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For: Garau N, Paganelli C, Summers P, Choi W, Alam S, Lu W, Fanciullo C, Bellomi M, Baroni G, Rampinelli C. External validation of radiomics-based predictive models in low-dose CT screening for early lung cancer diagnosis. Med Phys 2020;47:4125-4136. [PMID: 32488865 DOI: 10.1002/mp.14308] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2019] [Revised: 05/04/2020] [Accepted: 05/23/2020] [Indexed: 12/14/2022]  Open
Number Cited by Other Article(s)
1
Wengert GJ, Lu H, Aboagye EO, Langs G, Poetsch N, Schwartz E, Bagó-Horváth Z, Fotopoulou C, Polterauer S, Helbich TH, Rockall AG. CT-based radiomic prognostic vector (RPV) predicts survival and stromal histology in high-grade serous ovarian cancer: an external validation study. Eur Radiol 2025;35:3110-3119. [PMID: 39661150 PMCID: PMC12081573 DOI: 10.1007/s00330-024-11267-5] [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: 04/01/2024] [Revised: 10/22/2024] [Accepted: 11/07/2024] [Indexed: 12/12/2024]
2
Liu C, He Y, Luo J. The influence of image selection and segmentation on the extraction of lung cancer imaging radiomics features using 3D-Slicer software. BMC Cancer 2025;25:728. [PMID: 40247266 PMCID: PMC12007235 DOI: 10.1186/s12885-025-14094-z] [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: 05/14/2024] [Accepted: 04/06/2025] [Indexed: 04/19/2025]  Open
3
Huchthausen C, Shi M, de Sousa GLA, Colen J, Shelley E, Larner J, Janowski E, Wijesooriya K. Evaluation of radiomic feature harmonization techniques for benign and malignant pulmonary nodules. ARXIV 2025:arXiv:2412.16758v2. [PMID: 39876938 PMCID: PMC11774441] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Subscribe] [Scholar Register] [Indexed: 01/31/2025]
4
Liu J, Corti A, Corino VDA, Mainardi L. Lung nodule classification using radiomics model trained on degraded SDCT images. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2024;257:108474. [PMID: 39481281 DOI: 10.1016/j.cmpb.2024.108474] [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: 05/16/2024] [Revised: 10/11/2024] [Accepted: 10/22/2024] [Indexed: 11/02/2024]
5
Cè M, Chiriac MD, Cozzi A, Macrì L, Rabaiotti FL, Irmici G, Fazzini D, Carrafiello G, Cellina M. Decoding Radiomics: A Step-by-Step Guide to Machine Learning Workflow in Hand-Crafted and Deep Learning Radiomics Studies. Diagnostics (Basel) 2024;14:2473. [PMID: 39594139 PMCID: PMC11593328 DOI: 10.3390/diagnostics14222473] [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: 09/04/2024] [Revised: 10/25/2024] [Accepted: 10/28/2024] [Indexed: 11/28/2024]  Open
6
Demircioğlu A. radMLBench: A dataset collection for benchmarking in radiomics. Comput Biol Med 2024;182:109140. [PMID: 39270457 DOI: 10.1016/j.compbiomed.2024.109140] [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: 05/07/2024] [Revised: 08/20/2024] [Accepted: 09/08/2024] [Indexed: 09/15/2024]
7
Zheng Z, Liang Y, Wu Z, Han Q, Ai Z, Ma K, Xiang Z. Effect of Deep Learning Image Reconstruction Algorithms on Radiomic Features of Pulmonary Nodules in Ultra-Low-Dose CT. J Comput Assist Tomogr 2024;48:943-950. [PMID: 39095065 DOI: 10.1097/rct.0000000000001634] [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: 08/04/2024]
8
Morelli L, Paganelli C, Marvaso G, Parrella G, Annunziata S, Vicini MG, Zaffaroni M, Pepa M, Summers PE, De Cobelli O, Petralia G, Jereczek-Fossa BA, Baroni G. Addressing intra- and inter-institution variability of a radiomic framework based on Apparent Diffusion Coefficient in prostate cancer. Med Phys 2024;51:8096-8107. [PMID: 39172115 DOI: 10.1002/mp.17355] [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: 02/07/2024] [Revised: 06/27/2024] [Accepted: 08/05/2024] [Indexed: 08/23/2024]  Open
9
Ebrahimpour L, Després P, Manem V. Differential Radiomics-Based Signature Predicts Lung Cancer Risk Accounting for Imaging Parameters in NLST Cohort. Cancer Med 2024;13:e70359. [PMID: 39463128 PMCID: PMC11513548 DOI: 10.1002/cam4.70359] [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: 07/18/2024] [Revised: 10/09/2024] [Accepted: 10/11/2024] [Indexed: 10/29/2024]  Open
10
Anania G, Chiozza M, Pedarzani E, Resta G, Campagnaro A, Pedon S, Valpiani G, Silecchia G, Mascagni P, Cuccurullo D, Reddavid R, Azzolina D, On behalf of SICE CoDIG (ColonDx Italian Group). Predicting Postoperative Length of Stay in Patients Undergoing Laparoscopic Right Hemicolectomy for Colon Cancer: A Machine Learning Approach Using SICE (Società Italiana di Chirurgia Endoscopica) CoDIG Data. Cancers (Basel) 2024;16:2857. [PMID: 39199628 PMCID: PMC11352329 DOI: 10.3390/cancers16162857] [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: 07/05/2024] [Revised: 08/11/2024] [Accepted: 08/12/2024] [Indexed: 09/01/2024]  Open
11
Zhang Y, Qu L, Zhang H, Wang Y, Gao G, Wang X, Zhang T. Construction of a predictive model of 2-3 cm ground-glass nodules developing into invasive lung adenocarcinoma using high-resolution CT. Front Med (Lausanne) 2024;11:1403020. [PMID: 38975053 PMCID: PMC11224554 DOI: 10.3389/fmed.2024.1403020] [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: 03/18/2024] [Accepted: 06/06/2024] [Indexed: 07/09/2024]  Open
12
Choi W, Jia Y, Kwak J, Werner-Wasik M, Dicker AP, Simone NL, Storozynsky E, Jain V, Vinogradskiy Y. Novel Functional Radiomics for Prediction of Cardiac Positron Emission Tomography Avidity in Lung Cancer Radiotherapy. JCO Clin Cancer Inform 2024;8:e2300241. [PMID: 38452302 PMCID: PMC10939651 DOI: 10.1200/cci.23.00241] [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: 11/16/2023] [Revised: 12/22/2023] [Accepted: 01/26/2024] [Indexed: 03/09/2024]  Open
13
Arabi M, Nazari M, Salahshour A, Jenabi E, Hajianfar G, Khateri M, Shayesteh SP. A machine learning-based sonomics for prediction of thyroid nodule malignancies. Endocrine 2023;82:326-334. [PMID: 37291392 DOI: 10.1007/s12020-023-03407-6] [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: 02/08/2023] [Accepted: 05/20/2023] [Indexed: 06/10/2023]
14
Khodabakhshi Z, Amini M, Hajianfar G, Oveisi M, Shiri I, Zaidi H. Dual-Centre Harmonised Multimodal Positron Emission Tomography/Computed Tomography Image Radiomic Features and Machine Learning Algorithms for Non-small Cell Lung Cancer Histopathological Subtype Phenotype Decoding. Clin Oncol (R Coll Radiol) 2023;35:713-725. [PMID: 37599160 DOI: 10.1016/j.clon.2023.08.003] [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: 09/27/2022] [Revised: 06/10/2023] [Accepted: 08/05/2023] [Indexed: 08/22/2023]
15
Ma T, Wang H, Ye Z. Artificial intelligence applications in computed tomography in gastric cancer: a narrative review. Transl Cancer Res 2023;12:2379-2392. [PMID: 37859746 PMCID: PMC10583011 DOI: 10.21037/tcr-23-201] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2023] [Accepted: 08/01/2023] [Indexed: 10/21/2023]
16
Cilla S, Pistilli D, Romano C, Macchia G, Pierro A, Arcelli A, Buwenge M, Morganti AG, Deodato F. CT-based radiomics prediction of complete response after stereotactic body radiation therapy for patients with lung metastases. Strahlenther Onkol 2023:10.1007/s00066-023-02086-6. [PMID: 37256303 DOI: 10.1007/s00066-023-02086-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2023] [Accepted: 04/11/2023] [Indexed: 06/01/2023]
17
Cai J, Guo L, Zhu L, Xia L, Qian L, Lure YMF, Yin X. Impact of localized fine tuning in the performance of segmentation and classification of lung nodules from computed tomography scans using deep learning. Front Oncol 2023;13:1140635. [PMID: 37056345 PMCID: PMC10088514 DOI: 10.3389/fonc.2023.1140635] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2023] [Accepted: 03/16/2023] [Indexed: 03/30/2023]  Open
18
Voigt W, Prosch H, Silva M. Clinical Scores, Biomarkers and IT Tools in Lung Cancer Screening-Can an Integrated Approach Overcome Current Challenges? Cancers (Basel) 2023;15:cancers15041218. [PMID: 36831559 PMCID: PMC9954060 DOI: 10.3390/cancers15041218] [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: 11/13/2022] [Revised: 02/05/2023] [Accepted: 02/10/2023] [Indexed: 02/17/2023]  Open
19
Gao Y, Hua M, Lv J, Ma Y, Liu Y, Ren M, Tian Y, Li X, Zhang H. Reproducibility of radiomic features of pulmonary nodules between low-dose CT and conventional-dose CT. Quant Imaging Med Surg 2022;12:2368-2377. [PMID: 35371962 PMCID: PMC8923849 DOI: 10.21037/qims-21-609] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Accepted: 12/30/2021] [Indexed: 09/25/2023]
20
Garau N, Orro A, Summers P, De Maria L, Bertolotti R, Bassis D, Minotti M, De Fiori E, Baroni G, Paganelli C, Rampinelli C. Integrating Biological and Radiological Data in a Structured Repository: a Data Model Applied to the COSMOS Case Study. J Digit Imaging 2022;35:970-982. [PMID: 35296941 PMCID: PMC9485502 DOI: 10.1007/s10278-022-00615-w] [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: 07/21/2021] [Revised: 02/17/2022] [Accepted: 02/28/2022] [Indexed: 11/29/2022]  Open
21
Radiomic Phenotypes for Improving Early Prediction of Survival in Stage III Non-Small Cell Lung Cancer Adenocarcinoma after Chemoradiation. Cancers (Basel) 2022;14:cancers14030700. [PMID: 35158971 PMCID: PMC8833400 DOI: 10.3390/cancers14030700] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2021] [Revised: 01/23/2022] [Accepted: 01/28/2022] [Indexed: 02/04/2023]  Open
22
Yan Q, Yi Y, Shen J, Shan F, Zhang Z, Yang G, Shi Y. Preliminary study of 3 T-MRI native T1-mapping radiomics in differential diagnosis of non-calcified solid pulmonary nodules/masses. Cancer Cell Int 2021;21:539. [PMID: 34663307 PMCID: PMC8522214 DOI: 10.1186/s12935-021-02195-1] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2021] [Accepted: 09/04/2021] [Indexed: 12/30/2022]  Open
23
A segmentation tool for pulmonary nodules in lung cancer screening: Testing and clinical usage. Phys Med 2021;90:23-29. [PMID: 34530212 DOI: 10.1016/j.ejmp.2021.08.011] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/04/2021] [Revised: 06/28/2021] [Accepted: 08/21/2021] [Indexed: 12/17/2022]  Open
24
Rundo L, Ledda RE, di Noia C, Sala E, Mauri G, Milanese G, Sverzellati N, Apolone G, Gilardi MC, Messa MC, Castiglioni I, Pastorino U. A Low-Dose CT-Based Radiomic Model to Improve Characterization and Screening Recall Intervals of Indeterminate Prevalent Pulmonary Nodules. Diagnostics (Basel) 2021;11:1610. [PMID: 34573951 PMCID: PMC8471292 DOI: 10.3390/diagnostics11091610] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2021] [Revised: 08/25/2021] [Accepted: 08/30/2021] [Indexed: 12/25/2022]  Open
25
Avanzo M, Gagliardi V, Stancanello J, Blanck O, Pirrone G, El Naqa I, Revelant A, Sartor G. Combining computed tomography and biologically effective dose in radiomics and deep learning improves prediction of tumor response to robotic lung stereotactic body radiation therapy. Med Phys 2021;48:6257-6269. [PMID: 34415574 DOI: 10.1002/mp.15178] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2020] [Revised: 07/20/2021] [Accepted: 08/02/2021] [Indexed: 02/06/2023]  Open
26
Guiot J, Vaidyanathan A, Deprez L, Zerka F, Danthine D, Frix AN, Lambin P, Bottari F, Tsoutzidis N, Miraglio B, Walsh S, Vos W, Hustinx R, Ferreira M, Lovinfosse P, Leijenaar RTH. A review in radiomics: Making personalized medicine a reality via routine imaging. Med Res Rev 2021;42:426-440. [PMID: 34309893 DOI: 10.1002/med.21846] [Citation(s) in RCA: 148] [Impact Index Per Article: 37.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2021] [Revised: 07/05/2021] [Accepted: 07/07/2021] [Indexed: 12/14/2022]
27
Wu G, Jochems A, Refaee T, Ibrahim A, Yan C, Sanduleanu S, Woodruff HC, Lambin P. Structural and functional radiomics for lung cancer. Eur J Nucl Med Mol Imaging 2021;48:3961-3974. [PMID: 33693966 PMCID: PMC8484174 DOI: 10.1007/s00259-021-05242-1] [Citation(s) in RCA: 68] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2020] [Accepted: 02/03/2021] [Indexed: 12/19/2022]
28
Artificial intelligence applications in medical imaging: A review of the medical physics research in Italy. Phys Med 2021;83:221-241. [DOI: 10.1016/j.ejmp.2021.04.010] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/05/2020] [Revised: 03/31/2021] [Accepted: 04/03/2021] [Indexed: 02/06/2023]  Open
29
Artificial intelligence: Deep learning in oncological radiomics and challenges of interpretability and data harmonization. Phys Med 2021;83:108-121. [PMID: 33765601 DOI: 10.1016/j.ejmp.2021.03.009] [Citation(s) in RCA: 37] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/02/2020] [Revised: 03/01/2021] [Accepted: 03/03/2021] [Indexed: 02/06/2023]  Open
30
Rodríguez M, Ajona D, Seijo LM, Sanz J, Valencia K, Corral J, Mesa-Guzmán M, Pío R, Calvo A, Lozano MD, Zulueta JJ, Montuenga LM. Molecular biomarkers in early stage lung cancer. Transl Lung Cancer Res 2021;10:1165-1185. [PMID: 33718054 PMCID: PMC7947407 DOI: 10.21037/tlcr-20-750] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
31
Buizza G, Paganelli C, D’Ippolito E, Fontana G, Molinelli S, Preda L, Riva G, Iannalfi A, Valvo F, Orlandi E, Baroni G. Radiomics and Dosiomics for Predicting Local Control after Carbon-Ion Radiotherapy in Skull-Base Chordoma. Cancers (Basel) 2021;13:339. [PMID: 33477723 PMCID: PMC7832399 DOI: 10.3390/cancers13020339] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2020] [Revised: 01/05/2021] [Accepted: 01/14/2021] [Indexed: 02/08/2023]  Open
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