Table 1 Characteristics of the included studies on bone sarcomas
First author | Year | Aim | Tumor type | Design | Reference standard | Imaging method | Database (n) | Public data | Segmentation | Feature type | |
|---|---|---|---|---|---|---|---|---|---|---|---|
Process | Style | ||||||||||
Bouhamama [64] | 2022 | Therapy response | Osteosarcoma | Retrospective | Histology | MRI | 176 | No | Manual | 3D | Handcrafted |
Buizza [24] | 2021 | Survival Therapy response | Chordoma | Retrospective | Clinical/imaging follow-up | CT MRI | 57 | No | Manual | 3D | Handcrafted |
Chen [44] | 2021 | Therapy response | Osteosarcoma | Retrospective | Histology | MRI | 102 | No | Manual | 3D | Handcrafted |
Chianca [22] | 2021 | Benign vs malignant | Different benign/malignant histotypes | Retrospective | Histology Imaging follow-up (benign) | MRI | 146 | No | Manual | 2D without MS | Handcrafted |
Cilengir [20] | 2023 | Benign vs malignant | Enchondroma Chondrosarcoma | Retrospective | Histology Imaging follow-up (benign) | MRI | 47 | No | Manual | 3D | Handcrafted |
Deng [70] | 2021 | Benign vs malignant Grading | Enchondroma Chondrosarcoma | Retrospective | Histology | CT MRI | 91 | No | Manual | 2D without MS | Handcrafted |
Gitto [38] | 2022 | Grading | Chondrosarcoma | Retrospective | Histology | MRI | 158 | No | Manual | 2D without MS | Handcrafted |
Gitto [49] | 2021 | Grading | Chondrosarcoma | Retrospective | Histology | CT | 120 | No | Manual | 2D without MS | Handcrafted |
Gitto [57] | 2022 | Therapy response | Ewing sarcoma | Retrospective | Histology | MRI | 30 | No | Manual | 3D 2D without MS | Handcrafted |
Gitto [58] | 2022 | Benign vs malignant | Different benign/malignant histotypes | Retrospective | Histology | MRI | 101 | No | Manual | 3D | Handcrafted |
Li [53] | 2023 | Grading | Chondrosarcoma | Retrospective | Histology | MRI | 102 | No | Manual | 3D | Handcrafted |
Liu [51] | 2021 | Local/metastatic relapse | Osteosarcoma | Retrospective | Histology Imaging follow-up | CT | 80 | No | Manual | 3D | Handcrafted |
Luo [37] | 2022 | Metastatic relapse | Osteosarcoma | Retrospective | Histology Imaging follow-up | MRI | 78 | No | Manual | 3D | Handcrafted |
Pan [45] | 2021 | Benign vs malignant | Enchondroma Chondrosarcoma | Retrospective | Histology | MRI | 103 | No | Manual | 3D | Handcrafted |
Pereira [47] | 2021 | Metastatic relapse | Osteosarcoma | Retrospective | Imaging follow-up | CT | 81 | No | Semiautomatic | 3D | Handcrafted |
Sun [41] | 2021 | Benign vs malignant | Different benign/malignant histotypes | Retrospective | Histology | CT | 206 | No | Manual | 3D | Handcrafted |
White [54] | 2023 | Survival Therapy response | Osteosarcoma | Retrospective | Clinical follow-up (survival) Histology (therapy response) | MRI | 105 | No | Manual | 2D without MS | Handcrafted |
Xu [28] | 2021 | Therapy response | Osteosarcoma | Retrospective | Histology | CT | 157 | No | Manual | 3D | Handcrafted |
Yamazawa [69] | 2022 | Tumor histotype | Chordoma Chondrosarcoma | Retrospective | Histology | MRI | 57 | No | Manual | 3D | Handcrafted |
Yin [65] | 2021 | Therapy complication | Different benign/malignant histotypes | Retrospective | Clinical/surgical data | CT | 810 | No | Semiautomatic | 3D | Handcrafted |
Yin [66] | 2021 | Tumor histotype | Different benign/malignant histotypes | Retrospective | Histology | CT | 795 | No | Semiautomatic | 3D | Handcrafted |
Zhang [42] | 2021 | Therapy response | Osteosarcoma | Retrospective | Histology | MRI | 102 | No | Manual | 3D | Handcrafted |
Zhong [31] | 2022 | Therapy response | Osteosarcoma | Retrospective | Histology | MRI | 144 | No | Automatic | 2D without MS | Handcrafted |