TY - JOUR
T1 - Esophageal cancer
T2 - Associations with (pN+) lymph node metastases
AU - Rice, Thomas W.
AU - Ishwaran, Hemant
AU - Hofstetter, Wayne L.
AU - Schipper, Paul H.
AU - Kesler, Kenneth A.
AU - Law, Simon
AU - Lerut, Toni
AU - Denlinger, Chadrick E.
AU - Salo, Jarmo A.
AU - Scott, Walter J.
AU - Watson, Thomas J.
AU - Allen, Mark S.
AU - Chen, Long Qi
AU - Rusch, Valerie W.
AU - Cerfolio, Robert J.
AU - Luketich, James D.
AU - Duranceau, Andre
AU - Darling, Gail E.
AU - Pera, Manuel
AU - Apperson-Hansen, Carolyn
AU - Blackstone, Eugene H.
N1 - Funding Information:
This publication was made possible in part by the Clinical and Translational Science Collaborative of Cleveland, UL1TR000439 from the National Center for Advancing Translational Sciences (NCATS) component of the National Institutes of Health and NIH Roadmap for Medical Research. Its contents are solely the responsibility of the authors and do not necessarily represent the official views of the NIH. Other sources of funding included the Gus P. Karos Registry Fund, the Daniel and Karen Lee Endowed Chair in Thoracic Surgery, held by Rice, and the Kenneth Gee and Paula Shaw, PhD, Chair in Heart Research, held by Blackstone. The authors declare no conflicts of interest.
Publisher Copyright:
Copyright © 2016 Wolters Kluwer Health, Inc.
PY - 2017
Y1 - 2017
N2 - Objectives: To identify the associations of lymph node metastases (pN+), number of positive nodes, and pN subclassification with cancer, treatment, patient, geographic, and institutional variables, and to recommend extent of lymphadenectomy needed to accurately detect pN+ for esophageal cancer. Summary Background Data: Limited data and traditional analytic techniques have precluded identifying intricate associations of pN+ with other cancer, treatment, and patient characteristics. Methods: Data on 5806 esophagectomy patients from theWorldwide Esophageal Cancer Collaboration were analyzed by Random Forest machine learning techniques. Results: pN+, number of positive nodes, and pN subclassification were associated with increasing depth of cancer invasion (pT), increasing cancer length, decreasing cancer differentiation (G), and more regional lymph nodes resected. Lymphadenectomy necessary to accurately detect pN+ is 60 for shorter, well-differentiated cancers (<2.5 cm) and 20 for longer, poorly differentiated ones. Conclusions: In esophageal cancer, pN+, increasing number of positive nodes, and increasing pN classification are associated with deeper invading, longer, and poorly differentiated cancers. Consequently, if the goal of lymphadenectomy is to accurately define pN+ status of such cancers, few nodes need to be removed. Conversely, superficial, shorter, and well-differentiated cancers require a more extensive lymphadenectomy to accurately define pN+ status.
AB - Objectives: To identify the associations of lymph node metastases (pN+), number of positive nodes, and pN subclassification with cancer, treatment, patient, geographic, and institutional variables, and to recommend extent of lymphadenectomy needed to accurately detect pN+ for esophageal cancer. Summary Background Data: Limited data and traditional analytic techniques have precluded identifying intricate associations of pN+ with other cancer, treatment, and patient characteristics. Methods: Data on 5806 esophagectomy patients from theWorldwide Esophageal Cancer Collaboration were analyzed by Random Forest machine learning techniques. Results: pN+, number of positive nodes, and pN subclassification were associated with increasing depth of cancer invasion (pT), increasing cancer length, decreasing cancer differentiation (G), and more regional lymph nodes resected. Lymphadenectomy necessary to accurately detect pN+ is 60 for shorter, well-differentiated cancers (<2.5 cm) and 20 for longer, poorly differentiated ones. Conclusions: In esophageal cancer, pN+, increasing number of positive nodes, and increasing pN classification are associated with deeper invading, longer, and poorly differentiated cancers. Consequently, if the goal of lymphadenectomy is to accurately define pN+ status of such cancers, few nodes need to be removed. Conversely, superficial, shorter, and well-differentiated cancers require a more extensive lymphadenectomy to accurately define pN+ status.
KW - Esophageal cancer
KW - PN+
KW - Worldwide esophageal cancer collaboration (WECC)
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U2 - 10.1097/SLA.0000000000001594
DO - 10.1097/SLA.0000000000001594
M3 - Article
C2 - 28009736
AN - SCOPUS:84954357029
SN - 0003-4932
VL - 265
SP - 122
EP - 129
JO - Annals of surgery
JF - Annals of surgery
IS - 1
ER -