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Meves A, Nikolova E, Heim JB, Squirewell EJ, Cappel MA, Pittelkow MR, Otley CC, Behrendt N, Saunte DM, Lock-Andersen J, Schenck LA, Weaver AL, Suman VJ. Tumor Cell Adhesion As a Risk Factor for Sentinel Lymph Node Metastasis in Primary Cutaneous Melanoma. J Clin Oncol 2015; 33:2509-15. [PMID: 26150443 DOI: 10.1200/jco.2014.60.7002] [Citation(s) in RCA: 51] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
PURPOSE Less than 20% of patients with melanoma who undergo sentinel lymph node (SLN) biopsy based on American Society of Clinical Oncology/Society of Surgical Oncology recommendations are SLN positive. We present a multi-institutional study to discover new molecular risk factors associated with SLN positivity in thin and intermediate-thickness melanoma. PATIENTS AND METHODS Gene clusters with functional roles in melanoma metastasis were discovered by next-generation sequencing and validated by quantitative polymerase chain reaction using a discovery set of 73 benign nevi, 76 primary cutaneous melanoma, and 11 in-transit melanoma metastases. We then used polymerase chain reaction to quantify gene expression in a model development cohort of 360 consecutive thin and intermediate-thickness melanomas and a validation cohort of 146 melanomas. Outcome of interest was SLN biopsy metastasis within 90 days of melanoma diagnosis. Logic and logistic regression analyses were used to develop a model for the likelihood of SLN metastasis from molecular, clinical, and histologic variables. RESULTS ITGB3, LAMB1, PLAT, and TP53 expression were associated with SLN metastasis. The predictive ability of a model that included these molecular variables in combination with clinicopathologic variables (patient age, Breslow depth, and tumor ulceration) was significantly greater than a model that only considered clinicopathologic variables and also performed well in the validation cohort (area under the curve, 0.93; 95% CI, 0.87 to 0.97; false-positive and false-negative rates of 22% and 0%, respectively, using a 10% cutoff for predicted SLN metastasis risk). CONCLUSION The addition of cell adhesion-linked gene expression variables to clinicopathologic variables improves the identification of patients with SLN metastases within 90 days of melanoma diagnosis.
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Affiliation(s)
- Alexander Meves
- Alexander Meves, Ekaterina Nikolova, Joel B. Heim, Edwin J. Squirewell, Clark C. Otley, Louis A. Schenck, Amy L. Weaver, and Vera J. Suman, Mayo Clinic, Rochester, MN; Mark A. Cappel, Mayo Clinic, Jacksonville, FL; Mark R. Pittelkow, Mayo Clinic, Scottsdale, AZ; and Nille Behrendt, Ditte M. Saunte, and Jorgen Lock-Andersen, Hospital Roskilde, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.
| | - Ekaterina Nikolova
- Alexander Meves, Ekaterina Nikolova, Joel B. Heim, Edwin J. Squirewell, Clark C. Otley, Louis A. Schenck, Amy L. Weaver, and Vera J. Suman, Mayo Clinic, Rochester, MN; Mark A. Cappel, Mayo Clinic, Jacksonville, FL; Mark R. Pittelkow, Mayo Clinic, Scottsdale, AZ; and Nille Behrendt, Ditte M. Saunte, and Jorgen Lock-Andersen, Hospital Roskilde, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Joel B Heim
- Alexander Meves, Ekaterina Nikolova, Joel B. Heim, Edwin J. Squirewell, Clark C. Otley, Louis A. Schenck, Amy L. Weaver, and Vera J. Suman, Mayo Clinic, Rochester, MN; Mark A. Cappel, Mayo Clinic, Jacksonville, FL; Mark R. Pittelkow, Mayo Clinic, Scottsdale, AZ; and Nille Behrendt, Ditte M. Saunte, and Jorgen Lock-Andersen, Hospital Roskilde, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Edwin J Squirewell
- Alexander Meves, Ekaterina Nikolova, Joel B. Heim, Edwin J. Squirewell, Clark C. Otley, Louis A. Schenck, Amy L. Weaver, and Vera J. Suman, Mayo Clinic, Rochester, MN; Mark A. Cappel, Mayo Clinic, Jacksonville, FL; Mark R. Pittelkow, Mayo Clinic, Scottsdale, AZ; and Nille Behrendt, Ditte M. Saunte, and Jorgen Lock-Andersen, Hospital Roskilde, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Mark A Cappel
- Alexander Meves, Ekaterina Nikolova, Joel B. Heim, Edwin J. Squirewell, Clark C. Otley, Louis A. Schenck, Amy L. Weaver, and Vera J. Suman, Mayo Clinic, Rochester, MN; Mark A. Cappel, Mayo Clinic, Jacksonville, FL; Mark R. Pittelkow, Mayo Clinic, Scottsdale, AZ; and Nille Behrendt, Ditte M. Saunte, and Jorgen Lock-Andersen, Hospital Roskilde, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Mark R Pittelkow
- Alexander Meves, Ekaterina Nikolova, Joel B. Heim, Edwin J. Squirewell, Clark C. Otley, Louis A. Schenck, Amy L. Weaver, and Vera J. Suman, Mayo Clinic, Rochester, MN; Mark A. Cappel, Mayo Clinic, Jacksonville, FL; Mark R. Pittelkow, Mayo Clinic, Scottsdale, AZ; and Nille Behrendt, Ditte M. Saunte, and Jorgen Lock-Andersen, Hospital Roskilde, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Clark C Otley
- Alexander Meves, Ekaterina Nikolova, Joel B. Heim, Edwin J. Squirewell, Clark C. Otley, Louis A. Schenck, Amy L. Weaver, and Vera J. Suman, Mayo Clinic, Rochester, MN; Mark A. Cappel, Mayo Clinic, Jacksonville, FL; Mark R. Pittelkow, Mayo Clinic, Scottsdale, AZ; and Nille Behrendt, Ditte M. Saunte, and Jorgen Lock-Andersen, Hospital Roskilde, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Nille Behrendt
- Alexander Meves, Ekaterina Nikolova, Joel B. Heim, Edwin J. Squirewell, Clark C. Otley, Louis A. Schenck, Amy L. Weaver, and Vera J. Suman, Mayo Clinic, Rochester, MN; Mark A. Cappel, Mayo Clinic, Jacksonville, FL; Mark R. Pittelkow, Mayo Clinic, Scottsdale, AZ; and Nille Behrendt, Ditte M. Saunte, and Jorgen Lock-Andersen, Hospital Roskilde, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Ditte M Saunte
- Alexander Meves, Ekaterina Nikolova, Joel B. Heim, Edwin J. Squirewell, Clark C. Otley, Louis A. Schenck, Amy L. Weaver, and Vera J. Suman, Mayo Clinic, Rochester, MN; Mark A. Cappel, Mayo Clinic, Jacksonville, FL; Mark R. Pittelkow, Mayo Clinic, Scottsdale, AZ; and Nille Behrendt, Ditte M. Saunte, and Jorgen Lock-Andersen, Hospital Roskilde, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Jorgen Lock-Andersen
- Alexander Meves, Ekaterina Nikolova, Joel B. Heim, Edwin J. Squirewell, Clark C. Otley, Louis A. Schenck, Amy L. Weaver, and Vera J. Suman, Mayo Clinic, Rochester, MN; Mark A. Cappel, Mayo Clinic, Jacksonville, FL; Mark R. Pittelkow, Mayo Clinic, Scottsdale, AZ; and Nille Behrendt, Ditte M. Saunte, and Jorgen Lock-Andersen, Hospital Roskilde, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Louis A Schenck
- Alexander Meves, Ekaterina Nikolova, Joel B. Heim, Edwin J. Squirewell, Clark C. Otley, Louis A. Schenck, Amy L. Weaver, and Vera J. Suman, Mayo Clinic, Rochester, MN; Mark A. Cappel, Mayo Clinic, Jacksonville, FL; Mark R. Pittelkow, Mayo Clinic, Scottsdale, AZ; and Nille Behrendt, Ditte M. Saunte, and Jorgen Lock-Andersen, Hospital Roskilde, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Amy L Weaver
- Alexander Meves, Ekaterina Nikolova, Joel B. Heim, Edwin J. Squirewell, Clark C. Otley, Louis A. Schenck, Amy L. Weaver, and Vera J. Suman, Mayo Clinic, Rochester, MN; Mark A. Cappel, Mayo Clinic, Jacksonville, FL; Mark R. Pittelkow, Mayo Clinic, Scottsdale, AZ; and Nille Behrendt, Ditte M. Saunte, and Jorgen Lock-Andersen, Hospital Roskilde, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Vera J Suman
- Alexander Meves, Ekaterina Nikolova, Joel B. Heim, Edwin J. Squirewell, Clark C. Otley, Louis A. Schenck, Amy L. Weaver, and Vera J. Suman, Mayo Clinic, Rochester, MN; Mark A. Cappel, Mayo Clinic, Jacksonville, FL; Mark R. Pittelkow, Mayo Clinic, Scottsdale, AZ; and Nille Behrendt, Ditte M. Saunte, and Jorgen Lock-Andersen, Hospital Roskilde, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
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