 2007; 242(3):889-97. evaluated 1193 CTPAs positive for APE, and observed that neither the thrombotic burden nor the RV/LV diameter ratio was associated with mortality, and only ventricular septal bowing was associated with mortality [OR: 1.97, p=0.05], albeit with very low sensitivity (18-21%).2121. Araoz PA, Gotway MB, Harrington JR, Harmsen WS, Mandrekar JN. Pulmonary embolism: prognostic CT findings. Radiology. 2007; 242(3):889-97.

Even in patients with severe APE admitted to the intensive care unit, the clot load in the pulmonary artery using four different scoring systems was not associated with the mortality rate during the hospital stay.2222. Ghaye B, Ghuysen A, Willems V, Lambermont B, Gerard P, D'Orio V et al. Severe pulmonary embolism:pulmonary artery clot load scores and cardiovascular parameters as predictors of mortality. Radiology. 2006; 239(3):884-91.

In our investigation, the clot load index was also not a predictor of one-month mortality, although they are interrelated variables; the adjusted PVV was an independent predictor of one-month mortality in these patients with APE. This fact could be explained by the technical troubles in the manual quantification of the clot load, which is mainly restricted to the evaluation of the larger-caliber vessels. The Yacta software allowed a better evaluation of the small-caliber vessel obstruction, and it could more adequately reflect the prognosis after APE.

Some limitations of our study deserve to be considered. First, the Yacta software was not able to adequately measure pulmonary vascular volumes in 27% of patients, mainly due to the presence of artifacts. However, software improvements and enhancements in imaging acquisition may reduce this failure. The use of ECG-gated CTPA can improve the imaging quality and allow better performance of this software. Second, this investigation had a small sample size, and maybe it was underpowered to evaluate the predictive effect of the classical CTPA parameters, such as the RV/LV diameter ratio. However, even in this small sample size, the adjusted PVV was a strong predictor of mortality, leading to a possible understanding that this parameter had a better prognostic performance. Third, there was a statistical tendency in the correlation between the manually quantified clot load index and the adjusted PVV; the small sample size could explain this lack of significant correlation. Fourth, this new parameter needs to be evaluated in other multicenter and prospective studies. Fifth, in this investigation, only the CTPA parameters were analyzed, and the inclusion of these imaging findings in the APE management algorithm associated with other instruments, such as the pulmonary embolism severity index (PESI) and biomarkers such as troponin or NT-proBNP need to be further evaluated.2323. Choi KJ, Cha SI, Shin KM, Lim J, Yoo SS, Lee J et al. Prognostic implications of computed tomographic right ventricular dilation in patients with acute pulmonary embolism. Thromb Res. 2014; 133(2):182-6.,2424. Elias A, Mallett S, Daoud-Elias M, Poggi JN, Clarke M. Prognostic models in acute pulmonary embolism: a systematic review and meta-analysis. BMJ Open. 2016; 6(4):e010324. Sixth, vessel detection by the program is based not only on attenuation values but also on the three-dimensional analysis of vascular anatomy; the presence of pulmonary opacities does not preclude the correct analysis of the vascular volume. The Yacta segmentation algorithm is very robust and effective because it uses different tools to identify the lungs, airways, and vessels. What can alter the pulmonary vasculature is the presence of airway disease and emphysema, which can lead to hypoxic vasoconstriction or vascular destruction, and can be confounded with thrombosis/embolism. Despite this fact, our investigation had a low prevalence of patients with COPD. Finally, all-cause mortality was the evaluated outcome, although not necessarily secondary to APE; however, in the majority of the studies that evaluated these CTPA parameters, only all-cause mortality was assessed.

Conclusion

Adjusted PVV, estimated using the Yacta software, seems to be a promising tool for the prognostic stratification after APE, mainly when compared to other classical prognostic CTPA parameters.

  • Sources of Funding
    There were no external funding sources for this study.
  • Study Association
    This study is not associated with any thesis or dissertation work.

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Publication Dates

  • Publication in this collection
    07 Dec 2020
  • Date of issue
    Nov 2020

History

  • Received
    10 Dec 2018
  • Reviewed
    06 Sept 2019
  • Accepted
    23 Oct 2019
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