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For: Lambin P, Rios-Velazquez E, Leijenaar R, Carvalho S, van Stiphout RGPM, Granton P, Zegers CML, Gillies R, Boellard R, Dekker A, Aerts HJWL. Radiomics: extracting more information from medical images using advanced feature analysis. Eur J Cancer 2012;48:441-6. [PMID: 22257792 DOI: 10.1016/j.ejca.2011.11.036] [Citation(s) in RCA: 3761] [Impact Index Per Article: 289.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2011] [Accepted: 11/21/2011] [Indexed: 01/16/2023]
Number Cited by Other Article(s)
1
Van Camp A, Woodruff HC, Cockmartin L, Lobbes M, Majer M, Balleyguier C, Marshall NW, Bosmans H, Lambin P. Impact of synthetic data on training a deep learning model for lesion detection and classification in contrast-enhanced mammography. J Med Imaging (Bellingham) 2025;12:S22006. [PMID: 40302983 PMCID: PMC12036226 DOI: 10.1117/1.jmi.12.s2.s22006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2024] [Revised: 04/02/2025] [Accepted: 04/07/2025] [Indexed: 05/02/2025]  Open
2
Michalet M, Valenzuela G, Nougaret S, Tardieu M, Azria D, Riou O. Development of Multiparametric Prognostic Models for Stereotactic Magnetic Resonance Guided Radiation Therapy of Pancreatic Cancers. Int J Radiat Oncol Biol Phys 2025;122:678-689. [PMID: 40185208 DOI: 10.1016/j.ijrobp.2025.03.039] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2024] [Revised: 03/17/2025] [Accepted: 03/19/2025] [Indexed: 04/07/2025]
3
Raza A, Guzzo A, Ianni M, Lappano R, Zanolini A, Maggiolini M, Fortino G. Federated Learning in radiomics: A comprehensive meta-survey on medical image analysis. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2025;267:108768. [PMID: 40279838 DOI: 10.1016/j.cmpb.2025.108768] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/06/2024] [Revised: 03/03/2025] [Accepted: 04/09/2025] [Indexed: 04/29/2025]
4
Ellmann S, von Rohr F, Komina S, Bayerl N, Amann K, Polifka I, Hartmann A, Sikic D, Wullich B, Uder M, Bäuerle T. Tumor grade-titude: XGBoost radiomics paves the way for RCC classification. Eur J Radiol 2025;188:112146. [PMID: 40334367 DOI: 10.1016/j.ejrad.2025.112146] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2025] [Revised: 04/21/2025] [Accepted: 04/28/2025] [Indexed: 05/09/2025]
5
Hage Chehade A, Abdallah N, Marion JM, Hatt M, Oueidat M, Chauvet P. Reconstruction-based approach for chest X-ray image segmentation and enhanced multi-label chest disease classification. Artif Intell Med 2025;165:103135. [PMID: 40300339 DOI: 10.1016/j.artmed.2025.103135] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2024] [Revised: 03/20/2025] [Accepted: 04/13/2025] [Indexed: 05/01/2025]
6
Zeng H, Ma Z, Tao Y, Cheng C, Lin J, Fang J, Wei Y, Liu H, Zou F, Cui E, Zhang Y. Predicting early recurrence in hepatocellular carcinoma after hepatectomy using GD-EOB-DTPA enhanced MRI-based model. Eur J Radiol 2025;188:112130. [PMID: 40305886 DOI: 10.1016/j.ejrad.2025.112130] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2025] [Revised: 03/19/2025] [Accepted: 04/22/2025] [Indexed: 05/02/2025]
7
Shang LQ, Guo HX, Wang P, Sun XH, You JQ, Ma JT, Wang LK, Liu JX, Wang ZQ, Shao HB. Global scientific trends on hepatocellular carcinoma research from 2004 to 2023: A bibliometric and visualized analysis. World J Gastrointest Oncol 2025;17:105781. [DOI: 10.4251/wjgo.v17.i6.105781] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/06/2025] [Revised: 03/22/2025] [Accepted: 04/17/2025] [Indexed: 06/13/2025]  Open
8
Huang S, Liu D, Deng K, Shu C, Wu Y, Zhou Z. A computed tomography angiography-based radiomics model for prognostic prediction of endovascular abdominal aortic repair. Int J Cardiol 2025;429:133138. [PMID: 40090490 DOI: 10.1016/j.ijcard.2025.133138] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/21/2025] [Revised: 02/25/2025] [Accepted: 03/06/2025] [Indexed: 03/18/2025]
9
Wei Z, Yu R, Zhang Y, Wang Y, Wang J, Xie C, Chen X. A CT-based radiomic model for predicting vertebral fractures in older patients with type 2 diabetes mellitus: A longitudinal study. J Endocrinol Invest 2025:10.1007/s40618-025-02627-z. [PMID: 40493166 DOI: 10.1007/s40618-025-02627-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/23/2025] [Accepted: 06/05/2025] [Indexed: 06/12/2025]
10
Ra S, Kim J, Na I, Ko ES, Park H. Enhancing radiomics features via a large language model for classifying benign and malignant breast tumors in mammography. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2025;265:108765. [PMID: 40203779 DOI: 10.1016/j.cmpb.2025.108765] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/06/2025] [Revised: 03/27/2025] [Accepted: 04/03/2025] [Indexed: 04/11/2025]
11
Hertel A, Froelich MF, Overhoff D, Nestler T, Faby S, Jürgens M, Schmidt B, Vellala A, Hesse A, Nörenberg D, Stoll R, Schmelz H, Schoenberg SO, Waldeck S. Radiomics-driven spectral profiling of six kidney stone types with monoenergetic CT reconstructions in photon-counting CT. Eur Radiol 2025;35:3120-3130. [PMID: 39665989 PMCID: PMC12081576 DOI: 10.1007/s00330-024-11262-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2024] [Revised: 09/25/2024] [Accepted: 11/04/2024] [Indexed: 12/13/2024]
12
Peng M, Wang M, An W, Wu T, Zhang Y, Ge F, Cheng L, Liu W, Wang K. Predictive classification of lung cancer pathological based on PET/CT radiomics. Jpn J Radiol 2025;43:1007-1024. [PMID: 39998736 DOI: 10.1007/s11604-025-01742-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2024] [Accepted: 01/17/2025] [Indexed: 02/27/2025]
13
Jannatdoust P, Valizadeh P, Saeedi N, Valizadeh G, Salari HM, Saligheh Rad H, Gity M. Computer-Aided Detection (CADe) and Segmentation Methods for Breast Cancer Using Magnetic Resonance Imaging (MRI). J Magn Reson Imaging 2025;61:2376-2390. [PMID: 39781684 DOI: 10.1002/jmri.29687] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2024] [Revised: 11/30/2024] [Accepted: 12/02/2024] [Indexed: 01/12/2025]  Open
14
Fang Y, Zhang Q, Yan J, Yu S. Application of radiomics in acute and severe non-neoplastic diseases: A literature review. J Crit Care 2025;87:155027. [PMID: 39848114 DOI: 10.1016/j.jcrc.2025.155027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2024] [Revised: 11/01/2024] [Accepted: 01/10/2025] [Indexed: 01/25/2025]
15
Long B, Li R, Wang R, Yin A, Zhuang Z, Jing Y, E L. A computed tomography-based deep learning radiomics model for predicting the gender-age-physiology stage of patients with connective tissue disease-associated interstitial lung disease. Comput Biol Med 2025;191:110128. [PMID: 40209580 DOI: 10.1016/j.compbiomed.2025.110128] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2024] [Revised: 03/29/2025] [Accepted: 04/01/2025] [Indexed: 04/12/2025]
16
Tartari C, Porões F, Schmidt S, Abler D, Vetterli T, Depeursinge A, Dromain C, Violi NV, Jreige M. MRI and CT radiomics for the diagnosis of acute pancreatitis. Eur J Radiol Open 2025;14:100636. [PMID: 39967811 PMCID: PMC11833635 DOI: 10.1016/j.ejro.2025.100636] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2024] [Revised: 01/17/2025] [Accepted: 01/22/2025] [Indexed: 02/20/2025]  Open
17
Liu H, Meng X, Wang G, Yao S, Wang Y, Wang R, Wang T. Differentiating second primary lung cancer from pulmonary metastasis in patients of single solitary pulmonary lesion with extrapulmonary tumor using multiparametric analysis of FDG PET/CT. Ann Nucl Med 2025;39:567-575. [PMID: 40042775 PMCID: PMC12095392 DOI: 10.1007/s12149-025-02034-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2024] [Accepted: 02/24/2025] [Indexed: 05/22/2025]
18
Ammari S, Quillent A, Elvira V, Bidault F, Garcia GCTE, Hartl DM, Balleyguier C, Lassau N, Chouzenoux É. Using Machine Learning on MRI Radiomics to Diagnose Parotid Tumours Before Comparing Performance with Radiologists: A Pilot Study. JOURNAL OF IMAGING INFORMATICS IN MEDICINE 2025;38:1496-1508. [PMID: 39390287 DOI: 10.1007/s10278-024-01255-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/20/2024] [Revised: 07/31/2024] [Accepted: 08/19/2024] [Indexed: 10/12/2024]
19
Peng M, Yang X, Wang Y, Zhou L, Ge F, Liu S, Liu W, Cheng L, Wang K. Clinical combined PET/CT radiomics model prediction of benefit from platinum-based chemotherapy and chemoradiotherapy in patients with small cell lung cancer. Nucl Med Commun 2025;46:558-569. [PMID: 40084524 DOI: 10.1097/mnm.0000000000001971] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/16/2025]
20
Gong T, Gao Y, Li H, Wang J, Li Z, Yuan Q. Research progress in multimodal radiomics of rectal cancer tumors and peritumoral regions in MRI. Abdom Radiol (NY) 2025:10.1007/s00261-025-04965-1. [PMID: 40448847 DOI: 10.1007/s00261-025-04965-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2025] [Revised: 04/18/2025] [Accepted: 04/20/2025] [Indexed: 06/02/2025]
21
Pareto D, Naval-Baudin P, Pons-Escoda A, Bargalló N, Garcia-Gil M, Majós C, Rovira À. Image analysis research in neuroradiology: bridging clinical and technical domains. Neuroradiology 2025:10.1007/s00234-025-03633-x. [PMID: 40434412 DOI: 10.1007/s00234-025-03633-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2024] [Accepted: 04/20/2025] [Indexed: 05/29/2025]
22
Shi L, Wang X, Li C, Bai Y, Zhang Y, Li H. Radiomics applications in the modern management of esophageal squamous cell carcinoma. Med Oncol 2025;42:221. [PMID: 40425893 DOI: 10.1007/s12032-025-02775-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2025] [Accepted: 05/11/2025] [Indexed: 05/29/2025]
23
Wang C, Wang C, Zhang J, Ding M, Ge Y, He X. Development and validation of a radiogenomics prognostic model integrating PET/CT radiomics and glucose metabolism-related gene signatures for non-small cell lung cancer. Eur J Nucl Med Mol Imaging 2025:10.1007/s00259-025-07354-4. [PMID: 40423774 DOI: 10.1007/s00259-025-07354-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2025] [Accepted: 05/13/2025] [Indexed: 05/28/2025]
24
Zhang Y, Zheng F. ASO Author Reflections: Clinical-Radiomic Machine Learning Model Predicts Pheochromocytomas and Paragangliomas Surgical Difficulty: A Retrospective Study. Ann Surg Oncol 2025:10.1245/s10434-025-17491-7. [PMID: 40419717 DOI: 10.1245/s10434-025-17491-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2025] [Accepted: 04/25/2025] [Indexed: 05/28/2025]
25
Gao Y, Liang F, Tian X, Zhang G, Zhang H. Preoperative risk assessment of invasive endometrial cancer using MRI-based radiomics: a systematic review and meta-analysis. Abdom Radiol (NY) 2025:10.1007/s00261-025-05005-8. [PMID: 40411548 DOI: 10.1007/s00261-025-05005-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2025] [Revised: 05/08/2025] [Accepted: 05/13/2025] [Indexed: 05/26/2025]
26
Delgado-López PD, Cárdenas Montes M, Troya García J, Ocaña-Tienda B, Cepeda S, Martínez Martínez R, Corrales-García EM. Artificial intelligence in neuro-oncology: methodological bases, practical applications and ethical and regulatory issues. Clin Transl Oncol 2025:10.1007/s12094-025-03948-4. [PMID: 40402414 DOI: 10.1007/s12094-025-03948-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2025] [Accepted: 04/26/2025] [Indexed: 05/23/2025]
27
Leng Y, Zhou J, Liu W, Luo F, Peng F, Gong L. A CT-based radiomics model for predicting progression-free survival in patients with epithelial ovarian cancer. BMC Cancer 2025;25:899. [PMID: 40394512 PMCID: PMC12090431 DOI: 10.1186/s12885-025-14265-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2025] [Accepted: 05/05/2025] [Indexed: 05/22/2025]  Open
28
Xiao S, Zeng S, Kou Y. MRI radiomics in diagnosing high and low grade meningiomas through systematic review and meta analysis. Sci Rep 2025;15:17521. [PMID: 40394344 PMCID: PMC12092648 DOI: 10.1038/s41598-025-88315-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/29/2024] [Accepted: 01/28/2025] [Indexed: 05/22/2025]  Open
29
Troise S, Ugga L, Esposito M, Positano M, Elefante A, Capasso S, Cuocolo R, Merola R, Committeri U, Abbate V, Bonavolontà P, Nocini R, Dell'Aversana Orabona G. The Role of Machine Learning to Detect Occult Neck Lymph Node Metastases in Early-Stage (T1-T2/N0) Oral Cavity Carcinomas. Head Neck 2025. [PMID: 40390252 DOI: 10.1002/hed.28189] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2024] [Revised: 04/04/2025] [Accepted: 05/05/2025] [Indexed: 05/21/2025]  Open
30
Li J, Mao N, Aodeng S, Zhang H, Zhu Z, Wang L, Liu Y, Qi H, Qiao H, Lin Y, Qiu Z, Yang T, Zha Y, Wang X, Wang W, Song X, Lv W. Development and Validation an Integrated Deep Learning Model to Assist Eosinophilic Chronic Rhinosinusitis Diagnosis: A Multicenter Study. Int Forum Allergy Rhinol 2025:e23595. [PMID: 40387008 DOI: 10.1002/alr.23595] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2024] [Revised: 03/12/2025] [Accepted: 04/03/2025] [Indexed: 05/20/2025]
31
Chen T, Liu F. Neoadjuvant immunotherapy in early-stage NSCLC: navigating biomarker dilemmas and special population challenges. Lung Cancer 2025;204:108588. [PMID: 40409027 DOI: 10.1016/j.lungcan.2025.108588] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2025] [Accepted: 05/17/2025] [Indexed: 05/25/2025]
32
Liu F, Chen L, Wu Q, Li L, Li J, Su T, Li J, Liang S, Qing L. Radiomics of Dynamic Contrast-Enhanced MRI for Predicting Radiation-Induced Hepatic Toxicity After Intensity Modulated Radiotherapy for Hepatocellular Carcinoma: A Machine Learning Predictive Model Based on the SHAP Methodology. J Hepatocell Carcinoma 2025;12:999-1015. [PMID: 40406666 PMCID: PMC12095435 DOI: 10.2147/jhc.s523448] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2025] [Accepted: 05/03/2025] [Indexed: 05/26/2025]  Open
33
Fish JE, Eleti S, Power N, Nandra G. Imaging of young-onset colorectal cancer: what the radiologist needs to know. Abdom Radiol (NY) 2025:10.1007/s00261-025-04976-y. [PMID: 40382481 DOI: 10.1007/s00261-025-04976-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2025] [Revised: 04/19/2025] [Accepted: 04/27/2025] [Indexed: 05/20/2025]
34
Broomand Lomer N, Ghasemi A, Ahmadzadeh AM, A Torigian D. MRI-based radiomics for differentiating high-grade from low-grade clear cell renal cell carcinoma: a systematic review and meta-analysis. Abdom Radiol (NY) 2025:10.1007/s00261-025-04982-0. [PMID: 40382483 DOI: 10.1007/s00261-025-04982-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2025] [Revised: 04/15/2025] [Accepted: 04/30/2025] [Indexed: 05/20/2025]
35
Lu D, Zhou L, Zuo Z, Zhang Z, Zheng X, Weng J, Yu Z, Ji J, Xia J. MRI Radiomics to Predict Early Treatment Response to TACE Combined with Lenvatinib Plus a PD-1 Inhibitor for Hepatocellular Carcinoma with Portal Vein Tumor Thrombus. J Hepatocell Carcinoma 2025;12:985-998. [PMID: 40406667 PMCID: PMC12094907 DOI: 10.2147/jhc.s513696] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2025] [Accepted: 05/08/2025] [Indexed: 05/26/2025]  Open
36
Yin P, Xu J, Liu Y, Wang S, Liu T, Tang X, Hong N. T2-weighted magnetic resonance imaging radiogenomic features for the prediction of neoadjuvant chemotherapy response in patients with osteosarcoma. Acta Radiol 2025:2841851251337849. [PMID: 40375792 DOI: 10.1177/02841851251337849] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/18/2025]
37
Zhou C, Zhang YF, Yang ZJ, Huang YQ, Da MX. Computed tomography-based deep learning radiomics model for preoperative prediction of tumor immune microenvironment in colorectal cancer. World J Gastrointest Oncol 2025;17:106103. [DOI: 10.4251/wjgo.v17.i5.106103] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/15/2025] [Revised: 03/08/2025] [Accepted: 03/31/2025] [Indexed: 05/15/2025]  Open
38
Wang M, Chen W, Ren R, Lin Y, Tang J, Wu M. Comparative analysis of multi-zone peritumoral radiomics in breast cancer for predicting NAC response using ABVS-based deep learning models. Front Oncol 2025;15:1586715. [PMID: 40438687 PMCID: PMC12116539 DOI: 10.3389/fonc.2025.1586715] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2025] [Accepted: 04/28/2025] [Indexed: 06/01/2025]  Open
39
Zhang J, Li Q, Liang H, Wang Y, Sun L, Zhang Q, Gao C. Preoperative prediction of lymph node metastasis in patients with ovarian cancer using contrast-enhanced computed tomography-based intratumoral and peritumoral radiomics features. Front Oncol 2025;15:1543873. [PMID: 40438691 PMCID: PMC12116341 DOI: 10.3389/fonc.2025.1543873] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2024] [Accepted: 04/23/2025] [Indexed: 06/01/2025]  Open
40
Zhang P, Wei L, Nie Z, Hu P, Zheng J, Lv J, Cui T, Liu C, Lan X. Research on the developments of artificial intelligence in radiomics for oncology over the past decade: a bibliometric and visualized analysis. Discov Oncol 2025;16:763. [PMID: 40366503 PMCID: PMC12078899 DOI: 10.1007/s12672-025-02590-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/21/2025] [Accepted: 05/06/2025] [Indexed: 05/15/2025]  Open
41
Song G, Li K, Wang Z, Liu W, Xue Q, Liang J, Zhou Y, Geng H, Liu D. A fully automatic radiomics pipeline for postoperative facial nerve function prediction of vestibular schwannoma. Neuroscience 2025;574:124-137. [PMID: 40210197 DOI: 10.1016/j.neuroscience.2025.04.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2025] [Revised: 03/28/2025] [Accepted: 04/05/2025] [Indexed: 04/12/2025]
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Li N, Liu X, Xia X, Liu X, Wang G, Duan C. An MRI-based deep transfer learning radiomics nomogram for predicting meningioma grade. Sci Rep 2025;15:16614. [PMID: 40360672 PMCID: PMC12075611 DOI: 10.1038/s41598-025-01665-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2024] [Accepted: 05/07/2025] [Indexed: 05/15/2025]  Open
43
Yu B, Huang C, Fan X, Liu D, Zhang Y, Ding J. Differentiation Between Parotid Adenolymphoma and Malignant Tumor Based on Multimodal Functional MRI of Radiomics and Intratumoral Vascular ITSS Classification. Ann Surg Oncol 2025:10.1245/s10434-025-17399-2. [PMID: 40358780 DOI: 10.1245/s10434-025-17399-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2025] [Accepted: 04/13/2025] [Indexed: 05/15/2025]
44
Hou X, Chen K, Luo H, Xu W, Li X. Identification of HER2-over-expression, HER2-low-expression, and HER2-zero-expression statuses in breast cancer based on 18F-FDG PET/CT radiomics. Cancer Imaging 2025;25:62. [PMID: 40355910 PMCID: PMC12070556 DOI: 10.1186/s40644-025-00880-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2024] [Accepted: 04/30/2025] [Indexed: 05/15/2025]  Open
45
Sakamoto K, Okabayashi K, Seishima R, Shigeta K, Kiyohara H, Mikami Y, Kanai T, Kitagawa Y. Radiomics prediction of surgery in ulcerative colitis refractory to medical treatment. Tech Coloproctol 2025;29:113. [PMID: 40347388 PMCID: PMC12065716 DOI: 10.1007/s10151-025-03139-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/12/2024] [Accepted: 03/08/2025] [Indexed: 05/12/2025]
46
Liu H, He M, Gao E, Zhang Y, Cheng J, Zhao G. Multiparametric MRI-Based Radiomics for Identifying Primary Central Nervous System Diffuse Large B-cell Lymphomas' Pathological Subtypes. Acad Radiol 2025:S1076-6332(25)00396-4. [PMID: 40348709 DOI: 10.1016/j.acra.2025.04.046] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2024] [Revised: 04/18/2025] [Accepted: 04/18/2025] [Indexed: 05/14/2025]
47
Urso L, Badrane I, Manco L, Castello A, Lancia F, Collavino J, Crestani A, Castellani M, Cittanti C, Bartolomei M, Giannarini G. The Role of Radiomics and Artificial Intelligence Applied to Staging PSMA PET in Assessing Prostate Cancer Aggressiveness. J Clin Med 2025;14:3318. [PMID: 40429314 PMCID: PMC12112297 DOI: 10.3390/jcm14103318] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2025] [Revised: 04/24/2025] [Accepted: 05/03/2025] [Indexed: 05/29/2025]  Open
48
Mali SA, Rad NM, Woodruff HC, Depeursinge A, Andrearczyk V, Lambin P. Harmonizing CT scanner acquisition variability in an anthropomorphic phantom: A comparative study of image-level and feature-level harmonization using GAN, ComBat, and their combination. PLoS One 2025;20:e0322365. [PMID: 40344028 PMCID: PMC12063804 DOI: 10.1371/journal.pone.0322365] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2024] [Accepted: 03/20/2025] [Indexed: 05/11/2025]  Open
49
Cvachovec P, Bicu AS, Schmidt R, Siefert V, Eckl M, Willam M, Clausen S, Froelich MF, Schoenberg SO, Ehmann M, Buergy D, Fleckenstein J, Giordano FA, Boda-Heggemann J, Dreher C. Longitudinal stability of HyperSightTM-CBCT based radiomic features in patients with CT guided adaptive SBRT for prostate cancer. Sci Rep 2025;15:15863. [PMID: 40335645 PMCID: PMC12059028 DOI: 10.1038/s41598-025-99920-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2024] [Accepted: 04/23/2025] [Indexed: 05/09/2025]  Open
50
Fu M, Qi H, Zhu S, Gao Y, Li Y, Wu J, Zhu D. Computed tomography based radiomics signature for predicting the expression of vascular endothelial growth factor in pediatric patients with nephroblastoma. Sci Rep 2025;15:15844. [PMID: 40328996 PMCID: PMC12056030 DOI: 10.1038/s41598-025-99610-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2024] [Accepted: 04/21/2025] [Indexed: 05/08/2025]  Open
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