Skip to main content
Erschienen in: European Radiology 5/2022

21.01.2022 | Computed Tomography

High-strength deep learning image reconstruction in coronary CT angiography at 70-kVp tube voltage significantly improves image quality and reduces both radiation and contrast doses

verfasst von: Wanjiang Li, Kaiyue Diao, Yuting Wen, Tao Shuai, Yongchun You, Jin Zhao, Kai Liao, Chunyan Lu, Jianqun Yu, Yong He, Zhenlin Li

Erschienen in: European Radiology | Ausgabe 5/2022

Einloggen, um Zugang zu erhalten

Abstract

Objectives

To explore the use of 70-kVp tube voltage combined with high-strength deep learning image reconstruction (DLIR-H) in reducing radiation and contrast doses in coronary CT angiography (CCTA) in patients with body mass index (BMI) < 26 kg/m2, in comparison with the conventional scan protocol using 120 kVp and adaptive statistical iterative reconstruction (ASIR-V).

Methods

A total of 100 patients referred to CCTA were prospectively enrolled and randomly divided into two groups: low-dose group (n = 50) with 70 kVp, Smart mA for noise index (NI) of 36HU, contrast dose rate of 16mgI/kg/s, and DLIR-H, and conventional group (n = 50) with 120 kV, Smart mA for NI of 25HU, contrast dose rate of 32mgI/kg/s, and 60%ASIR-V. Radiation and contrast dose, subjective image quality score, and objective image quality measurement (image noise, contrast-noise-ratio (CNR), and signal–noise-ratio (SNR) for vessel) were compared between the two groups.

Results

Low-dose group used significantly reduced contrast dose (23.82 ± 3.69 mL, 50.6% reduction) and radiation dose (0.75 ± 0.14 mSv, 54.5% reduction) compared to the conventional group (48.23 ± 6.38 mL and 1.65 ± 0.66 mSv, respectively) (all p < 0.001). Both groups had similar enhancement in vessels. However, the low-dose group had lower background noise (23.57 ± 4.74 HU vs. 35.04 ± 8.41 HU), higher CNR in RCA (48.63 ± 10.76 vs. 29.32 ± 5.52), LAD (47.33 ± 10.20 vs. 29.27 ± 5.12), and LCX (46.74 ± 9.76 vs. 28.58 ± 5.12) (all p < 0.001) compared to the conventional group.

Conclusions

The use of 70-kVp tube voltage combined with DLIR-H for CCTA in normal size patients significantly reduces radiation dose and contrast dose while further improving image quality compared with the conventional 120-kVp tube voltage with 60%ASIR-V.

Key Points

• The combination of 70-kVp tube voltage and high-strength deep learning image reconstruction (DLIR-H) algorithm protocol reduces approximately 50% of radiation and contrast doses in coronary computed tomography angiography (CCTA) compared with the conventional scan protocol.
• CCTA of normal size (BMI < 26 kg/m2) patients acquired at sub-mSv radiation dose and 24 mL contrast dose through the combination of 70-kVp tube voltage and DLIR-H algorithm achieves excellent diagnostic image quality with a good inter-rater agreement.
• DLIR-H algorithm shows a higher capacity of significantly reducing image noise than adaptive statistical iterative reconstruction algorithm in CCTA examination.
Anhänge
Nur mit Berechtigung zugänglich
Literatur
1.
Zurück zum Zitat SCOT-HEART investigators (2015) CT coronary angiography in patients with suspected angina due to coronary heart disease (SCOT-HEART): an open-label, parallel-group, multicentre trial. Lancet 385(9985):2383–2391 SCOT-HEART investigators (2015) CT coronary angiography in patients with suspected angina due to coronary heart disease (SCOT-HEART): an open-label, parallel-group, multicentre trial. Lancet 385(9985):2383–2391
2.
Zurück zum Zitat Knuuti J, Wijns W, Saraste A et al (2019) 2019 ESC Guidelines for the diagnosis and management of chronic coronary syndromes. Eur Heart J 41(3):407–477CrossRef Knuuti J, Wijns W, Saraste A et al (2019) 2019 ESC Guidelines for the diagnosis and management of chronic coronary syndromes. Eur Heart J 41(3):407–477CrossRef
3.
Zurück zum Zitat SCOT-HEART Investigators, Newby DE, Adamson PD et al (2018) Coronary CT angiography and 5-year risk of myocardial infarction. N Engl J Med 379(10):924–933 SCOT-HEART Investigators, Newby DE, Adamson PD et al (2018) Coronary CT angiography and 5-year risk of myocardial infarction. N Engl J Med 379(10):924–933
4.
Zurück zum Zitat Kosmala A, Petritsch B, Weng AM, Bley TA, Gassenmaier T (2019) Radiation dose of coronary CT angiography with a third-generation dual-source CT in a “real-world” patient population. Eur Radiol 29(8):4341–4348CrossRefPubMed Kosmala A, Petritsch B, Weng AM, Bley TA, Gassenmaier T (2019) Radiation dose of coronary CT angiography with a third-generation dual-source CT in a “real-world” patient population. Eur Radiol 29(8):4341–4348CrossRefPubMed
5.
Zurück zum Zitat Troy M. LaBounty MD (2020) Reducing radiation dose in coronary computed tomography angiography: we are not there yet. JACC Cardiovasc Imaging 13(2Part1):435–436. Troy M. LaBounty MD (2020) Reducing radiation dose in coronary computed tomography angiography: we are not there yet. JACC Cardiovasc Imaging 13(2Part1):435–436.
6.
Zurück zum Zitat Formosa A, Santos DM, Marcuzzi D, Common AA, Prabhudesai V (2016) Low contrast dose catheter-directed CT angiography (CCTA). Cardiovasc Intervent Radiol 39(4):606–610CrossRefPubMed Formosa A, Santos DM, Marcuzzi D, Common AA, Prabhudesai V (2016) Low contrast dose catheter-directed CT angiography (CCTA). Cardiovasc Intervent Radiol 39(4):606–610CrossRefPubMed
8.
Zurück zum Zitat Villines TC (2018) Coronary CTA should be the initial test in most patients with stable chest pain: PRO. American College of Cardiology 10:1–11 Villines TC (2018) Coronary CTA should be the initial test in most patients with stable chest pain: PRO. American College of Cardiology 10:1–11
9.
Zurück zum Zitat Yin WH, Lu B, Gao JB et al (2015) Effect of reduced x-ray tube voltage, low iodine concentration contrast medium, and sinogram-affirmed iterative reconstruction on image quality and radiation dose at coronary CT angiography: results of the prospective multicenter REALISE trial. J Cardiovasc Comput Tomogr 9(3):215–224CrossRefPubMed Yin WH, Lu B, Gao JB et al (2015) Effect of reduced x-ray tube voltage, low iodine concentration contrast medium, and sinogram-affirmed iterative reconstruction on image quality and radiation dose at coronary CT angiography: results of the prospective multicenter REALISE trial. J Cardiovasc Comput Tomogr 9(3):215–224CrossRefPubMed
10.
Zurück zum Zitat Chen Y, Liu Z, Li M et al (2019) Reducing both radiation and contrast doses in coronary CT angiography in lean patients on a 16-cm wide-detector CT using 70 kVp and ASiR-V algorithm, in comparison with the conventional 100-kVp protocol. Eur Radiol 29(6):3036–3043CrossRefPubMed Chen Y, Liu Z, Li M et al (2019) Reducing both radiation and contrast doses in coronary CT angiography in lean patients on a 16-cm wide-detector CT using 70 kVp and ASiR-V algorithm, in comparison with the conventional 100-kVp protocol. Eur Radiol 29(6):3036–3043CrossRefPubMed
11.
Zurück zum Zitat Benz DC, Benetos G, Rampidis G et al (2020) Validation of deep-learning image reconstruction for coronary computed tomography angiography: impact on noise, image quality and diagnostic accuracy. J Cardiovasc Comput Tomogr 14(5):444–451CrossRefPubMed Benz DC, Benetos G, Rampidis G et al (2020) Validation of deep-learning image reconstruction for coronary computed tomography angiography: impact on noise, image quality and diagnostic accuracy. J Cardiovasc Comput Tomogr 14(5):444–451CrossRefPubMed
13.
Zurück zum Zitat Andreini D, Pontone G, Mushtaq S et al (2018) Image quality and radiation dose of coronary CT angiography performed with whole-heart coverage CT scanner with intra-cycle motion correction algorithm in patients with atrial fibrillation. Eur Radiol 28(4):1383–1392CrossRefPubMed Andreini D, Pontone G, Mushtaq S et al (2018) Image quality and radiation dose of coronary CT angiography performed with whole-heart coverage CT scanner with intra-cycle motion correction algorithm in patients with atrial fibrillation. Eur Radiol 28(4):1383–1392CrossRefPubMed
15.
Zurück zum Zitat Zhang LJ, Qi L, Wang J et al (2014) Feasibility of prospectively ECG-triggered high-pitch coronary CT angiography with 30 mL iodinated contrast agent at 70 kVp: Initial experience. Eur Radiol 24(7):1537–1546CrossRefPubMed Zhang LJ, Qi L, Wang J et al (2014) Feasibility of prospectively ECG-triggered high-pitch coronary CT angiography with 30 mL iodinated contrast agent at 70 kVp: Initial experience. Eur Radiol 24(7):1537–1546CrossRefPubMed
17.
Zurück zum Zitat Labounty TM, Gomez MJ, Achenbach S et al (2013) Body mass index and the prevalence, severity, and risk of coronary artery disease: an international multicentre study of 13 874 patients. Eur Heart J Cardiovasc Imaging 14(5):456–463CrossRefPubMed Labounty TM, Gomez MJ, Achenbach S et al (2013) Body mass index and the prevalence, severity, and risk of coronary artery disease: an international multicentre study of 13 874 patients. Eur Heart J Cardiovasc Imaging 14(5):456–463CrossRefPubMed
19.
Zurück zum Zitat Collet C, Onuma Y, Andreini D et al (2018) Coronary computed tomography angiography for heart team decision-making in multivessel coronary artery disease. Eur Heart J 39(42):3689–3698PubMedPubMedCentral Collet C, Onuma Y, Andreini D et al (2018) Coronary computed tomography angiography for heart team decision-making in multivessel coronary artery disease. Eur Heart J 39(42):3689–3698PubMedPubMedCentral
21.
Zurück zum Zitat Mettler FA, Bhargavan M, Faulkner K et al (2009) Radiologic and nuclear medicine studies in the United States and worldwide: frequency, radiation dose, and comparison with other radiation sources - 1950–2007. Radiology 253(2):520–531CrossRefPubMed Mettler FA, Bhargavan M, Faulkner K et al (2009) Radiologic and nuclear medicine studies in the United States and worldwide: frequency, radiation dose, and comparison with other radiation sources - 1950–2007. Radiology 253(2):520–531CrossRefPubMed
22.
Zurück zum Zitat Geyer LL, Schoepf UJ, Meinel FG et al (2015) State of the art: iterative CT reconstruction techniques. Radiology 276(2):338–356CrossRef Geyer LL, Schoepf UJ, Meinel FG et al (2015) State of the art: iterative CT reconstruction techniques. Radiology 276(2):338–356CrossRef
23.
Zurück zum Zitat Den Harder AM, Willemink MJ, De Ruiter QMB et al (2015) Achievable dose reduction using iterative reconstruction for chest computed tomography: a systematic review. Eur J Radiol 84(11):2307–2313CrossRef Den Harder AM, Willemink MJ, De Ruiter QMB et al (2015) Achievable dose reduction using iterative reconstruction for chest computed tomography: a systematic review. Eur J Radiol 84(11):2307–2313CrossRef
24.
Zurück zum Zitat Stocker TJ, Leipsic J, Hadamitzky M et al (2020) Application of low tube potentials in CCTA: results from the pROTECTION VI study. JACC Cardiovasc Imaging 13(No.2Part1):425–434. Stocker TJ, Leipsic J, Hadamitzky M et al (2020) Application of low tube potentials in CCTA: results from the pROTECTION VI study. JACC Cardiovasc Imaging 13(No.2Part1):425–434.
25.
Zurück zum Zitat Pauchard B, Higashigaito K, Lamri-Senouci A et al (2017) Iterative reconstructions in reduced-dose CT: which type ensures diagnostic image quality in young oncology patients? Acad Radiol 24(9):1114–1124CrossRefPubMed Pauchard B, Higashigaito K, Lamri-Senouci A et al (2017) Iterative reconstructions in reduced-dose CT: which type ensures diagnostic image quality in young oncology patients? Acad Radiol 24(9):1114–1124CrossRefPubMed
26.
Zurück zum Zitat Mileto A, Guimaraes LS, McColloughet CH, Fletcher JG, Yu L (2019) State of the art in abdominal CT : the limits of iterative. Radiology 293(3):491–503CrossRefPubMed Mileto A, Guimaraes LS, McColloughet CH, Fletcher JG, Yu L (2019) State of the art in abdominal CT : the limits of iterative. Radiology 293(3):491–503CrossRefPubMed
27.
Zurück zum Zitat Lell MM, Kachelrieß M (2020) Recent and upcoming technological developments in computed tomography: high speed, low dose, deep learning, multienergy. Invest Radiol 55(1):8–19CrossRefPubMed Lell MM, Kachelrieß M (2020) Recent and upcoming technological developments in computed tomography: high speed, low dose, deep learning, multienergy. Invest Radiol 55(1):8–19CrossRefPubMed
29.
Zurück zum Zitat Akagi M, Nakamura Y, Higaki T et al (2019) Deep learning reconstruction improves image quality of abdominal ultra-high-resolution CT. Eur Radiol 29(11):6163–6171CrossRefPubMed Akagi M, Nakamura Y, Higaki T et al (2019) Deep learning reconstruction improves image quality of abdominal ultra-high-resolution CT. Eur Radiol 29(11):6163–6171CrossRefPubMed
31.
Zurück zum Zitat Kok M, Mihl C, Hendriks BMF et al (2016) Optimizing contrast media application in coronary CT angiography at lower tube voltage: evaluation in a circulation phantom and sixty patients. Eur J Radiol 85(8):1068–1074CrossRefPubMed Kok M, Mihl C, Hendriks BMF et al (2016) Optimizing contrast media application in coronary CT angiography at lower tube voltage: evaluation in a circulation phantom and sixty patients. Eur J Radiol 85(8):1068–1074CrossRefPubMed
32.
Zurück zum Zitat Luo S, Zhang LJ, Meinel FG et al (2014) Low tube voltage and low contrast material volume cerebral CT angiography. Eur Radiol 24(7):1677–1685CrossRefPubMed Luo S, Zhang LJ, Meinel FG et al (2014) Low tube voltage and low contrast material volume cerebral CT angiography. Eur Radiol 24(7):1677–1685CrossRefPubMed
33.
Zurück zum Zitat Tan SK, Yeong CH, Aman RRAR et al (2018) Low tube voltage prospectively ECG-triggered coronary CT angiography: a systematic review of image quality and radiation dose. Br J Radiol 91(No.1088):20170874. Tan SK, Yeong CH, Aman RRAR et al (2018) Low tube voltage prospectively ECG-triggered coronary CT angiography: a systematic review of image quality and radiation dose. Br J Radiol 91(No.1088):20170874.
Metadaten
Titel
High-strength deep learning image reconstruction in coronary CT angiography at 70-kVp tube voltage significantly improves image quality and reduces both radiation and contrast doses
verfasst von
Wanjiang Li
Kaiyue Diao
Yuting Wen
Tao Shuai
Yongchun You
Jin Zhao
Kai Liao
Chunyan Lu
Jianqun Yu
Yong He
Zhenlin Li
Publikationsdatum
21.01.2022
Verlag
Springer Berlin Heidelberg
Erschienen in
European Radiology / Ausgabe 5/2022
Print ISSN: 0938-7994
Elektronische ISSN: 1432-1084
DOI
https://doi.org/10.1007/s00330-021-08424-5

Weitere Artikel der Ausgabe 5/2022

European Radiology 5/2022 Zur Ausgabe

Mammakarzinom: Brustdichte beeinflusst rezidivfreies Überleben

26.05.2024 Mammakarzinom Nachrichten

Frauen, die zum Zeitpunkt der Brustkrebsdiagnose eine hohe mammografische Brustdichte aufweisen, haben ein erhöhtes Risiko für ein baldiges Rezidiv, legen neue Daten nahe.

„Übersichtlicher Wegweiser“: Lauterbachs umstrittener Klinik-Atlas ist online

17.05.2024 Klinik aktuell Nachrichten

Sie sei „ethisch geboten“, meint Gesundheitsminister Karl Lauterbach: mehr Transparenz über die Qualität von Klinikbehandlungen. Um sie abzubilden, lässt er gegen den Widerstand vieler Länder einen virtuellen Klinik-Atlas freischalten.

Klinikreform soll zehntausende Menschenleben retten

15.05.2024 Klinik aktuell Nachrichten

Gesundheitsminister Lauterbach hat die vom Bundeskabinett beschlossene Klinikreform verteidigt. Kritik an den Plänen kommt vom Marburger Bund. Und in den Ländern wird über den Gang zum Vermittlungsausschuss spekuliert.

Darf man die Behandlung eines Neonazis ablehnen?

08.05.2024 Gesellschaft Nachrichten

In einer Leseranfrage in der Zeitschrift Journal of the American Academy of Dermatology möchte ein anonymer Dermatologe bzw. eine anonyme Dermatologin wissen, ob er oder sie einen Patienten behandeln muss, der eine rassistische Tätowierung trägt.

Update Radiologie

Bestellen Sie unseren Fach-Newsletter und bleiben Sie gut informiert.