| Literature DB >> 33784337 |
Fatima El Agy1,2, Sanae El Bardai2, Ihsane El Otmani1,2,3, Zineb Benbrahim4, Ibn Majdoub Hassani Karim5, Khalid Mazaz5, El Bachir Benjelloun5, Abdelmalek Ousadden5, Mohammed El Abkari6, Sidi Adil Ibrahimi5, Laila Chbani1,2.
Abstract
This study aimed to estimate the incidence of KRAS, NRAS, and BRAF mutations in the Moroccan population, and investigate the associations of KRAS and NRAS gene mutations with clinicopathological characteristics and their prognosis value. To achieve these objectives, we reviewed medical and pathology reports for 210 patients. RAS testing was investigated by Sanger sequencing and Pyrosequencing technology. BRAF (exon 15) status was analyzed by the Sanger method. The expression of MMR proteins was evaluated by Immunohistochemistry. KRAS and NRAS mutations were found in 36.7% and 2.9% of 210 patients, respectively. KRAS exon 2 mutations were identified in 76.5% of the cases. RAS-mutated colon cancers were significantly associated with female gender, presence of vascular invasion, classical adenocarcinoma, moderately differentiated tumors, advanced TNM stage III-IV, left colon site, higher incidence of distant metastases at the time of diagnostic, microsatellite stable phenotype, lower number of total lymph nodes, and higher means of positive lymph nodes and lymph node ratio. KRAS exon 2-mutated colon cancers, compared with KRAS wild-type colon cancers were associated with the same clinicopathological features of RAS-mutated colon cancers. NRAS-mutated patients were associated with lower total lymph node rate and the presence of positive lymph node. Rare RAS-mutated tumors, compared with wild-type tumors were more frequently moderately differentiated and associated with lower lymph node rate. We found that KRAS codon 13-mutated, tumors compared to codon 12-mutated tumors were significantly correlated with a higher death cases number, a lower rate of positive lymph, lower follow-up time, and poor overall survival. Our findings show that KRAS and NRAS mutations have distinct clinicopathological features. KRAS codon 13-mutated status was the worst predictor of prognosis at all stages in our population.Entities:
Year: 2021 PMID: 33784337 PMCID: PMC8009361 DOI: 10.1371/journal.pone.0248522
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Primer sequences used for PCR.
| Primer name | Primer sequence |
|---|---|
| 5’- | |
| 5’- | |
| 5’- | |
| 5’- | |
| 5’- | |
| 5’- | |
| 5’- | |
| 5’- | |
| 5’- | |
| 5’- | |
| 5’ | |
| 5’ |
Clinicopathological and molecular characteristics of patients.
| Characteristics | Total |
|---|---|
| Mean (±SD) | 55.56 (±14.3) |
| ≤55 | 92 (43.8%) |
| ≥55 | 118 (56.2%) |
| Female | 97 (46.2%) |
| Male | 113 (53.8%) |
| Right colon | 67 (31.9%) |
| Left colon | 143 (68.1%) |
| Adenocarcinoma | 172 (81.9%) |
| Mucinous adenocarcinoma | 26 (12.4%) |
| Others | 12 (5.7%) |
| Well | 92 (43.8%) |
| moderate | 99 (47.1%) |
| Poor | 19 (9.0%) |
| Yes | 37 (17.6%) |
| No | 173(82.4%) |
| Yes | 22 (10.7%) |
| No | 184 (89.3%) |
| Distant metastases (M) | |
| M0 | 127 (60.5%) |
| M1 | 83 (39.5%) |
| Number of metastases: | |
| 1 | 51 (68.0%) |
| ≥2 | 24 (32.0%) |
| Number of removed lymph nodes: | |
| Mean (± SD) | 18.40 (± 9.67) |
| <12 | 46 (23.1%) |
| ≥12 | 153 (76.9%) |
| Average | 1–53 |
| Positive lymph node: | |
| Mean (± SD) | 1.74 (± 3.63) |
| Presence | 83 (39.5%) |
| Absence | 127 (60.5%) |
| Average | 1–18 |
| Lymph node ratio: | |
| mean (± SD) | 0.16 (±0.38) |
| range | 0.00–3.25 |
| Disease stages | |
| I-II | 126 (60%) |
| III-IV | 84 (40%) |
| MSI status | |
| MSS | 100 (85.5%) |
| MSI | 17 (14.5%) |
| BRAF mutation: | |
| Presence | 0 (0%) |
| Absence | 200(100%) |
| RAS mutation | |
| Presence | 83(39.5%) |
| Absence | 127(60.5%) |
| Mean (SD) | 46.74 (±34.53) |
| Range | 3–132 |
| (+) | 75 (35.7%) |
| (−) | 135 (64.3%) |
| Death cases | 53 (25.4%) |
| Censored cases | 156 (74.6%) |
Mutational status of patients with CC by genes.
| Gene alterations | Number (%) |
|---|---|
| Wildtype (n = 133) | 66.3% |
| Mutated (n = 77) | 36.7% |
| Wildtype (n = 204) | 97.1% |
| Mutated (n = 6) | 2.9% |
| Wildtype | 100% |
| Mutated | 0% |
Frequency and distribution of KRAS, NRAS, and BRAF mutations.
| Gene | Exon | Nucleotide substitution | Codon substitution | Amino acid substitution | Number | % |
|---|---|---|---|---|---|---|
| c.35G>A | GGT>GAT | p.G12D | 19 | 24.7% | ||
| c.35G>T | GGT>GTT | p.G12V | 17 | 22.1% | ||
| 2 | c.34G>T | GGT>TGT | p.G12C | 9 | 11.7% | |
| c.35G>C | GGT>GCT | p.G12A | 5 | 6.5% | ||
| c.34G>C | GGT>CGT | p.G12R | 2 | 2.6% | ||
| c.38 G>A | GGC>GAC | p.G13D | 13 | 16.9% | ||
| KRAS | c.38G>T | GGC>GTC | p.G13V | 2 | 2.6% | |
| c.37G>C | GGC>CGC | p.G13R | 1 | 1.3% | ||
| 3 | c.182A>T | CAA>CTA | p.Q61L | 1 | 1.3% | |
| 4 | c.351A>T | AAA>AAT | p.K117N | 3 | 3.9% | |
| c.436G>C | GCA>ACA | p.A146T | 3 | 3.9% | ||
| c.436G>A | GCA>CCA | p.A146P | 1 | 1.3% | ||
| c.437C>T | GCA>GTA | p.A146V | 1 | 1.3% | ||
| NRAS | 2 | c.35G>A | GGT>GAT | p.G12D | 2 | 33.3% |
| 3 | c.181C>A | CAA>AAA | p.Q61K | 2 | 33.3% | |
| c.182A>T | CAA>CTA | p.Q61L | 2 | 33.3% | ||
| 4 | any | any | any | 0 | 0% | |
| BRAF | 15 | WT | pV600E | 0 | 0% | |
Clinicopathological characteristics according to KRAS and NRAS mutations status in 210 colon cancer patient.
| Characteristics | RAS Wild-type | RAS Mutants | p-value |
|---|---|---|---|
| Mean (±SD) | 55.3 (±14.3) | 55.9 (±15.7) | 0.7 |
| ≤55 | 57 (44.9%) | 35 (42.2%) | 0.1 |
| ≥55 | 70 (55.1%) | 48 (57.8%) | |
| Female | 49 (38.6%) | 48 (57.8%) | |
| Male | 78 (61.4%) | 35 (42.2%) | |
| Right colon | 48(37.8%) | 19 (22.9%) | |
| Left colon | 79 (62.2%) | 64 (77.1%) | |
| Adenocarcinoma | 107 (84.3%) | 65 (78.3%) | |
| Mucinous adenocarcinoma | 10 (7.9%) | 16 (19.3%) | |
| Others | 10(7.9%) | 2 (2.4%) | |
| Well | 58 (45.7%) | 34 (41.0%) | |
| moderate | 54 (42.5%) | 45 (54.2%) | |
| Poor | 15 (11.8%) | 4 (4.8%) | |
| Yes | 15 (11.8%) | 22 (26.5%) | |
| No | 112 (88.2%) | 61(73.5%) | |
| Yes | 14 (11.0%) | 8 (10.1%) | 0.1 |
| No | 113 (89.0%) | 71(89.9%) | |
| Distant metastases (M) | |||
| M0 | 82 (64.6%) | 45 (54.2%) | |
| M1 | 45 (35.4%) | 38 (45.8%) | |
| Number of metastases: | |||
| 1 | 31 (73.8%) | 20 (60.6%) | |
| ≥2 | 11 (26.2%) | 13 (39.4%) | |
| Number of removed lymph nodes, mean ± SD | 20.43 ±9.37 | 14.83 ±9.19 | |
| <12 | 18 (14.2%) | 28 (38.9%) | |
| ≥12 | 109 (85.8%) | 44 (61.1%) | |
| Positive lymph node: | |||
| Mean (± SD) | 1.34 (±3.70) | 2.44 (±3.4)1 | |
| Presence | 29 (22.8%) | 35 (48.6%) | |
| Absence | 98 (77.2%) | 37 (51.4%) | |
| Lymph node ratio, mean ± SD | 0.07 ±0.18 | 0.32 ±0.55 | |
| Disease stages | |||
| I-II | 57 (44.9%) | 27 (32.5%) | |
| III-IV | 70 (55.1%) | 56 (67.5%) | |
| MSI status | |||
| MSI | 15 (19.5%) | 2 (5.0%) | |
| MSS | 62 (80.5%) | 38 (95.0%) | |
| BRAF mutation: | - | - | |
| 50.08 | 41.69 | ||
| SD | ±34.19 | ±34.63 | |
| (+) | 36 (28.3%) | 39 (47.0%) | |
| (−) | 91 (71.7%) | 44 (53.0%) | |
| Death cases | 26(20.5%) | 27 (32.9%) | |
| Censored cases | 101 (79.5%) | 55 (67.1%) |
Association between KRAS and NRAS mutation subtypes and clinicopathological parameters.
| Characteristics | KRAS mutant | KRAS wild type | p | NRAS Mutant | NRAS wild type | p | Rare mutations | wild-type status | p |
|---|---|---|---|---|---|---|---|---|---|
| Mean ((±SD) | 55.8 ± 16.0 | 55.3 ±14.3 | 0.7 | 56.5 ±13.0 | 55.5 ±14.9 | 0.8 | 50.2 ±16.0 | 55.8 ±14.7 | 0.1 |
| ≤55 | 33 (42.9%) | 59 (44.4%) | 0.1 | 2 (33.3%) | 90 (44.1%) | 0.4 | 7 (46.7%) | 85 (43.6%) | 0.5 |
| >55 | 44 (57.1% | 74 (55.6%) | 4 (66.7%) | 114 (55.9%) | 8 (53.3%) | 110 (56.4%) | |||
| Female | 45(58.4%) | 52 (39.1%) | 3 (50.0%) | 94 (46.1%) | 0.4 | 7 (46.7%) | 90 (46.2%) | 0.5 | |
| Male | 32(41.6%) | 81(60.9%) | 3 (50.0%) | 110 (53.9%) | 8 (53.3%) | 105 (53.8%) | |||
| Right colon | 18 (23.4%) | 49(36.8%) | 1 (16.7%) | 66 (32.4%) | 0.2 | 2 (13.3%) | 65 (33.3%) | 0.06 | |
| Left colon | 59 (76.6%) | 84 (63.2%) | 5 (83.3%) | 138 (67.6%) | 13 (86.7%) | 130 (66.7%) | |||
| Adenocarcinoma | 60 (77.9%) | 112(84.2%) | 5 (83.3%) | 167(81.9%) | 0.5 | 12 (80.0%) | 160 (82.1%) | 0.4 | |
| Mucinous adenocarcinoma | 15(19.5%) | 11 (8.3%) | 1(16.7%) | 25 (12.3%) | 3(20.0%) | 23 (11.8%) | |||
| Others | 2 (2.6%) | 10 (7.5%) | 0 (0.0%) | 12(5.9%) | 0 (0.0%) | 12 (6.2%) | |||
| Well | 33 (42.9%) | 59 (44.4%) | 0.07 | 1(16.7%) | 91 (44.6%) | 0.1 | 2 (13.3%) | 90 (46.2%) | |
| Moderate | 40 (51.9%) | 59(44.4%) | 5 (83.3%) | 94 (46.1%) | 13 (86.7%) | 86 (44.1%) | |||
| Poor | 4 (5.2%) | 15 (11.3%) | 0 (0.0%) | 19 (9.3%) | 0 (0.0%) | 19 (9.7%) | |||
| Presence | 20 (26.0%) | 17(12.8%) | 0 (0.0%) | 26 (12.7%) | 0.4 | 0 (0%) | 26 (13.3%) | 0.09 | |
| 15 (100%) | 169 (86.7%) | ||||||||
| Absence | 57(74.0%) | 116(87.2%) | 6 (100.0%) | 178 (87.3%) | |||||
| Presence | 8 (11.0%) | 14(10.5%) | 0.1 | 2 (33.3%) | 35 (17.2%) | 0.5 | 4 (26.7%) | 33 (16.9%) | 0.1 |
| Absence | 65 (89.0%) | 119(89.5%) | 4 (66.7%) | 169 (82.8%) | 11 (73.3%) | 162 (83.1%) | |||
| M0 | 42 (54.4%) | 85 (63.9%) | 3 (50.0%) | 83 (65.4%) | 0.3 | 8 (53.3%) | 119 (61.0%) | 0.3 | |
| M1 | 35 (45.5%) | 48 (36.1%) | 3 (50.0%) | 44 (34.6%) | 7 (46.7%) | 76 (39.0%) | |||
| 1 | 18 (62.1%) | 33(76.7%) | 0.1 | 3 (100.0%) | 49 (70.0%) | 0.3 | 3 (40.0%) | 48 (71.6%) | 0.4 |
| ≥2 | 11 (37.9%) | 10(23.3%) | 0 (0.0%) | 21 (30.0%) | 2 (60.0%) | 19 (28.4%) | |||
| mean ± SD | 15.0 ±9.4 | 20.0 ±9.3 | 12.2 ±5.8 | 18.6 ±9.7 | 12.3 ±7.0 | 18.82 ±9.7 | |||
| <12 | 25 (37.9%) | 21 (15.8%) | 3 (50.0%) | 43 (22.3%) | 0.1 | 6 (46.2%) | 146 (78.5%) | ||
| ≥12 | 41 (62.1%) | 112(84.2%) | 3 (50.0%) | 150 (77.7%) | 7 (53.8%) | 40 (21.5%) | |||
| Mean (± SD) | 2.4 ±3.4 | 1.4 ±3.7 | 0.07 | 0.83 ±0.4 | 1.7 ±3.6 | 0.2 | 2.3 ±3.0 | 1.7 ±3.6 | 0.9 |
| Presence | 30 (45.5%) | 34 (25.6%) | 5 (83.3%) | 59 (30.6%) | 7 (53.8%) | 57 (30.6%) | 0.08 | ||
| Absence | 36 (54.4%) | 99 (74.4%) | 1 (16.7%) | 134 (69.4%) | 6 (46.2%) | 129 (69.4%) | |||
| Lymph node ratio, mean ± SD | 0.3 ±0.5 | 0.1 ±0.1 | 0.4 ±0.46 | 0.2 ±0.4 | 0.1 | 0.3 ±0.4 | 0.2 ±0.4 | 0.1 | |
| Disease stages | |||||||||
| I-II | 26 (33.8%) | 58(43.6%) | 1 (16.7%) | 83 (40.7%) | 0.1 | 5 (33.3%) | 79 (40.5%) | 0.3 | |
| III-IV | 51 (66.2%) | 75 (56.4%) | 5 (83.3%) | 121 (59.3%) | 10 (66.7%) | 116 (59.5%) | |||
| BRAF mutation: | - | - | - | - | - | - | - | - | - |
| MSI | 2 (5.1%) | 15 (19.2%) | 0 (0.0%) | 17 (14.7%) | 0.6 | 0 (0.0%) | 17 (15.5%) | 0.3 | |
| MSS | 37 (94.9%) | 63 (80.8%) | 1 (100.0%) | 99 (85.3%) | 7 (100.0%) | 93 (84.5%) | |||
| 41.4 ±35.3 | 49.8 ±33.8 | 0.09 | 44.5 ±27.0 | 46.8 ±34.7 | 0.6 | 38.1 ±30.7 | 47.7 ±34.7 | 0.2 | |
| (+) | 37 (48.1%) | 38 (28.6%) | 2 (33.3%) | 36 (28.3%) | 0.5 | 7(46.7%) | 68 (34.9%) | 0.2 | |
| (−) | 40 (51.9%) | 95 (71.4%) | 4 (66.7%) | 91 (71.7%) | 8 (53.3%) | 127 (65.1%) | |||
| Death cases | 26 (34.2%) | 27 (20.3%) | 1(16.7%) | 73 (35.8%) | 0.6 | 3 (20.0%) | 50 (25.8%) | 0.4 | |
| Censored cases | 50 (65.8%) | 106(79.7%) | 5 (83.3%) | 131(64.2%) | 12 (80.0%) | 144 (74.2%) |
KRAS exon 2 mutation subtypes and clinicopathological features.
| Characteristics | KRAS codon 12 mutant | KRAS codon 12 wild type | p | Kras codon 13 mutants | KRAS codon 13 wild type | p | KRAS codon 12 mutants | KRAS codon 13 mutants | p |
|---|---|---|---|---|---|---|---|---|---|
| Mean ((±SD) | 57.2 ± 14.0 | 55.0 ±15.1 | 0.3 | 57.3±20.1 | 55.4±14.3 | 0.6 | 57.2 ± 14.0 | 57.3±20.1 | 0.9 |
| ≤55 | 22 (42.3%) | 70 (44.3%) | 0.4 | 6 (37.5%) | 86 (44.3%) | 0.1 | 22 (42.3%) | 6 (37.5%) | 0.2 |
| >55 | 30 (57.7% | 88 (55.7%) | 10 (62.5%) | 108 (55.7%) | 30 (57.7%) | 10 (62.5%) | |||
| Female | 31(59.6%) | 66 (41.8%) | 10 (62.5%) | 87 (44.8%) | 0.08 | 31(59.6%) | 10 (62.5%) | 0.2 | |
| Male | 21(40.4%) | 92 (58.2%) | 6 (37.5%) | 107 (55.2%) | 21(40.4%) | 6 (37.5%) | |||
| Right colon | 14 (26.9%) | 53(33.5%) | 0.2 | 3 (18.8%) | 64 (33.0%) | 0.1 | 14 (26.9%) | 3 (18.8%) | 0.09 |
| Left colon | 38(73.1%) | 105(66.5%) | 13 (81.3%) | 130 (67.0%) | 38(73.1%) | 13 (81.3%) | |||
| Adenocarcinoma | 43 (82.7%) | 133(84.2%) | 14(87.5%) | 158 (81.4%) | 0.1 | 43 (82.7%) | 14(87.5%) | 0.1 | |
| Mucinous adenocarcinoma | 7 (13.5%) | 15 (9.5%) | 2(12.5%) | 24 (12.4%) | 7 (13.5%) | 2(12.5%) | |||
| Others | 2 (3.8%) | 10 (6.3%) | 0 (0.0%) | 12 (6.2%) | 2 (3.8%) | 0 (0.0%) | |||
| Well | 24 (46.2%) | 68 (43.0%) | 0.8 | 8(50.0%) | 84 (43.3%) | 0.1 | 24 (46.2%) | 8(50.0%) | |
| Moderate | 24 (46.2%) | 75 (47.5%) | 8 (50.0%) | 91 (46.9%) | 24 (46.2%) | 8 (50.0%) | |||
| Poor | 4 (7.7%) | 15 (9.5%) | 0 (0.0%) | 19 (9.8%) | 4 (7.7%) | 0 (0.0%) | |||
| Presence | 15 (28.8%) | 22 (13.9%) | 3 (18.8%) | 34 (17.5%) | 0.1 | 8 (16.3%) | 2 (12.5%) | 0.1 | |
| Absence | 37 (71.2%) | 136(86.1%) | 13(81.3%) | 160 (82.5%) | 41 (83.7%) | 14 (87.5%) | |||
| Presence | 7 (14.3%) | 15 (9.6%) | 0.2 | 0 (0.0%) | 26 (13.4%) | 0.1 | 7 (14.3%) | 0 (0.0%) | 0.1 |
| Absence | 42 (85.7%) | 142(90.4%) | 16 (100.0%) | 168 (86.6%) | 42 (85.7%) | 16 (100.0%) | |||
| M0 | 29 (55.8%) | 98 (62.0%) | 0.2 | 8 (50.0%) | 119 (61.3%) | 0.1 | 29 (55.8%) | 8 (50.0%) | 0.2 |
| M1 | 23 (44.2%) | 60 (38.0%) | 8 (50.0%) | 75 (38.7%) | 23 (44.2% | 8 (50.0%) | |||
| 1 | 15 (71.4%) | 36 (70.6%) | 0.5 | 2 (33.3%) | 49 (73.1%) | 0.1 | 15 (71.4%) | 2 (33.3%) | 0.08 |
| ≥2 | 6 (28.6%) | 15 (29.4%) | 4 (66.7%) | 18 (26.9%) | 6 (28.6%) | 4 (66.7%) | |||
| mean ± SD | 15.6±10.1 | 20.4 ±9.3 | 14.6 ±7.9 | 18.7 ±9.7 | 15.6±10.1 | 14.6 ±7.9 | 0.7 | ||
| <12 | 16 (36.4%) | 30 (19.4%) | 6 (40.0%) | 40(21.7%) | 16 (36.4%) | 6 (40.0%) | 0.2 | ||
| ≥12 | 28 (63.6%) | 125(80.6%) | 9 (60.0%) | 144 (78.3%) | 28 (63.6%) | 9 (60.0%) | |||
| Mean (± SD) | 2.9 ±3.7 | 1.4 ±3.5 | 1.3 ±2.4 | 1.7 ±3.7 | 2.9 ±3.7 | 1.3 ±2.4 | |||
| Presence | 22 (50.0%) | 42 (27.1%) | 6 (40.0%) | 58 (31.5%) | 0.1 | 22 (50.0%) | 6 (40.0%) | ||
| Absence | 22 (50.0%) | 113(72.9%) | 9 (60.0%) | 126 (68.5%) | 22 (50.0%) | 9 (60.0%) | |||
| Lymph node ratio, mean ± SD | 0.4±0.6 | 0.1 ±0.2 | 0.2 ±0.3 | 0.1 ±0.4 | 0.9 | 0.4±0.6 | 0.2 ±0.3 | ||
| Disease stages | |||||||||
| I-II | 15 (28.8%) | 69 (43.7%) | 7 (43.8%) | 77 (39.7%) | 0.1 | 15 (28.8%) | 7 (43.8%) | 0.2 | |
| III-IV | 37 (71.2%) | 89 (56.3%) | 9 (56.3%) | 117 (60.3%) | 37 (71.2%) | 9 (56.3%) | |||
| BRAF mutation: | - | - | - | - | - | - | - | - | - |
| MSI | 2 (8.0%) | 15 (16.3%) | 0.2 | 0 (0.0%) | 17 (15.6%) | 0.2 | |||
| MSS | 23 (92.0%) | 77 (83.7%) | 8 (100.0%) | 92 (84.4%) | |||||
| | |||||||||
| 46.6 ±37.8 | 46.7 ±33.5 | 0.9 | 29.0 ±23.3 | 48.0 ±34.9 | 46.6 ±37.8 | 29.0 ±23.3 | |||
| (+) | 25 (48.1%) | 50 (31.6%) | 7 (43.8%) | 68(35.1%) | 0.1 | 25 (48.1%) | 7 (43.8%) | 0.2 | |
| (−) | 27 (51.9%) | 108(68.4%) | 9 (56.3%) | 126 (64.9%) | 27 (51.9%) | 9 (56.3%) | |||
| Death cases | 15 (28.8%) | 38 (24.1%) | 0.2 | 9(56.3%) | 44(22.8%) | 15 (28.8%) | 9(56.3%) | ||
| Censored cases | 37 (71.2%) | 120(75.9%) | 7 (43.8%) | 149 (77.2%) | 37 (71.2%) | 7 (43.8%) |
The molecular and clinical variables associated with overall survivals in the 210 colon cancer.
| Variables | ||||
|---|---|---|---|---|
| Mean OS months (95% CI) | P value | Hazard ratio (95% CI) | P value | |
| Age (yr) | ||||
| ≥55 | 95.52(84.85–106.18) | 0.9 | ||
| <55 | 96.03(83.19–108.88) | |||
| Gender | ||||
| Female | 91.84 (78.98–104.70) | 0.4 | ||
| Male | 98.09 (87.26–108.92) | |||
| Tumor site | ||||
| Right side | 93.75 (79.58–107.92) | 0.8 | ||
| Left side | 90.34 (81.79–98.90) | |||
| Histologic subtype | ||||
| Adenocarcinoma | 95.42 (86.08–104.76) | 0. 3 | ||
| Mucinous adenocarcinoma | 94.11 (74.50–113.73) | |||
| Others | 61.33 (37.33–85.33) | |||
| Histologic grad | ||||
| Well | 96.23 (84.53–107.94) | 0.6 | ||
| Moderate | 96.65 (84.05–109.25) | |||
| Poor | 73.45 (51.38–95.52) | |||
| Distant metastases | ||||
| M0 | 105.10 (96.10–114.10) | 0.34 (0.61–2.77) | 0.4 | |
| M1 | 75.33 (59.12–91.54) | |||
| Number of metastases: | ||||
| 1 | 50.12 (34.71–65.54) | 0.1 | 1.26 (0.05–1.05) | 0.05 |
| ≥2 | 84.45 (56.81–112.09) | |||
| Tumor stage | ||||
| I-II | 109.41(99.52–119.51) | 1.98 (0.00–0.21) | ||
| III-IV | 84.63 (72.57–96.69) | |||
| TLN | ||||
| ≥12 | 102.26 (93.41–111.10) | 0.66 (0.29–3.32) | 0.9 | |
| <12 | 72.51 (57.02–88.01) | |||
| Positive LN | ||||
| Presence | 80.54 (66.88–94.19) | 0.31 (0.46–4.15) | 0.5 | |
| Absence | 102.09 (92.71–111.47 | |||
| Perineural invasion | ||||
| Yes | 91.56 (77.95–105.18) | 0.2 | ||
| No | 94.97 (86.34–103.60) | |||
| Vascular invasion | ||||
| Yes | 102.23 (90.81–113.66) | 1.93 (0.20–20.78) | 0.5 | |
| No | 92.25 (83.25–101.25) | |||
| MSI status | 0.05 | |||
| MSI | 109.71 (99.85–119.58) | 0.11 (0.06–1.04) | ||
| MSS | 74.08 (68.00–80.16) | |||
| Full RAS status | 104.29 (94.35–114.02) | |||
| Wild-type | 0.33 (0.00–4.50) | 0.9 | ||
| Mutant | 78.18 (65.84–90.52) | |||
| KRAS status | ||||
| Wild-type | 104.14 (94.48–113.80) | |||
| Mutant | 76.81 (63.89–89.74) | 0.29 (0.00–3.01) | 0.9 | |
| NRAS status | ||||
| Wild-type | 95.68 (87.36–104.01) | 0.6 | ||
| Mutant | 73.00 (48.99–97.00) | |||
| KRAS exons 2 codon: | ||||
| codon 12/13 WT | 103.75 (94.32–113.17) | |||
| codon 12 mutant | 84.56 (69.29–99.82) | 0.35 (0.82–14.08) | ||
| codon 13 mutant | 40.64 (23.02–58.27) | |||