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For: Sala E, Mema E, Himoto Y, Veeraraghavan H, Brenton JD, Snyder A, Weigelt B, Vargas HA. Unravelling tumour heterogeneity using next-generation imaging: radiomics, radiogenomics, and habitat imaging. Clin Radiol 2017;72:3-10. [PMID: 27742105 PMCID: PMC5503113 DOI: 10.1016/j.crad.2016.09.013] [Citation(s) in RCA: 232] [Impact Index Per Article: 29.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2016] [Revised: 09/06/2016] [Accepted: 09/12/2016] [Indexed: 12/18/2022]
Number Cited by Other Article(s)
1
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]
2
Donatello D. An overview of the use of cutting-edge artificial intelligence (AI) modeling to produce synthetic medical data (SMD) in decentralized clinical machine learning (ML) for ovarian cancer(OC) and ovarian lymphoma(OL). J Ultrasound 2025;28:483-492. [PMID: 39841353 PMCID: PMC12145400 DOI: 10.1007/s40477-025-00983-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2024] [Accepted: 01/07/2025] [Indexed: 01/23/2025]  Open
3
Wu M, Que Z, Lai S, Li G, Long J, He Y, Wang S, Wu H, You N, Lan X, Wen L. Predicting the early therapeutic response to hepatic artery infusion chemotherapy in patients with unresectable HCC using a contrast-enhanced computed tomography-based habitat radiomics model: a multi-center retrospective study. Cell Oncol (Dordr) 2025;48:709-723. [PMID: 39903419 PMCID: PMC12119385 DOI: 10.1007/s13402-025-01041-0] [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] [Accepted: 01/23/2025] [Indexed: 02/06/2025]  Open
4
Liang Z, Li J, He S, Li S, Cai R, Chen C, Zhang Y, Deng B, Wu Y. Thymoma habitat segmentation and risk prediction model using CT imaging and K-means clustering. Med Phys 2025. [PMID: 40387507 DOI: 10.1002/mp.17892] [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: 10/17/2024] [Revised: 05/03/2025] [Accepted: 05/05/2025] [Indexed: 05/20/2025]  Open
5
Huang X, Huang X, Wang K, Bai H, Ye B, Jin G. Habitat-based radiomics from contrast-enhanced CT and clinical data to predict lymph node metastasis in clinical N0 peripheral lung adenocarcinoma ≤ 3 cm. Sci Rep 2025;15:17085. [PMID: 40379768 PMCID: PMC12084560 DOI: 10.1038/s41598-025-02181-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: 10/30/2024] [Accepted: 05/12/2025] [Indexed: 05/19/2025]  Open
6
Qin Y, Zhang LG, Zhou X, Song C, Wu Y, Tang M, Ling Z, Wang J, Cai H, Peng Z, Feng ST. Explainable Fusion Model for Predicting Postoperative Early Recurrence in Hepatocellular Carcinoma Using Gadoxetic Acid-Enhanced MRI Habitat Imaging. Acad Radiol 2025:S1076-6332(25)00317-4. [PMID: 40379586 DOI: 10.1016/j.acra.2025.04.018] [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: 01/04/2025] [Revised: 03/17/2025] [Accepted: 04/07/2025] [Indexed: 05/19/2025]
7
Zhuo L, Chen W, Xing L, Li X, Song Z, Dong J, Zhang Y, Li H, Cui J, Han Y, Hao J, Wang J, Yin X, Li C. MRI-based quantification of intratumoral heterogeneity for intrahepatic mass-forming cholangiocarcinoma grading: a multicenter study. Insights Imaging 2025;16:101. [PMID: 40369381 PMCID: PMC12078897 DOI: 10.1186/s13244-025-01985-9] [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: 12/18/2024] [Accepted: 04/27/2025] [Indexed: 05/16/2025]  Open
8
Zhang C, Li S, Huang D, Wen B, Wei S, Song Y, Wu X. Development and Validation of an AI-Based Multimodal Model for Pathological Staging of Gastric Cancer Using CT and Endoscopic Images. Acad Radiol 2025;32:2604-2617. [PMID: 39753481 DOI: 10.1016/j.acra.2024.12.029] [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: 11/17/2024] [Revised: 12/10/2024] [Accepted: 12/13/2024] [Indexed: 04/23/2025]
9
Liu X, Yuan Y, Chen XL, Fang Z, Liu SY, Pu H, Li H. Radiomics from dual-energy CT-derived iodine maps for predicting lymph node metastases in patients with resectable rectal cancer. JOURNAL OF X-RAY SCIENCE AND TECHNOLOGY 2025;33:553-564. [PMID: 40343881 DOI: 10.1177/08953996241313322] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/11/2025]
10
Zhang W, Zhuang D, Wei W, Yang Y, Ma L, Du H, Jin A, He J, Li X. The 100 most-cited radiomics articles in cancer research: A bibliometric analysis. Clin Imaging 2025;121:110442. [PMID: 40086035 DOI: 10.1016/j.clinimag.2025.110442] [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: 10/02/2024] [Revised: 02/15/2025] [Accepted: 03/06/2025] [Indexed: 03/16/2025]
11
Zhang L, Diao B, Fan Z, Zhan H. Radiomics for Differentiating Pancreatic Mucinous Cystic Neoplasm from Serous Cystic Neoplasm: Systematic Review and Meta-Analysis. Acad Radiol 2025;32:2679-2688. [PMID: 39648097 DOI: 10.1016/j.acra.2024.11.047] [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: 08/29/2024] [Revised: 11/17/2024] [Accepted: 11/17/2024] [Indexed: 12/10/2024]
12
Lian T, Deng C, Feng Q. Patch-Based Texture Feature Extraction Towards Improved Clinical Task Performance. Bioengineering (Basel) 2025;12:404. [PMID: 40281764 PMCID: PMC12024865 DOI: 10.3390/bioengineering12040404] [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: 03/05/2025] [Revised: 04/01/2025] [Accepted: 04/08/2025] [Indexed: 04/29/2025]  Open
13
Wu Y, Zhang W, Liang X, Zhang P, Zhang M, Jiang Y, Cui Y, Chen Y, Zhou W, Liang Q, Dai J, Zhang C, Xu J, Li J, Yu T, Zhang Z, Guo R. Habitat radiomics analysis for progression free survival and immune-related adverse reaction prediction in non-small cell lung cancer treated by immunotherapy. J Transl Med 2025;23:393. [PMID: 40181378 PMCID: PMC11970015 DOI: 10.1186/s12967-024-06057-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: 09/09/2024] [Accepted: 12/25/2024] [Indexed: 04/05/2025]  Open
14
Wang Y, Han Q, Wen B, Yang B, Zhang C, Song Y, Zhang L, Xian J. Development and validation of a prediction model for malignant sinonasal tumors based on MR radiomics and machine learning. Eur Radiol 2025;35:2074-2083. [PMID: 39210161 DOI: 10.1007/s00330-024-11033-7] [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: 01/09/2024] [Revised: 06/23/2024] [Accepted: 08/06/2024] [Indexed: 09/04/2024]
15
Huang Z, Huang W, Jiang L, Zheng Y, Pan Y, Yan C, Ye R, Weng S, Li Y. Decision Fusion Model for Predicting Microvascular Invasion in Hepatocellular Carcinoma Based on Multi-MR Habitat Imaging and Machine-Learning Classifiers. Acad Radiol 2025;32:1971-1980. [PMID: 39472207 DOI: 10.1016/j.acra.2024.10.007] [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: 08/25/2024] [Revised: 09/30/2024] [Accepted: 10/10/2024] [Indexed: 11/20/2024]
16
Wu LX, Ding N, Ji YD, Zhang YC, Li MJ, Shen JC, Hu HT, Jin L, Yin SN. Habitat Analysis in Tumor Imaging: Advancing Precision Medicine Through Radiomic Subregion Segmentation. Cancer Manag Res 2025;17:731-741. [PMID: 40190416 PMCID: PMC11971994 DOI: 10.2147/cmar.s511796] [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: 12/14/2024] [Accepted: 03/19/2025] [Indexed: 04/09/2025]  Open
17
Chen Y, Fan Z, Luo Z, Kang X, Wan R, Li F, Lin W, Han Z, Qi B, Lin J, Sun Y, Huang J, Xu Y, Chen S. Impacts of Nutlin-3a and exercise on murine double minute 2-enriched glioma treatment. Neural Regen Res 2025;20:1135-1152. [PMID: 38989952 PMCID: PMC11438351 DOI: 10.4103/nrr.nrr-d-23-00875] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2023] [Accepted: 12/21/2023] [Indexed: 07/12/2024]  Open
18
Yean AW, Leong E, King OS, Mohamad Z. Breast cancer treatment modalities, treatment delays, and survival in Brunei Darussalam. BMC Cancer 2025;25:510. [PMID: 40114099 PMCID: PMC11924827 DOI: 10.1186/s12885-025-13861-2] [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: 09/26/2024] [Accepted: 03/04/2025] [Indexed: 03/22/2025]  Open
19
Wang SR, Shen YT, Huang B, Xu HX. Ultrasound-based radiogenomics: status, applications, and future direction. Ultrasonography 2025;44:95-111. [PMID: 39935290 PMCID: PMC11938802 DOI: 10.14366/usg.24152] [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: 08/12/2024] [Accepted: 12/12/2024] [Indexed: 02/13/2025]  Open
20
Yadav A, Welland S, Hoffman JM, Hyun J Kim G, Brown MS, Prosper AE, Aberle DR, McNitt-Gray MF, Hsu W. A comparative analysis of image harmonization techniques in mitigating differences in CT acquisition and reconstruction. Phys Med Biol 2025;70:055015. [PMID: 39823753 PMCID: PMC11866762 DOI: 10.1088/1361-6560/adabad] [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: 09/12/2024] [Revised: 11/28/2024] [Accepted: 01/17/2025] [Indexed: 01/20/2025]
21
Huang Z, Pan Y, Huang W, Pan F, Wang H, Yan C, Ye R, Weng S, Cai J, Li Y. Predicting Microvascular Invasion and Early Recurrence in Hepatocellular Carcinoma Using DeepLab V3+ Segmentation of Multiregional MR Habitat Images. Acad Radiol 2025:S1076-6332(25)00109-6. [PMID: 40011096 DOI: 10.1016/j.acra.2025.02.006] [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: 01/10/2025] [Revised: 02/05/2025] [Accepted: 02/05/2025] [Indexed: 02/28/2025]
22
Gennaro N, Soliman M, Borhani AA, Kelahan L, Savas H, Avery R, Subedi K, Trabzonlu TA, Krumpelman C, Yaghmai V, Chae Y, Lorch J, Mahalingam D, Mulcahy M, Benson A, Bagci U, Velichko YS. Delta Radiomics and Tumor Size: A New Predictive Radiomics Model for Chemotherapy Response in Liver Metastases from Breast and Colorectal Cancer. Tomography 2025;11:20. [PMID: 40137560 PMCID: PMC11945686 DOI: 10.3390/tomography11030020] [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: 12/23/2024] [Revised: 02/14/2025] [Accepted: 02/18/2025] [Indexed: 03/29/2025]  Open
23
Sui C, Chen K, Ding E, Tan R, Li Y, Shen J, Xu W, Li X. 18F-FDG PET/CT-based intratumoral and peritumoral radiomics combining ensemble learning for prognosis prediction in hepatocellular carcinoma: a multi-center study. BMC Cancer 2025;25:300. [PMID: 39972270 PMCID: PMC11841186 DOI: 10.1186/s12885-025-13649-4] [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: 06/18/2024] [Accepted: 02/05/2025] [Indexed: 02/21/2025]  Open
24
Jing F, Zhang X, Liu Y, Chen X, Zhao J, Zhao X, Chen X, Yuan H, Dai M, Wang N, Zhang Z, Zhang J. Baseline 18F-FDG PET/CT radiomics for prognosis prediction in diffuse large B cell lymphoma with extranodal involvement. Clin Transl Oncol 2025;27:727-735. [PMID: 39083140 DOI: 10.1007/s12094-024-03633-y] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2024] [Accepted: 07/19/2024] [Indexed: 02/01/2025]
25
Li C, Tan J, Li H, Lei Y, Yang G, Zhang C, Song Y, Wu Y, Bi G, Bi Q. The value of multiparametric MRI-based habitat imaging for differentiating uterine sarcomas from atypical leiomyomas: a multicentre study. Abdom Radiol (NY) 2025;50:995-1008. [PMID: 39183205 DOI: 10.1007/s00261-024-04539-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2024] [Revised: 08/14/2024] [Accepted: 08/15/2024] [Indexed: 08/27/2024]
26
Zhou Y, Zhou XY, Xu YC, Ma XL, Tian R. Radiomics based on 18F-FDG PET for predicting treatment response and prognosis in newly diagnosed diffuse large B-cell lymphoma patients: do lesion selection and segmentation methods matter? Quant Imaging Med Surg 2025;15:103-120. [PMID: 39839002 PMCID: PMC11744140 DOI: 10.21037/qims-24-585] [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: 03/22/2024] [Accepted: 11/05/2024] [Indexed: 01/23/2025]
27
Brancato V, Garbino N, Aiello M, Salvatore M, Cavaliere C. Exploratory Analysis of Radiomics and Pathomics in Uterine Corpus Endometrial Carcinoma. Sci Rep 2024;14:30727. [PMID: 39730425 DOI: 10.1038/s41598-024-78987-y] [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: 08/14/2024] [Accepted: 11/05/2024] [Indexed: 12/29/2024]  Open
28
Bini F, Missori E, Pucci G, Pasini G, Marinozzi F, Forte GI, Russo G, Stefano A. Preclinical Implementation of matRadiomics: A Case Study for Early Malformation Prediction in Zebrafish Model. J Imaging 2024;10:290. [PMID: 39590754 PMCID: PMC11595506 DOI: 10.3390/jimaging10110290] [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: 10/11/2024] [Revised: 11/08/2024] [Accepted: 11/12/2024] [Indexed: 11/28/2024]  Open
29
Behmanesh B, Abdi-Saray A, Deevband MR, Amoui M, Haghighatkhah HR, Shalbaf A. Predicting the Response of Patients Treated with 177Lu-DOTATATE Using Single-photon Emission Computed Tomography-Computed Tomography Image-based Radiomics and Clinical Features. JOURNAL OF MEDICAL SIGNALS & SENSORS 2024;14:28. [PMID: 39600984 PMCID: PMC11592923 DOI: 10.4103/jmss.jmss_54_23] [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: 11/05/2023] [Revised: 05/01/2024] [Accepted: 05/27/2024] [Indexed: 11/29/2024]
30
Jabal MS, Mohammed MA, Nesvick CL, Kobeissi H, Graffeo CS, Pollock BE, Brinjikji W. DSA Quantitative Analysis and Predictive Modeling of Obliteration in Cerebral AVM following Stereotactic Radiosurgery. AJNR Am J Neuroradiol 2024;45:1521-1527. [PMID: 39266257 PMCID: PMC11448972 DOI: 10.3174/ajnr.a8351] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2023] [Accepted: 05/09/2024] [Indexed: 09/14/2024]
31
Behmanesh B, Abdi-Saray A, Deevband MR, Amoui M, Haghighatkhah HR. Radiomics Analysis for Clinical Decision Support in 177Lu-DOTATATE Therapy of Metastatic Neuroendocrine Tumors using CT Images. J Biomed Phys Eng 2024;14:423-434. [PMID: 39391275 PMCID: PMC11462270 DOI: 10.31661/jbpe.v0i0.2112-1444] [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: 12/23/2021] [Accepted: 02/10/2022] [Indexed: 10/12/2024]
32
Huang F, Huang Q, Liao X, Gao Y. Prediction of high-risk prostate cancer based on the habitat features of biparametric magnetic resonance and the omics features of contrast-enhanced ultrasound. Heliyon 2024;10:e37955. [PMID: 39323806 PMCID: PMC11423289 DOI: 10.1016/j.heliyon.2024.e37955] [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: 02/20/2024] [Revised: 08/22/2024] [Accepted: 09/13/2024] [Indexed: 09/27/2024]  Open
33
Hong R, Ping X, Liu Y, Feng F, Hu S, Hu C. Combined CT-Based Radiomics and Clinic-Radiological Characteristics for Preoperative Differentiation of Solitary-Type Invasive Mucinous and Non-Mucinous Lung Adenocarcinoma. Int J Gen Med 2024;17:4267-4279. [PMID: 39324145 PMCID: PMC11423830 DOI: 10.2147/ijgm.s479978] [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: 07/19/2024] [Accepted: 09/11/2024] [Indexed: 09/27/2024]  Open
34
McGale JP, Chen DL, Trebeschi S, Farwell MD, Wu AM, Cutler CS, Schwartz LH, Dercle L. Artificial intelligence in immunotherapy PET/SPECT imaging. Eur Radiol 2024;34:5829-5841. [PMID: 38355986 DOI: 10.1007/s00330-024-10637-3] [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: 09/27/2023] [Revised: 12/12/2023] [Accepted: 01/15/2024] [Indexed: 02/16/2024]
35
Russo L, Charles-Davies D, Bottazzi S, Sala E, Boldrini L. Radiomics for clinical decision support in radiation oncology. Clin Oncol (R Coll Radiol) 2024;36:e269-e281. [PMID: 38548581 DOI: 10.1016/j.clon.2024.03.003] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Revised: 02/14/2024] [Accepted: 03/08/2024] [Indexed: 07/09/2024]
36
Yang X, Niu W, Wu K, Li X, Hou H, Tan Y, Wang X, Yang G, Wang L, Zhang H. Diffusion kurtosis imaging-based habitat analysis identifies high-risk molecular subtypes and heterogeneity matching in diffuse gliomas. Ann Clin Transl Neurol 2024;11:2073-2087. [PMID: 38887966 PMCID: PMC11330218 DOI: 10.1002/acn3.52128] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2024] [Revised: 05/14/2024] [Accepted: 06/02/2024] [Indexed: 06/20/2024]  Open
37
Zhi H, Xiang Y, Chen C, Zhang W, Lin J, Gao Z, Shen Q, Shao J, Yang X, Yang Y, Chen X, Zheng J, Lu M, Pan B, Dong Q, Shen X, Ma C. Development and validation of a machine learning-based 18F-fluorodeoxyglucose PET/CT radiomics signature for predicting gastric cancer survival. Cancer Imaging 2024;24:99. [PMID: 39080806 PMCID: PMC11290137 DOI: 10.1186/s40644-024-00741-4] [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: 05/09/2024] [Accepted: 07/13/2024] [Indexed: 08/02/2024]  Open
38
Liu J, Sui C, Bian H, Li Y, Wang Z, Fu J, Qi L, Chen K, Xu W, Li X. Radiomics based on 18F-FDG PET/CT for prediction of pathological complete response to neoadjuvant therapy in non-small cell lung cancer. Front Oncol 2024;14:1425837. [PMID: 39132503 PMCID: PMC11310012 DOI: 10.3389/fonc.2024.1425837] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2024] [Accepted: 07/09/2024] [Indexed: 08/13/2024]  Open
39
Jiang Y, Peng Y, Wu Y, Sun Q, Hua T. Multimodal Machine Learning-Based Ductal Carcinoma in situ Prediction from Breast Fibromatosis. Cancer Manag Res 2024;16:811-823. [PMID: 39044747 PMCID: PMC11264379 DOI: 10.2147/cmar.s467400] [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: 04/23/2024] [Accepted: 06/26/2024] [Indexed: 07/25/2024]  Open
40
Wu J, Meng H, Zhou L, Wang M, Jin S, Ji H, Liu B, Jin P, Du C. Habitat radiomics and deep learning fusion nomogram to predict EGFR mutation status in stage I non-small cell lung cancer: a multicenter study. Sci Rep 2024;14:15877. [PMID: 38982267 PMCID: PMC11233600 DOI: 10.1038/s41598-024-66751-1] [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: 01/28/2024] [Accepted: 07/03/2024] [Indexed: 07/11/2024]  Open
41
Zuo Y, Liu L, Chang C, Yan H, Wang L, Sun D, Ruan M, Lei B, Xia X, Xie W, Song S, Huang G. Value of multi-center 18F-FDG PET/CT radiomics in predicting EGFR mutation status in lung adenocarcinoma. Med Phys 2024;51:4872-4887. [PMID: 38285641 DOI: 10.1002/mp.16947] [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: 07/28/2023] [Revised: 12/08/2023] [Accepted: 12/27/2023] [Indexed: 01/31/2024]  Open
42
Eifer M, Peters-Founshtein G, Yoel LC, Pinian H, Steiner R, Klang E, Catalano OA, Eshet Y, Domachevsky L. The role of FDG PET/CT radiomics in the prediction of pathological response to neoadjuvant treatment in patients with esophageal cancer. Rep Pract Oncol Radiother 2024;29:211-218. [PMID: 39143975 PMCID: PMC11321767 DOI: 10.5603/rpor.99906] [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: 12/22/2023] [Accepted: 03/18/2024] [Indexed: 08/16/2024]  Open
43
Zhang Y, Chen J, Yang C, Dai Y, Zeng M. Preoperative prediction of microvascular invasion in hepatocellular carcinoma using diffusion-weighted imaging-based habitat imaging. Eur Radiol 2024;34:3215-3225. [PMID: 37853175 DOI: 10.1007/s00330-023-10339-2] [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: 07/27/2023] [Revised: 07/27/2023] [Accepted: 08/20/2023] [Indexed: 10/20/2023]
44
Huang YC, Huang SM, Yeh JH, Chang TC, Tsan DL, Lin CY, Tu SJ. Utility of CT Radiomics and Delta Radiomics for Survival Evaluation in Locally Advanced Nasopharyngeal Carcinoma with Concurrent Chemoradiotherapy. Diagnostics (Basel) 2024;14:941. [PMID: 38732355 PMCID: PMC11083477 DOI: 10.3390/diagnostics14090941] [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: 02/08/2024] [Revised: 04/23/2024] [Accepted: 04/26/2024] [Indexed: 05/13/2024]  Open
45
Sujit SJ, Aminu M, Karpinets TV, Chen P, Saad MB, Salehjahromi M, Boom JD, Qayati M, George JM, Allen H, Antonoff MB, Hong L, Hu X, Heeke S, Tran HT, Le X, Elamin YY, Altan M, Vokes NI, Sheshadri A, Lin J, Zhang J, Lu Y, Behrens C, Godoy MCB, Wu CC, Chang JY, Chung C, Jaffray DA, Wistuba II, Lee JJ, Vaporciyan AA, Gibbons DL, Heymach J, Zhang J, Cascone T, Wu J. Enhancing NSCLC recurrence prediction with PET/CT habitat imaging, ctDNA, and integrative radiogenomics-blood insights. Nat Commun 2024;15:3152. [PMID: 38605064 PMCID: PMC11009351 DOI: 10.1038/s41467-024-47512-0] [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: 06/27/2023] [Accepted: 03/21/2024] [Indexed: 04/13/2024]  Open
46
Sagreiya H. Finding the Pieces to Treat the Whole: Using Radiomics to Identify Tumor Habitats. Radiol Artif Intell 2024;6:e230547. [PMID: 38416038 PMCID: PMC10982906 DOI: 10.1148/ryai.230547] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2023] [Revised: 12/14/2023] [Accepted: 12/18/2023] [Indexed: 02/29/2024]
47
Fu L, Wang W, Lin L, Gao F, Yang J, Lv Y, Ge R, Wu M, Chen L, Liu A, Xin E, Yu J, Cheng J, Wang Y. Multitask prediction models for serous ovarian cancer by preoperative CT image assessments based on radiomics. Front Med (Lausanne) 2024;11:1334062. [PMID: 38384418 PMCID: PMC10880444 DOI: 10.3389/fmed.2024.1334062] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2023] [Accepted: 01/11/2024] [Indexed: 02/23/2024]  Open
48
Caloro E, Gnocchi G, Quarrella C, Ce M, Carrafiello G, Cellina M. Artificial Intelligence in Bone Metastasis Imaging: Recent Progresses from Diagnosis to Treatment - A Narrative Review. Crit Rev Oncog 2024;29:77-90. [PMID: 38505883 DOI: 10.1615/critrevoncog.2023050470] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/21/2024]
49
Li J, Yang G, Zhang L. Artificial Intelligence Empowered Nuclear Medicine and Molecular Imaging in Cardiology: A State-of-the-Art Review. PHENOMICS (CHAM, SWITZERLAND) 2023;3:586-596. [PMID: 38223683 PMCID: PMC10781930 DOI: 10.1007/s43657-023-00137-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/11/2023] [Revised: 10/13/2023] [Accepted: 10/16/2023] [Indexed: 01/16/2024]
50
Jing F, Liu Y, Zhao X, Wang N, Dai M, Chen X, Zhang Z, Zhang J, Wang J, Wang Y. Baseline 18F-FDG PET/CT radiomics for prognosis prediction in diffuse large B cell lymphoma. EJNMMI Res 2023;13:92. [PMID: 37884763 PMCID: PMC10603012 DOI: 10.1186/s13550-023-01047-5] [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: 08/10/2023] [Accepted: 10/22/2023] [Indexed: 10/28/2023]  Open
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