Skip to main content
Top
Published in: International Journal of Computer Assisted Radiology and Surgery 11/2018

01-11-2018 | Original Article

Semiautomatic neck curve reconstruction for intracranial aneurysm rupture risk assessment based on morphological parameters

Authors: Sylvia Saalfeld, Philipp Berg, Annika Niemann, Maria Luz, Bernhard Preim, Oliver Beuing

Published in: International Journal of Computer Assisted Radiology and Surgery | Issue 11/2018

Login to get access

Abstract

Purpose

Morphological parameters of intracranial aneurysms (IAs) are well established for rupture risk assessment. However, a manual measurement is error-prone, not reproducible and cumbersome. For an automatic extraction of morphological parameters, a 3D neck curve reconstruction approach to delineate the aneurysm from the parent vessel is required.

Methods

We present a 3D semiautomatic aneurysm neck curve reconstruction for the automatic extraction of morphological parameters which was developed and evaluated with an experienced neuroradiologist. We calculate common parameters from the literature and include two novel angle-based parameters: the characteristic dome point angle and the angle difference of base points.

Results

We applied our method to 100 IAs acquired with rotational angiography in clinical routine. For validation, we compared our approach to manual segmentations yielding highly significant correlations. We analyzed 95 of these datasets regarding rupture state. Statistically significant differences were found in ruptured and unruptured groups for maximum diameter, maximum height, aspect ratio and the characteristic dome point angle. These parameters were also found to statistically significantly correlate with each other.

Conclusions

The new 3D neck curve reconstruction provides robust results for all datasets. The reproducibility depends on the vessel tree centerline and the user input for the initial dome point and parameters characterizing the aneurysm neck region. The characteristic dome point angle as a new metric regarding rupture risk assessment can be extracted. It requires less computational effort than the complete neck curve reconstruction.
Literature
1.
go back to reference Meng H, Tutino VM, Xiang J, Siddiqui A (2014) High WSS or low WSS? complex interactions of hemodynamics with intracranial aneurysm initiation, growth, and rupture: toward a unifying hypothesis. Am J Neuroradiol 35(7):1254–1262CrossRefPubMed Meng H, Tutino VM, Xiang J, Siddiqui A (2014) High WSS or low WSS? complex interactions of hemodynamics with intracranial aneurysm initiation, growth, and rupture: toward a unifying hypothesis. Am J Neuroradiol 35(7):1254–1262CrossRefPubMed
2.
go back to reference Weir B, Amidei C, Kongable G, Findlay JM, Kassell NF, Kelly J, Dai L, Karrison TG (2003) The aspect ratio (dome/neck) of ruptured and unruptured aneurysms. J Neurosurg 99(3):447–451CrossRefPubMed Weir B, Amidei C, Kongable G, Findlay JM, Kassell NF, Kelly J, Dai L, Karrison TG (2003) The aspect ratio (dome/neck) of ruptured and unruptured aneurysms. J Neurosurg 99(3):447–451CrossRefPubMed
3.
go back to reference Backes D, Vergouwen MD, Velthuis BK, van der Schaaf IC, Bor ASE, Algra A, Rinkel GJ (2014) Difference in aneurysm characteristics between ruptured and unruptured aneurysms in patients with multiple intracranial aneurysms. Stroke 45(5):1299–1303CrossRefPubMed Backes D, Vergouwen MD, Velthuis BK, van der Schaaf IC, Bor ASE, Algra A, Rinkel GJ (2014) Difference in aneurysm characteristics between ruptured and unruptured aneurysms in patients with multiple intracranial aneurysms. Stroke 45(5):1299–1303CrossRefPubMed
4.
go back to reference Wong SC, Nawawi O, Ramli N, Kadir KAA (2012) Benefits of 3D rotational DSA compared with 2D DSA in the evaluation of intracranial aneurysm. Acad Radiol 19(6):701–707CrossRefPubMed Wong SC, Nawawi O, Ramli N, Kadir KAA (2012) Benefits of 3D rotational DSA compared with 2D DSA in the evaluation of intracranial aneurysm. Acad Radiol 19(6):701–707CrossRefPubMed
5.
go back to reference Dhar S, Tremmel M, Mocco J, Kim M, Yamamoto J, Siddiqui AH, Hopkins LN, Meng H (2008) Morphology parameters for intracranial aneurysm rupture risk assessment. Neurosurgery 63(2):185–196 (discussion 196–7) CrossRefPubMedPubMedCentral Dhar S, Tremmel M, Mocco J, Kim M, Yamamoto J, Siddiqui AH, Hopkins LN, Meng H (2008) Morphology parameters for intracranial aneurysm rupture risk assessment. Neurosurgery 63(2):185–196 (discussion 196–7) CrossRefPubMedPubMedCentral
6.
go back to reference Lauric A, Baharoglu MI, Malek AM (2012) Ruptured status discrimination performance of aspect ratio, height/width, and bottleneck factor is highly dependent on aneurysm sizing methodology. Neurosurgery 71(1):38–45CrossRefPubMed Lauric A, Baharoglu MI, Malek AM (2012) Ruptured status discrimination performance of aspect ratio, height/width, and bottleneck factor is highly dependent on aneurysm sizing methodology. Neurosurgery 71(1):38–45CrossRefPubMed
7.
go back to reference Lv N, Wang C, Karmonik C, Fang Y, Xu J, Yu Y, Cao W, Liu J, Huang Q (2016) Morphological and hemodynamic discriminators for rupture status in posterior communicating artery aneurysms. PLoS ONE 11(2):e0149906CrossRefPubMedPubMedCentral Lv N, Wang C, Karmonik C, Fang Y, Xu J, Yu Y, Cao W, Liu J, Huang Q (2016) Morphological and hemodynamic discriminators for rupture status in posterior communicating artery aneurysms. PLoS ONE 11(2):e0149906CrossRefPubMedPubMedCentral
8.
go back to reference Miura Y, Ishida F, Umeda Y, Tanemura H, Suzuki H, Matsushima S, Shimosaka S, Taki W (2013) Low wall shear stress is independently associated with the rupture status of middle cerebral artery aneurysms. Stroke 44(2):519–521CrossRefPubMed Miura Y, Ishida F, Umeda Y, Tanemura H, Suzuki H, Matsushima S, Shimosaka S, Taki W (2013) Low wall shear stress is independently associated with the rupture status of middle cerebral artery aneurysms. Stroke 44(2):519–521CrossRefPubMed
9.
go back to reference Raghavan ML, Ma B, Harbaugh RE (2005) Quantified aneurysm shape and rupture risk. J Neurosurg 102(2):355–362CrossRefPubMed Raghavan ML, Ma B, Harbaugh RE (2005) Quantified aneurysm shape and rupture risk. J Neurosurg 102(2):355–362CrossRefPubMed
10.
go back to reference Varble N, Rajabzadeh-Oghaz H, Wang J, Siddiqui A, Meng H, Mowla A (2017) Differences in morphologic and hemodynamic characteristics for “PHASES-based” intracranial aneurysm locations. Am J Neuroradiol 38(11):2105–2110CrossRefPubMed Varble N, Rajabzadeh-Oghaz H, Wang J, Siddiqui A, Meng H, Mowla A (2017) Differences in morphologic and hemodynamic characteristics for “PHASES-based” intracranial aneurysm locations. Am J Neuroradiol 38(11):2105–2110CrossRefPubMed
11.
go back to reference Xiang J, Natarajan SK, Tremmel M, Ma D, Mocco J, Hopkins LN, Siddiqui AH, Levy EI, Meng H (2011) Hemodynamic-morphologic discriminants for intracranial aneurysm rupture. Stroke 42(1):144–152CrossRefPubMed Xiang J, Natarajan SK, Tremmel M, Ma D, Mocco J, Hopkins LN, Siddiqui AH, Levy EI, Meng H (2011) Hemodynamic-morphologic discriminants for intracranial aneurysm rupture. Stroke 42(1):144–152CrossRefPubMed
13.
go back to reference Neugebauer M, Lawonn K, Beuing O, Berg P, Janiga G, Preim B (2013) AmniVis—a system for qualitative exploration of near-wall hemodynamics in cerebral aneurysms. Comput Graph Forum 32(3):251–260CrossRef Neugebauer M, Lawonn K, Beuing O, Berg P, Janiga G, Preim B (2013) AmniVis—a system for qualitative exploration of near-wall hemodynamics in cerebral aneurysms. Comput Graph Forum 32(3):251–260CrossRef
14.
go back to reference Janiga G, Berg P, Beuing O, Neugebauer M, Gasteiger R, Preim B, Rose G, Skalej M, Thévenin D (2013) Recommendations for accurate numerical blood flow simulations of stented intracranial aneurysms. Biomed Eng 58(3):303–314CrossRef Janiga G, Berg P, Beuing O, Neugebauer M, Gasteiger R, Preim B, Rose G, Skalej M, Thévenin D (2013) Recommendations for accurate numerical blood flow simulations of stented intracranial aneurysms. Biomed Eng 58(3):303–314CrossRef
15.
go back to reference Saalfeld P, Luz M, Berg P, Preim B, Saalfeld S (2017) Guidelines for quantitative evaluation of medical visualizations on the example of 3D aneurysm surface comparisons. Comput Graph Forum 27(5):347 Saalfeld P, Luz M, Berg P, Preim B, Saalfeld S (2017) Guidelines for quantitative evaluation of medical visualizations on the example of 3D aneurysm surface comparisons. Comput Graph Forum 27(5):347
16.
go back to reference Glaßer S, Berg P, Voß S, Serowy S, Janiga G, Preim B, Beuing O (2016) From imaging to hemodynamics—how reconstruction kernels influence the blood flow predictions in intracranial aneurysms. Curr Dir Biomed Eng 2(1):163 Glaßer S, Berg P, Voß S, Serowy S, Janiga G, Preim B, Beuing O (2016) From imaging to hemodynamics—how reconstruction kernels influence the blood flow predictions in intracranial aneurysms. Curr Dir Biomed Eng 2(1):163
17.
go back to reference Glaßer S, Berg P, Neugebauer M, Preim B (2015) Reconstruction of 3D surface meshes for blood flow simulations of intracranial aneurysms. In: Proceeding of the computer- and robot-assisted surgery (CURAC), pp 163–168 Glaßer S, Berg P, Neugebauer M, Preim B (2015) Reconstruction of 3D surface meshes for blood flow simulations of intracranial aneurysms. In: Proceeding of the computer- and robot-assisted surgery (CURAC), pp 163–168
18.
go back to reference Antiga L, Piccinelli M, Botti L, Ene-Iordache B, Remuzzi A, Steinman DA (2008) An image-based modeling framework for patient-specific computational hemodynamics. Med Biol Eng Compu 46(11):1097–1112CrossRef Antiga L, Piccinelli M, Botti L, Ene-Iordache B, Remuzzi A, Steinman DA (2008) An image-based modeling framework for patient-specific computational hemodynamics. Med Biol Eng Compu 46(11):1097–1112CrossRef
19.
go back to reference Neugebauer M, Diehl V, Skalej M, Preim B (2010) Geometric reconstruction of the ostium of cerebral aneurysms. In: Proceeding of the vision modeling visualization (VMV), pp 307–314 Neugebauer M, Diehl V, Skalej M, Preim B (2010) Geometric reconstruction of the ostium of cerebral aneurysms. In: Proceeding of the vision modeling visualization (VMV), pp 307–314
20.
go back to reference Dijkstra EW (1959) A note on two problems in connexion with graphs. Numer Math 1(1):269–271CrossRef Dijkstra EW (1959) A note on two problems in connexion with graphs. Numer Math 1(1):269–271CrossRef
21.
go back to reference Cárdenes R, Larrabide I, San Román L, Frangi AF (2013) Performance assessment of isolation methods for geometrical cerebral aneurysm analysis. Med Biol Eng Compu 51(3):343–352CrossRef Cárdenes R, Larrabide I, San Román L, Frangi AF (2013) Performance assessment of isolation methods for geometrical cerebral aneurysm analysis. Med Biol Eng Compu 51(3):343–352CrossRef
22.
go back to reference Ma B, Harbaugh RE, Raghavan ML (2004) Three-dimensional geometrical characterization of cerebral aneurysms. Ann Biomed Eng 32(2):264–273CrossRefPubMed Ma B, Harbaugh RE, Raghavan ML (2004) Three-dimensional geometrical characterization of cerebral aneurysms. Ann Biomed Eng 32(2):264–273CrossRefPubMed
23.
go back to reference Karmonik C, Arat A, Benndorf G, Akpek S, Klucznik R, Mawad ME, Strother CM (2004) A technique for improved quantitative characterization of intracranial aneurysms. Am J Neuroradiol 25(7):1158–1161PubMed Karmonik C, Arat A, Benndorf G, Akpek S, Klucznik R, Mawad ME, Strother CM (2004) A technique for improved quantitative characterization of intracranial aneurysms. Am J Neuroradiol 25(7):1158–1161PubMed
24.
go back to reference Jerman T, Pernuš F, Likar B, Špiclin Ž (2015) Computer-aided detection and quantification of intracranial aneurysms. In: Proceeding of the medical image computing and computer-assisted intervention (MICCAI). Lecture notes in computer science, vol 9350, pp 3–10 Jerman T, Pernuš F, Likar B, Špiclin Ž (2015) Computer-aided detection and quantification of intracranial aneurysms. In: Proceeding of the medical image computing and computer-assisted intervention (MICCAI). Lecture notes in computer science, vol 9350, pp 3–10
25.
go back to reference Cárdenes R, Pozo JM, Bogunovic H, Larrabide I, Frangi AF (2011) Automatic aneurysm neck detection using surface Voronoi diagrams. IEEE Trans Med Imaging 30(10):1863–1876CrossRefPubMed Cárdenes R, Pozo JM, Bogunovic H, Larrabide I, Frangi AF (2011) Automatic aneurysm neck detection using surface Voronoi diagrams. IEEE Trans Med Imaging 30(10):1863–1876CrossRefPubMed
26.
go back to reference Hoh BL, Sistrom CL, Firment CS, Fautheree GL, Velat GJ, Whiting JH, Reavey-Cantwell JF, Lewis SB (2007) Bottleneck factor and height-width ratio: association with ruptured aneurysms in patients with multiple cerebral aneurysms. Neurosurgery 61(4):716–723CrossRefPubMed Hoh BL, Sistrom CL, Firment CS, Fautheree GL, Velat GJ, Whiting JH, Reavey-Cantwell JF, Lewis SB (2007) Bottleneck factor and height-width ratio: association with ruptured aneurysms in patients with multiple cerebral aneurysms. Neurosurgery 61(4):716–723CrossRefPubMed
27.
go back to reference Cohen J (1988) Statistical power analysis for the behavioral sciences. Erlbaum, New York Cohen J (1988) Statistical power analysis for the behavioral sciences. Erlbaum, New York
28.
go back to reference Neugebauer M, Lawonn K, Beuing O, Preim B (2013) Automatic generation of anatomic characteristics from cerebral aneurysm surface models. Int J Comput Assist Radiol Surg (JCARS) 8(2):279–289CrossRef Neugebauer M, Lawonn K, Beuing O, Preim B (2013) Automatic generation of anatomic characteristics from cerebral aneurysm surface models. Int J Comput Assist Radiol Surg (JCARS) 8(2):279–289CrossRef
29.
go back to reference Berg P, Beuing O (2018) Multiple intracranial aneurysms: a direct hemodynamic comparison between ruptured and unruptured vessel malformations. Int J Comput Assist Radiol Surg (JCARS) 13(1):83–93CrossRef Berg P, Beuing O (2018) Multiple intracranial aneurysms: a direct hemodynamic comparison between ruptured and unruptured vessel malformations. Int J Comput Assist Radiol Surg (JCARS) 13(1):83–93CrossRef
30.
go back to reference Cebral JR, Mut F, Weir J, Putman C (2011) Quantitative characterization of the hemodynamic environment in ruptured and unruptured brain aneurysms. Am J Neuroradiol (AJNR) 32(1):145–151CrossRef Cebral JR, Mut F, Weir J, Putman C (2011) Quantitative characterization of the hemodynamic environment in ruptured and unruptured brain aneurysms. Am J Neuroradiol (AJNR) 32(1):145–151CrossRef
Metadata
Title
Semiautomatic neck curve reconstruction for intracranial aneurysm rupture risk assessment based on morphological parameters
Authors
Sylvia Saalfeld
Philipp Berg
Annika Niemann
Maria Luz
Bernhard Preim
Oliver Beuing
Publication date
01-11-2018
Publisher
Springer International Publishing
Published in
International Journal of Computer Assisted Radiology and Surgery / Issue 11/2018
Print ISSN: 1861-6410
Electronic ISSN: 1861-6429
DOI
https://doi.org/10.1007/s11548-018-1848-x

Other articles of this Issue 11/2018

International Journal of Computer Assisted Radiology and Surgery 11/2018 Go to the issue