Abdullah A Memon, Mohamed Khalil, Oscar Villarreal Espinosa, Imaad Said, Eric Yang, Jazzmyne A Adams, David R Friedland, Masoud Khani, Jake Luo, Rachel Kuehn, Anne Frei, Jamie Foeckler, Kenneth Akakpo, Becky Massey, Michael Stadler, Stuart Wong, Heather A Himburg, Musaddiq J Awan, Jennifer Bruening, Joseph Zenga
{"title":"Tumoral Skin Invasion Is an Independent Predictor of Rapid Recurrence in Head and Neck Cancer.","authors":"Abdullah A Memon, Mohamed Khalil, Oscar Villarreal Espinosa, Imaad Said, Eric Yang, Jazzmyne A Adams, David R Friedland, Masoud Khani, Jake Luo, Rachel Kuehn, Anne Frei, Jamie Foeckler, Kenneth Akakpo, Becky Massey, Michael Stadler, Stuart Wong, Heather A Himburg, Musaddiq J Awan, Jennifer Bruening, Joseph Zenga","doi":"10.1002/hed.70066","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Head and neck squamous cell carcinoma (HNSCC) is an aggressive malignancy, with 50% of patients recurring. A subset of patients experience rapid recurrence (RR) postoperatively but prior to adjuvant therapy. This study identifies factors associated with RR and additional recurrence intervals: short-interval recurrence (SIR) and standard recurrence (SR).</p><p><strong>Methods: </strong>Retrospective 10-year review of 246 HNSCC patients undergoing surgery with adjuvant therapy. Recurrence was categorized as RR (prior to initiation of adjuvant therapy), SIR (≤ 6 months post-adjuvant therapy), and SR (> 6 months post-adjuvant therapy). Univariate analysis (UVA), multivariate analysis (MVA), and machine learning Random Forest models were employed to identify predictors of each recurrence interval.</p><p><strong>Results: </strong>Of the 246 patients, 89 recurred (45 SR, 27 SIR, 17 RR). On MVA, skin invasion (OR = 3.492, p = 0.039) was a unique predictor of RR. Random Forest feature importance also revealed skin invasion, along with nodal status, tobacco pack-years, and tumor size as predictors with strong performance (accuracy 93%, AUC 0.96, F1 0.93).</p><p><strong>Conclusion: </strong>Skin invasion is a unique independent predictor of RR, confirmed by two statistical models. These patients warrant further study.</p>","PeriodicalId":55072,"journal":{"name":"Head and Neck-Journal for the Sciences and Specialties of the Head and Neck","volume":" ","pages":""},"PeriodicalIF":2.2000,"publicationDate":"2025-10-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Head and Neck-Journal for the Sciences and Specialties of the Head and Neck","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1002/hed.70066","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"OTORHINOLARYNGOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Background: Head and neck squamous cell carcinoma (HNSCC) is an aggressive malignancy, with 50% of patients recurring. A subset of patients experience rapid recurrence (RR) postoperatively but prior to adjuvant therapy. This study identifies factors associated with RR and additional recurrence intervals: short-interval recurrence (SIR) and standard recurrence (SR).
Methods: Retrospective 10-year review of 246 HNSCC patients undergoing surgery with adjuvant therapy. Recurrence was categorized as RR (prior to initiation of adjuvant therapy), SIR (≤ 6 months post-adjuvant therapy), and SR (> 6 months post-adjuvant therapy). Univariate analysis (UVA), multivariate analysis (MVA), and machine learning Random Forest models were employed to identify predictors of each recurrence interval.
Results: Of the 246 patients, 89 recurred (45 SR, 27 SIR, 17 RR). On MVA, skin invasion (OR = 3.492, p = 0.039) was a unique predictor of RR. Random Forest feature importance also revealed skin invasion, along with nodal status, tobacco pack-years, and tumor size as predictors with strong performance (accuracy 93%, AUC 0.96, F1 0.93).
Conclusion: Skin invasion is a unique independent predictor of RR, confirmed by two statistical models. These patients warrant further study.
期刊介绍:
Head & Neck is an international multidisciplinary publication of original contributions concerning the diagnosis and management of diseases of the head and neck. This area involves the overlapping interests and expertise of several surgical and medical specialties, including general surgery, neurosurgery, otolaryngology, plastic surgery, oral surgery, dermatology, ophthalmology, pathology, radiotherapy, medical oncology, and the corresponding basic sciences.