Subscribe to RSS

DOI: 10.1055/s-0045-1811191
A Stepwise Approach to Computed Tomography Imaging of Pulmonary Hypertension
- Abstract
- Introduction
- A Stepwise Approach to CT in Pulmonary Hypertension
- A Brief Overview of Other Imaging Modalities Which May Be Used in the Diagnosis and Evaluation of Pulmonary Hypertension
- Conclusion
- References
Abstract
Pulmonary hypertension (PH) refers to a disease condition with elevated mean pulmonary arterial pressure of more than 20 mm Hg. This may arise secondary to an underlying pathology involving the lungs, heart, or major vessels of the chest. Patients with PH can present with nonspecific cardiac or respiratory complaints. Although right heart catheterization is the gold standard for diagnosing PH, it is not always done or required and often, PH is diagnosed based on clinical suspicion and noninvasive tests such as echocardiography. Computed tomography (CT) scans play a vital role in diagnosing PH, detecting the severity of the disease, and discerning the etiological factors. A stepwise approach to review CT imaging of the thorax to aid in the diagnosis of PH and to look for the etiology and prognostic factors is described in this article.
Keywords
chest radiograph - CT imaging - thorax - pulmonary arterial hypertension - pulmonary hypertensionIntroduction
Pulmonary hypertension (PH) is defined as a resting mean pulmonary arterial pressure of 20 mm Hg or more upon catheterization of the right side of the heart.[1]
The clinical manifestations of PH are nonspecific. Patients may complain of dyspnea on exertion and angina, which are usually insidious in onset. Individuals who develop right heart failure may experience lower limb edema and abdominal distension.[2] [3]
The World Health Organization has classified PH into five groups based on their etiology ([Table 1]).[4] It is believed that in all these situations, there is an imbalance among the vasodilators, vasoconstrictors, endothelial growth factors, growth inhibitors, and prothrombotic and antithrombotic factors, which results in primary endothelial dysfunction. This results in vascular smooth muscle proliferation and vasoconstriction and eventually leads to PH.[5] [6] It is essential for a radiologist to understand the different etiologies that may contribute to the development of PH to identify specific patterns and findings that may help in the imaging evaluation of a patient with PH.
Classification |
Etiology |
---|---|
Group 1—pulmonary arterial hypertension (PAH) |
Idiopathic PAH, heritable PAH, drug-induced PAH, other diseases (like connective tissue disease, portal hypertension, HIV, congenital heart disease) 1'—pulmonary veno-occlusive disease, pulmonary capillary hemangiomatosis 1''—persistent pulmonary hypertension of the newborn |
Group 2—pulmonary hypertension secondary to left heart disease |
Valvular heart disease, LV systolic and diastolic dysfunction |
Group 3—chronic lung disease ± hypoxia leading to pulmonary hypertension |
COPD, Interstitial lung disease (ILD), chronic exposure to high altitude |
Group 4—chronic thromboembolic pulmonary hypertension (CTEPH) |
Secondary to chronic pulmonary embolism |
Group 5—pulmonary hypertension secondary to multifactorial mechanisms |
Hematological disorders (myeloproliferative disorders), systemic disorders (sarcoidosis), metabolic disorders (glycogen storage disease, Gaucher disease) |
Abbreviations: COPD, chronic obstructive pulmonary disease; HIV, human immunodeficiency virus; LV, left ventricle; WSPH, World Symposium on Pulmonary Hypertension.
PH may be diagnosed using many imaging modalities, from chest radiographs, echocardiograms, computed tomography (CT) imaging of the thorax, and cardiac magnetic resonance imaging (MRI) studies. Chest radiographs may be an initial investigation in many patients, and the findings can be nonspecific in the initial stages. In advanced stages, a dilated central pulmonary artery with peripheral pruning of blood vessels and dilatation of the right atrium or ventricle (RA or RV) may be seen.[7] Possible etiologies for PH, such as interstitial lung disease (ILD) or chronic obstructive pulmonary disease (COPD), can also be looked for in chest radiograph.
A transthoracic echocardiogram is a handy and widely available screening tool to diagnose PH based on the velocity of the tricuspid regurgitant jet.[8] An echocardiogram is also helpful in assessing the right ventricular ejection fraction, any underlying heart disease, and the presence of intra-cardiac shunts.[9]
Occasionally, PH may be detected on CT performed for other indications, and CT is often performed to evaluate the cause and category of PH. In this article, we describe a stepwise systematic approach to review CT imaging of the thorax in patients with PH ([Fig. 1]). After the diagnosis of PH is established, the next step is to assess the severity of disease, and to evaluate for the underlying cause of PH ([Fig. 2]).




A Stepwise Approach to CT in Pulmonary Hypertension
Step 1: Diagnose/Confirm Pulmonary Hypertension
Dilatation of the main pulmonary artery (MPA) is a hallmark to identify the presence of PH with studies showing a significant correlation between the size of the MPA and mean pulmonary arterial pressure on right heart catheterization.[10] MPA diameter ≥29 mm has a specificity of 89% and a positive predictive value of 97% in the diagnosis of PH.[11] The ratio of the diameter of the segmental artery to bronchus of >1:1 in 3 out of 4 lobes along with a dilated MPA increases the specificity in the diagnosis of PH ([Fig. 3]).[12]


In patients with ILD, MPA dilatation should be interpreted with caution as it could be due to traction related to lung fibrosis. In patients with advanced ILD, the ratio of the diameter of the MPA to that of the ascending aorta ≥1 in the same axial plane is indicative of PH.[13] [14]
“Egg and banana” sign and “carina cross over” sign are reported to have high specificity and positive predictive value in diagnosing PH, especially when they are coexistent. The “egg and banana” sign refers to the visualization of the dilated and distorted pulmonary artery as an oval structure (“egg”) at the level of the aortic arch (resembling that of a “banana”). The “carina crossover” sign refers to the right pulmonary artery crossing the carina anteriorly in the midline, cranial to its expected course ([Fig. 4]).[15] [16]


Step 2: Assess Severity and Stratify Risk
The severity of PH may be assessed by taking into consideration the degree of dilatation of the MPA and by evaluating the heart. Truong et al developed a four-tier classification system of normal, mild, moderate, and severe PH based on pulmonary artery diameters and pulmonary artery-to-aorta ratios (with a ratio of ≤0.9 being normal; >0.9 to 1.0 being mild; 1.0 to 1.1 being moderate; >1.1 being severe).[17]
Initially, the RV undergoes hypertrophy to adapt to the increased pressures. However, the ventricle eventually decompensates and becomes dilated and hypokinetic.[18] On CT, these can be seen as right ventricular hypertrophy (RV wall thickness more than 4 mm), which eventually leads to right ventricular and atrial dilatation (RV to left ventricle [LV] ratio of >0.9 to 1). Reflux of contrast into the inferior vena cava and hepatic veins may be seen. There may be straightening or bowing of the interventricular septum towards the left.[10]
The ratio of right to left ventricle, right atrial size, bowing of the interventricular septum towards the LV ([Fig. 3]), dilated inferior vena cava, pleural or pericardial effusions, lymphadenopathy, and septal lines may all have a bearing on risk stratification ([Table 2]). A definite role of CT imaging in prognostication and predicting the overall disease progression and outcome has not been established[19]; however, a list of imaging findings on CT which indicate severity of disease is tabulated ([Table 2]).
Abbreviation: IVC, inferior vena cava.
Step 3: Look for a Cause—Lungs
Lung changes like COPD, emphysema, and fibrosing ILD should be looked for (group 3—PH related to lung diseases or hypoxia; [Fig. 5]).


Although mosaic attenuation in the lungs is more commonly seen in patients with chronic thromboembolic PH (CTEPH), it is a nonspecific finding that could be seen in PH due to other causes as well ([Fig. 6]).[20] Centrilobular ground glass density nodules have been described in idiopathic PH, which has been proposed to be due to recurrent bleeding resulting in cholesterol granulomas ([Fig. 6]).[21] Centrilobular ground glass density nodules and corkscrew-like vessels have also been described in pulmonary capillary hemangiomatosis (PCH).


The presence of pulmonary edema-like findings with interlobular septal thickening and small pleural effusions in patients with PH in the absence of left heart disease should raise suspicion of pulmonary veno-occlusive disease (PVOD).[22]
Other diffuse parenchymal lung diseases like sarcoidosis, histiocytosis, and lymphangioleiomyomatosis could also be associated with PH. Findings that could suggest an underlying connective tissue disease (CTD), like esophageal dilatation, presence of exuberant honeycombing, anterior upper lobe sign, and straight edge sign in patients with ILD should also be actively looked for ([Fig. 7]).[23]


PH is seen in association with connective tissue disorders, especially with systemic sclerosis. A study in the United Kingdom showed that 10% of the patients with severe PH had an associated connective tissue disorder, and this was more commonly seen in women.[24] The nonspecific interstitial pneumonia form of ILD is commonly encountered in this subgroup of patients.[25] Other associated findings, such as a dilated esophagus, may also be seen ([Fig. 7]).
Step 4: Look for Cause—Left Heart Disease
PH is a common complication seen in left heart disease (group 2) because of increased left-sided filling pressures.[26] [27] Mitral valve pathology should be looked for in a patient with PH. CT may show an enlarged left atrium, with or without mitral valve calcifications, pulmonary venous congestion, interlobular septal thickening, and a dilated pulmonary artery ([Fig. 8]).[11]


Dilated LV on CT may indicate left ventricular dysfunction and should prompt an echocardiogram for LV functional analysis. Maximum LV luminal diameter of more than 56 mm can reliably identify LV enlargement on non-gated CT scans.[28]
Step 5: Look for Vascular Causes—CTEPH, Vasculitis, CTD, PVOD, PCH
-
Chronic thromboembolic pulmonary hypertension:
-
– CTEPH is a rare complication of pulmonary embolism, which is thought to develop as a result of obstruction of pulmonary arteries by nonresolving thrombo-emboli. These emboli form endothelialized, recanalized obstruction of the pulmonary arterial circulation.[29] On CT imaging, partial or complete thromboembolic obstruction of the pulmonary arteries with bands or webs ([Figs. 9] and [10]) may be seen with abrupt narrowing or partial or complete occlusion of pulmonary artery branches by organized thrombi lining the walls, which may mimic vessel-wall thickening. Mosaic perfusion is more common in CTEPH than other causes of PH. Linear or wedge-shaped peripheral opacities or atelectatic bands could represent chronic infarctions ([Fig. 9]) and aid in the diagnosis of CTEPH.[29] It is important to document the extent of the chronic organized thrombi in the MPAs, lobar, segmental, or subsegmental branches which will help in deciding treatment options like medical treatment, or suitability for surgical pulmonary endarterectomy or balloon pulmonary angioplasty.[30]
-
– Often, there is associated systemic collateral arterial hypertrophy involving both bronchial ([Fig. 9]) and nonbronchial systemic arteries (like an intercostal, superior and inferior phrenic, costocervical trunk, etc.).
-
– Dual-energy CT (DECT) scans can provide both anatomical and functional assessment with lung perfusion scans (at no additional radiation dose) increasing the diagnostic yield for thrombi in smaller pulmonary artery branches as well ([Fig. 11]).[31]
-
-
Vasculitis:
-
– PH has been described in association with various vasculitic etiologies. Few reports have shown an incidence of 12 to 13% of PH in patients with Takayasu arteritis with pulmonary artery involvement ([Figs. 12] and [13]).[32] [33] Imaging findings include wall thickening and enhancement of major arteries in the acute phase, which can eventually lead to stenosis, thrombosis, and aneurysm formation. There can be occlusion of branches of the major artery involved.
-
-
PVOD/PCH:
-
– PVOD and PCH are considered two distinct stages of the same disease, with both having a similar clinical and radiological picture. At a physiological level, PVOD is associated with intimal fibrosis in the venules and septal veins, leading to luminal obliteration leading to PH. In PVOD, the pulmonary capillaries are dilated; however, in PCH, there is a secondary antiproliferative process and capillary lesions. Both PVOD and PCH are seen with mutation of the EIF2AK4 gene. Patients typically present with fatigue, decreased exercise tolerance, and dyspnea, which rapidly progresses and may lead to death. Definitive treatment involves lung transplantation. Imaging findings include centrilobular ground glass opacities, enlarged mediastinal lymph nodes, and smooth interstitial septal thickening.[34] [35] It is important to recognize these findings as these patients may develop life-threatening pulmonary edema when treated with vasodilators ([Figs. 14] and [15]). On CT imaging, both PVOD and PCH demonstrate a dilated MPA. In PVOD, CT imaging typically shows smoothly thickened interlobular septa with ground glass opacification involving the lungs in diffuse, mosaic, geographic, peri-hilar, patchy, or centrilobular patterns of distribution. In PCH, CT imaging typically shows diffuse or bilateral basal reticulonodular or micronodular opacities.[36] [37]
-














Step 6: Look for Congenital Left-to-Right Shunts
Uncorrected congenital left-to-right cardiac shunts result in persistent increased pulmonary blood flow, which in turn causes pulmonary vascular remodeling with dysfunction and increased pulmonary vascular resistance and PH. Although atrial septal defects (ASDs), ventricular septal defects, and patent ductus arteriosus (PDA) are easily detected on echocardiogram, occasionally they can be missed, especially sinus venosus type ASDs, which are posteriorly located and are particularly challenging to identify on trans-thoracic echocardiography. Sinus venosus ASDs are often associated with partial anomalous pulmonary venous return. On CT, any anomalous pulmonary venous connections (to a systemic vein or RA) and related ASDs should be carefully looked for by following all pulmonary veins and assessing their site of drainage ([Figs. 16] [17] [18]). Superior sinus venosus ASD is located postero-superiorly close to the superior vena cava (SVC)–RA junction, with SVC often overriding the defect.[35] Similarly, the less common inferior sinus venous defects should also be looked for. Occasionally, unsuspected PDAs may also be detected on CT.[8] [38] [39]






Step 7: Infradiaphragmatic Causes—Chronic Liver Disease, Abernethy Malformation
PH may be associated with chronic liver disease and portal hypertension. Portopulmonary hypertension (PoPH) indicates PH seen in association with portal hypertension. PH is thought to develop as a result of vasoconstriction or vascular obstruction in pulmonary resistance vessels.[40] The diagnosis of PoPH requires the exclusion of any other coexistent conditions which may predispose to PH. A large-scale prospective study of 1,235 patients with Child–Pugh score ≥7 showed that 5% of the study population met the criteria for PoPH.[41]
Another rare cause of PH is that of congenital extrahepatic portocaval shunt or Abernethy malformation. Abernethy malformation is a rare congenital anomaly in which the splanchnic blood supply drains directly into the systemic veins, bypassing the liver ([Fig. 19]). Only a few case reports of PH associated with Abernethy malformation have been described.[41] [42] [43] [44]


Idiopathic Pulmonary Hypertension
If no other cause is identified after imaging and clinical evaluation, to contribute to the development of PH, the term “idiopathic pulmonary arterial hypertension” is ascribed. It is essentially a diagnosis of exclusion of other causes of PH. It is a progressive disease that affects the precapillary pulmonary vasculature. If left untreated, it may lead to right heart failure and eventually death.[45] [46] [47] On imaging, a dilated MPA and other findings of PH can be seen, with no cause identified. Ill-defined ground glass opacities surrounding the peripheral small pulmonary artery branches could be seen in idiopathic PH as well ([Fig. 20]). These are believed to be related to underlying cholesterol granulomas.[48]


Step 8: Look for Complications
-
Ortner's syndrome ([Fig. 21]): also called cardio-vocal syndrome, characterized by left vocal cord palsy due to compression of recurrent laryngeal nerve due to cardiovascular disorder (e.g., dilated pulmonary artery in PH can compress the left recurrent laryngeal nerve).
-
Airway compression: a dilated pulmonary artery could compress airways and cause distal air trapping or collapse ([Fig. 22]).
-
Coronary artery compression: a markedly dilated pulmonary artery could compress the origin of the coronary arteries.
-
Right heart failure and cardiac cirrhosis: features of liver cirrhosis like volume redistribution and surface nodularity should be looked for ([Fig. 23]).
-
Thrombus: thrombus can develop in situ in dilated pulmonary arteries or the dilated RA or RV ([Fig. 24]).
-
Pericardial effusion: pericardial effusion is a poor prognostic marker and may be seen in up to 50% of the patients with PH, and it has been postulated to be due to decreased resorption and increased myocytic transudation ([Fig. 22]).[49] [50]








A Brief Overview of Other Imaging Modalities Which May Be Used in the Diagnosis and Evaluation of Pulmonary Hypertension
Chest Radiograph
In the early stages, chest radiograph findings may be nonspecific. However, in advanced stages, chest radiograph typically demonstrates a dilated central pulmonary artery with peripheral pruning of blood vessels. Dilatation of the RA or RV may be seen in advanced disease.[7] A review of the chest radiograph is incomplete without identifying any possible etiologies for the PH, such as ILD.
Transthoracic Echocardiogram
Transthoracic echocardiogram is a very useful and widely available screening tool to aid in the diagnosis of PH. Echocardiogram has a limited utility in assessing the pulmonary arteries beyond the MPA; however, it is a useful tool to assess the ejection fraction, any underlying heart disease, and the presence of intra-cardiac shunts.[9]
Ventilation–Perfusion Scintigraphy
Ventilation–perfusion scintigraphy (V/Q scintigraphy) is used to identify the presence of CTEPH by assessing the parenchymal perfusion of the lungs; however, it is not an ideal study to provide anatomical information of the lungs.[51] V/Q scintigraphy is more sensitive to CT pulmonary angiogram in the diagnosis of CTEPH, particularly in its early stage.[52]
Cardiac MRI
Cardiac MRI is an advanced tool which may be used to assess the anatomy of pulmonary arteries and pulmonary blood flow, along with ventricular morphology and function.[53] The morphology and hemodynamic activity of the RA and RV are accurately assessed on MRI imaging. Strain analysis can help detect early RV dysfunction, with preserved ejection fraction. Late gadolinium enhancement can help detect fibrosis of cardiac walls, which is associated with poorer prognosis.[54] MRI can also help in the detection of septal defects and in the quantification of shunts.[55]
Right Heart Catheterization
Catheter angiography is the gold standard to diagnose and to assess the severity of PH. However, limitations of this procedure include its invasive nature, and it not being a widely available and affordable modality.[7] It is advisable in instances where endovascular treatment is planned.
Role of Dual-Energy CT
The recent emergence of DECT enhances the evaluation of PH by providing detailed qualitative and quantitative insights into pulmonary hemodynamics, vascular anatomy, and parenchymal morphology. DECT enables the detection of perfusion defects, mosaic lung patterns, and peripheral thromboembolic disease, thereby aiding in the assessment of severity of disease and prognostication. DECT's advanced imaging techniques include iodine-selective maps, virtual nonenhanced images, and myocardial perfusion analysis, improving visualization of vascular and myocardial pathology. DECT offers valuable tools for diagnosing and managing PH, with ongoing research into its full clinical potential and limitations.[51] When iodine maps are used in conjunction with standard CT images, DECT has been found to have a sensitivity and specificity of 100% for the diagnosis of CTEPH.[56] [57] [58]
Utility and Limitations of CT Imaging in PH
CT imaging is widely available across most centers, and provides a rapid and detailed assessment of lungs and vascular and cardiac structures. It is a preferred choice for evaluation of etiologies of PH. It is an excellent modality to establish the diagnosis of PH, to assess lung parenchyma, and to evaluate for embolism. However, CT has limited ability to assess the hemodynamic and functional cardiac status. CT imaging is also suboptimal in its assessment of distal pulmonary arterial branches.[59] Both echocardiogram and MRI offer functional cardiac assessment. The gold standard for the confirmation of diagnosis remains right heart catheterization. A comparison of the benefits and drawbacks of these various modalities is given in [Table 3].
Modality |
Advantage |
Drawback |
---|---|---|
Echocardiogram |
• Widespread availability • Inexpensive • Noninvasive technique • Initial tool for diagnosis |
• User-dependent • Dependent on acoustic windows |
Computed tomography |
• Widespread availability • Excellent tool for diagnosis, evaluation of lung parenchyma and pulmonary vessels |
• Involves radiation exposure, administration of IV contrast • Functional assessment of the heart cannot be performed |
Magnetic resonance imaging |
• Detailed assessment of heart and great vessels • Functional assessment of heart can be performed |
• Expensive tool • Technical expertise required to perform the study • Longer scan time, may not be suitable for all patients |
Abbreviation: IV, intravenous.
Emerging Role of Artificial Intelligence
The role of artificial intelligence (AI) models in the evaluation of PH is a major topic of interest and future research. The potential applications of AI in the assessment of PH are extensive. AI models that facilitate the segmentation of the heart and major vessels have shown promising results.[60] [61] Texture analysis is another domain in which AI demonstrates potential scope, in which various regions of the lung are characterized based on the local pixel intensities. The degree of lung fibrosis can be assessed using texture analysis. There have been various models which have shown promising results using texture analysis.[62] [63] A recent study showed that the percentage of lung fibrosis quantified by an AI model on CT imaging studies provided improved prognostic value when used in combination with radiology-based severity scoring as compared with using radiology scoring alone.[51] [62] Perfusion mapping on DECT is another realm in which AI has considerable potential.[64] Studies have also shown utility of AI in a high degree of accuracy in the diagnosis of acute pulmonary embolism.[65] [66] [67]
Conclusion
PH is a disease process that is characterized by elevated mean pulmonary arterial pressure, which is seen on CT scans as a dilated MPA. Sometimes, PH may be initially detected on CT scans done to evaluate nonspecific clinical symptoms or CT scans could be performed to evaluate a patient with known PH. In this review, we describe a systematic approach to CT scans in the setting of PH with stepwise assessment of images to confirm the diagnosis of PH, to look for an underlying cause in the lungs, cardia, vessels, and in the upper abdomen and finally to look for associated complications.
Conflict of Interest
None declared.
-
References
- 1 Maron BA. Revised definition of pulmonary hypertension and approach to management: a clinical primer. J Am Heart Assoc 2023; 12 (08) e029024
- 2 Rich JD, Rich S. Clinical diagnosis of pulmonary hypertension. Circulation 2014; 130 (20) 1820-1830
- 3 Braunwald's Heart Disease: A Textbook of Cardiovascular Medicine, 2-Volume Set. 2018
- 4 Simonneau G, Gatzoulis MA, Adatia I. et al. Updated clinical classification of pulmonary hypertension. J Am Coll Cardiol 2013; 62 (25, Suppl): D34-D41
- 5 Farber HW, Loscalzo J. Pulmonary arterial hypertension. N Engl J Med 2004; 351 (16) 1655-1665
- 6 Yuan JXJ, Rubin LJ. Pathogenesis of pulmonary arterial hypertension: the need for multiple hits. Circulation 2005; 111 (05) 534-538
- 7 Galiè N, Humbert M, Vachiery JL. et al; ESC Scientific Document Group. 2015 ESC/ERS Guidelines for the diagnosis and treatment of pulmonary hypertension: The Joint Task Force for the Diagnosis and Treatment of Pulmonary Hypertension of the European Society of Cardiology (ESC) and the European Respiratory Society (ERS): Endorsed by: Association for European Paediatric and Congenital Cardiology (AEPC), International Society for Heart and Lung Transplantation (ISHLT). Eur Heart J 2016; 37 (01) 67-119
- 8 Frost A, Badesch D, Gibbs JSR. et al. Diagnosis of pulmonary hypertension. Eur Respir J 2019; 53 (01) 1801904
- 9 Peña E, Dennie C, Veinot J, Muñiz SH. Pulmonary hypertension: how the radiologist can help. Radiographics 2012; 32 (01) 9-32
- 10 Haimovici JB, Trotman-Dickenson B, Halpern EF. et al; Massachusetts General Hospital Lung Transplantation Program. Relationship between pulmonary artery diameter at computed tomography and pulmonary artery pressures at right-sided heart catheterization. Acad Radiol 1997; 4 (05) 327-334
- 11 Tan RT, Kuzo R, Goodman LR, Siegel R, Haasler GB, Presberg KW. Medical College of Wisconsin Lung Transplant Group. Utility of CT scan evaluation for predicting pulmonary hypertension in patients with parenchymal lung disease. Chest 1998; 113 (05) 1250-1256
- 12 Frazier AA, Burke AP. The imaging of pulmonary hypertension. Semin Ultrasound CT MR 2012; 33 (06) 535-551
- 13 Ng CS, Wells AU, Padley SP. A CT sign of chronic pulmonary arterial hypertension: the ratio of main pulmonary artery to aortic diameter. J Thorac Imaging 1999; 14 (04) 270-278
- 14 Compton GL, Florence J, MacDonald C, Yoo SJ, Humpl T, Manson D. Main pulmonary artery-to-ascending aorta diameter ratio in healthy children on MDCT. AJR Am J Roentgenol 2015; 205 (06) 1322-1325
- 15 Scelsi CL, Bates WB, Melenevsky YV, Sharma GK, Thomson NB, Keshavamurthy JH. Egg-and-banana sign: a novel diagnostic CT marker for pulmonary hypertension. AJR Am J Roentgenol 2018; 210 (06) 1235-1239
- 16 The “Carina Crossover Sign”: Evaluation of a New Proposed Morphological Criterion for the CT Determination of Pulmonary Hypertension (PH) [Internet]. Accessed May 9, 2025 at: https://archive.rsna.org/2011/11012277.html
- 17 Truong QA, Bhatia HS, Szymonifka J. et al. A four-tier classification system of pulmonary artery metrics on computed tomography for the diagnosis and prognosis of pulmonary hypertension. J Cardiovasc Comput Tomogr 2018; 12 (01) 60-66
- 18 Ryan JJ, Huston J, Kutty S. et al. Right ventricular adaptation and failure in pulmonary arterial hypertension. Can J Cardiol 2015; 31 (04) 391-406
- 19 Swiston JR, Johnson SR, Granton JT. Factors that prognosticate mortality in idiopathic pulmonary arterial hypertension: a systematic review of the literature. Respir Med 2010; 104 (11) 1588-1607
- 20 Horton MR, Tuder RM. Primary pulmonary arterial hypertension presenting as diffuse micronodules on CT. Crit Rev Computed Tomogr 2004; 45 (5–6): 335-341
- 21 Montani D, Lau EM, Dorfmüller P. et al. Pulmonary veno-occlusive disease. Eur Respir J 2016; 47 (05) 1518-1534
- 22 Chung JH, Cox CW, Montner SM. et al. CT features of the usual interstitial pneumonia pattern: differentiating connective tissue disease-associated interstitial lung disease from idiopathic pulmonary fibrosis. AJR Am J Roentgenol 2018; 210 (02) 307-313
- 23 Vachiéry JL, Tedford RJ, Rosenkranz S. et al. Pulmonary hypertension due to left heart disease. Eur Respir J 2019; 53 (01) 1801897
- 24 Galiè N, Hoeper MM, Humbert M. et al; ESC Committee for Practice Guidelines (CPG). Guidelines for the diagnosis and treatment of pulmonary hypertension: the Task Force for the Diagnosis and Treatment of Pulmonary Hypertension of the European Society of Cardiology (ESC) and the European Respiratory Society (ERS), endorsed by the International Society of Heart and Lung Transplantation (ISHLT). Eur Heart J 2009; 30 (20) 2493-2537
- 25 Kim EA, Lee KS, Johkoh T. et al. Interstitial lung diseases associated with collagen vascular diseases: radiologic and histopathologic findings. Radiographics 2002; 22 (Spec No): S151-S165
- 26 Vachiéry JL, Adir Y, Barberà JA. et al. Pulmonary hypertension due to left heart diseases. J Am Coll Cardiol 2013; 62 (25, Suppl): D100-D108
- 27 Kathiria NN, Devcic Z, Chen JS. et al. Assessment of left ventricular enlargement at multidetector computed tomography. J Comput Assist Tomogr 2015; 39 (05) 794-796
- 28 Pengo V, Lensing AWA, Prins MH. et al; Thromboembolic Pulmonary Hypertension Study Group. Incidence of chronic thromboembolic pulmonary hypertension after pulmonary embolism. N Engl J Med 2004; 350 (22) 2257-2264
- 29 Remy-Jardin M, Remy J, Wattinne L, Giraud F. Central pulmonary thromboembolism: diagnosis with spiral volumetric CT with the single-breath-hold technique–comparison with pulmonary angiography. Radiology 1992; 185 (02) 381-387
- 30 Memon HA, Lin CH, Guha A. Chronic thromboembolic pulmonary hypertension: pearls and pitfalls of diagnosis. Methodist DeBakey Cardiovasc J 2016; 12 (04) 199-204
- 31 Dong C, Zhou M, Liu D, Long X, Guo T, Kong X. Diagnostic accuracy of computed tomography for chronic thromboembolic pulmonary hypertension: a systematic review and meta-analysis. PLoS One 2015; 10 (04) e0126985
- 32 Bicakcigil M, Aksu K, Kamali S. et al. Takayasu's arteritis in Turkey - clinical and angiographic features of 248 patients. Clin Exp Rheumatol 2009; 27 (1, Suppl 52): S59-S64
- 33 Sharma BK, Jain S, Radotra BD. An autopsy study of Takayasu arteritis in India. Int J Cardiol 1998; 66 (Suppl. 01) S85-S90 , discussion S91
- 34 Delhaye C, Walsdorff M, Hackx M. Case 276: pulmonary veno-occlusive disease and pulmonary capillary hemangiomatosis disease. Radiology 2020; 295 (01) 240-244
- 35 Lantuéjoul S, Sheppard MN, Corrin B, Burke MM, Nicholson AG. Pulmonary veno-occlusive disease and pulmonary capillary hemangiomatosis: a clinicopathologic study of 35 cases. Am J Surg Pathol 2006; 30 (07) 850-857
- 36 Frazier AA, Franks TJ, Mohammed TLH, Ozbudak IH, Galvin JR. From the Archives of the AFIP: pulmonary veno-occlusive disease and pulmonary capillary hemangiomatosis. Radiographics 2007; 27 (03) 867-882
- 37 Holcomb Jr BW, Loyd JE, Ely EW, Johnson J, Robbins IM. Pulmonary veno-occlusive disease: a case series and new observations. Chest 2000; 118 (06) 1671-1679
- 38 Oliver JM, Gallego P, Gonzalez A, Dominguez FJ, Aroca A, Mesa JM. Sinus venosus syndrome: atrial septal defect or anomalous venous connection? A multiplane transoesophageal approach. Heart 2002; 88 (06) 634-638
- 39 Aluja Jaramillo F, Gutierrez FR, Díaz Telli FG, Yevenes Aravena S, Javidan-Nejad C, Bhalla S. Approach to pulmonary hypertension: from CT to clinical diagnosis. Radiographics 2018; 38 (02) 357-373
- 40 Grosse C, Grosse A. CT findings in diseases associated with pulmonary hypertension: a current review. Radiographics 2010; 30 (07) 1753-1777
- 41 Krowka MJ, Swanson KL, Frantz RP, McGoon MD, Wiesner RH. Portopulmonary hypertension: results from a 10-year screening algorithm. Hepatology 2006; 44 (06) 1502-1510
- 42 Lin KY, Chen H, Yu L. Pulmonary arterial hypertension caused by congenital extrahepatic portocaval shunt: a case report. BMC Cardiovasc Disord 2019; 19 (01) 141
- 43 Yi JE, Jung HO, Youn HJ, Choi JY, Chun HJ, Lee JY. A case of pulmonary arterial hypertension associated with congenital extrahepatic portocaval shunt. J Korean Med Sci 2014; 29 (04) 604-608
- 44 Zhang XL, Duan XM, Wang FY. et al. An infant with abernethy malformation associated with heterotaxy and pulmonary hypertension. Chin Med J (Engl) 2017; 130 (18) 2257-2258
- 45 Spiekerkoetter E, Kawut SM, de Jesus Perez VA. New and emerging therapies for pulmonary arterial hypertension. Annu Rev Med 2019; 70: 45-59
- 46 Jiao YR, Wang W, Lei PC. et al. 5-HTT, BMPR2, EDN1, ENG, KCNA5 gene polymorphisms and susceptibility to pulmonary arterial hypertension: a meta-analysis. Gene 2019; 680: 34-42
- 47 Cao JY, Wales KM, Cordina R, Lau EMT, Celermajer DS. Pulmonary vasodilator therapies are of no benefit in pulmonary hypertension due to left heart disease: a meta-analysis. Int J Cardiol 2018; 273: 213-220
- 48 Nolan RL, McAdams HP, Sporn TA, Roggli VL, Tapson VF, Goodman PC. Pulmonary cholesterol granulomas in patients with pulmonary artery hypertension: chest radiographic and CT findings. AJR Am J Roentgenol 1999; 172 (05) 1317-1319
- 49 Shimony A, Fox BD, Langleben D, Rudski LG. Incidence and significance of pericardial effusion in patients with pulmonary arterial hypertension. Can J Cardiol 2013; 29 (06) 678-682
- 50 Raymond RJ, Hinderliter AL, Willis PW. et al. Echocardiographic predictors of adverse outcomes in primary pulmonary hypertension. J Am Coll Cardiol 2002; 39 (07) 1214-1219
- 51 Ameli-Renani S, Rahman F, Nair A. et al. Dual-energy CT for imaging of pulmonary hypertension: challenges and opportunities. Radiographics 2014; 34 (07) 1769-1790
- 52 Tunariu N, Gibbs SJR, Win Z. et al. Ventilation-perfusion scintigraphy is more sensitive than multidetector CTPA in detecting chronic thromboembolic pulmonary disease as a treatable cause of pulmonary hypertension. J Nucl Med 2007; 48 (05) 680-684
- 53 François CJ, Schiebler ML. Imaging of pulmonary hypertension. Radiol Clin North Am 2016; 54 (06) 1133-1149
- 54 Broncano J, Bhalla S, Gutierrez FR. et al. Cardiac MRI in pulmonary hypertension: from magnet to bedside. Radiographics 2020; 40 (04) 982-1002
- 55 Rajiah P, Kanne JP. Cardiac MRI: part 1, cardiovascular shunts. AJR Am J Roentgenol 2011; 197 (04) W603-20
- 56 Kröger JR, Gerhardt F, Dumitrescu D. et al. Diagnosis of pulmonary hypertension using spectral-detector CT. Int J Cardiol 2019; 285: 80-85
- 57 Masy M, Giordano J, Petyt G. et al. Dual-energy CT (DECT) lung perfusion in pulmonary hypertension: concordance rate with V/Q scintigraphy in diagnosing chronic thromboembolic pulmonary hypertension (CTEPH). Eur Radiol 2018; 28 (12) 5100-5110
- 58 Dournes G, Verdier D, Montaudon M. et al. Dual-energy CT perfusion and angiography in chronic thromboembolic pulmonary hypertension: diagnostic accuracy and concordance with radionuclide scintigraphy. Eur Radiol 2014; 24 (01) 42-51
- 59 Remy-Jardin M, Ryerson CJ, Schiebler ML. et al. Imaging of pulmonary hypertension in adults: a position paper from the Fleischner Society. Radiology 2021; 298 (03) 531-549
- 60 Sharkey MJ, Taylor JC, Alabed S. et al. Fully automatic cardiac four chamber and great vessel segmentation on CT pulmonary angiography using deep learning. Front Cardiovasc Med 2022; 9: 983859
- 61 Yuan C, Song S, Yang J, Sun Y, Yang B, Xu L. Pulmonary arteries segmentation from CT images using PA-Net with attention module and contour loss. Med Phys 2023; 50 (08) 4887-4898
- 62 Dwivedi K, Sharkey M, Delaney L. et al. Improving prognostication in pulmonary hypertension using AI-quantified fibrosis and radiologic severity scoring at baseline CT. Radiology 2024; 310 (02) e231718
- 63 Selvan KC, Kalra A, Reicher J, Muelly M, Adegunsoye A. Computer-aided pulmonary fibrosis detection leveraging an advanced artificial intelligence triage and notification software. J Clin Med Res 2023; 15 (8-9): 423-429
- 64 Brendlin AS, Mader M, Faby S. et al. AI lung segmentation and perfusion analysis of dual-energy CT can help to distinguish COVID-19 infiltrates from visually similar immunotherapy-related pneumonitis findings and can optimize radiological workflows. Tomography 2021; 8 (01) 22-32
- 65 Weikert T, Winkel DJ, Bremerich J. et al. Automated detection of pulmonary embolism in CT pulmonary angiograms using an AI-powered algorithm. Eur Radiol 2020; 30 (12) 6545-6553
- 66 Langius-Wiffen E, de Jong PA, Hoesein FAM. et al. Retrospective batch analysis to evaluate the diagnostic accuracy of a clinically deployed AI algorithm for the detection of acute pulmonary embolism on CTPA. Insights Imaging 2023; 14 (01) 102
- 67 Cheikh AB, Gorincour G, Nivet H. et al. How artificial intelligence improves radiological interpretation in suspected pulmonary embolism. Eur Radiol 2022; 32 (09) 5831-5842
- 68 Frank BS, Ivy DD. Diagnosis, evaluation and treatment of pulmonary arterial hypertension in children. Children (Basel) 2018; 5 (04) 44
- 69 Freed BH, Collins JD, François CJ. et al. MR and CT imaging for the evaluation of pulmonary hypertension. JACC Cardiovasc Imaging 2016; 9 (06) 715-732
Address for correspondence
Publication History
Article published online:
12 August 2025
© 2025. Indian Radiological Association. This is an open access article published by Thieme under the terms of the Creative Commons Attribution-NonDerivative-NonCommercial License, permitting copying and reproduction so long as the original work is given appropriate credit. Contents may not be used for commercial purposes, or adapted, remixed, transformed or built upon. (https://creativecommons.org/licenses/by-nc-nd/4.0/)
Thieme Medical and Scientific Publishers Pvt. Ltd.
A-12, 2nd Floor, Sector 2, Noida-201301 UP, India
-
References
- 1 Maron BA. Revised definition of pulmonary hypertension and approach to management: a clinical primer. J Am Heart Assoc 2023; 12 (08) e029024
- 2 Rich JD, Rich S. Clinical diagnosis of pulmonary hypertension. Circulation 2014; 130 (20) 1820-1830
- 3 Braunwald's Heart Disease: A Textbook of Cardiovascular Medicine, 2-Volume Set. 2018
- 4 Simonneau G, Gatzoulis MA, Adatia I. et al. Updated clinical classification of pulmonary hypertension. J Am Coll Cardiol 2013; 62 (25, Suppl): D34-D41
- 5 Farber HW, Loscalzo J. Pulmonary arterial hypertension. N Engl J Med 2004; 351 (16) 1655-1665
- 6 Yuan JXJ, Rubin LJ. Pathogenesis of pulmonary arterial hypertension: the need for multiple hits. Circulation 2005; 111 (05) 534-538
- 7 Galiè N, Humbert M, Vachiery JL. et al; ESC Scientific Document Group. 2015 ESC/ERS Guidelines for the diagnosis and treatment of pulmonary hypertension: The Joint Task Force for the Diagnosis and Treatment of Pulmonary Hypertension of the European Society of Cardiology (ESC) and the European Respiratory Society (ERS): Endorsed by: Association for European Paediatric and Congenital Cardiology (AEPC), International Society for Heart and Lung Transplantation (ISHLT). Eur Heart J 2016; 37 (01) 67-119
- 8 Frost A, Badesch D, Gibbs JSR. et al. Diagnosis of pulmonary hypertension. Eur Respir J 2019; 53 (01) 1801904
- 9 Peña E, Dennie C, Veinot J, Muñiz SH. Pulmonary hypertension: how the radiologist can help. Radiographics 2012; 32 (01) 9-32
- 10 Haimovici JB, Trotman-Dickenson B, Halpern EF. et al; Massachusetts General Hospital Lung Transplantation Program. Relationship between pulmonary artery diameter at computed tomography and pulmonary artery pressures at right-sided heart catheterization. Acad Radiol 1997; 4 (05) 327-334
- 11 Tan RT, Kuzo R, Goodman LR, Siegel R, Haasler GB, Presberg KW. Medical College of Wisconsin Lung Transplant Group. Utility of CT scan evaluation for predicting pulmonary hypertension in patients with parenchymal lung disease. Chest 1998; 113 (05) 1250-1256
- 12 Frazier AA, Burke AP. The imaging of pulmonary hypertension. Semin Ultrasound CT MR 2012; 33 (06) 535-551
- 13 Ng CS, Wells AU, Padley SP. A CT sign of chronic pulmonary arterial hypertension: the ratio of main pulmonary artery to aortic diameter. J Thorac Imaging 1999; 14 (04) 270-278
- 14 Compton GL, Florence J, MacDonald C, Yoo SJ, Humpl T, Manson D. Main pulmonary artery-to-ascending aorta diameter ratio in healthy children on MDCT. AJR Am J Roentgenol 2015; 205 (06) 1322-1325
- 15 Scelsi CL, Bates WB, Melenevsky YV, Sharma GK, Thomson NB, Keshavamurthy JH. Egg-and-banana sign: a novel diagnostic CT marker for pulmonary hypertension. AJR Am J Roentgenol 2018; 210 (06) 1235-1239
- 16 The “Carina Crossover Sign”: Evaluation of a New Proposed Morphological Criterion for the CT Determination of Pulmonary Hypertension (PH) [Internet]. Accessed May 9, 2025 at: https://archive.rsna.org/2011/11012277.html
- 17 Truong QA, Bhatia HS, Szymonifka J. et al. A four-tier classification system of pulmonary artery metrics on computed tomography for the diagnosis and prognosis of pulmonary hypertension. J Cardiovasc Comput Tomogr 2018; 12 (01) 60-66
- 18 Ryan JJ, Huston J, Kutty S. et al. Right ventricular adaptation and failure in pulmonary arterial hypertension. Can J Cardiol 2015; 31 (04) 391-406
- 19 Swiston JR, Johnson SR, Granton JT. Factors that prognosticate mortality in idiopathic pulmonary arterial hypertension: a systematic review of the literature. Respir Med 2010; 104 (11) 1588-1607
- 20 Horton MR, Tuder RM. Primary pulmonary arterial hypertension presenting as diffuse micronodules on CT. Crit Rev Computed Tomogr 2004; 45 (5–6): 335-341
- 21 Montani D, Lau EM, Dorfmüller P. et al. Pulmonary veno-occlusive disease. Eur Respir J 2016; 47 (05) 1518-1534
- 22 Chung JH, Cox CW, Montner SM. et al. CT features of the usual interstitial pneumonia pattern: differentiating connective tissue disease-associated interstitial lung disease from idiopathic pulmonary fibrosis. AJR Am J Roentgenol 2018; 210 (02) 307-313
- 23 Vachiéry JL, Tedford RJ, Rosenkranz S. et al. Pulmonary hypertension due to left heart disease. Eur Respir J 2019; 53 (01) 1801897
- 24 Galiè N, Hoeper MM, Humbert M. et al; ESC Committee for Practice Guidelines (CPG). Guidelines for the diagnosis and treatment of pulmonary hypertension: the Task Force for the Diagnosis and Treatment of Pulmonary Hypertension of the European Society of Cardiology (ESC) and the European Respiratory Society (ERS), endorsed by the International Society of Heart and Lung Transplantation (ISHLT). Eur Heart J 2009; 30 (20) 2493-2537
- 25 Kim EA, Lee KS, Johkoh T. et al. Interstitial lung diseases associated with collagen vascular diseases: radiologic and histopathologic findings. Radiographics 2002; 22 (Spec No): S151-S165
- 26 Vachiéry JL, Adir Y, Barberà JA. et al. Pulmonary hypertension due to left heart diseases. J Am Coll Cardiol 2013; 62 (25, Suppl): D100-D108
- 27 Kathiria NN, Devcic Z, Chen JS. et al. Assessment of left ventricular enlargement at multidetector computed tomography. J Comput Assist Tomogr 2015; 39 (05) 794-796
- 28 Pengo V, Lensing AWA, Prins MH. et al; Thromboembolic Pulmonary Hypertension Study Group. Incidence of chronic thromboembolic pulmonary hypertension after pulmonary embolism. N Engl J Med 2004; 350 (22) 2257-2264
- 29 Remy-Jardin M, Remy J, Wattinne L, Giraud F. Central pulmonary thromboembolism: diagnosis with spiral volumetric CT with the single-breath-hold technique–comparison with pulmonary angiography. Radiology 1992; 185 (02) 381-387
- 30 Memon HA, Lin CH, Guha A. Chronic thromboembolic pulmonary hypertension: pearls and pitfalls of diagnosis. Methodist DeBakey Cardiovasc J 2016; 12 (04) 199-204
- 31 Dong C, Zhou M, Liu D, Long X, Guo T, Kong X. Diagnostic accuracy of computed tomography for chronic thromboembolic pulmonary hypertension: a systematic review and meta-analysis. PLoS One 2015; 10 (04) e0126985
- 32 Bicakcigil M, Aksu K, Kamali S. et al. Takayasu's arteritis in Turkey - clinical and angiographic features of 248 patients. Clin Exp Rheumatol 2009; 27 (1, Suppl 52): S59-S64
- 33 Sharma BK, Jain S, Radotra BD. An autopsy study of Takayasu arteritis in India. Int J Cardiol 1998; 66 (Suppl. 01) S85-S90 , discussion S91
- 34 Delhaye C, Walsdorff M, Hackx M. Case 276: pulmonary veno-occlusive disease and pulmonary capillary hemangiomatosis disease. Radiology 2020; 295 (01) 240-244
- 35 Lantuéjoul S, Sheppard MN, Corrin B, Burke MM, Nicholson AG. Pulmonary veno-occlusive disease and pulmonary capillary hemangiomatosis: a clinicopathologic study of 35 cases. Am J Surg Pathol 2006; 30 (07) 850-857
- 36 Frazier AA, Franks TJ, Mohammed TLH, Ozbudak IH, Galvin JR. From the Archives of the AFIP: pulmonary veno-occlusive disease and pulmonary capillary hemangiomatosis. Radiographics 2007; 27 (03) 867-882
- 37 Holcomb Jr BW, Loyd JE, Ely EW, Johnson J, Robbins IM. Pulmonary veno-occlusive disease: a case series and new observations. Chest 2000; 118 (06) 1671-1679
- 38 Oliver JM, Gallego P, Gonzalez A, Dominguez FJ, Aroca A, Mesa JM. Sinus venosus syndrome: atrial septal defect or anomalous venous connection? A multiplane transoesophageal approach. Heart 2002; 88 (06) 634-638
- 39 Aluja Jaramillo F, Gutierrez FR, Díaz Telli FG, Yevenes Aravena S, Javidan-Nejad C, Bhalla S. Approach to pulmonary hypertension: from CT to clinical diagnosis. Radiographics 2018; 38 (02) 357-373
- 40 Grosse C, Grosse A. CT findings in diseases associated with pulmonary hypertension: a current review. Radiographics 2010; 30 (07) 1753-1777
- 41 Krowka MJ, Swanson KL, Frantz RP, McGoon MD, Wiesner RH. Portopulmonary hypertension: results from a 10-year screening algorithm. Hepatology 2006; 44 (06) 1502-1510
- 42 Lin KY, Chen H, Yu L. Pulmonary arterial hypertension caused by congenital extrahepatic portocaval shunt: a case report. BMC Cardiovasc Disord 2019; 19 (01) 141
- 43 Yi JE, Jung HO, Youn HJ, Choi JY, Chun HJ, Lee JY. A case of pulmonary arterial hypertension associated with congenital extrahepatic portocaval shunt. J Korean Med Sci 2014; 29 (04) 604-608
- 44 Zhang XL, Duan XM, Wang FY. et al. An infant with abernethy malformation associated with heterotaxy and pulmonary hypertension. Chin Med J (Engl) 2017; 130 (18) 2257-2258
- 45 Spiekerkoetter E, Kawut SM, de Jesus Perez VA. New and emerging therapies for pulmonary arterial hypertension. Annu Rev Med 2019; 70: 45-59
- 46 Jiao YR, Wang W, Lei PC. et al. 5-HTT, BMPR2, EDN1, ENG, KCNA5 gene polymorphisms and susceptibility to pulmonary arterial hypertension: a meta-analysis. Gene 2019; 680: 34-42
- 47 Cao JY, Wales KM, Cordina R, Lau EMT, Celermajer DS. Pulmonary vasodilator therapies are of no benefit in pulmonary hypertension due to left heart disease: a meta-analysis. Int J Cardiol 2018; 273: 213-220
- 48 Nolan RL, McAdams HP, Sporn TA, Roggli VL, Tapson VF, Goodman PC. Pulmonary cholesterol granulomas in patients with pulmonary artery hypertension: chest radiographic and CT findings. AJR Am J Roentgenol 1999; 172 (05) 1317-1319
- 49 Shimony A, Fox BD, Langleben D, Rudski LG. Incidence and significance of pericardial effusion in patients with pulmonary arterial hypertension. Can J Cardiol 2013; 29 (06) 678-682
- 50 Raymond RJ, Hinderliter AL, Willis PW. et al. Echocardiographic predictors of adverse outcomes in primary pulmonary hypertension. J Am Coll Cardiol 2002; 39 (07) 1214-1219
- 51 Ameli-Renani S, Rahman F, Nair A. et al. Dual-energy CT for imaging of pulmonary hypertension: challenges and opportunities. Radiographics 2014; 34 (07) 1769-1790
- 52 Tunariu N, Gibbs SJR, Win Z. et al. Ventilation-perfusion scintigraphy is more sensitive than multidetector CTPA in detecting chronic thromboembolic pulmonary disease as a treatable cause of pulmonary hypertension. J Nucl Med 2007; 48 (05) 680-684
- 53 François CJ, Schiebler ML. Imaging of pulmonary hypertension. Radiol Clin North Am 2016; 54 (06) 1133-1149
- 54 Broncano J, Bhalla S, Gutierrez FR. et al. Cardiac MRI in pulmonary hypertension: from magnet to bedside. Radiographics 2020; 40 (04) 982-1002
- 55 Rajiah P, Kanne JP. Cardiac MRI: part 1, cardiovascular shunts. AJR Am J Roentgenol 2011; 197 (04) W603-20
- 56 Kröger JR, Gerhardt F, Dumitrescu D. et al. Diagnosis of pulmonary hypertension using spectral-detector CT. Int J Cardiol 2019; 285: 80-85
- 57 Masy M, Giordano J, Petyt G. et al. Dual-energy CT (DECT) lung perfusion in pulmonary hypertension: concordance rate with V/Q scintigraphy in diagnosing chronic thromboembolic pulmonary hypertension (CTEPH). Eur Radiol 2018; 28 (12) 5100-5110
- 58 Dournes G, Verdier D, Montaudon M. et al. Dual-energy CT perfusion and angiography in chronic thromboembolic pulmonary hypertension: diagnostic accuracy and concordance with radionuclide scintigraphy. Eur Radiol 2014; 24 (01) 42-51
- 59 Remy-Jardin M, Ryerson CJ, Schiebler ML. et al. Imaging of pulmonary hypertension in adults: a position paper from the Fleischner Society. Radiology 2021; 298 (03) 531-549
- 60 Sharkey MJ, Taylor JC, Alabed S. et al. Fully automatic cardiac four chamber and great vessel segmentation on CT pulmonary angiography using deep learning. Front Cardiovasc Med 2022; 9: 983859
- 61 Yuan C, Song S, Yang J, Sun Y, Yang B, Xu L. Pulmonary arteries segmentation from CT images using PA-Net with attention module and contour loss. Med Phys 2023; 50 (08) 4887-4898
- 62 Dwivedi K, Sharkey M, Delaney L. et al. Improving prognostication in pulmonary hypertension using AI-quantified fibrosis and radiologic severity scoring at baseline CT. Radiology 2024; 310 (02) e231718
- 63 Selvan KC, Kalra A, Reicher J, Muelly M, Adegunsoye A. Computer-aided pulmonary fibrosis detection leveraging an advanced artificial intelligence triage and notification software. J Clin Med Res 2023; 15 (8-9): 423-429
- 64 Brendlin AS, Mader M, Faby S. et al. AI lung segmentation and perfusion analysis of dual-energy CT can help to distinguish COVID-19 infiltrates from visually similar immunotherapy-related pneumonitis findings and can optimize radiological workflows. Tomography 2021; 8 (01) 22-32
- 65 Weikert T, Winkel DJ, Bremerich J. et al. Automated detection of pulmonary embolism in CT pulmonary angiograms using an AI-powered algorithm. Eur Radiol 2020; 30 (12) 6545-6553
- 66 Langius-Wiffen E, de Jong PA, Hoesein FAM. et al. Retrospective batch analysis to evaluate the diagnostic accuracy of a clinically deployed AI algorithm for the detection of acute pulmonary embolism on CTPA. Insights Imaging 2023; 14 (01) 102
- 67 Cheikh AB, Gorincour G, Nivet H. et al. How artificial intelligence improves radiological interpretation in suspected pulmonary embolism. Eur Radiol 2022; 32 (09) 5831-5842
- 68 Frank BS, Ivy DD. Diagnosis, evaluation and treatment of pulmonary arterial hypertension in children. Children (Basel) 2018; 5 (04) 44
- 69 Freed BH, Collins JD, François CJ. et al. MR and CT imaging for the evaluation of pulmonary hypertension. JACC Cardiovasc Imaging 2016; 9 (06) 715-732















































