Research map: Machine learning based on preoperative CT for noninvasive prediction of recurrence-free survival in gastrointestinal stromal tumors

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Papers in this map

  1. Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach · Hugo J.W.L. Aerts · 2014 · 5293 citations · Cited by this paper
  2. Preoperative dual-ROI mpMRI radiomics integrating intratumoral and periprostatic adipose tissue features with clinical factors for predicting positive surgical margins after radical prostatectomy · 2026 · Related
  3. Gastrointestinal Stromal Tumors: Review on Morphology, Molecular Pathology, Prognosis, and Differential Diagnosis · Markku Miettinen · 2006 · 1466 citations · Cited by this paper
  4. Microstructure mapping with time-dependent diffusion MRI differentiates primary central nervous system lymphoma from glioblastoma · 2026 · Related
  5. Risk stratification of patients diagnosed with gastrointestinal stromal tumor · Heikki Joensuu · 2008 · 1248 citations · Cited by this paper
  6. MRI features outperform histologic grade for outcome prediction in translocation-driven enriched soft-tissue sarcoma · 2026 · Related
  7. Risk of recurrence of gastrointestinal stromal tumour after surgery: an analysis of pooled population-based cohorts · Heikki Joensuu · 2011 · 1019 citations · Cited by this paper
  8. Node-RADS in cervical cancer: a multi-reader agreement and diagnostic performance study · 2026 · Related
  9. Gastrointestinal stromal tumours: ESMO–EURACAN–GENTURIS Clinical Practice Guidelines for diagnosis, treatment and follow-up · Paolo Giovanni Casali · 2021 · 610 citations · Cited by this paper
  10. Baseline and interim 18F-FDG PET/CT imaging in outcome prediction in adult patients with Hodgkins lymphoma · 2026 · Related
  11. Gastrointestinal stromal tumours · Jean‐Yves Blay · 2021 · 468 citations · Cited by this paper
  12. Magnetic resonance biomarkers in detection and characterisation of ovarian cancer: is magnetic resonance spectroscopy ready for clinical use? · 2026 · Related
  13. The Rise of Radiomics and Implications for Oncologic Management · Vivek Verma · 2017 · 144 citations · Cited by this paper
  14. Dynamic nomogram for predicting axillary lymph node metastasis in breast cancer based on MRI analysis and the platelet-to-lymphocyte ratio (PLR) · 2026 · Related
  15. English version of Japanese Clinical Practice Guidelines 2022 for gastrointestinal stromal tumor (GIST) issued by the Japan Society of Clinical Oncology · Seiichi Hirota · 2024 · 64 citations · Cited by this paper
  16. Habitat-based imaging and peritumoral radiomics on ultrasound images for predicting lymphovascular invasion in breast invasive ductal carcinoma: a two-center study · 2026 · Related
  17. Incidence and Survival Outcomes of Gastrointestinal Stromal Tumors · Christian S. Álvarez · 2024 · 52 citations · Cited by this paper
  18. Quantitative assessment of tumor burden in multiple myeloma using MY-RADS from whole-body MRI: comparison with established prognostic biomarkers · 2026 · Related
  19. From Images to Genes: Radiogenomics Based on Artificial Intelligence to Achieve Non‐Invasive Precision Medicine in Cancer Patients · Yusheng Guo · 2024 · 43 citations · Cited by this paper
  20. Update on Gastrointestinal Stromal Tumors for Radiologists · Sree Harsha Tirumani · 2017 · 39 citations · Cited by this paper
  21. Assessment of morphological CT imaging features for the prediction of risk stratification, mutations, and prognosis of gastrointestinal stromal tumors · Roberto Cannella · 2021 · 34 citations · Cited by this paper
  22. Prediction of recurrence-free survival and adjuvant therapy benefit in patients with gastrointestinal stromal tumors based on radiomics features · Fu-Hai Wang · 2022 · 32 citations · Cited by this paper
  23. What a Radiologist Needs to Know About Radiomics, Standardization, and Reproducibility · Merel Huisman · 2024 · 28 citations · Cited by this paper
  24. Molecular Targeted Therapy in Modern Oncology: Imaging Assessment of Treatment Response and Toxicities · Katherine Maragaret Krajewski · 2017 · 27 citations · Cited by this paper
  25. An interpretable AI model for recurrence prediction after surgery in gastrointestinal stromal tumour: an observational cohort study · Dimitris Bertsimas · 2023 · 24 citations · Cited by this paper
  26. A new nomogram for recurrence-free survival prediction of gastrointestinal stromal tumors: Comparison with current risk classification methods · Tao Chen · 2018 · 22 citations · Cited by this paper
  27. Development and interpretation of a multimodal predictive model for prognosis of gastrointestinal stromal tumor · XianHao Xiao · 2024 · 16 citations · Cited by this paper
  28. Development of a Malignancy Potential Binary Prediction Model Based on Deep Learning for the Mitotic Count of Local Primary Gastrointestinal Stromal Tumors · Jiejin Yang · 2020 · 15 citations · Cited by this paper
  29. Interpretable machine learning model based on CT semantic features and radiomics features to preoperatively predict Ki-67 expression in gastrointestinal stromal tumors · Yating Wang · 2024 · 9 citations · Cited by this paper
  30. The gist of surgical margins in GIST: a narrative review · Ferdinando Cananzi · 2021 · 8 citations · Cited by this paper
  31. Diagnostic accuracy of radiomics in risk stratification of gastrointestinal stromal tumors: A systematic review and meta-analysis · Mohsen Salimi · 2025 · 6 citations · Cited by this paper
  32. True Mitotic Count Prediction in Gastrointestinal Stromal Tumors: Bayesian Network Model and PROMETheus (Preoperative Mitosis Estimator Tool) Application Development · Salvatore Lorenzo Renne · 2024 · 4 citations · Cited by this paper
  33. Development and validation of a preoperative CT-based risk score integrating morphological and body composition parameters to predict recurrence-free survival in gastric cancer patients following curative surgery · Ruochen Cong · 2025 · 2 citations · Cited by this paper
  34. Trends and Financial Burden of Gastrointestinal Stromal Tumors in the United States: A Comprehensive Analysis of United States Hospitalizations · Sneh Sonaiya · 2025 · 2 citations · Cited by this paper
  35. Imatinib in advanced GIST: if it's working, don’t stop a good thing · Ryan A. Denu · 2024 · 1 citation · Cited by this paper

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