Preoperative assessment of lymph node metastasis in Colon Cancer patients using machine learning: a pilot study

被引：0
作者：
Aydin Eresen
Yu Li
Jia Yang
Junjie Shangguan
Yury Velichko
Vahid Yaghmai
Al B. Benson
Zhuoli Zhang
机构：
[1] Northwestern University,Department of Radiology, Feinberg School of Medicine
[2] The Affiliated Hospital of Qingdao University,Department of Gastrointestinal Surgery
[3] University of California,Department of Radiological Sciences, School of Medicine
[4] Robert H. Lurie Comprehensive Cancer Center of Northwestern University,Division of Hematology and Oncology, Feinberg School of Medicine
[5] Northwestern University,undefined
来源：
Cancer Imaging | / 20卷
关键词：
Colon cancer; Computed tomography; Machine learning; Metastatic lymph node; Texture analysis;
D O I：
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[1]  
Bray F(2018)Global cancer statistics 2018: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries CA Cancer J Clin 68 394-197
[2]  
Ferlay J(2011)Clinical significance of lymph node ratio and location of nodal involvement in patients with right colon cancer Dig Surg 28 190-1134
[3]  
Soerjomataram I(2016)Adjuvant therapy for Colon Cancer: small steps toward precision medicine JAMA Oncology 2 1133-1379
[4]  
Siegel RL(2018)Rectal cancer, version 2.2018, NCCN clinical practice guidelines in oncology J Natl Compr Cancer Netw 16 874-1781
[5]  
Torre LA(2008)CT staging of colon cancer Clin Radiol 63 1372-e020107e
[6]  
Jemal A(2014)The value of pre-operative computed tomography scanning for the assessment of lymph node status in patients with colon cancer Eur J Surg Oncol 40 1777-1632
[7]  
Kobayashi H(2018)The prognostic significance of lymph node size in node-positive colon cancer PloS One 13 e0201072-77.e3
[8]  
Enomoto M(2003)Predictive factors for lymph node metastasis in t1 stage colorectal carcinomas Dis Colon Rectum 46 1626-403
[9]  
Higuchi T(2016)A model based on pathologic features of superficial esophageal adenocarcinoma complements clinical node staging in determining risk of metastasis to lymph nodes Clin Gastroenterol Hepatol 14 369-824
[10]  
Uetake H(2017)A model predicting lymph node status for patients with clinical stage T1aN0-2M0 nonsmall cell lung Cancer Chin Med J 130 398-6911
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