Artificial intelligence for detection and characterization of pulmonary nodules in lung cancer CT screening: ready for practice?

被引：60

作者：

Schreuder, Anton ^{[1
]}

Scholten, Ernst T. ^{[1
]}

van Ginneken, Bram ^{[1
,2
]}

Jacobs, Colin ^{[1
]}

机构：

[1] Radboudumc, Dept Radiol Nucl Med & Anat, Geert Grootepl 10, NL-6525 GA Nijmegen, Netherlands

[2] Fraunhofer MEVIS, Bremen, Germany

来源：

TRANSLATIONAL LUNG CANCER RESEARCH | 2021年 / 10卷 / 05期

关键词：

Lung cancer; artificial intelligence (AI); computed tomography (CT); pulmonary nodule; COMPUTER-AIDED DETECTION; LOW-DOSE CT; AUTOMATIC DETECTION; 2ND READER; BASE-LINE; PERFORMANCE; VALIDATION; PREDICTION; MORTALITY; VOLUME;

D O I：

10.21037/tlcr-2020-lcs-06

中图分类号：

R73 [肿瘤学];

学科分类号：

100214 ;

摘要：

Lung cancer computed tomography (CT) screening trials using low-dose CT have repeatedly demonstrated a reduction in the number of lung cancer deaths in the screening group compared to a control group. With various countries currently considering the implementation of lung cancer screening, recurring discussion points are, among others, the potentially high false positive rates, cost-effectiveness, and the availability of radiologists for scan interpretation. Artificial intelligence (AI) has the potential to increase the efficiency of lung cancer screening. We discuss the performance levels of AI algorithms for various tasks related to the interpretation of lung screening CT scans, how they compare to human experts, and how AI and humans may complement each other. We discuss how AI may be used in the lung cancer CT screening workflow according to the current evidence and describe the additional research that will be required before AI can take a more prominent role in the analysis of lung screening CT scans.

引用

页码：2378 / 2388

页数：11

共 76 条

[61] Validation, comparison, and combination of algorithms for automatic detection of pulmonary nodules in computed tomography images: The LUNA16 challenge [J].

Setio, Arnaud Arindra Adiyoso ;

Traverso, Alberto ;

de Bel, Thomas ;

Berens, Moira S. N. ;

van den Bogaard, Cas ;

Cerello, Piergiorgio ;

Chen, Hao ;

Dou, Qi ;

Evelina Fantacci, Maria ;

Geurts, Bram ;

van der Gugten, Robbert ;

Heng, Pheng Ann ;

Jansen, Bart ;

de Kaste, Michael M. J. ;

Kotov, Valentin ;

Lin, Jack Yu-Hung ;

Manders, Jeroen T. M. C. ;

Sonora-Mengana, Alexander ;

Carlos Garcia-Naranjo, Juan ;

Papavasileiou, Evgenia ;

Prokop, Mathias ;

Saletta, Marco ;

Schaefer-Prokop, Cornelia M. ;

Scholten, Ernst T. ;

Scholten, Luuk ;

Snoeren, Miranda M. ;

Lopez Torres, Ernesto ;

Vandemeulebroucke, Jef ;

Walasek, Nicole ;

Zuidhof, Guido C. A. ;

van Ginneken, Bram ;

Jacobs, Colin .

MEDICAL IMAGE ANALYSIS, 2017, 42 :1-13

[62] Detection of Subsolid Nodules in Lung Cancer Screening Complementary Sensitivity of Visual Reading and Computer-Aided Diagnosis [J].

Silva, Mario ;

Schaefer-Prokop, Cornelia M. ;

Jacobs, Colin ;

Capretti, Giovanni ;

Ciompi, Francesco ;

van Ginneken, Bram ;

Pastorino, Ugo ;

Sverzellati, Nicola .

INVESTIGATIVE RADIOLOGY, 2018, 53 (08) :441-449

[63] Detection and size measurements of pulmonary nodules in ultra-low-dose CT with iterative reconstruction compared to low dose [J].

Sui, Xin ;

Meinel, Felix G. ;

Song, Wei ;

Xu, Xiaoli ;

Wang, Zixing ;

Wang, Yuyan ;

Jin, Zhengyu ;

Chen, Jiuhong ;

Vliegenthart, Rozemarijn ;

Schoepf, U. Joseph .

EUROPEAN JOURNAL OF RADIOLOGY, 2016, 85 (03) :564-570

[64] Predicting Malignancy Risk of Screen-Detected Lung Nodules-Mean Diameter or Volume [J].

Tammemagi, Martin ;

Ritchie, Alex J. ;

Atkar-Khattra, Sukhinder ;

Dougherty, Brendan ;

Sanghera, Calvin ;

Mayo, John R. ;

Yuan, Ren ;

Manos, Darla ;

McWilliams, Annette M. ;

Schmidt, Heidi ;

Gingras, Michel ;

Pasian, Sergio ;

Stewart, Lori ;

Tsai, Scott ;

Seely, Jean M. ;

Burrowes, Paul ;

Bhatia, Rick ;

Haider, Ehsan A. ;

Boylan, Colm ;

Jacobs, Colin ;

van Ginneken, Bram ;

Tsao, Ming-Sound ;

Lam, Stephen .

JOURNAL OF THORACIC ONCOLOGY, 2019, 14 (02) :203-211

[65] Lung Nodule Computer-Aided Detection as a Second Reader: Influence on Radiology Residents [J].

Teague, Shawn D. ;

Trilikis, George ;

Dharaiya, Ekta .

JOURNAL OF COMPUTER ASSISTED TOMOGRAPHY, 2010, 34 (01) :35-39

[66] Comparing and combining algorithms for computer-aided detection of pulmonary nodules in computed tomography scans: The ANODE09 study [J].

van Ginneken, Bram ;

Armato, Samuel G., III ;

de Hoop, Bartjan ;

van Amelsvoort-van de Vorst, Saskia ;

Duindam, Thomas ;

Niemeijer, Meindert ;

Murphy, Keelin ;

Schilham, Arnold ;

Retico, Alessandra ;

Fantacci, Maria Evelina ;

Camarlinghi, Niccolo ;

Bagagli, Francesco ;

Gori, Ilaria ;

Hara, Takeshi ;

Fujita, Hiroshi ;

Gargano, Gianfranco ;

Bellotti, Roberto ;

Tangaro, Sabina ;

Bolanos, Lourdes ;

De Carlo, Francesco ;

Cerello, Piergiorgio ;

Cheran, Sorin Cristian ;

Lopez Torres, Ernesto ;

Prokop, Mathias .

MEDICAL IMAGE ANALYSIS, 2010, 14 (06) :707-722

[67] Observer variability for Lung-RADS categorisation of lung cancer screening CTs: impact on patient management [J].

van Riel, Sarah J. ;

Jacobs, Colin ;

Scholten, Ernst Th. ;

Wittenberg, Rianne ;

Wille, Mathilde M. Winkler ;

de Hoop, Bartjan ;

Sprengers, Ralf ;

Mets, Onno M. ;

Geurts, Bram ;

Prokop, Mathias ;

Schaefer-Prokop, Cornelia ;

van Ginneken, Bram .

EUROPEAN RADIOLOGY, 2019, 29 (02) :924-931

[68] Malignancy risk estimation of pulmonary nodules in screening CTs: Comparison between a computer model and human observers [J].

van Riel, Sarah J. ;

Ciompi, Francesco ;

Wille, Mathilde M. Winkler ;

Dirksen, Asger ;

Lam, Stephen ;

Scholten, Ernst Th. ;

Rossi, Santiago E. ;

Sverzellati, Nicola ;

Naqibullah, Matiullah ;

Wittenberg, Rianne ;

Hovinga-de Boer, Marieke C. ;

Snoeren, Miranda ;

Peters-Bax, Liesbeth ;

Mets, Onno ;

Brink, Monique ;

Prokop, Mathias ;

Schaefer-Prokop, Cornelia ;

van Ginneken, Bram .

PLOS ONE, 2017, 12 (11)

[69] Malignancy risk estimation of screen-detected nodules at baseline CT: comparison of the PanCan model, Lung-RADS and NCCN guidelines [J].

van Riel, Sarah J. ;

Ciompi, Francesco ;

Jacobs, Colin ;

Wille, Mathilde M. Winkler ;

Scholten, Ernst Th. ;

Naqibullah, Matiullah ;

Lam, Stephen ;

Prokop, Mathias ;

Schaefer-Prokop, Cornelia ;

van Ginneken, Bram .

EUROPEAN RADIOLOGY, 2017, 27 (10) :4019-4029

[70] Lung nodule CAD software as a second reader: A multicenter study [J].

White, Charles S. ;

Pugatch, Robert ;

Koonce, Thomas ;

Rust, Steven W. ;

Dharaiya, Ekta .

ACADEMIC RADIOLOGY, 2008, 15 (03) :326-333

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