과제정보
This study was supported by a Basic Science Research Program through the National Research Foundation of Korea (NRF) funded by the Ministry of Education (NRF-2018R1D1A1B07048179).
참고문헌
- Qiu M, Hu J, Yang D, Cosgrove DP, Xu R. Pattern of distant metastases in colorectal cancer: a SEER based study. Oncotarget 2015;6:38658-38666 https://doi.org/10.18632/oncotarget.6130
- Bray F, Ferlay J, Soerjomataram I, Siegel RL, Torre LA, Jemal A. Global cancer statistics 2018: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin 2018;68:394-424 https://doi.org/10.3322/caac.21492
- Manfredi S, Lepage C, Hatem C, Coatmeur O, Faivre J, Bouvier AM. Epidemiology and management of liver metastases from colorectal cancer. Ann Surg 2006;244:254-259 https://doi.org/10.1097/01.sla.0000217629.94941.cf
- Hackl C, Neumann P, Gerken M, Loss M, Klinkhammer-Schalke M, Schlitt HJ. Treatment of colorectal liver metastases in Germany: a ten-year population-based analysis of 5772 cases of primary colorectal adenocarcinoma. BMC Cancer 2014;14:810
- Engstrand J, Nilsson H, Stromberg C, Jonas E, Freedman J. Colorectal cancer liver metastases - a population-based study on incidence, management and survival. BMC Cancer 2018;18:78
- Valls C, Andia E, Sanchez A, Guma A, Figueras J, Torras J, et al. Hepatic metastases from colorectal cancer: preoperative detection and assessment of resectability with helical CT. Radiology 2001;218:55-60 https://doi.org/10.1148/radiology.218.1.r01dc1155
- Scheer A, Auer RA. Surveillance after curative resection of colorectal cancer. Clin Colon Rectal Surg 2009;22:242-250 https://doi.org/10.1055/s-0029-1242464
- Dhir M, Sasson AR. Surgical management of liver metastases from colorectal cancer. J Oncol Pract 2016;12:33-39 https://doi.org/10.1200/JOP.2015.009407
- Bilello M, Gokturk SB, Desser T, Napel S, Jeffrey RB Jr, Beaulieu CF. Automatic detection and classification of hypodense hepatic lesions on contrast-enhanced venous-phase CT. Med Phys 2004;31:2584-2593 https://doi.org/10.1118/1.1782674
- Schwier M, Moltz JH, Peitgen HO. Object-based analysis of CT images for automatic detection and segmentation of hypodense liver lesions. Int J Comput Assist Radiol Surg 2011;6:737-747 https://doi.org/10.1007/s11548-011-0562-8
- Chi Y, Zhou J, Venkatesh SK, Huang S, Tian Q, Hennedige T, et al. Computer-aided focal liver lesion detection. Int J Comput Assist Radiol Surg 2013;8:511-525 https://doi.org/10.1007/s11548-013-0832-8
- Gulshan V, Peng L, Coram M, Stumpe MC, Wu D, Narayanaswamy A, et al. Development and validation of a deep learning algorithm for detection of diabetic retinopathy in retinal fundus photographs. JAMA 2016;316:2402-2410 https://doi.org/10.1001/jama.2016.17216
- Nam JG, Park S, Hwang EJ, Lee JH, Jin KN, Lim KY, et al. Development and validation of deep learning-based automatic detection algorithm for malignant pulmonary nodules on chest radiographs. Radiology 2019;290:218-228 https://doi.org/10.1148/radiol.2018180237
- Wang J, Yang X, Cai H, Tan W, Jin C, Li L. Discrimination of breast cancer with microcalcifications on mammography by deep learning. Sci Rep 2016;6:27327
- Yasaka K, Akai H, Abe O, Kiryu S. Deep learning with convolutional neural network for differentiation of liver masses at dynamic contrast-enhanced CT: a preliminary study. Radiology 2018;286:887-896 https://doi.org/10.1148/radiol.2017170706
- Vivanti R, Joskowicz L, Lev-Cohain N, Ephrat A, Sosna J. Patient-specific and global convolutional neural networks for robust automatic liver tumor delineation in follow-up CT studies. Med Biol Eng Comput 2018;56:1699-1713 https://doi.org/10.1007/s11517-018-1803-6
- Yan K, Bagheri M, Summers RM. 3D context enhanced region-based convolutional neural network for end-to-end lesion detection. International Conference on Medical Image Computing and Computer-Assisted Intervention. Cham: Springer, 2018:511-519
- Horton KM, Abrams RA, Fishman EK. Spiral CT of colon cancer: imaging features and role in management. Radiographics 2000;20:419-430 https://doi.org/10.1148/radiographics.20.2.g00mc14419
- Seo N, Park MS, Han K, Lee KH, Park SH, Choi GH, et al. Magnetic resonance imaging for colorectal cancer metastasis to the liver: comparative effectiveness research for the choice of contrast agents. Cancer Res Treat 2018;50:60-70 https://doi.org/10.4143/crt.2016.533
- Redmon J, Farhadi A. Yolov3: an incremental improvement. arXiv preprint 2018;arXiv:1804.02767
- de Hoop B, De Boo DW, Gietema HA, van Hoorn F, Mearadji B, Schijf L, et al. Computer-aided detection of lung cancer on chest radiographs: effect on observer performance. Radiology 2010;257:532-540 https://doi.org/10.1148/radiol.10092437
- Chakraborty DP, Berbaum KS. Observer studies involving detection and localization: modeling, analysis, and validation. Med Phys 2004;31:2313-2330 https://doi.org/10.1118/1.1769352
- Landis JR, Koch GG. The measurement of observer agreement for categorical data. Biometrics 1977;33:159-174 https://doi.org/10.2307/2529310
- Choi SH, Kim SY, Park SH, Kim KW, Lee JY, Lee SS, et al. Diagnostic performance of CT, gadoxetate disodium-enhanced MRI, and PET/CT for the diagnosis of colorectal liver metastasis: systematic review and meta-analysis. J Magn Reson Imaging 2018;47:1237-1250 https://doi.org/10.1002/jmri.25852
- Adam R, Delvart V, Pascal G, Valeanu A, Castaing D, Azoulay D, et al. Rescue surgery for unresectable colorectal liver metastases downstaged by chemotherapy: a model to predict long-term survival. Ann Surg 2004;240:644-657; discussion 657-648 https://doi.org/10.1097/01.sla.0000141198.92114.f6
- Schwartz LH, Gandras EJ, Colangelo SM, Ercolani MC, Panicek DM. Prevalence and importance of small hepatic lesions found at CT in patients with cancer. Radiology 1999;210:71-74 https://doi.org/10.1148/radiology.210.1.r99ja0371
- Jones EC, Chezmar JL, Nelson RC, Bernardino ME. The frequency and significance of small (less than or equal to 15 mm) hepatic lesions detected by CT. AJR Am J Roentgenol 1992;158:535-539 https://doi.org/10.2214/ajr.158.3.1738990
- Garden OJ, Rees M, Poston GJ, Mirza D, Saunders M, Ledermann J, et al. Guidelines for resection of colorectal cancer liver metastases. Gut 2006;55 Suppl 3:iii1-8