Research ArticleAdult Brain
Automated Detection and Segmentation of Brain Metastases in Malignant Melanoma: Evaluation of a Dedicated Deep Learning Model
L. Pennig, R. Shahzad, L. Caldeira, S. Lennartz, F. Thiele, L. Goertz, D. Zopfs, A.-K. Meißner, G. Fürtjes, M. Perkuhn, C. Kabbasch, S. Grau, J. Borggrefe and K.R. Laukamp
American Journal of Neuroradiology April 2021, 42 (4) 655-662; DOI: https://doi.org/10.3174/ajnr.A6982
L. Pennig
aFrom the Institute for Diagnostic and Interventional Radiology (L.P., R.S., L.C., S.L., F.T., D.Z., M.P., C.K., J.B., K.R.L.)
R. Shahzad
aFrom the Institute for Diagnostic and Interventional Radiology (L.P., R.S., L.C., S.L., F.T., D.Z., M.P., C.K., J.B., K.R.L.)
cPhilips Innovative Technologies (R.S., F.T., M.P.), Aachen, Germany
L. Caldeira
aFrom the Institute for Diagnostic and Interventional Radiology (L.P., R.S., L.C., S.L., F.T., D.Z., M.P., C.K., J.B., K.R.L.)
S. Lennartz
aFrom the Institute for Diagnostic and Interventional Radiology (L.P., R.S., L.C., S.L., F.T., D.Z., M.P., C.K., J.B., K.R.L.)
F. Thiele
aFrom the Institute for Diagnostic and Interventional Radiology (L.P., R.S., L.C., S.L., F.T., D.Z., M.P., C.K., J.B., K.R.L.)
cPhilips Innovative Technologies (R.S., F.T., M.P.), Aachen, Germany
L. Goertz
bCenter for Neurosurgery (L.G., G.F., S.G.), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
D. Zopfs
aFrom the Institute for Diagnostic and Interventional Radiology (L.P., R.S., L.C., S.L., F.T., D.Z., M.P., C.K., J.B., K.R.L.)
A.-K. Meißner
dDepartment of Stereotaxy and Functional Neurosurgery (A.-K.M., G.F.), Center for Neurosurgery, University Hospital Cologne, Cologne, Germany
G. Fürtjes
bCenter for Neurosurgery (L.G., G.F., S.G.), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
dDepartment of Stereotaxy and Functional Neurosurgery (A.-K.M., G.F.), Center for Neurosurgery, University Hospital Cologne, Cologne, Germany
M. Perkuhn
aFrom the Institute for Diagnostic and Interventional Radiology (L.P., R.S., L.C., S.L., F.T., D.Z., M.P., C.K., J.B., K.R.L.)
cPhilips Innovative Technologies (R.S., F.T., M.P.), Aachen, Germany
C. Kabbasch
aFrom the Institute for Diagnostic and Interventional Radiology (L.P., R.S., L.C., S.L., F.T., D.Z., M.P., C.K., J.B., K.R.L.)
S. Grau
bCenter for Neurosurgery (L.G., G.F., S.G.), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
J. Borggrefe
aFrom the Institute for Diagnostic and Interventional Radiology (L.P., R.S., L.C., S.L., F.T., D.Z., M.P., C.K., J.B., K.R.L.)
K.R. Laukamp
aFrom the Institute for Diagnostic and Interventional Radiology (L.P., R.S., L.C., S.L., F.T., D.Z., M.P., C.K., J.B., K.R.L.)
eDepartment of Radiology (K.R.L.), University Hospitals Cleveland Medical Center, Cleveland, Ohio
fDepartment of Radiology (K.R.L.), Case Western Reserve University, Cleveland, Ohio
Article Information
vol. 42 no. 4 655-662
PubMed
Published By
Print ISSN
Online ISSN
History
- Received March 17, 2020
- Accepted after revision October 21, 2020
- Published online April 12, 2021.
Article Versions
- Latest version (February 4, 2021 - 07:31).
- You are viewing the most recent version of this article.
Copyright & Usage
© 2021 by American Journal of Neuroradiology
Author Information
- L. Penniga,
- R. Shahzada,c,
- L. Caldeiraa,
- S. Lennartza,
- F. Thielea,c,
- L. Goertzb,
- D. Zopfsa,
- A.-K. Meißnerd,
- G. Fürtjesb,d,
- M. Perkuhna,c,
- C. Kabbascha,
- S. Graub,
- J. Borggrefea and
- K.R. Laukampa,e,f
- aFrom the Institute for Diagnostic and Interventional Radiology (L.P., R.S., L.C., S.L., F.T., D.Z., M.P., C.K., J.B., K.R.L.)
- bCenter for Neurosurgery (L.G., G.F., S.G.), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- cPhilips Innovative Technologies (R.S., F.T., M.P.), Aachen, Germany
- dDepartment of Stereotaxy and Functional Neurosurgery (A.-K.M., G.F.), Center for Neurosurgery, University Hospital Cologne, Cologne, Germany
- eDepartment of Radiology (K.R.L.), University Hospitals Cleveland Medical Center, Cleveland, Ohio
- fDepartment of Radiology (K.R.L.), Case Western Reserve University, Cleveland, Ohio
- Please address correspondence to Kai Roman Laukamp, MD, Institute for Diagnostic and Interventional Radiology, Faculty of Medicine and University Hospital Cologne, Kerpener Str 62, 50937 Cologne, Germany; e-mail: kai.laukamp{at}uk-koeln.de
Altmetrics
Cited By...
This article has been cited by the following articles in journals that are participating in Crossref Cited-by Linking.
- Khalil Aljohani, Turki TurkiAI 2022 3 2
- Stephanie T. Jünger, Ulrike Cornelia Isabel Hoyer, Diana Schaufler, Kai Roman Laukamp, Lukas Goertz, Frank Thiele, Jan‐Peter Grunz, Marc Schlamann, Michael Perkuhn, Christoph Kabbasch, Thorsten Persigehl, Stefan Grau, Jan Borggrefe, Matthias Scheffler, Rahil Shahzad, Lenhard PennigJournal of Magnetic Resonance Imaging 2021 54 5
- Josef A. Buchner, Florian Kofler, Lucas Etzel, Michael Mayinger, Sebastian M. Christ, Thomas B. Brunner, Andrea Wittig, Björn Menze, Claus Zimmer, Bernhard Meyer, Matthias Guckenberger, Nicolaus Andratschke, Rami A. El Shafie, Jürgen Debus, Susanne Rogers, Oliver Riesterer, Katrin Schulze, Horst J. Feldmann, Oliver Blanck, Constantinos Zamboglou, Konstantinos Ferentinos, Robert Wolff, Kerstin A. Eitz, Stephanie E. Combs, Denise Bernhardt, Benedikt Wiestler, Jan C. PeekenRadiotherapy and Oncology 2023 178
- Burak B. Ozkara, Melissa M. Chen, Christian Federau, Mert Karabacak, Tina M. Briere, Jing Li, Max WintermarkCancers 2023 15 2
- Gabriel Chartrand, Ramón D. Emiliani, Sophie A. Pawlowski, Daniel A. Markel, Houda Bahig, Alexandre Cengarle‐Samak, Selvan Rajakesari, Jeremi Lavoie, Simon Ducharme, David RobergeJournal of Magnetic Resonance Imaging 2022 56 6
- Irada Pflüger, Tassilo Wald, Fabian Isensee, Marianne Schell, Hagen Meredig, Kai Schlamp, Denise Bernhardt, Gianluca Brugnara, Claus Peter Heußel, Juergen Debus, Wolfgang Wick, Martin Bendszus, Klaus H Maier-Hein, Philipp VollmuthNeuro-Oncology Advances 2022 4 1
- Wireko Andrew Awuah, Favour Tope Adebusoye, Jack Wellington, Lian David, Abdus Salam, Amanda Leong Weng Yee, Edouard Lansiaux, Rohan Yarlagadda, Tulika Garg, Toufik Abdul-Rahman, Jacob Kalmanovich, Goshen David Miteu, Mrinmoy Kundu, Nikitina Iryna MykolaivnaWorld Neurosurgery: X 2024 23
- Jon André Ottesen, Darvin Yi, Elizabeth Tong, Michael Iv, Anna Latysheva, Cathrine Saxhaug, Kari Dolven Jacobsen, Åslaug Helland, Kyrre Eeg Emblem, Daniel L. Rubin, Atle Bjørnerud, Greg Zaharchuk, Endre GrøvikFrontiers in Neuroinformatics 2023 16
- Siangruei Wu, Yihong Wu, Haoyun Chang, Florence T. Su, Hengchun Liao, Wanju Tseng, Chunchih Liao, Feipei Lai, Fengming Hsu, Furen XiaoApplied Sciences 2021 11 19
- Lenhard Pennig, Ulrike Cornelia Isabel Hoyer, Alexandra Krauskopf, Rahil Shahzad, Stephanie T. Jünger, Frank Thiele, Kai Roman Laukamp, Jan-Peter Grunz, Michael Perkuhn, Marc Schlamann, Christoph Kabbasch, Jan Borggrefe, Lukas GoertzNeuroradiology 2021 63 12
- Hidemasa Takao, Shiori Amemiya, Shimpei Kato, Hiroshi Yamashita, Naoya Sakamoto, Osamu AbeEuropean Journal of Radiology 2021 144
- Jinglu Wang, Jie Sun, Jingxu Xu, Shiyu Lu, Hao Wang, Chencui Huang, Fandong Zhang, Yizhou Yu, Xiang Gao, Ming Wang, Yu Wang, Xinzhong Ruan, Yuning PanAcademic Radiology 2023 30 11
- Jie Xue, Deting Kong, Liwen Ren, Bosheng Song, Xiyu Liu, Guanzhong Gong, Dengwang Li, Hongyan ZhangInformation Sciences 2023 625
- Hamidreza Ziyaee, Carlos E. Cardenas, D. Nana Yeboa, Jing Li, Sherise D. Ferguson, Jason Johnson, Zijian Zhou, Jeremiah Sanders, Raymond Mumme, Laurence Court, Tina Briere, Jinzhong YangAdvances in Radiation Oncology 2023 8 1
- Hidemasa Takao, Shiori Amemiya, Shimpei Kato, Hiroshi Yamashita, Naoya Sakamoto, Osamu AbeNeuroradiology 2022 64 8
- Jie Xue, Liwen Ren, Bosheng Song, Yujie Guo, Jie Lu, Xiyu Liu, Guanzhong Gong, Dengwang LiIEEE Transactions on Parallel and Distributed Systems 2023 34 4
- Yen-Yu Lin, Wan-Yuo Guo, Chia-Feng Lu, Syu-Jyun Peng, Yu-Te Wu, Cheng-Chia LeeJournal of Neuro-Oncology 2023 161 3
- Jang-Hoon Oh, Kyung Mi Lee, Hyug-Gi Kim, Jeong Taek Yoon, Eui Jong KimScientific Reports 2022 12 1
- Ting-Wei Wang, Ming-Sheng Hsu, Wei-Kai Lee, Hung-Chuan Pan, Huai-Che Yang, Cheng-Chia Lee, Yu-Te WuRadiotherapy and Oncology 2024 190
- Jie Xue, Qi Li, Xiyu Liu, Yujie Guo, Jie Lu, Bosheng Song, Pu Huang, Qiong An, Guanzhong Gong, Dengwang LiPattern Recognition 2023 142
- Jiao Qu, Wenjing Zhang, Xin Shu, Ying Wang, Lituan Wang, Mengyuan Xu, Li Yao, Na Hu, Biqiu Tang, Lei Zhang, Su LuiEuropean Radiology 2023 33 10
- Yonny Hammer, Wenad Najjar, Lea Kahanov, Leo Joskowicz, Yigal ShoshanJournal of Neuro-Oncology 2024 166 3
- Shobha Mandal, Subhadeep Chakraborty, Muhammad Ayaz Tariq, Kamran Ali, Zenia Elavia, Misbah Kamal Khan, Diana Baltodano Garcia, Sofia Ali, Jubran Al Hooti, Divyanshi Vijay KumarCureus 2024
- Chi-Jen Chou, Huai-Che Yang, Po-Yao Chang, Ching-Jen Chen, Hsiu-Mei Wu, Chun-Fu Lin, I-Chun Lai, Syu-Jyun PengJournal of Neuro-Oncology 2024 166 1
- Xiao Luo, Yadi Yang, Shaohan Yin, Hui Li, Wei-Jing Zhang, Gui-Xiao Xu, Weixiong Fan, Dechun Zheng, Jianpeng Li, Dinggang Shen, Yaozong Gao, Ying Shao, Xaiohua Ban, Jing Li, Shan-Shan Lian, Cheng Zhang, Lidi Ma, Cuiping Lin, Yingwei Luo, Fan Zhou, Shiyuan Wang, Ying Sun, Rong Zhang, Chuanmiao XieSSRN Electronic Journal 2022
- Omar Farghaly, Priya DeshpandeNeural Computing and Applications 2024
- Zekuan Yu, Xiang Li, Jiaxin Li, Weiqiang Chen, Zhiri Tang, Daoying GengComputers in Biology and Medicine 2024 170
- Sarv Priya, Caitlin Ward, Girish BathlaJournal of Neuroradiology 2023 50 1
In this issue
American Journal of Neuroradiology
Vol. 42, Issue 4
1 Apr 2021
Advertisement
Automated Detection and Segmentation of Brain Metastases in Malignant Melanoma: Evaluation of a Dedicated Deep Learning Model
L. Pennig, R. Shahzad, L. Caldeira, S. Lennartz, F. Thiele, L. Goertz, D. Zopfs, A.-K. Meißner, G. Fürtjes, M. Perkuhn, C. Kabbasch, S. Grau, J. Borggrefe, K.R. Laukamp
American Journal of Neuroradiology Apr 2021, 42 (4) 655-662; DOI: 10.3174/ajnr.A6982
Automated Detection and Segmentation of Brain Metastases in Malignant Melanoma: Evaluation of a Dedicated Deep Learning Model
L. Pennig, R. Shahzad, L. Caldeira, S. Lennartz, F. Thiele, L. Goertz, D. Zopfs, A.-K. Meißner, G. Fürtjes, M. Perkuhn, C. Kabbasch, S. Grau, J. Borggrefe, K.R. Laukamp
American Journal of Neuroradiology Apr 2021, 42 (4) 655-662; DOI: 10.3174/ajnr.A6982
Jump to section
Related Articles
Cited By...
This article has been cited by the following articles in journals that are participating in Crossref Cited-by Linking.
- Khalil Aljohani, Turki TurkiAI 2022 3 2
- Stephanie T. Jünger, Ulrike Cornelia Isabel Hoyer, Diana Schaufler, Kai Roman Laukamp, Lukas Goertz, Frank Thiele, Jan‐Peter Grunz, Marc Schlamann, Michael Perkuhn, Christoph Kabbasch, Thorsten Persigehl, Stefan Grau, Jan Borggrefe, Matthias Scheffler, Rahil Shahzad, Lenhard PennigJournal of Magnetic Resonance Imaging 2021 54 5
- Josef A. Buchner, Florian Kofler, Lucas Etzel, Michael Mayinger, Sebastian M. Christ, Thomas B. Brunner, Andrea Wittig, Björn Menze, Claus Zimmer, Bernhard Meyer, Matthias Guckenberger, Nicolaus Andratschke, Rami A. El Shafie, Jürgen Debus, Susanne Rogers, Oliver Riesterer, Katrin Schulze, Horst J. Feldmann, Oliver Blanck, Constantinos Zamboglou, Konstantinos Ferentinos, Robert Wolff, Kerstin A. Eitz, Stephanie E. Combs, Denise Bernhardt, Benedikt Wiestler, Jan C. PeekenRadiotherapy and Oncology 2023 178
- Burak B. Ozkara, Melissa M. Chen, Christian Federau, Mert Karabacak, Tina M. Briere, Jing Li, Max WintermarkCancers 2023 15 2
- Gabriel Chartrand, Ramón D. Emiliani, Sophie A. Pawlowski, Daniel A. Markel, Houda Bahig, Alexandre Cengarle‐Samak, Selvan Rajakesari, Jeremi Lavoie, Simon Ducharme, David RobergeJournal of Magnetic Resonance Imaging 2022 56 6
- Irada Pflüger, Tassilo Wald, Fabian Isensee, Marianne Schell, Hagen Meredig, Kai Schlamp, Denise Bernhardt, Gianluca Brugnara, Claus Peter Heußel, Juergen Debus, Wolfgang Wick, Martin Bendszus, Klaus H Maier-Hein, Philipp VollmuthNeuro-Oncology Advances 2022 4 1
- Wireko Andrew Awuah, Favour Tope Adebusoye, Jack Wellington, Lian David, Abdus Salam, Amanda Leong Weng Yee, Edouard Lansiaux, Rohan Yarlagadda, Tulika Garg, Toufik Abdul-Rahman, Jacob Kalmanovich, Goshen David Miteu, Mrinmoy Kundu, Nikitina Iryna MykolaivnaWorld Neurosurgery: X 2024 23
- Jon André Ottesen, Darvin Yi, Elizabeth Tong, Michael Iv, Anna Latysheva, Cathrine Saxhaug, Kari Dolven Jacobsen, Åslaug Helland, Kyrre Eeg Emblem, Daniel L. Rubin, Atle Bjørnerud, Greg Zaharchuk, Endre GrøvikFrontiers in Neuroinformatics 2023 16
- Siangruei Wu, Yihong Wu, Haoyun Chang, Florence T. Su, Hengchun Liao, Wanju Tseng, Chunchih Liao, Feipei Lai, Fengming Hsu, Furen XiaoApplied Sciences 2021 11 19
- Lenhard Pennig, Ulrike Cornelia Isabel Hoyer, Alexandra Krauskopf, Rahil Shahzad, Stephanie T. Jünger, Frank Thiele, Kai Roman Laukamp, Jan-Peter Grunz, Michael Perkuhn, Marc Schlamann, Christoph Kabbasch, Jan Borggrefe, Lukas GoertzNeuroradiology 2021 63 12
More in this TOC Section
Adult Brain
Functional
Similar Articles
Advertisement