Table 4.
Types | Sample | Molecular biomarker(s) | AUC (95% CI) | Sensitivity, % (95% CI) | Specificity, % (95% CI) | Ref. |
---|---|---|---|---|---|---|
DNA methylation | Plasma | APC, MGMT, RASSF2A, WIF1 | 0.927 | 86.5 (81.7−90.8) | 92.1 (88.2−95.0) | [81] |
Plasma | BCAT1, IKZF1 | NA | 66 | 94 | [82] | |
Serum | SDC2 | NA | 87 | 95.2 | [83] | |
Plasma cfDNA | LINE-1 | 0.81 | 65.8 | 90 | [84] | |
Faeces | NDRG4 | T: 0.77 | T: 61 (43−79) | T: 93 (90−97) | [85] | |
V: NA | V: 53 (39−67) | V: 100 (86−100) | ||||
Faeces | TFPI2 | NA | 76 (60−88) | 93 (77−99) | [86] | |
Circulating tumour DNA | Serum cfDNA | ALU115 | 0.8458 | 69.23 | 99.09 | [87] |
ALU247/115 | 0.8551 | 73.08 | 97.27 | |||
Circular RNA (circRNA) | Plasma | 91H, PVT1, MEG3 | 0.877 | 82.76 | 78.57 | [88] |
Serum | LOC285194, RP11- 462C24.1, Nbla12061 | 0.79 (0.71−0.86) | 68.33 | 86.89 | [89] | |
Whole-blood | NEAT1_v1 | 0.73 (0.60−0.83) | 56.7 | 83.3 | [90] | |
Whole-blood | NEAT1_v2 | 0.85 (0.73−0.93) | 86.6 | 83.3 | [90] | |
PIWI-interacting RNA (piRNA) | Serum | piR-5937 | T: 0.8060 | 71.8 | 72.5 | [56] |
V: 0.7673 | 73.6 | 65.3 | ||||
piR-28876 | T: 0.8065 | 75.3 | 70.0 | [56] | ||
V: 0.7074 | 66.0 | 65.3 | ||||
microRNA (miRNA) | Plasma | miR-92a | 0.885 | 89 | 70 | [91] |
Serum | miR-210 | 0.82 | 74.6 | 73.5 | [92] | |
Plasma | miR-24 | 8.84 (0.79−0.89) | 78.4 | 83.9 | [93] | |
Faeces | miR-221 | 0.73 (0.68−0.78) | 62 (55−68) | 74 (67−80) | [60] | |
Faeces | miR-20a | 0.73 (0.68−0.78) | 55 (47−62) | 82 (76−87) | [57] | |
Faeces | miR-135b | 0.79 | 78 (69−85) | 68 (58−77) | [59] | |
Faeces | miR-92a, miR-21, miR-135b, miR-145, miR-133a | 0.849 | 81 | 80 | [94] | |
Saliva | miR-21 | NA | 97 | 91 | [95] | |
Exosomal microRNA | Plasma | miR-27a | 0.87 (0.77−0.96) | 81.82 | 90.91 | [96] |
Plasma | miR-130a | 0.82(0.73−0.90) | 69.32 | 100 | ||
Tumour-derived circulating cell | Whole-blood | Circulating endothelial cell clusters | 0.92 (0.84−1.00) | NA | NA | [54] |
Gut microbes | Faeces | F. nucleatum, Parvimonas micra | 0.84 | NA | NA | [76] |
Faeces | F. nucleatum, Clostridium hathewayi, Lachnoclostridium sp., Bacteroides clarus, and FIT | NA | 93.8 | 81.2 | [80] |
95% CI, 95% confidence interval; NA, not available; T, training; V, validation; cfDNA, cell-free DNA.