Literature DB >> 28269942

Development of a Novel Markov Chain Model for the Prediction of Head and Neck Squamous Cell Carcinoma Dissemination.

Hyunggu Jung1, Anthony Law2, Eli Grunblatt3, Lucy L Wang1, Aaron Kusano4, Jose L V Mejino5, Mark E Whipple6.   

Abstract

Prediction of microscopic tumor spread to regional lymph nodes can assist in radiation planning for cancer treatment. However, it is still challenging to predict tumor spread. In this paper, we present a unique approach to modeling how tumor cells disseminate to form regional metastases. This involves leveraging well established knowledge resources and commonly held notions of how cancer spreads. Using patient data, we utilized our approach to create a model of metastasis for the subset of head and neck squamous cell carcinoma that arises in the mucosa of the lateral tongue. The model was created using a training set extracted from the clinical records of 50 patients with tumors of this type who presented to the University of Washington head and tumor board over a three and half year period. The test sets consist of four case series drawn from the literature.

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Year:  2017        PMID: 28269942      PMCID: PMC5333213     

Source DB:  PubMed          Journal:  AMIA Annu Symp Proc        ISSN: 1559-4076


  8 in total

Review 1.  Selection and delineation of lymph node target volumes in head and neck conformal radiotherapy. Proposal for standardizing terminology and procedure based on the surgical experience.

Authors:  V Grégoire; E Coche; G Cosnard; M Hamoir; H Reychler
Journal:  Radiother Oncol       Date:  2000-08       Impact factor: 6.280

2.  Histological distribution of cervical lymph node metastases from intraoral/oropharyngeal squamous cell carcinomas.

Authors:  J A Woolgar
Journal:  Br J Oral Maxillofac Surg       Date:  1999-06       Impact factor: 1.651

3.  Relevance of skip metastases for squamous cell carcinoma of the oral tongue and the floor of the mouth.

Authors:  Fernando L Dias; Roberto A Lima; Jacob Kligerman; Terence P Farias; Jose Roberto N Soares; Gabriel Manfro; Geraldo M Sa
Journal:  Otolaryngol Head Neck Surg       Date:  2006-03       Impact factor: 3.497

4.  Role of positron emission tomography in the treatment of occult disease in head-and-neck cancer: a modeling approach.

Authors:  Mark H Phillips; Wade P Smith; Upendra Parvathaneni; George E Laramore
Journal:  Int J Radiat Oncol Biol Phys       Date:  2010-05-25       Impact factor: 7.038

5.  A Markov model approach to predicting regional tumor spread in the lymphatic system of the head and neck.

Authors:  Noah Benson; Mark Whipple; Ira J Kalet
Journal:  AMIA Annu Symp Proc       Date:  2006

6.  Patterns of cervical lymph node metastases in oral tongue squamous cell carcinoma: implications for elective and therapeutic neck dissection.

Authors:  E Dogan; H O Cetinayak; S Sarioglu; T K Erdag; A O Ikiz
Journal:  J Laryngol Otol       Date:  2014-02-19       Impact factor: 1.469

7.  Treatment of contralateral N0 neck in early squamous cell carcinoma of the oral tongue: elective neck dissection versus observation.

Authors:  Young Chang Lim; Jin Seok Lee; Bon Seok Koo; Se-Heon Kim; Young-Ho Kim; Eun Chang Choi
Journal:  Laryngoscope       Date:  2006-03       Impact factor: 3.325

8.  Multivariate predictors of occult neck metastasis in early oral tongue cancer.

Authors:  Anthony Sparano; Gregory Weinstein; Ara Chalian; Mike Yodul; Randal Weber
Journal:  Otolaryngol Head Neck Surg       Date:  2004-10       Impact factor: 3.497

  8 in total

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