Investigation Of Robustness Of 18f-Fdg Pet/Ct Radiomics Features For The Development Of Image Based Biomarkers For Head And Neck Cancer
Conventionally, 18F-FDG PET/CT is evaluated through biomarker matrices for example metabolic tumour volume (MTV) and standardised uptake values (SUVs) for cancer prognosis. However, they do not quantify tumour heterogeneity that induces resistance to treatment. Radiomics may quantify tumour heteroge...
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| Format: | Thesis |
| Language: | English |
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2023
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| Online Access: | http://eprints.usm.my/63034/ |
| Abstract | Abstract here |
| _version_ | 1855633289088335872 |
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| author | Anan, Noushin |
| author_facet | Anan, Noushin |
| author_sort | Anan, Noushin |
| description | Conventionally, 18F-FDG PET/CT is evaluated through biomarker matrices for example metabolic tumour volume (MTV) and standardised uptake values (SUVs) for cancer prognosis. However, they do not quantify tumour heterogeneity that induces resistance to treatment. Radiomics may quantify tumour heterogeneity by recognising features and patterns present in the 18F-FDG PET/CT. The radiomics feature of 18F-FDG PET/CT need to be accurate in other words robust for different segmentation settings. This study aimed to investigate the robustness of 18F-FDG PET/CT radiomics features for image-based biomarker development for head and neck cancer diagnosis. |
| first_indexed | 2025-12-24T00:13:20Z |
| format | Thesis |
| id | usm-63034 |
| institution | Universiti Sains Malaysia |
| language | English |
| last_indexed | 2025-12-24T00:13:20Z |
| publishDate | 2023 |
| record_format | EPrints |
| record_pdf | Restricted |
| spelling | usm-630342025-10-22T06:37:37Z http://eprints.usm.my/63034/ Investigation Of Robustness Of 18f-Fdg Pet/Ct Radiomics Features For The Development Of Image Based Biomarkers For Head And Neck Cancer Anan, Noushin R5-920 Medicine (General) Conventionally, 18F-FDG PET/CT is evaluated through biomarker matrices for example metabolic tumour volume (MTV) and standardised uptake values (SUVs) for cancer prognosis. However, they do not quantify tumour heterogeneity that induces resistance to treatment. Radiomics may quantify tumour heterogeneity by recognising features and patterns present in the 18F-FDG PET/CT. The radiomics feature of 18F-FDG PET/CT need to be accurate in other words robust for different segmentation settings. This study aimed to investigate the robustness of 18F-FDG PET/CT radiomics features for image-based biomarker development for head and neck cancer diagnosis. 2023-12 Thesis NonPeerReviewed application/pdf en http://eprints.usm.my/63034/1/Pages%20from%20NOUSHIN%20ANAN%20-%20TESIS.pdf Anan, Noushin (2023) Investigation Of Robustness Of 18f-Fdg Pet/Ct Radiomics Features For The Development Of Image Based Biomarkers For Head And Neck Cancer. Masters thesis, Universiti Sains Malaysia. |
| spellingShingle | R5-920 Medicine (General) Anan, Noushin Investigation Of Robustness Of 18f-Fdg Pet/Ct Radiomics Features For The Development Of Image Based Biomarkers For Head And Neck Cancer |
| thesis_level | Master |
| title | Investigation Of Robustness Of 18f-Fdg Pet/Ct Radiomics Features For The Development Of Image Based Biomarkers For Head And Neck Cancer |
| title_full | Investigation Of Robustness Of 18f-Fdg Pet/Ct Radiomics Features For The Development Of Image Based Biomarkers For Head And Neck Cancer |
| title_fullStr | Investigation Of Robustness Of 18f-Fdg Pet/Ct Radiomics Features For The Development Of Image Based Biomarkers For Head And Neck Cancer |
| title_full_unstemmed | Investigation Of Robustness Of 18f-Fdg Pet/Ct Radiomics Features For The Development Of Image Based Biomarkers For Head And Neck Cancer |
| title_short | Investigation Of Robustness Of 18f-Fdg Pet/Ct Radiomics Features For The Development Of Image Based Biomarkers For Head And Neck Cancer |
| title_sort | investigation of robustness of 18f fdg pet ct radiomics features for the development of image based biomarkers for head and neck cancer |
| topic | R5-920 Medicine (General) |
| url | http://eprints.usm.my/63034/ |
| work_keys_str_mv | AT anannoushin investigationofrobustnessof18ffdgpetctradiomicsfeaturesforthedevelopmentofimagebasedbiomarkersforheadandneckcancer |