Alhadi Almangush

Publications

Research output per year 2013 2018 2019 2020 2021 2022 2023 2024 2025

• 55 Article
• 31 Review Article
• 8 Letter
• 2 Editorial
• 2 More
  • 1 Meeting Abstract
  • 1 Doctoral Thesis

Research output per year

Research output per year

Search results

• 2025

  Stroma-and Tumor-Associated Predictive Features in Salivary Gland Adenoid Cystic Carcinoma of the Head and Neck

  Rytkönen, A., Laine, H. K., Mäkitie, A., Haglund, C., Hagström, J., Almangush, A. & Leivo, I., 2025, In: Journal of Oral Pathology and Medicine. 54, 1, p. 22-30 9 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

• Tertiary lymphoid structures in nasopharyngeal carcinoma: A multi-institutional study

  Almangush, A., Ruuskanen, M., Hagström, J., Kosma, V.-M., Mäkitie, A. A. & Leivo, I., 2025, In: Pathology, Research and Practice. 266, 5 p., 155789.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• Tumor Microenvironment-Based Risk Stratification of Oropharyngeal Squamous Cell Carcinoma

  Almangush, A., Jouhi, L., Haglund, C., Hagström, J., Mäkitie, A. & Leivo, I., 2025, In: Head and Neck. 47, 2, p. 599-605 7 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File
• 2024

  Collaborative machine learning-guided overall survival prediction of oral squamous cell carcinoma

  Alabi, R. O., Elmusrati, M., Leivo, I., Almangush, A. & Mäkitie, A. A., 2024, In: Acta Oto-Laryngologica. 8 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

• Interpretable machine learning model for prediction of overall survival in laryngeal cancer

  Alabi, R. O., Almangush, A., Elmusrati, M., Leivo, I. & Mäkitie, A. A., Jan 2024, In: Acta Oto-Laryngologica. 7 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

• Prognostic Significance of Tumor-associated Stroma in Nasopharyngeal Carcinoma: A Multicenter Study

  Almangush, A., Ruuskanen, M., Hagström, J., Kosma, V.-M., Nieminen, P., Mäkitie, A. A. & Leivo, I., Jan 2024, In: American Journal of Surgical Pathology. 48, 1, p. 54-58 5 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

• The prognostic role of single cell invasion and nuclear diameter in early oral tongue squamous cell carcinoma

  Almangush, A., Hagström, J., Haglund, C., Kowalski, L. P., Coletta, R. D., Mäkitie, A. A., Salo, T. & Leivo, I., 15 Feb 2024, In: BMC Cancer. 24, 1, 8 p., 213.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• Web-based prognostic tools for oral tongue cancer: An analysis of online predictors

  Wahab, A., Bello, I. O., Alabi, R. O., Mascitti, M., Troiano, G., Mauramo, M., Coletta, R. D., Salo, T. & Almangush, A., Nov 2024, In: Oral Diseases. 30, 8, p. 4867-4877 11 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• 2023

  Advanced-stage tongue squamous cell carcinoma: a machine learning model for risk stratification and treatment planning

  Alabi, R. O., Elmusrati, M., Leivo, I., Almangush, A. & Mäkitie, A. A., 1 Mar 2023, In: Acta Oto-Laryngologica. 143, 3, p. 206-214 9 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

• Application of Artificial Intelligence for overall survival risk stratification in oropharyngeal cancer: A validation of ProgTOOL

  Alabi, R. O., Sjöblom, A., Carpén, T., Elmusrati, M., Leivo, I., Almangush, A. & Mäkitie, A. A., Jul 2023, In: International Journal of Medical Informatics. 175, 10 p., 105064.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• Clinical significance of overall assessment of tumor-infiltrating lymphocytes in oropharyngeal cancer: A meta-analysis

  Almangush, A., Alabi, R. O., De Keukeleire, S., Mäkitie, A. A., Pirinen, M. & Leivo, I., Mar 2023, In: Pathology, Research and Practice. 243, 7 p., 154342.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• Exploring the combination of tumor-stroma ratio, tumor-infiltrating lymphocytes, and tumor budding with WHO histopathological grading on early-stage oral squamous cell carcinoma prognosis

  Silva, G. V. D., Dolens, E. D. S., Paranaíba, L. M. R., Ayroza, A. L. C., Rocha, C. A. G., Almangush, A., Salo, T., Brennan, P. A. & Coletta, R. D., May 2023, In: Journal of Oral Pathology & Medicine. 52, 5, p. 402-409 8 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• Machine learning explainability in nasopharyngeal cancer survival using LIME and SHAP

  Alabi, R. O., Elmusrati, M., Leivo, I., Almangush, A. & Mäkitie, A. A., 2 Jun 2023, In: Scientific Reports. 13, 1, 14 p., 8984.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• Prognostic significance of the neural invasion in oral squamous cell carcinoma

  da Dolens, E. S., de Morais, E. F., Ribeiro Paranaiba, L. M., Carrinho Ayroza Rangel, A. L., Almangush, A., Salo, T., Brennan, P. A. & Coletta, R. D., Jul 2023, In: Journal of Oral Pathology & Medicine. 52, 6, p. 476-482 7 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• Programmed death-ligand 1 and tumor-infiltrating lymphocytes (TILs) - low TIL density may predict poorer long-term prognosis in T1 laryngeal cancer

  Pakkanen, P., Ilmarinen, T., Halme, E., Irjala, H., Koivunen, P., Pukkila, M., Ventela, S., Almangush, A., Birkman, E.-M., Lindgren, O., Pohjolainen, V., Sjöblom, N., Haglund, C., Hagström, J. & Aaltonen, L.-M., 2023, In: Virchows Archiv. 8 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• Tumor-stroma ratio is a promising prognostic classifier in oropharyngeal cancer

  Almangush, A., Jouhi, L., Haglund, C., Hagström, J., Mäkitie, A. A. & Leivo, I., Jun 2023, In: Human Pathology. 136, p. 16-24 9 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File
• 2022

  An interpretable machine learning prognostic system for risk stratification in oropharyngeal cancer

  Alabi, R. O., Almangush, A., Elmusrati, M., Leivo, I. & Mäkitie, A. A., 12 Dec 2022, In: International Journal of Medical Informatics. 168, 104896, p. 1 12 p., 104896.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• Deep Machine Learning for Oral Cancer: From Precise Diagnosis to Precision Medicine

  Alabi, R. O., Almangush, A., Elmusrati, M. & Mäkitie, A. A., 2022, In: Frontiers in Oral Health . 2, 11 p., 794248.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• Insight into Classification and Risk Stratification of Head and Neck Squamous Cell Carcinoma in Era of Emerging Biomarkers with Focus on Histopathologic Parameters: Karolinska Institutet and Karolinska Hospital,

  Mäkitie, A. A., Agaimy, A. & Almangush, A., Nov 2022, In: Cancers. 14, 22, 10 p., 5514.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

• Measuring the Usability and Quality of Explanations of a Machine Learning Web-Based Tool for Oral Tongue Cancer Prognostication

  Alabi, R. O., Almangush, A., Elmusrati, M., Leivo, I. & Mäkitie, A., Jul 2022, In: International Journal of Environmental Research and Public Health. 19, 14, 13 p., 8366.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• Tertiary lymphoid structures associate with improved survival in early oral tongue cancer

  Almangush, A., Bello, I. O., Elseragy, A., Hagström, J., Haglund, C., Kowalski, L. P., Nieminen, P., Coletta, R. D., Mäkitie, A. A., Salo, T. & Leivo, I., 30 Oct 2022, In: BMC Cancer. 22, 1, 6 p., 1108.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• Tumour-infiltrating lymphocytes in oropharyngeal cancer: a validation study according to the criteria of the International Immuno-Oncology Biomarker Working Group

  Almangush, A., Jouhi, L., Atula, T., Haglund, C., Mäkitie, A. A., Hagström, J. & Leivo, I., 1 Jun 2022, In: British Journal of Cancer. 126, 11, p. 1589-1594 6 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File
• 2021

  Biopsy quality is essential for preoperative prognostication in oral tongue cancer

  Bello, I. O., Wennerstrand, P. M., Suleymanova, I., Siponen, M., Qannam, A., Nieminen, P., Leivo, I., Almangush, A. & Salo, T., Mar 2021, In: APMIS : Acta pathologica, microbiologica et immunologica Scandinavica. 129, 3, p. 118-127 10 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

• Comparison of nomogram with machine learning techniques for prediction of overall survival in patients with tongue cancer

  Alabi, R. O., Mäkitie, A. A., Pirinen, M., Elmusrati, M., Leivo, I. & Almangush, A., Jan 2021, In: International Journal of Medical Informatics. 145, 9 p., 104313.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• Improving Risk Stratification of Early Oral Tongue Cancer with TNM-Immune (TNM-I) Staging System

  Almangush, A., Bello, I. O., Heikkinen, I., Hagström, J., Haglund, C., Kowalski, L. P., Coletta, R. D., Mäkitie, A. A., Salo, T. & Leivo, I., Jul 2021, In: Cancers. 13, 13, 8 p., 3235.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• Stromal categorization in early oral tongue cancer

  Almangush, A., Bello, I. O., Heikkinen, I., Hagström, J., Haglund, C., Kowalski, L. P., Nieminen, P., Coletta, R. D., Mäkitie, A. A., Salo, T. & Leivo, I., 2021, In: Virchows Archiv. 478, p. 925–932 8 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• The effect of fascin 1 inhibition on head and neck squamous cell carcinoma cells

  Wahab, A., Hyytiäinen, A., Wahbi, W., Tuomainen, K., Tervo, S., Conesa-Zamora, P., Jauhiainen, L., Mäkinen, L. K., Paavonen, T., Toppila-Salmi, S., Salem, A., Almangush, A., Salo, T. & Al-Samadi, A., Dec 2021, In: European Journal of Oral Sciences. 129, 6, 11 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• 2020

  Addition of the tumour-stroma ratio to the 8th edition American Joint Committee on Cancer staging system improves survival prediction for patients with oral tongue squamous cell carcinoma

  Mascitti, M., Zhurakivska, K., Togni, L., Caponio, V. C. A., Almangush, A., Balercia, P., Balercia, A., Rubini, C., Lo Muzio, L., Santarelli, A. & Troiano, G., Nov 2020, In: Histopathology. 77, 5, p. 810-822 13 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• Cell-in-cell phenomenon associates with aggressive characteristics and cancer-related mortality in early oral tongue cancer

  Almangush, A., Mäkitie, A. A., Hagström, J., Haglund, C., Kowalski, L. P., Nieminen, P., Coletta, R. D., Salo, T. & Leivo, I., 3 Sept 2020, In: BMC Cancer. 20, 1, 7 p., 843.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

• Comparison of supervised machine learning classification techniques in prediction of locoregional recurrences in early oral tongue cancer

  Alabi, R. O., Elmusrati, M., Sawazaki-Calone, I., Kowalski, L. P., Haglund, C., Coletta, R. D., Mäkitie, A. A., Salo, T., Almangush, A. & Leivo, I., Apr 2020, In: International Journal of Medical Informatics. 136, 8 p., 104068.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• High tumor mutation burden predicts favorable outcome among patients with aggressive histological subtypes of lung adenocarcinoma: A population-based single-institution study

  Talvitie, E.-M., Vilhonen, H., Kurki, S., Karlsson, A., Orte, K., Almangush, A., Mohamed, H., Liljeroos, L., Singh, Y., Leivo, I., Laitinen, T., Kallajoki, M. & Taimen, P., Sept 2020, In: NeoPlasia. 22, 9, p. 333-342 10 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• Histological characteristics of early-stage oral tongue cancer in young versus older patients: A multicenter matched-pair analysis

  Bello, I. O., Almangush, A., Heikkinen, I., Haglund, C., Coletta, R. D., Kowalski, L. P., Mäkitie, A. A., Nieminen, P., Leivo, I. & Salo, T., Jul 2020, In: Oral Diseases. 26, 5, p. 1081-1085 5 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• Impact of Astroprincin (FAM171A1) Expression in Oral Tongue Cancer

  Wahab, A., Almangush, A., Andersson, L. C., Nieminen, P. & Salo, T., 5 Nov 2020, In: Frontiers in Oral Health . 1, 7 p., 599421.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• Prognostication for oral squamous cell carcinoma patients based on the tumour-stroma ratio and tumour budding

  Dourado, M. R., Miwa, K. Y. M., Hamada, G. B., Paranaiba, L. M. R., Sawazaki-Calone, I., Domingueti, C. B., de Oliveira, C. E., Furlan, E. C. B., Longo, B. C., Almangush, A., Salo, T. & Coletta, R. D., May 2020, In: Histopathology. 76, 6, p. 906-918 13 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• 2019

  A Proposal to Revise the Histopathologic Grading System of Early Oral Tongue Cancer Incorporating Tumor Budding

  Elseragy, A., Salo, T., Coletta, R. D., Kowalski, L. P., Haglund, C., Nieminen, P., Mäkitie, A. A., Leivo, I. & Almangush, A., May 2019, In: American Journal of Surgical Pathology. 43, 5, p. 703-709 7 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

• Assessment of Tumor-infiltrating Lymphocytes Predicts the Behavior of Early-stage Oral Tongue Cancer

  Heikkinen, I., Bello, I. O., Wahab, A., Hagström, J., Haglund, C., Coletta, R. D., Nieminen, P., Makitie, A. A., Salo, T., Leivo, I. & Almangush, A., Oct 2019, In: American Journal of Surgical Pathology. 43, 10, p. 1392-1396 5 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

• Machine learning application for prediction of locoregional recurrences in early oral tongue cancer: a Web-based prognostic tool

  Alabi, R. O., Elmusrati, M., Sawazaki-Calone, I., Kowalski, L. P., Haglund, C., Coletta, R. D., Mäkitie, A. A., Salo, T., Leivo, I. & Almangush, A., 17 Aug 2019, In: Virchows Archiv. 475, 4, p. 489-497 9 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• The expression and prognostic value of stem cell markers Bmi-1, HESC5:3, and HES77 in human papillomavirus-positive and -negative oropharyngeal squamous cell carcinoma

  Mohamed, H., Hagström, J., Jouhi, L., Atula, T., Almangush, A., Mäkitie, A. & Haglund, C., Mar 2019, In: Tumor Biology. 41, 3, 10 p., 1010428319840473.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• 2018

  Evaluation of the budding and depth of invasion (BD) model in oral tongue cancer biopsies

  Almangush, A., Leivo, I., Siponen, M., Sundquist, E., Mroueh, R., Mäkitie, A. A., Soini, Y., Haglund, C., Nieminen, P. & Salo, T., Feb 2018, In: Virchows Archiv. 472, 2, p. 231-236 6 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• Expression of Plasma miRNA-221 in Colorectal Carcinoma Patients and its Diagnostic Significance in Comparison with p53 Expression

  Youssef, O., Fawzy, A., Elshimy, R., Almangush, A., Mahmoud, A. M. & Loay, I., 2018, In: Clinical Laboratory. 64, 9, p. 1527-1533 7 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

• Extracellular interleukin-17F has a protective effect in oral tongue squamous cell carcinoma

  Almahmoudi, R., Salem, A., Sievilaeinen, M., Sundquist, E., Almangush, A., Toppila-Salmi, S., Paavonen, T., Salo, T. & Al-Samadi, A., Oct 2018, In: Head & Neck. 40, 10, p. 2155-2165 11 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• Prognostic impact of tumour-stroma ratio in early-stage oral tongue cancers

  Almangush, A., Heikkinen, I., Bakhti, N., Mäkinen, L. K., Kauppila, J. H., Pukkila, M., Hagström, J., Laranne, J., Soini, Y., Kowalski, L. P., Grenman, R., Haglund, C., Mäkitie, A. A., Coletta, R. D., Leivo, I. & Salo, T., Jun 2018, In: Histopathology. 72, 7, p. 1128-1135 8 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

• Small oral tongue cancers (ae 4 cm in diameter) with clinically negative neck: from the 7th to the 8th edition of the American Joint Committee on Cancer

  Almangush, A., Mäkitie, A. A., Mäkinen, L. K., Kauppila, J. H., Pukkila, M., Hagström, J., Laranne, J., Soini, Y., Kowalski, L. P., Grenman, R., Haglund, C., Coletta, R. D., Salo, T. & Leivo, I., Oct 2018, In: Virchows Archiv. 473, 4, p. 481-487 7 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• Tumor-infiltrating lymphocytes associate with outcome in nonendemic nasopharyngeal carcinoma: a multicenter study

  Almangush, A., Ruuskanen, M., Hagstrom, J., Hirvikoski, P., Tommola, S., Kosma, V.-M., Nieminen, P., Makitie, A. & Leivo, L., Nov 2018, In: Human Pathology. 81, p. 211-219 9 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• Tumour budding in oral squamous cell carcinoma: a meta-analysis

  Almangush, A., Pirinen, M., Heikkinen, I., Mäkitie, A. A., Salo, T. & Leivo, I., 20 Feb 2018, In: British Journal of Cancer. 118, 4, p. 577-586 10 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• 2017

  Improved outcomes with oral tongue squamous cell carcinoma in Finland

  Mroueh, R., Haapaniemi, A., Grenman, R., Laranne, J., Pukkila, M., Almangush, A., Salo, T. & Makitie, A., Jul 2017, In: Head & Neck. 39, 7, p. 1306-1312 7 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

• MicroRNA and protein profiles in invasive versus non-invasive oral tongue squamous cell carcinoma cells in vitro

  Korvala, J., Jee, K., Porkola, E., Almangush, A., Mosakhani, N., Bitu, C., Cervigne, N. K., Zandonadi, F. S., Meirelles, G. V., Paes Leme, A. F., Coletta, R. D., Leivo, I. & Salo, T., 1 Jan 2017, In: Experimental Cell Research. 350, 1, p. 9-18 10 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• 2016

  Does securin expression have significance in prognostication of oral tongue cancer? A pilot study

  Heikkinen, I., Almangush, A., Hagström, J., Bello, I. O., Kauppila, J. H., Mäkinen, L., Haglund, C., Nieminen, P., Salo, T. & Leivo, I., Nov 2016, In: European Archives of Oto-Rhino-Laryngology. 273, 11, p. 3905-3911 7 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

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• 2015

  A simple novel prognostic model for early stage oral tongue cancer

  Almangush, A., Coletta, R. D., Bello, I. O., Bitu, C., Keski-Santti, H., Mäkinen, L., Kauppila, J. H., Pukkila, M., Hagstrom, J., Laranne, J., Tommola, S., Soini, Y., Kosma, V.-M., Koivunen, P., Kowalski, L. P., Nieminen, P., Grenman, R., Leivo, I. & Salo, T., Feb 2015, In: International Journal of Oral and Maxillofacial Surgery. 44, 2, p. 143-150 8 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

• For early-stage oral tongue cancer, depth of invasion and worst pattern of invasion are the strongest pathological predictors for locoregional recurrence and mortality

  Almangush, A., Bello, I. O., Coletta, R. D., Makitie, A. A., Makinen, L. K., Kauppila, J. H., Pukkila, M., Hagstrom, J., Laranne, J., Soini, Y., Kosma, V.-M., Koivunen, P., Kelner, N., Kowalski, L. P., Grenman, R., Leivo, I., Laara, E. & Salo, T., Jul 2015, In: Virchows Archiv. 467, 1, p. 39-46 8 p.

  Research output: Contribution to journal › Article › Scientific › peer-review