Meltem Dağdelen

Meltem Dağdelen

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Meltem Dağdelen has a total of 48 co-authors. Here are the top co-authors by number of shared publications:


Latest Publications

  • Open Access

    NBN rs1805794 Polymorphism Increases the Predictive Performance of Machine Learning Models for Multiple Chronic Toxicities in Head and Neck Cancer Survivors Treated with Definitive Radiotherapy ± Chemotherapy

    by Sevda Yener, Seda Ekizoglu, Meltem Dağdelen, Gökçen Civan, Fırat Tevetoğlu, Zeliha Kübra Çakan, Ayşe Çırakoğlu, Ömer Erol Uzel

    Objective: While advancements in radiotherapy and systemic agents have significantly improved survival rates in head and neck squamous cell carcinoma (HNSCC), managing long-term, treatment-induced toxicities remains a critical clinical challenge. This study aimed to develop a personalized, supervised machine learning-driven predictive model for multiple chronic toxicities by integrating clinical, dosimetric, and genetic data specifically evaluating the impact of the NBN gene rs1805794 (c.553G>C) polymorphism. Methods: This study enrolled 125 patients with HNSCC who received curative-intent radiotherapy and remained disease-free during follow-up with a median of 98 months. Comprehensive clinical and dosimetric data were collected, and chronic toxicities were recorded. Peripheral blood samples were analyzed for the NBN rs1805794 polymorphism using allele-specific PCR (AS-PCR). Following feature selection, four supervised machine learning classifiers were trained and evaluated to identify the optimal model for predicting multiple chronic toxicities. Results: The XGBoost algorithm emerged as the highest performing model. Baseline clinico-dosimetric predictors of multiple chronic toxicities included PTV70 volume, the addition of concurrent chemotherapy, advanced T and N stages, and continued smoking. Integrating the NBN rs1805794 genotype into the XGBoost architecture enhances its predictive capability. The final model accurately identified patients at high risk for multiple chronic toxicities, achieving an area under the curve (AUC) of 0.78, an accuracy of 0.77, a sensitivity of 0.74, and a specificity of 0.79. Conclusions: Integrating clinical, dosimetric, and genetic data within a machine learning framework effectively predicts multiple chronic toxicities in HNSCC. This approach enabled early risk stratification, providing the potential for personalized therapy.

  • 3D-Printed Bolus Alternatives in Radiotherapy: A Dosimetric Study

    by Songul Cavdar Karacam, Duygu Tuncman Kayaokay, Elif Aslan, Deniz Azaklioglu, Servet Ipek, Meltem Dagdelen, Didem Colpan Oksuz

  • Open Access

    Efficacy and Safety of Radiotherapy in Head and Neck Paragangliomas: A Retrospective 23-Year Analysis

    by Kimia Cepni, Meltem Dagdelen, Huseyin Oner, Bahar Cepni, Huriye Senay Kiziltan, Omer Erol Uzel

    Background/Objectives: Head and neck paragangliomas (HNPGs) are rare, typically benign, hypervascular tumors arising from neural crest cells. Although surgery is known as the primary treatment, radiotherapy (RT) is preferred for large and inoperable tumors. This study evaluated the results and safety of RT. Methods: Fifteen patients with radiologically or histologically confirmed HNPG treated with RT between 2001 and 2024 were retrospectively analyzed. Most patients received intensity-modulated radiotherapy (IMRT) with a median dose of 45 Gy. Treatment-related toxicities were graded according to CTCAE criteria. Local control (LC) was estimated with using Wilson score method. Results: With a median follow-up of 96 months, all patients achieved stable or improved symptomes, without local recurrence, resulting in a 100% LC rate. RT was well tolerated, with no acute or late toxicities ≥ grade 2. Conclusions: RT, particularly IMRT, provides excellent long-term LC with minimal toxicity in patients with HNPG. RT represents an effective and well-tolerated treatment option, especially for patients with unresectable disease or high surgical risk.


  • Outcomes of craniospinal radiotherapy in adult medulloblastoma: survival, long-term toxicities, and quality of life assessment with SF-12 and t-Cog

    by Ecem Demir, Meltem Dağdelen, Derya Bölükbaş, Ahmet Torun, Ömer Faruk Demirel, Zeliha Kübra Çakan, Ömer Erol Uzel

    Purpose This study evaluated survival outcomes and chronic side effects in adult medulloblastoma patients treated with craniospinal irradiation (CSI). Methods We performed a retrospective analysis of 30 adult medulloblastoma patients treated with postoperative craniospinal radiotherapy (RT; 30–36 Gy) combined with a posterior fossa/tumor bed boost (54 Gy). Kaplan–Meier methods were used to analyze local control (LC) and survival. Long-term quality of life was assessed using the 12-Item Short Form Health Survey (SF-12) questionnaire and the telephone cognitive evaluation (T-Cog) test. Results With a median follow-up of 87 months, 10 patients (33.3%) died, 6 due to craniospinal fluid (CSF) recurrence and 4 from distant metastases. The 5‑year local control (LC) and overall survival (OS) rates were 85% and 71%, respectively. Alopecia (64.7%), cognitive decline (41.1%), and ototoxicity (41.1%) were common long-term toxicities, with 5 of 7 ototoxicity cases linked to cisplatin. Secondary tumors occurred in 2 patients. Cognitive impairment was indicated by a mean T‑Cog score of 24, while SF-12 physical and mental health scores were 47.8 and 44.4, both below the cutoff of 50. Conclusion Craniospinal RT is a safe and effective treatment for adult patients with medulloblastoma. Future treatment strategies should aim to deintensify therapy by limiting radiation to the local tumor bed in selected low-risk patients and by identifying favorable molecular subgroups for observation after surgery. Advanced techniques and targeted therapies can further reduce toxicity while maintaining strong oncologic outcomes and enhancing quality of life.


  • Dosimetric evaluation of PLA and ABS materials produced by two different production techniques

    by Songül Çavdar Karaçam, Duygu Tunçman, Tülin Şahin, Şenol Şahin, Şefika Arzu Ergen, Meltem Dağdelen, Ömer Erol Uzel, Didem Çolpan Öksüz, Ghada Almisned, H. O. Tekin


  • Open Access

    3B YAZICI MALZEMELERİNİN RADYOTERAPİDE KULLANIMI: DOZİMETRİK DEĞERLENDİRME

    by Songül Karaçam, Duygu Tunçman, Meltem Dağdelen, Ömer Erol Uzel

    Radyoterapide hasta uygulamalarında ‘bolus’ olarak isimlendirilen doku eşdeğeri malzemeler ya da hasta tedavileri öncesi cihaz kalibrasyonunda doku eşdeğeri fantomlar kullanılmaktadır. Ancak ticari olarak satılan bu malzemeler standart boyutlarda üretilerek satışı yapılmakta; farklı dizaynlara duyulan ihtiyacı karşılamamaktadır. Son yıllarda farklı dizaynlarda üretim ihtiyacını karşılamada 3 boyutlu (3B) yazıcılar önemli bir rol üstlenmektedir. Bu çalışmada kullanımı giderek artan 3B yazıcılarda kullanım için üretilmiş PLA (Poliaktik Asit), TPU (Termoplastik Poliüretan) ve Naylon (Polyamide) malzemelerinin radyasyona verdikleri cevabın dozimetrik olarak değerlendirilmesi hedeflenmiştir. BT simülatör cihazında Hounsfiel Unit (HU) değerleri belirlendi. Dozimetrik ölçümler Varian DHX lineer hızlandırıcısında elde edilen 6 MV nominal foton enerjisi kullanılarak yapılmıştır. Yüzde derin doz (%DD) ve doz profili ölçümleri su fantomunda, ışın geçirgenlik ölçümleri katı fantomda yapılmıştır. Malzemelerin ortalama HU yoğunlukları -8.61 ile -441.08 arasında değişmektedir. PLA malzemesi ort. -24.72 ile suyun HU değeri (0)’ ne en yakın sonuçları vermiştir. % derin doz ve penumbra değerleri %2 ve ±2 mm içerisinde bulunmuştur. Tüm malzemelere ait geçirgenlik ölçümleri değerlendirildiğinde RW3 katı su fantomu plakası ile değişimin maksimum % 0.2 olduğu görülmüştür. 3B yazıcıda basılan malzemelerin dozimetrik parametrelerinin birbirlerine benzer sonuçlar verdiği ancak hastada kişisel malzeme olarak kullanılmadan önce basım özellikleri ve malzeme değişkenlikleri sebebiyle kullanılacak malzemenin dozimetrik olarak değerlendirilmesi uygun gözükmektedir.

  • Is a total dose of 54 Gy with radiochemotherapy sufficient for treatment of intermediate-risk volumes in nasopharyngeal cancer?

    by Meltem Dağdelen, Tuba Kurt Çatal, Songül Çavdar Karaçam, Emine Sedef Akovalı, Sevda Kanat, Halil Cumhur Yıldırım, Ömer Erol Uzel

    Background The mainstay treatment of nasopharyngeal cancer (NPC) is radiation therapy (RT). The doses and volumes may differ from center to center. Most studies and guidelines recommend a total dose of 60 Gy for elective nodal and peritumoral volume treatment. This retrospective analysis aimed to analyze whether a dose reduction to 54 Gy to this volume would be associated with a higher risk of recurrence. Methods A total of 111 patients treated by intensity-modulated radiotherapy (IMRT) and concurrent chemotherapy were retrospectively analyzed. The recurrent tumor volume was classified as “in field” if 95% of the recurrent volume was inside the 95% isodose, as “marginal” if 20–95% of the recurrence was inside the 95% isodose, or as “outside” if less than 20% of the recurrence was inside the 95% isodose. Results Median follow-up was 67 months (range 6–142). The 2‑ and 5‑year overall survival (OS) rates were 88.6% and 70%, respectively. The 2‑year locoregional control (LRC), disease-free survival (DFS), and distant metastasis-free survival (DMFS) were 93.3%, 89.3%, and 87.4%, and the 5‑year LRC, DFS, and DMFS were 86.8%, 74%, and 81.1%, respectively. Ten patients (9%) had a local and or regional recurrence. Half of the patients with locoregional failure had in-field recurrences. For primary tumor, there was no recurrence in the volume of 54 Gy. For regional lymph node volume, recurrence was detected in two (1.8%) patients in the volume of 54 Gy. Conclusion These retrospective data suggest that a dose reduction may be possible for intermediate-risk volumes, especially for the primary site.

  • Evaluation of Depression, Anxiety, and Sexual Function in Rectal Cancer Patients Before and After Neoadjuvant Chemoradiotherapy

    by Meltem Dağdelen, Tuba Kurt Çatal, Ömer Faruk Demirel, Esra Ürün, Selma Kaçar, Kimia Çepni, Günay Can, Didem Çolpan Öksüz, Alaatin Duran

    Objective The association of treatment-related side effects and tumor characteristics with sexual function, depression, and anxiety were investigated in patients with locally advanced rectum cancer (LARC) receiving neoadjuvant chemoradiotherapy (CRT). Material and Methods Thirty-two patients who received neoadjuvant CRT with LARC were included. The Arizona Sexual Experiences (ASEX) Scale was used to determine the sexual function status whereas the Beck Depression Inventory (BDI) and the Beck Anxiety Inventory (BAI) were used to evaluate the depression and anxiety status of the patient, respectively. The patients were asked to fill these scales before and at least 4 weeks after the neoadjuvant CRT. T-test and Mann–Whitney U test were used for the comparison of values. Results Median age was 52.5 years (range: 33–76). Twenty-six patients were male, and 6 patients were female. At presentation, the tumor was located mostly in lower third rectum (72%), and 69% of the patients had T3 tumors. There was a statistically significant deterioration in the sexual functions of the patients (p < 0.001), a statistically significant decrease in their anxiety level after CRT (p: 0.037). Depression level was changed from mild to minimal during this process (p: 0.17). A significant deterioration in the ASEX scale was observed especially in patients with grade 2 and above gastrointestinal side effects (p: 0.01). Conclusion This prospective study showed that the patient’s anxiety and depression levels had decreased during the treatment process probably due to the decrease in the patient’s symptoms. However, deterioration of the sexual function status which might be correlated to increased gastrointestinal side effects during CRT has been observed. So, clinical and psychiatric support including therapies for sexual dysfunctions is needed for LARC patients during and after the neoadjuvant CRT.


  • Selective local postoperative radiotherapy for T3–T4 N0 laryngeal cancer

    by Meltem Dağdelen, Merve Şahin, Tuba Kurt Çatal, Halil Cumhur Yıldırım, Songül Çavdar Karaçam, Kimia Çepni, Ömer Erol Uzel

    Purpose We aimed to investigate the appropriate postoperative radiotherapy dose and selective volume in T3–4 N0 laryngeal cancer patients treated with either total or partial laryngectomy. Methods Patients who received radiotherapy for locally advanced (T3–T4) and pathologic node-negative (N0) squamous cell laryngeal cancer were retrospectively evaluated. Radiotherapy was applied to median 60 Gy (range 54–60 Gy) as selective local radiotherapy (±stoma). The local treatment areas included postoperative bed + laryngeal area for patients with a partial laryngectomy, and the postoperative bed only for patients with total laryngectomy. Results The median follow-up time was 59 months and 52 patients were included. The 2‑year, 5‑year, and 8‑year locoregional recurrence controls (LRC) were 95.6%. The 2‑year and 5‑year OS rates were 93.8% and 78.9%, respectively. The 5‑year OS for age < 60 years was 95.8%, for above 60 years 56.5%. Conclusion Our data suggest that local selective irradiation to the postoperative bed + stoma is enough in patients with T3–4 N0 laryngeal cancer without applying elective nodal irradiation.