Alhadi Almangush

- Senior Researcher,
- Docent
Institute of Biomedicine (Faculty of Medicine)

alhadi.almangush@utu.fi

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Machine learning explainability for survival outcome in head and neck squamous cell carcinoma (2025)
- International Journal of Medical Informatics
Alabi, Rasheed Omobolaji; Mäkitie, Antti A.; Elmusrati, Mohammed; Almangush, Alhadi; Ehrsson, Ylva Tiblom; Laurell, Göran
Predicting Early Death in Head and Neck Cancer—A Pilot Study (2025)
- Cancers
Talani, Charbel; Olsson, Hans; Roberg, Karin; Wiechec, Emilia; Almangush, Alhadi; Makitie, Antti A.; Farnebo, Lovisa
Stroma‐and Tumor‐Associated Predictive Features in Salivary Gland Adenoid Cystic Carcinoma of the Head and Neck (2025)
- Journal of Oral Pathology and Medicine
Rytkönen, Aleksi; Laine, Hanna K.; Mäkitie, Antti; Haglund, Caj; Hagström, Jaana; Almangush, Alhadi; Leivo, Ilmo
Stromal Prognostic Markers for Oral Cancer: An Update (2025)
- Oral Diseases
de Morais, Everton Freitas; Mäkitie, Antti; Coletta, Ricardo D.; Almangush, Alhadi
Tertiary lymphoid structures in nasopharyngeal carcinoma: A multi-institutional study (2025)
- Pathology - Research and Practice
Almangush, Alhadi; Ruuskanen, Miia; Hagström, Jaana; Kosma, Veli-Matti; Mäkitie, Antti A.; Leivo, Ilmo
Tumor Microenvironment-Based Risk Stratification of Oropharyngeal Squamous Cell Carcinoma (2025)
- Head and Neck
Almangush, Alhadi; Jouhi, Lauri; Haglund, Caj; Hagström, Jaana; Mäkitie, Antti A.; Leivo, Ilmo
Accumulating evidence from meta-analyses of prognostic studies on oral cancer: towards biomarker-driven patient selection (2024)
- BMC Cancer
Almangush, Alhadi; Alabi, Rasheed Omobolaji; Pirinen, Matti; Mäkitie, Antti; Leivo, Ilmo
Artificial Intelligence-Driven radiomics in head and neck Cancer : Current status and future prospects (2024)
- International Journal of Medical Informatics
Omobolaji Alabi Rasheed, Elmusrati Mohammed, Leivo Ilmo, Almangush Alhadi, Mäkitie Antti A.
Assessment of tumor-infiltrating lymphocytes in head and neck cancer : Clinical scenarios (2024)
- Oral Oncology
Almangush Alhadi, Mäkitie Antti A., Leivo Ilmo
Collaborative machine learning-guided overall survival prediction of oral squamous cell carcinoma (2024)
- Acta Oto-Laryngologica
Alabi, Rasheed Omobolaji; Elmusrati, Mohammed; Leivo, Ilmo; Almangush, Alhadi; Mäkitie, Antti A.
Emerging histopathological parameters in the prognosis of oral squamous cell carcinomas (2024)
- Histology and Histopathology
de Morais Everton Freitas, Almangush Alhadi, Salo Tuula, da Silva Sabrina Daniela, Kujan Omar, Coletta Ricardo D
Massive parallel sequencing of head and neck conventional squamous cell carcinomas: A comprehensive review (2024)
- Virchows Archiv
Nadal, Alfons; Cardesa, Antonio; Agaimy, Abbas; Almangush, Alhadi; Franchi, Alessandro; Hellquist, Henrik; Leivo, Ilmo; Zidar, Nina; Ferlito, Alfio
Prognostic Significance of Tumor-associated Stroma in Nasopharyngeal Carcinoma: A Multicenter Study (2024)
- American Journal of Surgical Pathology
Almangush, Alhadi; Ruuskanen, Miia; Hagström, Jaana; Kosma, Veli-Matti; Nieminen, Pentti; Mäkitie, Antti A; Leivo, Ilmo
Psychological Factors Related to Treatment Outcomes in Head and Neck Cancer (2024)
- Advances in Therapy
Mäkitie, Antti A.; Alabi, Rasheed Omobolaji; Pulkki-Råback, Laura; Almangush, Alhadi; Beitler, Jonathan J.; Saba, Nabil F.; Strojan, Primoz; Takes, Robert; Guntinas-Lichius, Orlando; Ferlito, Alfio
The prognostic role of single cell invasion and nuclear diameter in early oral tongue squamous cell carcinoma (2024)
- BMC Cancer
Almangush Alhadi, Hagström Jaana, Haglund Caj, Kowalski Luiz Paulo, Coletta Ricardo D., Mäkitie Antti A., Salo Tuula, Leivo Ilmo
Tumour budding in head and neck cancer : what have we learnt and the next steps towards clinical implementation (2024)
- British Journal of Cancer
Almangush Alhadi, Mäkitie Antti A., Leivo Ilmo
Web-based prognostic tools for oral tongue cancer : An analysis of online predictors (2024)
- Oral Diseases
Wahab, Awais; Bello, Ibrahim O.; Alabi, Rasheed Omobolaji; Mascitti, Marco; Troiano, Giuseppe; Mauramo, Matti; Coletta, Ricardo D.; Salo, Tuula; Almangush, Alhadi
Advanced-stage tongue squamous cell carcinoma: a machine learning model for risk stratification and treatment planning (2023)
- Acta Oto-Laryngologica
Alabi Rasheed Omobolaji, Elmusrati Mohammed, Leivo Ilmo, Almangush Alhadi, Mäkitie Antti A
Application of artificial intelligence for overall survival risk stratification in oropharyngeal carcinoma: A validation of ProgTOOL (2023)
- International Journal of Medical Informatics
Omobolaji Alabi Rasheed, Sjöblom Anni, Carpén Timo, Elmusrati Mohammed, Leivo Ilmo, Almangush Alhadi, Mäkitie Antti A.
Can TILs supplement the TNM staging system (as TNM-Immune)? (2023)
- British Journal of Cancer
Almangush Alhandi, Mäkitie Antti A., Leivo Ilmo