Table 2.
RQS for the 49 selected articles
| DOI | First author and year | Image protocol quality | Multiple segmentations | Phantom study | Test–retest (imaging at multiple time points) | Feature reduction or adjustment multiple testing | Multivariate analysis with non-radiomics features | Biological correlates | Cut-off analyses | Discrimination statistics | Calibration statistics | Prospective study | Validation | Comparison to “gold standard” | Potential clinical utility | Cost-effectiveness analysis | Open science and data | RQS SCORE | RQS PERCENTAGE |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10.1088/0031-9155/60/14/5471 | Vallières et al. 2015 [9] | 2 | / | / | / | 3 | / | 1 | 1 | 2 | / | / | -5 | / | 2 | / | 3 | 9 | 25 |
| 10.1088/1361-6560/aa8a49 | Vallières et al. 2017 [16] | 2 | 1 | / | / | 3 | / | 1 | 1 | 2 | / | / | -5 | / | 2 | / | 3 | 10 | 28 |
| 10.1002/jmri.25791 | Corino et al. 2018 [42] | 2 | / | / | / | 3 | / | 1 | / | 2 | / | / | -5 | / | 2 | / | / | 5 | 14 |
| 10.1007/s10278-018-0092-9 | Bologna et al. 2018 [57] | 2 | 1 | / | / | 3 | / | 1 | / | 1 | / | / | -5 | / | 2 | / | / | 5 | 14 |
| 10.1016/j.adro.2019.02.003 | Sparker et al. 2019 [26] | 2 | / | / | / | 3 | 1 | / | 1 | 2 | / | / | 3 | / | 2 | / | / | 14 | 39 |
| 10.1016/j.radonc.2019.01.004 | Peeken et al. 2019 [44] | 2 | 1 | / | / | 3 | 1 | / | 1 | 2 | 2 | / | 4 | 2 | 2 | / | 1 | 21 | 58 |
| 10.1002/jmri.26589 | Crombé et al. 2019 [52] | 1 | / | / | / | 3 | / | 1 | 1 | 2 | / | / | 2 | 2 | 2 | / | / | 14 | 39 |
| 10.1016/j.acra.2018.09.025 | Zhang et al. 2019 [36] | 2 | / | / | / | 3 | / | / | / | 2 | / | / | -5 | / | 2 | / | / | 4 | 11 |
| 10.2478/raon-2019-0041 | Tagliafico et al. 2019 [32] | 2 | 1 | / | / | 3 | / | 1 | / | 2 | / | 7 | -5 | / | 2 | / | / | 13 | 36 |
| 10.1016/j.ebiom.2019.08.059 | Peeken et al. 2019 [35] | 2 | 1 | / | / | 3 | / | / | 1 | 2 | 1 | / | 3 | 2 | 2 | / | 1 | 18 | 50 |
| 10.1002/jmri.26753 | Crombé et al. 2019 [55] | 2 | / | / | 1 | 3 | / | 1 | / | 1 | / | 7 | -5 | / | 2 | / | / | 12 | 33 |
| 10.1002/jmri.26901 | Wang et al. 2020 [40] | 2 | / | / | / | 3 | / | / | / | 2 | / | / | 2 | / | 2 | / | / | 11 | 31 |
| 10.1148/radiol.2020191145 | Zwanenburg et al. 2020 [56] | 2 | 1 | 1 | / | 3 | / | / | / | 1 | 2 | / | 4 | / | 2 | / | 2 | 18 | 50 |
| 10.1155/2020/8153295 | Deng et al. 2020 [18] | 2 | / | / | / | 3 | 1 | / | / | 2 | / | / | -5 | / | 2 | / | 2 | 7 | 19 |
| 10.1002/jmri.27040 | Crombé et al. 2020 [21] | 2 | / | / | / | 3 | 1 | 1 | 1 | 2 | / | / | -5 | / | 2 | / | / | 7 | 19 |
| 10.1088/1361-6560/ab9e58 | Gao et al. 2020 [54] | 2 | / | / | / | 3 | / | 1 | / | 2 | / | 7 | -5 | / | 2 | / | / | 12 | 33 |
| 10.2214/AJR.19.22147 | Xu et al. 2020 [37] | 2 | / | / | / | 3 | / | / | / | 2 | / | / | 2 | / | 2 | / | / | 11 | 31 |
| 10.1016/j.ejrad.2020.109266 | Timbergen et al. 2020 [47] | 1 | 1 | / | / | 3 | 1 | / | / | 2 | / | / | -5 | 2 | 2 | / | 1 | 8 | 22 |
| 10.1016/j.crad.2020.08.038 | Tian et al. 2021 [19] | 2 | / | / | / | 3 | / | / | / | 2 | / | / | 2 | / | 2 | / | / | 11 | 31 |
| 10.3390/cancers13081929 | Peeken et al. 2021 [24] | 2 | 1 | / | / | 3 | 1 | 1 | 1 | 2 | 1 | / | 3 | 2 | 2 | / | / | 19 | 53 |
| 10.1002/jmri.27532 | Yan et al. 2021 [39] | 2 | 1 | / | / | 3 | 1 | / | 1 | 2 | 2 | / | 3 | 2 | 2 | / | / | 19 | 53 |
| 10.5603/RPOR.a2021.0092 | Gonzàlez-Viguera et al. 2021 [23] | 1 | / | / | / | 3 | / | 1 | / | 1 | / | / | -5 | / | 2 | / | / | 3 | 8 |
| 10.3389/fonc.2021.710649 | Chen et al. 2021 [29] | 1 | 1 | / | / | 3 | 1 | / | 1 | 2 | 2 | / | -5 | 2 | 2 | / | / | 10 | 28 |
| 10.1016/j.radonc.2021.08.023 | Peeken et al. 2021 [50] | 2 | 1 | / | / | 3 | 1 | 1 | / | 2 | 2 | / | 3 | 2 | 2 | / | 2 | 21 | 58 |
| 10.1186/s40644-021-00438-y | Zhao et al. 2022 [31] | 2 | / | / | / | 3 | / | / | / | 2 | / | / | 2 | / | 2 | / | 4 | 15 | 42 |
| 10.1007/s40042-021-00360-3 | Sheen et al. 2022 [17] | 2 | 1 | / | / | 3 | / | 1 | / | 2 | 2 | / | -5 | / | 2 | / | 1 | 9 | 25 |
| 10.1007/s13304-021-01074-8 | Yang et al. 2022 [22] | 2 | / | / | / | 3 | 1 | / | 1 | 1 | 2 | / | 2 | / | 2 | / | / | 14 | 39 |
| 10.1007/s00330-021-08221-0 | Liu et al. 2022 [33] | 2 | / | / | / | 3 | 1 | / | 1 | 2 | 2 | / | 4 | 2 | 2 | / | / | 19 | 53 |
| 10.3390/tomography8010028 | Tomaszewski et al. 2022 [53] | / | / | / | / | 3 | 1 | 1 | 1 | 2 | / | / | 2 | 2 | 2 | / | / | 14 | 39 |
| 10.3389/fonc.2022.897676 | Liang et al. 2022 [13] | 2 | 1 | / | / | 3 | / | 1 | 1 | 1 | 2 | / | 4 | 2 | 2 | / | 4 | 23 | 64 |
| 10.2478/raon-2022-0013 | Giraudo et al. 2022 [45] | 2 | 1 | / | / | 3 | 1 | 1 | / | 1 | / | / | -5 | / | 2 | / | / | 6 | 17 |
| 10.1002/mp.15603 | Escobar et al. 2022 [15] | 2 | / | / | / | 3 | / | 1 | / | 2 | / | / | -5 | / | 2 | / | 4 | 9 | 25 |
| 10.3389/fonc.2022.899180 | Thrussell et al. 2022 [58] | 2 | / | / | 1 | 3 | / | 1 | / | 1 | / | / | -5 | / | 2 | / | 4 | 9 | 25 |
| 10.1002/jmri.28021 | Fadli et al. 2022 [28] | 1 | 1 | / | / | 3 | 1 | 1 | 1 | 1 | / | / | -5 | 2 | 2 | / | 2 | 10 | 28 |
| 10.1186/s12880-022-00859-6 | Miao et al. 2022 [49] | 2 | / | / | / | 3 | / | 1 | / | 1 | / | / | 2 | / | 2 | / | 4 | 15 | 42 |
| 10.1186/s12880-022-00876-5 | Liu et al. 2022 [41] | / | / | / | / | 3 | / | / | / | 2 | / | / | -5 | / | 2 | / | 4 | 6 | 17 |
| 10.3389/fonc.2022.879553 | Giraudo et al. 2022 [20] | 1 | 1 | / | / | 3 | / | 1 | / | 1 | / | / | -5 | / | 2 | / | 2 | 6 | 17 |
| 10.1002/jmri.28518 | Yang et al. 2022 [38] | 1 | 1 | / | / | 3 | 1 | 1 | 1 | 2 | 1 | / | 3 | / | 2 | / | / | 16 | 44 |
| 10.1002/mp.16136 | Hu et al. 2022 [14] | 1 | 1 | / | / | 3 | 1 | 1 | 1 | 2 | 2 | / | 3 | / | 2 | / | / | 17 | 47 |
| 10.1007/s11307-022-01751-z | Yue et al. 2022 [59] | 2 | 1 | / | / | 3 | 1 | 1 | 1 | 1 | / | / | 2 | / | 2 | / | / | 14 | 39 |
| 10.1002/jmri.28160 | Yang 2022 [25] | 1 | 1 | / | / | 3 | 1 | / | 1 | 2 | 2 | / | 2 | 2 | 2 | / | 2 | 19 | 53 |
| 10.3390/jcm12010279 | Annovazzi et al. 2022 [27] | 2 | / | / | / | 3 | 1 | 1 | 1 | 1 | / | / | -5 | / | 2 | / | 4 | 10 | 28 |
| 10.1007/s11307-023-01803-y | Fields et al. 2023 [51] | 1 | / | / | / | 3 | / | / | / | 2 | / | / | -5 | / | 2 | / | / | 3 | 8 |
| 10.1007/s00330-022-09104-8 | Crombé et al. 2023 [46] | 1 | / | / | / | / | 1 | 1 | / | 2 | / | / | -5 | / | 2 | / | / | 2 | 6 |
| 10.1002/jmri.28331 | Lee et al. 2023 [30] | 1 | 1 | / | / | 3 | 1 | 1 | / | 1 | / | / | -5 | 2 | 2 | / | / | 7 | 19 |
| 10.1088/2057-1976/acc33a | Aouadi et al. 2023 [60] | 2 | / | / | / | 3 | / | 1 | / | 2 | / | / | 4 | / | 2 | / | 2 | 16 | 44 |
| 10.3390/cancers15072150 | Foreman et al. 2023 [48] | 2 | 1 | / | / | 3 | 1 | / | / | 2 | / | / | 3 | / | 2 | / | 2 | 16 | 44 |
| 10.1093/jamiaopen/ooad025 | Casale et al. 2023 [34] | 2 | / | / | / | 3 | / | 1 | / | / | / | / | 2 | / | 2 | / | 2 | 12 | 33 |
| 10.1177/02841851231179933 | Zhu et al. 2023 [43] | 1 | / | / | / | 3 | / | 1 | / | 1 | / | / | 2 | / | 2 | / | 2 | 12 | 33 |