Skip to main content
Erschienen in: International Journal of Computer Assisted Radiology and Surgery 4/2014

01.07.2014 | Original Article

Fully automatic model-based calcium segmentation and scoring in coronary CT angiography

verfasst von: Dov Eilot, Roman Goldenberg

Erschienen in: International Journal of Computer Assisted Radiology and Surgery | Ausgabe 4/2014

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Purpose

The paper presents new methods for automatic coronary calcium detection, segmentation and scoring in coronary CT angiography (cCTA) studies.

Methods

Calcium detection and segmentation are performed by modeling image intensity profiles of coronary arteries. The scoring algorithm is based on a simulated unenhanced calcium score (CS) CT image, constructed by virtually removing the contrast media from cCTA. The methods are implemented as part of a fully automatic system for CS assessment from cCTA.

Results

The system was tested in two independent clinical trials on 263 studies and demonstrated 0.95/0.91 correlation between the CS computed from cCTA and the standard Agatston score derived from unenhanced CS CT. The mean absolute percent difference (MAPD) of 36/39 % between the two scores lies within the error range of the standard CS CT (15–65 %).

Conclusions

High diagnostic performance, combined with the benefits of the fully automatic solution, suggests that the proposed technique can be used to eliminate the need in a separate CS CT scan as part of the cCTA examination, thus reducing the radiation exposure and simplifying the procedure.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Fußnoten
1
The described method for calcium segmentation is patent pending.
 
2
The described method for calcium scoring is patent pending.
 
Literatur
1.
Zurück zum Zitat Agatston AS, Janowitz WR, Hildner FJ, Zusmer NR, Viamonte M, Detrano R (1990) Quantification of coronary artery calcium using ultrafast computed tomography. J Am Coll Cardiol 15(4):827–832 Agatston AS, Janowitz WR, Hildner FJ, Zusmer NR, Viamonte M, Detrano R (1990) Quantification of coronary artery calcium using ultrafast computed tomography. J Am Coll Cardiol 15(4):827–832
2.
Zurück zum Zitat Otton JM, Lønborg JT, Boshell D, Feneley M, Hayen A, Sammel N, Sesel K, Bester L, McCrohon J (2012) A method for coronary artery calcium scoring using contrast-enhanced computed tomography. J Cardiovasc Comput Tomogr 6(1):37–44PubMedCrossRef Otton JM, Lønborg JT, Boshell D, Feneley M, Hayen A, Sammel N, Sesel K, Bester L, McCrohon J (2012) A method for coronary artery calcium scoring using contrast-enhanced computed tomography. J Cardiovasc Comput Tomogr 6(1):37–44PubMedCrossRef
3.
Zurück zum Zitat van der Bijl N, Joemai RM, Geleijns J, Bax JJ, Schuijf JD, de Roos A, Kroft LJ (2010) Assessment of Agatston coronary artery calcium score using contrast-enhanced CT coronary angiography. AJR Am J Roentgenol 195(6):1299–1305PubMedCrossRef van der Bijl N, Joemai RM, Geleijns J, Bax JJ, Schuijf JD, de Roos A, Kroft LJ (2010) Assessment of Agatston coronary artery calcium score using contrast-enhanced CT coronary angiography. AJR Am J Roentgenol 195(6):1299–1305PubMedCrossRef
4.
Zurück zum Zitat Glodny B, Helmel B, Trieb T, Schenk C, Taferner B, Unterholzner V, Strasak A, Petersen J (2009) A method for calcium quantification by means of CT coronary angiography using 64-multidetector CT: very high correlation with Agatston and volume scores. Eur Radiol 19(7):1661–1668PubMedCrossRef Glodny B, Helmel B, Trieb T, Schenk C, Taferner B, Unterholzner V, Strasak A, Petersen J (2009) A method for calcium quantification by means of CT coronary angiography using 64-multidetector CT: very high correlation with Agatston and volume scores. Eur Radiol 19(7):1661–1668PubMedCrossRef
5.
Zurück zum Zitat Mühlenbruch G, Wildberger JE, Koos R, Das M, Flohr TG, Niethammer M, Weiss C, Gunther RW, Mahnken AH (2005) Coronary calcium scoring using 16-row multislice computed tomography: nonenhanced versus contrast-enhanced studies in vitro and in vivo. Invest Radiol 40(3):148–154PubMedCrossRef Mühlenbruch G, Wildberger JE, Koos R, Das M, Flohr TG, Niethammer M, Weiss C, Gunther RW, Mahnken AH (2005) Coronary calcium scoring using 16-row multislice computed tomography: nonenhanced versus contrast-enhanced studies in vitro and in vivo. Invest Radiol 40(3):148–154PubMedCrossRef
6.
Zurück zum Zitat Hong C, Becker CR, Schoepf UJ, Ohnesorge B, Bruening R, Reiser MF (2002) Coronary artery calcium: absolute quantification in nonenhanced and contrast-enhanced multi-detector row CT studies. Radiology 223(2):474–480PubMedCrossRef Hong C, Becker CR, Schoepf UJ, Ohnesorge B, Bruening R, Reiser MF (2002) Coronary artery calcium: absolute quantification in nonenhanced and contrast-enhanced multi-detector row CT studies. Radiology 223(2):474–480PubMedCrossRef
7.
Zurück zum Zitat Bischoff B, Kantert C, Meyer T, Hadamitzky M, Martinoff S, Schomig A, Hausleiter J (2012) Cardiovascular risk assessment based on the quantification of coronary calcium in contrast-enhanced coronary computed tomography angiography. Eur Heart J Cardiovasc Imaging 13(6):468–475PubMedCrossRef Bischoff B, Kantert C, Meyer T, Hadamitzky M, Martinoff S, Schomig A, Hausleiter J (2012) Cardiovascular risk assessment based on the quantification of coronary calcium in contrast-enhanced coronary computed tomography angiography. Eur Heart J Cardiovasc Imaging 13(6):468–475PubMedCrossRef
8.
Zurück zum Zitat Tessmann M, Higuera FV, Fritz D, Scheuering M, Greiner G (2008) Learning-based detection of stenotic lesions in coronary CT data. In: Proceedings of the vision, modeling, and visualization conference. VMV’08, pp 189–198 Tessmann M, Higuera FV, Fritz D, Scheuering M, Greiner G (2008) Learning-based detection of stenotic lesions in coronary CT data. In: Proceedings of the vision, modeling, and visualization conference. VMV’08, pp 189–198
9.
Zurück zum Zitat Mittal S, Zheng Y, Georgescu B, Vega-Higuera F, Zhou SK, Meer P, Comaniciu D (2010) Fast automatic detection of calcified coronary lesions in 3d cardiac CT images. In: Proceedings of the first international conference on Machine learning in medical imaging. MLMI’10. Springer, Berlin, pp 1–9 Mittal S, Zheng Y, Georgescu B, Vega-Higuera F, Zhou SK, Meer P, Comaniciu D (2010) Fast automatic detection of calcified coronary lesions in 3d cardiac CT images. In: Proceedings of the first international conference on Machine learning in medical imaging. MLMI’10. Springer, Berlin, pp 1–9
10.
Zurück zum Zitat Moselewski F, Ferencik M, Achenbach S, Abbara S, Cury RC, Booth SL, Jang IK, Brady TJ, Hoffmann U (2006) Threshold-dependent variability of coronary artery calcification measurements—implications for contrast-enhanced multi-detector row-computed tomography. Eur J Radiol 57(3):390–395PubMedCrossRef Moselewski F, Ferencik M, Achenbach S, Abbara S, Cury RC, Booth SL, Jang IK, Brady TJ, Hoffmann U (2006) Threshold-dependent variability of coronary artery calcification measurements—implications for contrast-enhanced multi-detector row-computed tomography. Eur J Radiol 57(3):390–395PubMedCrossRef
11.
Zurück zum Zitat Goldenberg R, Eilot D, Begelman G, Walach E, Ben-Ishai E, Peled N (2012) Computer-aided simple triage (CAST) for coronary CT angiography (CCTA). Int J Comput Assist Radiol Surg 7(6):819–827PubMedCrossRef Goldenberg R, Eilot D, Begelman G, Walach E, Ben-Ishai E, Peled N (2012) Computer-aided simple triage (CAST) for coronary CT angiography (CCTA). Int J Comput Assist Radiol Surg 7(6):819–827PubMedCrossRef
12.
Zurück zum Zitat Begelman G, Goldenberg R, Levanon S, Ohayon S, Walach E (2011) Creating a blood vessel tree from imaging data, US Patent 7983459 Begelman G, Goldenberg R, Levanon S, Ohayon S, Walach E (2011) Creating a blood vessel tree from imaging data, US Patent 7983459
13.
Zurück zum Zitat Begelman G, Goldenberg R, Levanon S, Ohayon S, Walach E (2011) Method and system for automatic analysis of blood vessel structures to identify calcium or soft plaque pathologies. US Patent 7940977 Begelman G, Goldenberg R, Levanon S, Ohayon S, Walach E (2011) Method and system for automatic analysis of blood vessel structures to identify calcium or soft plaque pathologies. US Patent 7940977
14.
Zurück zum Zitat Kirbas C, Quek F (2004) A review of vessel extraction techniques and algorithms. ACM Comput Surv 36(2):81–121CrossRef Kirbas C, Quek F (2004) A review of vessel extraction techniques and algorithms. ACM Comput Surv 36(2):81–121CrossRef
15.
Zurück zum Zitat Lesage D, Angelini ED, Bloch I, Funka-Lea G (2009) A review of 3D vessel lumen segmentation techniques: models, features and extraction schemes. Med Image Anal 13(6):819–845PubMedCrossRef Lesage D, Angelini ED, Bloch I, Funka-Lea G (2009) A review of 3D vessel lumen segmentation techniques: models, features and extraction schemes. Med Image Anal 13(6):819–845PubMedCrossRef
16.
Zurück zum Zitat Kanitsar A, Fleischmann D, Wegenkittl R, Felkel P, Gröller ME (2002) CPR–curved planar reformation. In: IEEE visualization, pp 37–44 Kanitsar A, Fleischmann D, Wegenkittl R, Felkel P, Gröller ME (2002) CPR–curved planar reformation. In: IEEE visualization, pp 37–44
17.
Zurück zum Zitat Krissian K, Malandain G, Ayache N, Vaillant R, Trousset Y (2000) Model-based detection of tubular structures in 3-D images. Comput Vis Image Underst 80(2):130–171CrossRef Krissian K, Malandain G, Ayache N, Vaillant R, Trousset Y (2000) Model-based detection of tubular structures in 3-D images. Comput Vis Image Underst 80(2):130–171CrossRef
18.
Zurück zum Zitat Worz S, Rohr K (2007) Segmentation and quantification of human vessels using a 3-D cylindrical intensity model. IEEE Trans Image Process 16(8):1994–2004PubMedCrossRef Worz S, Rohr K (2007) Segmentation and quantification of human vessels using a 3-D cylindrical intensity model. IEEE Trans Image Process 16(8):1994–2004PubMedCrossRef
19.
Zurück zum Zitat Coleman TF, Li Y (1996) A reflective Newton method for minimizing a quadratic function subject to bounds on some of the variables. SIAM J Optim 6(4):1040–1058CrossRef Coleman TF, Li Y (1996) A reflective Newton method for minimizing a quadratic function subject to bounds on some of the variables. SIAM J Optim 6(4):1040–1058CrossRef
20.
Zurück zum Zitat Tomasi C, Manduchi R (1998) Bilateral filtering for gray and color images. In: Proceedings of the sixth international conference on computer vision. ICCV’98. IEEE Computer Society, Washington, DC, pp 839–846 Tomasi C, Manduchi R (1998) Bilateral filtering for gray and color images. In: Proceedings of the sixth international conference on computer vision. ICCV’98. IEEE Computer Society, Washington, DC, pp 839–846
21.
Zurück zum Zitat Rutten A, Išgum I, Prokop M (2008) Coronary calcification: effect of small variation of scan starting position on Agatston, volume, and mass scores. Radiology 246(1):90–98PubMedCrossRef Rutten A, Išgum I, Prokop M (2008) Coronary calcification: effect of small variation of scan starting position on Agatston, volume, and mass scores. Radiology 246(1):90–98PubMedCrossRef
22.
Zurück zum Zitat Schaap M, Metz C, van Walsum T, van der Giessen A, Weustink A, Mollet N, Bauer C, Bogunović H, Castro C, Deng X, Dikici E, O’Donnell T, Frenay M, Friman O, Hernández Hoyos M, Kitslaar P, Krissian K, Kühnel C, Luengo-Oroz M, Orkisz M, Smedby Ö, Styner M, Szymczak A, Tek H, Wang C, Warfield S, Zhang Y, Zambal S, Krestin G, Niessen W (2009) Standardized evaluation methodology and reference database for evaluating coronary artery centerline extraction algorithms. Med Image Anal 13(5):701–714PubMedCrossRef Schaap M, Metz C, van Walsum T, van der Giessen A, Weustink A, Mollet N, Bauer C, Bogunović H, Castro C, Deng X, Dikici E, O’Donnell T, Frenay M, Friman O, Hernández Hoyos M, Kitslaar P, Krissian K, Kühnel C, Luengo-Oroz M, Orkisz M, Smedby Ö, Styner M, Szymczak A, Tek H, Wang C, Warfield S, Zhang Y, Zambal S, Krestin G, Niessen W (2009) Standardized evaluation methodology and reference database for evaluating coronary artery centerline extraction algorithms. Med Image Anal 13(5):701–714PubMedCrossRef
24.
Zurück zum Zitat Rubinshtein R, Eilot D, Halon D, Goldenberg R, Gaspar T, Lewis B, Peled N (2012) Automatic assessment of calcium score from contrast-enhanced 256-row coronary CT angiography. J Am Coll Cardiol 59(13s1):E1185 Rubinshtein R, Eilot D, Halon D, Goldenberg R, Gaspar T, Lewis B, Peled N (2012) Automatic assessment of calcium score from contrast-enhanced 256-row coronary CT angiography. J Am Coll Cardiol 59(13s1):E1185
25.
Zurück zum Zitat Ebersberger U, Eilot D, Goldenberg R, Lev A, Spears JR, Rowe GW, Gallagher NY, Halligan WT, Blanke P, Makowski MR, Krazinski AW, Silverman JR, Bamberg F, Leber AW, Hoffmann E, Schoepf UJ (2013) Fully automated derivation of coronary artery calcium scores and cardiovascular risk assessment from contrast medium-enhanced coronary CT angiography studies. Eur Radiol 23(3):650–657PubMedCrossRef Ebersberger U, Eilot D, Goldenberg R, Lev A, Spears JR, Rowe GW, Gallagher NY, Halligan WT, Blanke P, Makowski MR, Krazinski AW, Silverman JR, Bamberg F, Leber AW, Hoffmann E, Schoepf UJ (2013) Fully automated derivation of coronary artery calcium scores and cardiovascular risk assessment from contrast medium-enhanced coronary CT angiography studies. Eur Radiol 23(3):650–657PubMedCrossRef
26.
Zurück zum Zitat Rumberger JA, Brundage BH, Rader DJ, Kondos G (1999) Electron beam computed tomographic coronary calcium scanning: a review and guidelines for use in asymptomatic persons. Mayo Clin Proc 74(3):243–252PubMedCrossRef Rumberger JA, Brundage BH, Rader DJ, Kondos G (1999) Electron beam computed tomographic coronary calcium scanning: a review and guidelines for use in asymptomatic persons. Mayo Clin Proc 74(3):243–252PubMedCrossRef
27.
Zurück zum Zitat Takahashi N, Bae KT (2003) Quantification of coronary artery calcium with multi-detector row CT: assessing interscan variability with different tube currents pilot study. Radiology 228(1):101–106PubMedCrossRef Takahashi N, Bae KT (2003) Quantification of coronary artery calcium with multi-detector row CT: assessing interscan variability with different tube currents pilot study. Radiology 228(1):101–106PubMedCrossRef
28.
Zurück zum Zitat Mao S, Bakhsheshi H, Lu B, Liu SC, Oudiz RJ, Budoff MJ (2001) Effect of electrocardiogram triggering on reproducibility of coronary artery calcium scoring. Radiology 220(3):707–711PubMedCrossRef Mao S, Bakhsheshi H, Lu B, Liu SC, Oudiz RJ, Budoff MJ (2001) Effect of electrocardiogram triggering on reproducibility of coronary artery calcium scoring. Radiology 220(3):707–711PubMedCrossRef
29.
Zurück zum Zitat Stanford W, Thompson BH, Burns TL, Heery SD, Burr MC (2004) Coronary artery calcium quantification at multi-detector row helical CT versus electron-beam CT. Radiology 230(2):397–402PubMedCrossRef Stanford W, Thompson BH, Burns TL, Heery SD, Burr MC (2004) Coronary artery calcium quantification at multi-detector row helical CT versus electron-beam CT. Radiology 230(2):397–402PubMedCrossRef
30.
Zurück zum Zitat Reinsch N, Mahabadi A, Lehmann N, Möhlenkamp S, Hoefs C, Sievers B, Budde T, Seibel R, Jckel K, Erbel R (2012) Comparison of dual-source and electron-beam CT for the assessment of coronary artery calcium scoring. Br J Radiol 85(1015):e300–e306PubMedCentralPubMedCrossRef Reinsch N, Mahabadi A, Lehmann N, Möhlenkamp S, Hoefs C, Sievers B, Budde T, Seibel R, Jckel K, Erbel R (2012) Comparison of dual-source and electron-beam CT for the assessment of coronary artery calcium scoring. Br J Radiol 85(1015):e300–e306PubMedCentralPubMedCrossRef
31.
Zurück zum Zitat Yoon HC, Goldin JG, Greaser LE, Sayre J, Fonarow GC (2000) Interscan variation in coronary artery calcium quantification in a large asymptomatic patient population. AJR Am J Roentgenol 174(3):803–809PubMedCrossRef Yoon HC, Goldin JG, Greaser LE, Sayre J, Fonarow GC (2000) Interscan variation in coronary artery calcium quantification in a large asymptomatic patient population. AJR Am J Roentgenol 174(3):803–809PubMedCrossRef
Metadaten
Titel
Fully automatic model-based calcium segmentation and scoring in coronary CT angiography
verfasst von
Dov Eilot
Roman Goldenberg
Publikationsdatum
01.07.2014
Verlag
Springer Berlin Heidelberg
Erschienen in
International Journal of Computer Assisted Radiology and Surgery / Ausgabe 4/2014
Print ISSN: 1861-6410
Elektronische ISSN: 1861-6429
DOI
https://doi.org/10.1007/s11548-013-0955-y

Weitere Artikel der Ausgabe 4/2014

International Journal of Computer Assisted Radiology and Surgery 4/2014 Zur Ausgabe