Home Dental Radiology Radiomics analysis of [18F]-fluoro-2-deoxyglucose positron emission tomography for the prediction of cervical lymph node metastasis in tongue squamous cell carcinoma

Radiomics analysis of [18F]-fluoro-2-deoxyglucose positron emission tomography for the prediction of cervical lymph node metastasis in tongue squamous cell carcinoma

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  • Castelijns JA, van den Brekel MW. Detection of lymph node metastases in the neck: radiologic criteria. AJNR Am J Neuroradiol. 2001;22:3–4. https://doi.org/10.1148/radiology.192.3.8058923.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Eida S, Sumi M, Yonetsu K, Kimura Y, Nakamura T. Combination of helical CT and Doppler sonography in the follow-up of patients with clinical N0 stage neck disease and oral cancer. AJNR Am J Neuroradiol. 2003;24:312–8.

    PubMed 
    PubMed Central 

    Google Scholar
     

  • Schöder H, Carlson DL, Kraus DH, Stambuk HE, Gönen M, Erdi YE, et al. 18F-FDG PET/CT for detecting nodal metastases in patients with oral cancer staged N0 by clinical examination and CT/MRI. J Nucl Med. 2006;47:755–62.

    PubMed 

    Google Scholar
     

  • Pandeshwar P, Jayanthi K, Raghuram P. Pre-operative contrast enhanced computer tomographic evaluation of cervical nodal metastatic disease in oral squamous cell carcinoma. Indian J Cancer. 2013;50:310–5. https://doi.org/10.4103/0019-509X.123605.

    Article 
    PubMed 

    Google Scholar
     

  • Pfister DG, Ang K, Brizel DM, Burtness BA, Cmelak AJ, Colevas AD, et al. Head and Neck Cancers, version 3.2021, NCCN clinical practice guidelines in oncology. Accessed 20 Sep 2021. http://www.nccn.org/guidelines/guidelines-detail?category=1&id=1437;9:596–650;9:596–650. https://doi.org/10.6004/jnccn.2011.0053

  • D’Cruz AK, Vaish R, Kapre N, Dandekar M, Gupta S, Hawaldar R, et al. Elective versus therapeutic neck dissection in node-negative oral cancer. N Engl J Med. 2015;373:521–9. https://doi.org/10.1056/NEJMoa1506007.

    Article 
    PubMed 

    Google Scholar
     

  • Yuen AP, Wei WI, Wong YM, Tang KC. Elective neck dissection versus observation in the treatment of early oral tongue carcinoma. Head Neck. 1997;19:583–8. https://doi.org/10.1002/(SICI)1097-0347(199710)19:7%3c583::AID-HED4%3e3.0.CO;2-3.

    Article 
    PubMed 

    Google Scholar
     

  • Lim YC, Lee JS, Koo BS, Kim SH, Kim YH, Choi EC. Treatment of contralateral N0 neck in early squamous cell carcinoma of the oral tongue: elective neck dissection versus observation. Laryngoscope. 2006;116:461–5. https://doi.org/10.1097/01.mlg.0000195366.91395.9b.

    Article 
    PubMed 

    Google Scholar
     

  • Kelner N, Vartanian JG, Pinto CA, Coutinho-Camillo CM, Kowalski LP. Does elective neck dissection in T1/T2 carcinoma of the oral tongue and floor of the mouth influence recurrence and survival rates? Br J Oral Maxillofac Surg. 2014;52:590–7. https://doi.org/10.1016/j.bjoms.2014.03.020.

    Article 
    PubMed 

    Google Scholar
     

  • Zhong Y, Yuan M, Zhang T, Zhang YD, Li H, Yu TF. Radiomics approach to prediction of occult mediastinal lymph node metastasis of lung adenocarcinoma. AJR Am J Roentgenol. 2018;211:109–13. https://doi.org/10.2214/AJR.17.19074.

    Article 
    PubMed 

    Google Scholar
     

  • Cui X, Wang N, Zhao Y, Chen S, Li S, Xu M, et al. Preoperative prediction of axillary lymph node metastasis in breast cancer using radiomics features of DCE-MRI. Sci Rep. 2019. https://doi.org/10.1038/s41598-019-38502-0.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Japanese Society for Head and Neck cancer guidelines for the treatment of oral cancer. Accessed 30 Jun 2021. http://www.jsco-cpg.jp/headandneck-cancer/algo/#III-B-1

  • Japanese Society of Oral Oncology guidelines for the treatment of oral cancer. Accessed 30 Jun 2021. https://www.jstage.jst.go.jp/article/jsot1989/19/3/19_3_139/_pdf/-char/ja

  • Yamamoto E, Miyakawa A, Kohama G. Mode of invasion and lymph node metastasis in squamous cell carcinoma of the oral cavity. Head Neck Surg. 1984;6:938–47. https://doi.org/10.1002/hed.2890060508.

    Article 
    PubMed 

    Google Scholar
     

  • Vallières M, Freeman CR, Skamene SR, El Naqa I. A radiomics model from joint FDG-PET and MRI texture features for the prediction of lung metastases in soft-tissue sarcomas of the extremities. Phys Med Biol. 2015;60:5471–96. https://doi.org/10.1088/0031-9155/60/14/5471.

    Article 
    PubMed 

    Google Scholar
     

  • Haga A, Takahashi W, Aoki S, Nawa K, Yamashita H, Abe O, et al. Classification of early stage non-small cell lung cancers on computed tomographic images into histological types using radiomic features: interobserver delineation variability analysis. Radiol Phys Technol. 2018;11:27–35. https://doi.org/10.1007/s12194-017-0433-2.

    Article 
    PubMed 

    Google Scholar
     

  • Di Martino E, Nowak B, Hassan HA, Hausmann R, Adam G, Buell U, et al. Diagnosis and staging of head and neck cancer: a comparison of modern imaging modalities (positron emission tomography, computed tomography, color-coded duplex sonography) with panendoscopic and histopathologic findings. Arch Otolaryngol Head Neck Surg. 2000;126:1457–61. https://doi.org/10.1001/archotol.126.12.1457.

    Article 
    PubMed 

    Google Scholar
     

  • Ahn PH, Garg MK. Positron emission tomography/computed tomography for target delineation in head and neck cancers. Semin Nucl Med. 2008;38:141–8. https://doi.org/10.1053/j.semnuclmed.2007.11.002.

    Article 
    PubMed 

    Google Scholar
     

  • Houweling AC, Wolf AL, Vogel WV, Hamming-Vrieze O, van Vliet-Vroegindeweij CV, van de Kamer JB, et al. FDG-PET and diffusion-weighted MRI in head-and-neck cancer patients: implications for dose painting. Radiother Oncol. 2013;106:250–4. https://doi.org/10.1016/j.radonc.2013.01.003.

    Article 
    PubMed 

    Google Scholar
     

  • Yan O, Wang H, Han Y, Fu S, Chen Y, Liu F. Prognostic relevance of 18F-FDG-PET/CT-guided target volume delineation in loco-regionally advanced nasopharyngeal carcinomas: a comparative study. Front Oncol. 2021;11: 709622. https://doi.org/10.3389/fonc.2021.709622.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Lee SJ, Choi JY, Lee HJ, Baek CH, Son YI, Hyun SH, et al. Prognostic value of volume-based 18F-fluorodeoxyglucose PET/CT parameters in patients with clinically node-negative oral tongue squamous cell carcinoma. Korean J Radiol. 2012;13:752–9. https://doi.org/10.3348/kjr.2012.13.6.752.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Thomas TO, Refaat T, Choi M, Bacchus I, Sachdev S, Rademaker AW, et al. Brachial plexus dose tolerance in head and neck cancer patients treated with sequential intensity modulated radiation therapy. Radiat Oncol. 2015;10:94. https://doi.org/10.1186/s13014-015-0409-5.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Merlotti A, Alterio D, Vigna-Taglianti RV, Muraglia A, Lastrucci L, Manzo R, et al. Technical guidelines for head and neck cancer IMRT on behalf of the Italian association of radiation oncology – head and neck working group. Radiat Oncol. 2014;9:264. https://doi.org/10.1186/s13014-014-0264-9.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Zhou Z, Chen L, Sher D, Zhang Q, Shah J, Pham NL, et al. Predicting lymph node metastasis in head and neck cancer by combining many-objective radiomics and 3-dimensional convolutional neural network through evidential reasoning. Annu Int Conf IEEE Eng Med Biol Soc. 2018. https://doi.org/10.1109/EMBC.2018.8513070.

    Article 
    PubMed 

    Google Scholar
     

  • Haider SP, Zeevi T, Baumeister P, Reichel C, Sharaf K, Forghani R, et al. Potential added value of PET/CT radiomics for survival prognostication beyond AJCC 8th edition staging in oropharyngeal squamous cell carcinoma. Cancers (Basel). 2020;12:1778. https://doi.org/10.3390/cancers12071778.

    Article 

    Google Scholar
     

  • Martens RM, Koopman T, Noij DP, Pfaehler E, Übelhör C, Sharma S, et al. Predictive value of quantitative 18F-FDG-PET radiomics analysis in patients with head and neck squamous cell carcinoma. EJNMMI Res. 2020;10:102. https://doi.org/10.1186/s13550-020-00686-2.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Chen L, Zhou Z, Sher D, Zhang Q, Shah J, Pham NL, et al. Combining many-objective radiomics and 3D convolutional neural network through evidential reasoning to predict lymph node metastasis in head and neck cancer. Phys Med Biol. 2019;64: 075011. https://doi.org/10.1088/1361-6560/ab083a.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Zhai TT, Langendijk JA, van Dijk LV, Halmos GB, Witjes MJH, Oosting SF, et al. The prognostic value of CT-based image-biomarkers for head and neck cancer patients treated with definitive (chemo-)radiation. Oral Oncol. 2019;95:178–86. https://doi.org/10.1016/j.oraloncology.2019.06.020.

    Article 
    PubMed 

    Google Scholar
     

  • Diamant A, Chatterjee A, Vallières M, Shenouda G, Seuntjens J. Deep learning in head & neck cancer outcome prediction. Sci Rep. 2019;9:2764. https://doi.org/10.1038/s41598-019-39206-1.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Romeo V, Cuocolo R, Ricciardi C, Ugga L, Cocozza S, Verde F, et al. Prediction of tumor grade and nodal status in oropharyngeal and oral cavity squamous-cell carcinoma using a radiomic approach. Anticancer Res. 2020;40:271–80.

    Article 

    Google Scholar
     

  • Miki K, Mori S, Hasegawa A, Naganawa K, Koto M. Single-energy metal artefact reduction with CT for carbon-ion radiation therapy treatment planning. Br J Radiol. 2016;89:20150988. https://doi.org/10.1259/bjr.20150988.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Arena L, Morehouse HT, Safir J. MR imaging artifacts that simulate disease: how to recognize and eliminate them. Radiographics. 1995;15:1373–94. https://doi.org/10.1148/radiographics.15.6.8577963.

    Article 
    PubMed 

    Google Scholar
     

  • Kaneda T, Minami M, Curtin HD, Utsunomiya T, Shirouzu I, Yamashiro M, et al. Dental bur fragments causing metal artifacts on MR images. AJNR Am J Neuroradiol. 1998;19:317–9.

    PubMed 
    PubMed Central 

    Google Scholar
     

  • Huang SH, Hwang D, Lockwood G, Goldstein DP, O’Sullivan B. Predictive value of tumor thickness for cervical lymph-node involvement in squamous cell carcinoma of the oral cavity: a meta-analysis of reported studies. Cancer. 2009;115:1489–97. https://doi.org/10.1002/cncr.24161.

    Article 
    PubMed 

    Google Scholar
     

  • Bur AM, Holcomb A, Goodwin S, Woodroof J, Karadaghy O, Shnayder Y, et al. Machine learning to predict occult nodal metastasis in early oral squamous cell carcinoma. Oral Oncol. 2019;92:20–5. https://doi.org/10.1016/j.oraloncology.2019.03.011.

    Article 
    PubMed 

    Google Scholar
     

  • Shaha AR, Spiro RH, Shah JP, Strong EW. Squamous carcinoma of the floor of the mouth. Am J Surg. 1984;148:455–9. https://doi.org/10.1016/0002-9610(84)90369-6.

    Article 
    PubMed 

    Google Scholar
     

  • Spiro RH, Huvos AG, Wong GY, Spiro JD, Gnecco CA, Strong EW. Predictive value of tumor thickness in squamous carcinoma confined to the tongue and floor of the mouth. Am J Surg. 1986;152:345–50. https://doi.org/10.1016/0002-9610(86)90302-8.

    Article 
    PubMed 

    Google Scholar
     

  • Rodolico V, Barresi E, Di Lorenzo R, Leonardi V, Napoli P, Rappa F, et al. Lymph node metastasis in lower lip squamous cell carcinoma in relation to tumour size, histologic variables and p27Kip1 protein expression. Oral Oncol. 2004;40:92–8. https://doi.org/10.1016/S1368-8375(03)00141-6.

    Article 
    PubMed 

    Google Scholar
     

  • Umeda M, Yokoo S, Take Y, Omori A, Nakanishi K, Shimada K. Lymph node metastasis in squamous cell carcinoma of the oral cavity: correlation between histologic features and the prevalence of metastasis. Head Neck. 1992;14:263–72. https://doi.org/10.1002/hed.2880140402.

    Article 
    PubMed 

    Google Scholar
     

  • Franceschi D, Gupta R, Spiro RH, Shah JP. Improved survival in the treatment of squamous carcinoma of the oral tongue. Am J Surg. 1993;166:360–5. https://doi.org/10.1016/S0002-9610(05)80333-2.

    Article 
    PubMed 

    Google Scholar
     

  • Shin JH, Yoon HJ, Kim SM, Lee JH, Myoung H. Analyzing the factors that influence occult metastasis in oral tongue cancer. J Korean Assoc Oral Maxillofac Surg. 2020;46:99–107. https://doi.org/10.5125/jkaoms.2020.46.2.99.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Frierson HF Jr, Cooper PH. Prognostic factors in squamous cell carcinoma of the lower lip. Hum Pathol. 1986;17:346–54. https://doi.org/10.1016/S0046-8177(86)80457-9.

    Article 
    PubMed 

    Google Scholar
     

  • Sparano A, Weinstein G, Chalian A, Yodul M, Weber R. Multivariate predictors of occult neck metastasis in early oral tongue cancer. Otolaryngol Head Neck Surg. 2004;131:472–6. https://doi.org/10.1016/j.otohns.2004.04.008.

    Article 
    PubMed 

    Google Scholar
     

  • Kurokawa H, Yamashita Y, Takeda S, Zhang M, Fukuyama H, Takahashi T. Risk factors for late cervical lymph node metastases in patients with stage I or II carcinoma of the tongue. Head Neck. 2002;24:731–6. https://doi.org/10.1002/hed.10130.

    Article 
    PubMed 

    Google Scholar
     

  • Jakobsson PA, Eneroth CM, Killander D, Moberger G, Mårtensson B. Histologic classification and grading of malignancy in carcinoma of the larynx. Acta Radiol Ther Phys Biol. 1973;12:1–8. https://doi.org/10.3109/02841867309131085.

    Article 
    PubMed 

    Google Scholar
     

  • Willén R, Nathanson A. Squamous cell carcinoma of the gingiva Histological classification and grading of malignancy. Acta Oto-laryngol. 1973;75:299–300. https://doi.org/10.3109/00016487309139722.

    Article 

    Google Scholar
     

  • Yamane M, Ishii J, Izumo T, Nagasawa T, Amagasa T. Noninvasive quantitative assessment of oral tongue cancer by intraoral ultrasonography. Head Neck. 2007;29:307–14. https://doi.org/10.1002/hed.20523.

    Article 
    PubMed 

    Google Scholar
     

  • Kaneoya A, Hasegawa S, Tanaka Y, Omura K. Quantitative analysis of invasive front in tongue cancer using ultrasonography. J Oral Maxillofac Surg. 2009;67:40–6. https://doi.org/10.1016/j.joms.2007.08.006.

    Article 
    PubMed 

    Google Scholar
     

  • Shinozaki Y, Jinbu Y, Ito H, Noguchi T, Kusama M, Matsumoto N, et al. Relationship between appearance of tongue carcinoma on intraoral ultrasonography and histopathologic findings. Oral Surg Oral Med Oral Pathol Oral Radiol. 2014;117:634–9. https://doi.org/10.1016/j.oooo.2014.02.001.

    Article 
    PubMed 

    Google Scholar
     

  • Chien CY, Su CY, Hwang CF, Chuang HC, Chen CM, Huang CC. High expressions of CD105 and VEGF in early oral cancer predict potential cervical metastasis. J Surg Oncol. 2006;94:413–7. https://doi.org/10.1002/jso.20546.

    Article 
    PubMed 

    Google Scholar
     

  • Lim SC, Zhang S, Ishii G, Endoh Y, Kodama K, Miyamoto S, et al. Predictive markers for late cervical metastasis in stage I and II invasive squamous cell carcinoma of the oral tongue. Clin Cancer Res. 2004;10:166–72. https://doi.org/10.1158/1078-0432.CCR-0533-3.

    Article 
    PubMed 

    Google Scholar
     

  • Gontarz M, Wyszyńska-Pawelec G, Zapała J, Czopek J, Lazar A, Tomaszewska R. Immunohistochemical predictors in squamous cell carcinoma of the tongue and floor of the mouth. Head Neck. 2016;38(Suppl 1):E747–53. https://doi.org/10.1002/hed.24087.

    Article 
    PubMed 

    Google Scholar
     

  • Mermod M, Jourdan EF, Gupta R, Bongiovanni M, Tolstonog G, Simon C, et al. Development and validation of a multivariable prediction model for the identification of occult lymph node metastasis in oral squamous cell carcinoma. Head Neck. 2020;42:1811–20. https://doi.org/10.1002/hed.26105.

    Article 
    PubMed 

    Google Scholar
     

  • Shan J, Jiang R, Chen X, Zhong Y, Zhang W, Xie L, et al. Machine learning predicts lymph node metastasis in early-stage oral tongue squamous cell carcinoma. J Oral Maxillofac Surg. 2020;78:2208–18. https://doi.org/10.1016/j.joms.2020.06.015.

    Article 
    PubMed 

    Google Scholar
     

  • Yip SS, Aerts HJ. Applications and limitations of radiomics. Phys Med Biol. 2016;61:R150–66. https://doi.org/10.1088/0031-9155/61/13/R150.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     



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