Gene | Country | No. of cases | No. of controls | Cases characteristics | Sample type | Technology used | AUC (p-value) | Sensitivity (%) | Specificity (%) | References |
---|---|---|---|---|---|---|---|---|---|---|
SEPT9 | China | 117 CRC, 45 AA, 50 NAA | 70 N | I (20), II (47), III (35), IV (4) | Plasma | Epi proColon 2.0 |  | CRC (73.2), A (< 27.6), NAA (26.5), I (52.6), II (84.8), III (78.8), IV (100) | CRC (66.7) | [18] |
SEPT9 | China | 63 CRC, 82 A&P | 11 nonCRC GID, 494 NED | Â | Plasma | Epi proColon 2.0 | 0.835 | CRC (73), A&P (17.1), nonCRC GID (18.2) | CRC (94.5), A&P (94.5) | [19] |
SEPT9 | Singapore | 26 CRC | 26 N | All stage I | Serum | MethyLight | 0.793 (< 0.001) | 50 | at least 90 | [20] |
EYA4 |  | 0.789 (< 0.001) | 57.7 | at least 90 |  | |||||
TAC1 |  | 0.768 (< 0.001) | 57.7 | at least 90 |  | |||||
TAC1 and EYA4 |  | 0.821 (< 0.001) | 84.6 | 80.8 |  | |||||
TAC1 and SEPT9 |  | 0.851 (< 0.001) | 73.1 | 92.3 |  | |||||
SEPT9 | China | 187 CRC, 25 P | 109 N |  | Plasma | MethyLight | CRC (0.777) | CRC (62.6), I–II (57.1), III–IV (69.5), P (12) | 91.7 | [21] |
OSMR |  | CRC (0.796) | CRC (74.9), I–II (74.4), III–IV (76.8), P (20) | 86.2 |  | |||||
SEPT9 and OSMR |  |  | CRC (77), I–II (78.1), III–IV (76.8), P (28) | 81.7 |  | |||||
TMEFF2 | Germany | 133 CRC | 179Â N | I (20), II (32), III (47), IV (31) | Plasma | HM | 0.72 | all (30), I (5), II (22), III (34), IV (45) | 95 | [22] |
NGFR | Â | 0.7 | all (33), I (20), II (25), III (36), IV (36) | 95 | Â | |||||
SEPT9 | Â | 0.8 | all (52), I (30), II (56), III (45), IV (68) | 95 | Â | |||||
SEPT9 and ALX4 | Germany | VC: 5 CRC, 49 P | VC: 22Â N | VC: UICC I (4), III (1) | Plasma | MethyLight | Â | P (71) | P (95) | [23] |
SEPT9 | China | 98 CRC, 101 A | 253 NED | 0 (3), I (23), II (31), III (8), IV (2) | Plasma | Epi proColon 2.0 | CRC: 0.802, A: 0.532 (< 0.001) | CRC (61.22), A (7.9) | CRC (98.42) | [24] |
98 CRC | 253 NED, 101 A, 76 nonCRC cancers, 30 INF | Â | Â | 61.22 | 93.7 | Â | ||||
SEPT9 | China | 123 CRC | 125Â N | I (5), II (36), III (58), IV (4) | Plasma | MSP | all: 0.757 | all (61.8), I (60), II (52.8), III (63.8), IV (50) | 89.6 | [25] |
SEPT9 | Taiwan | 51 CRC | 9 N | 0-II (23), III–IV (28) | Plasma | Abbott MS-9 |  | 47 | 89 | [26] |
SEPT9 | China | 85 CRC, 364 A, 216 HPP, 372 GID | 324Â N | I (9), II (38), III (31), IV (7), SA (36), TA (202), TVA (108), VA (18) | Plasma | Epi proColon 2.0 CE | CRC: 0.887, AA: 0.675, NAA: 0.582, P: 0.555 | all (87.1), I (77.8), II (78.9), III (96.8), IV (100), A (38.7), NAA (27.5), AA without HGD (47), AA with HGD (62.5), SA (27.8), TA (28.7), TVA (53.7), VA (83.3) | Â | [27] |
SEPT9 | China | 465 CRC, 164 A, 108 HPP | 610 NED | I (52), II (129), III (165), IV (25), SA (15), TA (84), TVA (54), VA (11) | Plasma | Epi proColon 2.0 | CRC versus NED: 0.81, CRC versus A/HPP/NED: 0.8, CRC versus A/HPP: 0.78, CRC IV versus I–III: 0.73, VA versus no VA: 0.59, BL versus NED: 0.51 | I (53.8), II (80.6), III (77.4), IV (84.2), HPP (9.3), SA (13.3), TA (19), TVA (41.2), VA (66.7) |  | [28] |
SEPT9 (10 subregions) | China | 53 CRC, 48 AA, 30 BL | 48 N | I (14), II (16), III (9), IV (14) | Plasma | MSP | 0.882 (< 0.0001) | all (84.9), I (64.3), II (81.3), III (100), IV (100), AA (23), BL (40) | all (83.3) | [29] |
BCAT1 | Australia | 74 CRC | 144Â N | I (4), II (28), III (23), IV (8) | Plasma | MSP | Â | CRC (64.9), I (25), II (64), III (65), IV (88) | 96.5 | [32] |
IKZF1 | Â | Â | CRC (67.6), I (25), II (57), III (78), IV (100) | 95.1 | Â | |||||
BCAT1 and IKZF1 | Â | Â | CRC (77), I (50), II (68), III (87), IV (100) | 92.4 | Â | |||||
BCAT1 | Australia, Netherland, Denmark | 184 CRC, 337 AA, 279 NAA | 820Â N | I (41), II (57), III (51), IV (33) | Plasma | MSP | CRC (0.71) | CRC (47.3), AA (8.6), NAA (4.7), I (19.5), II (52.6), III (45.1), IV (75.8) | 94.6 | [33] |
IKZF1 | Â | CRC (0.775) | CRC (59.2), AA (8.6), NAA (4.3), I (26.8), II (70.2), III (64.7), IV (69.7) | 95.7 | Â | |||||
IRF4 | Â | CRC (0.739) | CRC (50), AA (5.9), NAA (2.9), I (17.1), II (57.9), III (54.9), IV (66.7) | 97.8 | Â | |||||
BCAT1 and IKZF1 | Â | CRC (0.808) | CRC (70.1) | 91.5 | Â | |||||
BCAT1/IKZF1/IRF4 | Â | CRC (0.82) | CRC (73.9), AA (15.7), NAA (9.3), I (39), II (87.7), III (78.4), IV (84.8) | 90.1 | Â | |||||
SEPT9 | China | 111 CRC | 114 NED | I (13), II (49), III (39), IV (7) | Serum | MSP | 0.854 | all (73), I (38.5), II (81.6), III (69.2), IV (100) | 95.6 | [16] |
SDC2 | Â | 0.881 | all (71.2), I (53.9), II (67.4), III (79.5), IV (85.7) | 95.6 | Â | |||||
SEPT9 and SDC2 | Â | ColoDefense | 0.922 | all (86.5), I (69.2), II (85.7), III (89.7), IV (100) | 92.1 | Â | ||||
SEPT9 | China | 117 CRC, 23 AA | 166Â N, 78 SP | I (20), II (50), III (38), IV (4) | Plasma | MSP | CRC: 0.9, AA: 0.579 | all (82.1), I (65), II (84), III (86.8), IV (100), AA (12.1) | 95.8, with SP (92.6) | [17] |
SDC2 | Â | CRC: 0.886, AA: 0.754 | all (69.2), I (55), II (74), III (65.8), IV (100), AA (43.5) | 95.8, with SP (93.4) | Â | |||||
SEPT9 and SDC2 | Â | ColoDefense | CRC: 0.941, AA: 0.754 | all (88.9), I (80), II (90), III (89.5), IV (100), AA (47.8) | 92.8, with SP (87.7) | Â | ||||
SDC2 | Korea | 131 CRC | 125Â N | Korean: I (11), II (28), III (36), IV (12), European: I (15), II (29) | Serum | MethyLight | 0.927 (0.0001) | all (87), I (92.3), II (82.5), III (88.9), IV (91.7) | 95.2 | [36] |
ALX4 | Germany | 30 CRC | 30Â N | I (4), II (6), III (17), IV (3) | Serum | MethyLight | 0.839 | 83.3 | 70 | [37] |
SFRP1 | Hungary | 47 CRC, 37 A | 37 N |  | Plasma | MethyLight | CRC: 0.869, A: 0.824 (< 0.0002) | CRC (80.9), A (89.2) | CRC (83.8), A (73) | [38] |
SFRP2 |  | CRC: 0.863, A: 0.789 (< 0.0002) | CRC (63.8), A (81.1) | CRC (97.3), A (73) |  | |||||
SDC2 |  | CRC: 0.930, A: 0.859 (< 0.0002) | CRC (87.2), A (73) | CRC (100), A (94.6) |  | |||||
PRIMA1 |  | CRC: 0.822, A: 0.782 (< 0.0002) | CRC (57.4), A (59.5) | CRC (100), A (97.3) |  | |||||
SFRP1/SFRP2/SDC2/PRIMA1 | Â | CRC: 0.978, A: 0.937 | CRC (91.5), A (89.2) | CRC (97.3), A (86.5) | Â | |||||
SFRP2 | China | 62 CRC, 7 AA | 55Â N | I (13), II (27), III (17), IV (5) | Serum | MethyLight | 0.821 | all (69.4), I (46.2), II (74.1), III (70.6), IV (100), AA (42.9) | 87.3 | [39] |
OSMR | Italy | 70 CRC | 18 A, 36Â N | I (11), II (15), III (29), IV (15) | Plasma | MethyLight | CRC versus N: 0.6944, CRC versus A: 0.6472 (0.002) | CRC versus NorA (44.3) | CRC versus N (86.1), CRC versus A (83.3) | [42] |
SFRP1 |  | CRC versus N: 0.7952, CRC versus A: 0.7560 (< 0.0001) | CRC versus NorA (62.9) | CRC versus N (91.7), CRC versus A (83.3) |  | |||||
VIM | Germany | 81 CRC | 110Â N | Â | Plasma | Methyl-BEAMing | all: 0.81, Duke's A: 0.77, B: 0.82, C: 0.67, D: 0.95 | all S (59), Duke's A&B (52) | 93 | [43] |
B4GALT1 | Italy | TC: 20 CRC, VC: 26 CRC | 19Â N | Â | Plasma | dd-QMSP | TC: 0.750 (0.008) | TC: 50 | TC: 100 | [45] |
WIF1 | Korea | 243 CRC, 64 A | 276Â N | I (44), II (199) | Plasma | MSP | 0.641 | 36.7 | 90.6 | [46] |
APC, MGMT, RASSF2A, WIF1 | Â | CRC: 0.927, A: 0.864 | CRC (86.5), A (74.6) | CRC (92.1), A (91.3) | Â | |||||
JAM3 or JAMC | China | 18 CRC | 18 N | I (1), II (4), III (7), IV (3) | Plasma | MSP | 0.8611 (< 0.001) |  |  | [47] |
PCDH18 | China | 20 CRC | 20 N |  | Plasma | MSP | 0.85 (< 0.05) |  |  | [48] |
NEUROG1 | Germany | 45 CRC | 16Â N | UICC I (11), II (9), III (7), IV (18) (marker comparison set) | Serum | MethyLight | Â | 55.5 | 81.3 | [49] |
ALX4 | Â | Â | 46.6 | 66.3 | Â | |||||
SEPT9 | Â | Â | 46.6 | 81.3 | Â | |||||
VIM | Â | Â | 41.1 | 60 | Â | |||||
NEUROG1 | 92 CRC | 45 N | UICC I (27), II (70) (test set) | 0.73 (< 0.0001) | UICC I (51.9), II (64.3) | 91.1 |  | |||
NDRG4 | Germany | TC: 154 CRC, VC: 66 CRC | TC: 444Â N, VC: 240Â N | TC: I (43), II (44), III (46), IV (21), VC: I (27), II (15), III (20), IV (4) | Plasma | MSP | TC: 0.61 | TC: all (27), I (16), II (11), III (35), IV (62) | TC (95) | [50] |
GATA5 | Â | TC: 0.59 | TC: all (18), I (14), II (9), III (17), IV (47) | TC (99) | Â | |||||
FOXE1 | Â | TC: 0.7 | TC: all (46), I (35), II (43), III (50), IV (67) | TC (93) | Â | |||||
SYNE1 | Â | TC: 0.72 | TC: all (47), I (28), II (52), III (46), IV (76) | TC (96) | Â | |||||
SYNE1 and FOXE1 | Â | Â | TC: all (56), I (42), II (57), III (59), IV (81), VC: all (58), I (37), II (87), III (55), IV (100) | TC (90), VC (91) | Â | |||||
C9orf50 | Netherlands | 75 CRC | 66Â N | I (19), II (24), III (31), IV (1) | Plasma and serum | Digital MethyLight | plasma: 0.7, serum: 0.69 | Â | Â | [51] |
THBD | Â | plasma: 0.8, serum: 0.82 | plasma (71) | plasma (80) | Â | |||||
C9orf50 and THBD | Â | plasma: 0.8, serum: 0.83 | Â | Â | Â | |||||
HIC | Italy | 30 CRC | 30Â N | I (11), II (19) | Plasma | MSRE-PCR | 0.858 | 76.67 | 83.3 | [52] |
CYCD2 | Â | 0.8322 | 70 | 73.3 | Â | |||||
VHL | Â | 0.703 | 75.8 | 66.67 | Â | |||||
HIC/CYCD2/VHL | 30 CRC + VC: 10 CRC | 30 N + VC: 10 N |  | 0.9379, VC: 0.9 | 82.76, VC (70) | 93.3, VC (90) |  | |||
LINE-1 | Japan | 114 CRC | 53 N | I–II (57), III–IV (57) | Plasma | AQAMA-real time PCR | all: 0.81, I–II: 0.79, III–IV: 0.83 (< 0.0001) | all (65.8), I–II (63.2), III–IV (68.4) | all (90), I–II (90), III–IV (90) | [53] |
ALX4, BMP3, NPTX2, RARB, SDC2, SEPT9, and VIM | Denmark | 193 CRC | 102 N including 33 with resectable A |  | Plasma | MSP | all: 0.887, I–II: 0.8775 (= 0.3512) | all (90.7), I–II (88.7) | all (72.5), I–II (73.5) | [13] |
80 markers | China | TC: 73 CRC | TC: 70 N | I (18), II (34), III (20), IV (1) | Plasma | MCTA-Seq | 0.88 | all (75), I (65), II (76), III–IV (81) | 94 | [56] |
VC: 74 CRC | VC: 66 N | I (14), II (33), III (23), IV (4) | 0.89 | all (79), I (62), II (81), III–IV (85) | 86 |  | ||||
CC: 147 CRC | CC: 136 N | I (32), II (67), III (43), IV (5) |  | I–II (74) | I–II (90) |  | ||||
9 markers* | China | TC: 528 CRC | TC: 674Â N | I (38), II (139), III (209), IV (406) | Plasma | Deep sequencing | 9 markers: 0.96, cg10673833: 0.904 | 87.5 | 89.9 | [57] |
VC: 273 CRC | VC: 347Â N | Â | 9 markers: 0.96, cg10673833: 0.91 | 87.9 | 89.6 | Â | ||||
cg10673833 | 29 CRC, 78 APL, 114 NAA, 250 BL | 1021Â N | Â | dd-PCR | 0.9 | CRC (89.7), APL (33.3), NAA (21.9), BL (8) | CRC (86.8), APL (66.7), NAA (78.1), BL (92) | Â | ||
CpG sites | China | TC: 149 CRC, VC: 67 | TC: 149 N, VC: 74 | TC: I (34), II (54), III (35), IV (26), VC: I (17), II (25), III (15), IV (10) | Plasma | MSP | TC: 0.943, VC: 0.934 | TC: CRC (88.6), I (79.4), II (88.9), III (91.4), IV (96.2), I–III (87), VC: CRC (83.6), I (70.6), II (88), III (86.7), IV (90), I–III (83.5), TC + VC: CRC (87), I (76.5), II (88.6), III (90), IV (94.4) | TC (89.3), VC (91.9), TC + VC (90.1) | [58] |
SEPT9 |  | TC: 0.655, VC: 0.673 | TC + VC: CRC (41.2), I (19.6), II (36.7), III (46), IV (75) | TC + VC (90.6) |  | |||||
13 markers *** | Minnesota, USA | 97 CRC | 200Â N | I (11), II (26), III (24), IV (23) | Plasma | TELQAS | all: 0.91 | all (77), I (64), II (65), III (71), IV (100) | 95 | [49] |
NPY, PENK, WIF1 | France | 32 CRC, 26 P | 161 N | I–II (6), III–IV (26) | Serum | QM-MSP |  | CMI 0.62–0.85 (87) | CMI 0.62–0.85 (80) | [60] |
 |  | CMI 0.94 (78) | CMI 0.94 (90) |  | ||||||
 |  | CMI 2.01 (59) | CMI 2.01 (95) |  | ||||||
5 markers ** | Korea | 97 CRC | 60 N | I (17), II (24), III (33), IV (23) | Plasma | ddMethyLight |  | I–III (45.9), IV (95.7) | 95 | [61] |