| Literature DB >> 35795230 |
Qiao Zhang1, Feng Xia2, Hengyi Gao3, Zhenheng Wu4, Wenjing Cao5, Qingfeng Xiang6, Zhifeng Guan7, Yang Su8, Weiqiao Zhang9, Weiqiang Chen1, Ali Mo1, Shuqun Li10.
Abstract
Background: The status of circulating tumor cells (CTCs) is related to the recurrence of hepatocellular carcinoma (HCC), which is also one of the reasons for the poor prognosis of HCC. The purpose of this study was to explore whether CTCs can help guide the choice of treatment methods for HCC.Entities:
Keywords: circulating tumor cell; early recurrence; hepatocellular carcinoma; radiofrequency ablation; surgical resection
Year: 2022 PMID: 35795230 PMCID: PMC9251203 DOI: 10.3389/fsurg.2022.895426
Source DB: PubMed Journal: Front Surg ISSN: 2296-875X
Comparison of clinicopathological variables between Training cohort and Validation cohort.
| Variable | Overall cohort ( | ||
|---|---|---|---|
| Training cohort ( | Validation cohort ( |
| |
| Age (years) | |||
| <60 | 120 (33.2) | 76 (31.5) | 0.727 |
| ≥60 | 241 (66.8) | 165 (68.5) | |
| Gender | |||
| Female | 104 (28.8) | 63 (26.1) | 0.533 |
| Male | 257 (71.2) | 178 (73.9) | |
| HBV | |||
| No | 36 (10.0) | 23 (9.5) | 0.973 |
| Yes | 325 (90.0) | 218 (90.5) | |
| HCV | |||
| No | 348 (96.4) | 230 (95.4) | 0.704 |
| Yes | 13 (3.6) | 11 (4.6) | |
| Cirrhosis | |||
| No | 94 (26.0) | 54 (22.4) | 0.359 |
| Yes | 267 (74.0) | 187 (77.6) | |
| Child-Pugh | |||
| A | 321 (88.9) | 217 (90.0) | 0.762 |
| B | 40 (11.1) | 24 (10.0) | |
| ALT (U/L) | |||
| <50 | 299 (82.8) | 189 (78.4) | 0.213 |
| ≥50 | 62 (17.2) | 52 (21.6) | |
| AST (U/L) | |||
| <40 | 250 (69.3) | 172 (71.4) | 0.642 |
| ≥40 | 111 (30.7) | 69 (28.6) | |
| GGT (U/L) | |||
| <45 | 239 (66.2) | 157 (65.1) | 0.856 |
| ≥45 | 122 (33.8) | 84 (34.9) | |
| ALP (U/L) | |||
| <125 | 306 (84.8) | 199 (82.6) | 0.546 |
| ≥125 | 55 (15.2) | 42 (17.4) | |
| Alb (g/L) | |||
| <35 | 70 (19.4) | 44 (18.3) | 0.809 |
| ≥35 | 291 (80.6) | 197 (81.7) | |
| TIBL (µmol/L) | |||
| <20.4 | 281 (77.8) | 182 (75.5) | 0.573 |
| ≥20.4 | 80 (22.2) | 59 (24.5) | |
| CR (µmol/L) | |||
| <84 | 354 (98.1) | 231 (95.9) | 0.176 |
| ≥84 | 7 (1.9) | 10 (4.1) | |
| INR | |||
| <1.15 | 334 (92.5) | 224 (92.9) | 0.971 |
| ≥1.15 | 27 (7.5) | 17 (7.1) | |
| AFP (µg/mL) | |||
| <400 | 236 (65.4) | 158 (65.6) | 1.000 |
| ≥400 | 125 (34.6) | 83 (34.4) | |
| Tumor diameter (cm) | 23.24 (4.95) | 24.21 (4.23) | 0.053 |
| Tumor number | |||
| Single tumor | 181 (50.1) | 120 (49.8) | 1.000 |
| Multiple tumors | 180 (49.9) | 121 (50.2) | |
| Therapeutic method | |||
| SR | 215 (59.6) | 147 (61.0) | 0.788 |
| RFA | 146 (40.4) | 94 (39.0) | |
| CTCs count | |||
| 0 | 214 (59.3) | 142 (58.9) | 0.998 |
| ≥1 | 147 (40.7) | 99 (41.1) | |
AST, aspartate aminotransferase; ALT, alanine aminotransferase; GGT, gamma glutamyl transpeptidase; ALP, alkaline phosphatase; Alb, albumin; TIBL, total bilirubin; DIBL, direct bilirubin; CR, creatinine; INR, international normalized ratio; AFP, alpha fetoprotein; HBV, hepatitis B virus; HCV, hepatitis C virus; RFA, radiofrequency ablation; SR, surgical resection. CTC, circulating tumor cells.
Comparison of clinicopathological variables between SR and RFA in CTC-positive cohort.
| Variable | Training cohort ( | Validation cohort ( | ||||
|---|---|---|---|---|---|---|
| SR ( | RFA ( |
| SR ( | RFA ( |
| |
| Age (years) | ||||||
| <60 | 33 (36.3) | 19 (33.9) | 0.912 | 15 (25.0) | 10 (25.6) | 1.000 |
| ≥60 | 58 (63.7) | 37 (66.1) | 45 (75.0) | 29 (74.4) | ||
| Gender | ||||||
| Female | 27 (29.7) | 13 (23.2) | 0.507 | 14 (23.3) | 16 (41.0) | 0.099 |
| Male | 64 (70.3) | 43 (76.8) | 46 (76.7) | 23 (59.0) | ||
| HBV | ||||||
| No | 10 (11.0) | 5 (8.9) | 0.904 | 4 (6.7) | 5 (12.8) | 0.495 |
| Yes | 81 (89.0) | 51 (91.1) | 56 (93.3) | 34 (87.2) | ||
| HCV | ||||||
| No | 86 (94.5) | 55 (98.2) | 0.500 | 57 (95.0) | 37 (94.9) | 1.000 |
| Yes | 5 (5.5) | 1 (1.8) | 3 (5.0) | 2 (5.1) | ||
| Cirrhosis | ||||||
| No | 27 (29.7) | 17 (30.4) | 1.000 | 16 (26.7) | 6 (15.4) | 0.284 |
| Yes | 64 (70.3) | 39 (69.6) | 44 (73.3) | 33 (84.6) | ||
| Child-Pugh | ||||||
| A | 78 (85.7) | 50 (89.3) | 0.709 | 53 (88.3) | 32 (82.1) | 0.561 |
| B | 13 (14.3) | 6 (10.7) | 7 (11.7) | 7 (17.9) | ||
| ALT (U/L) | ||||||
| <50 | 78 (85.7) | 50 (89.3) | 0.709 | 45 (75.0) | 31 (79.5) | 0.785 |
| ≥50 | 13 (14.3) | 6 (10.7) | 15 (25.0) | 8 (20.5) | ||
| AST (U/L) | ||||||
| <40 | 68 (74.7) | 33 (58.9) | 0.068 | 44 (73.3) | 27 (69.2) | 0.830 |
| ≥40 | 23 (25.3) | 23 (41.1) | 16 (26.7) | 12 (30.8) | ||
| GGT (U/L) | ||||||
| <45 | 61 (67.0) | 38 (67.9) | 1.000 | 37 (61.7) | 21 (53.8) | 0.573 |
| ≥45 | 30 (33.0) | 18 (32.1) | 23 (38.3) | 18 (46.2) | ||
| ALP (U/L) | ||||||
| <125 | 75 (82.4) | 44 (78.6) | 0.719 | 48 (80.0) | 30 (76.9) | 0.909 |
| ≥125 | 16 (17.6) | 12 (21.4) | 12 (20.0) | 9 (23.1) | ||
| Alb (g/L) | ||||||
| <35 | 19 (20.9) | 16 (28.6) | 0.388 | 15 (25.0) | 9 (23.1) | 1.000 |
| ≥35 | 72 (79.1) | 40 (71.4) | 45 (75.0) | 30 (76.9) | ||
| TIBL (µmol/L) | ||||||
| <20.4 | 70 (76.9) | 46 (82.1) | 0.586 | 42 (70.0) | 27 (69.2) | 1.000 |
| ≥20.4 | 21 (23.1) | 10 (17.9) | 18 (30.0) | 12 (30.8) | ||
| CR (µmol/L) | ||||||
| <84 | 89 (97.8) | 55 (98.2) | 1.000 | 58 (96.7) | 36 (92.3) | 0.618 |
| ≥84 | 2 (2.2) | 1 (1.8) | 2 (3.3) | 3 (7.7) | ||
| INR | ||||||
| <1.15 | 84 (92.3) | 52 (92.9) | 1.000 | 55 (91.7) | 34 (87.2) | 0.702 |
| ≥1.15 | 7 (7.7) | 4 (7.1) | 5 (8.3) | 5 (12.8) | ||
| AFP (µg/mL) | ||||||
| <400 | 43 (47.3) | 29 (51.8) | 0.716 | 34 (56.7) | 22 (56.4) | 1.000 |
| ≥400 | 48 (52.7) | 27 (48.2) | 26 (43.3) | 17 (43.6) | ||
| Tumor diameter (cm) | 23.97 (4.05) | 21.39 (6.72) | 0.054 | 24.40 (3.56) | 25.10 (3.80) | 0.353 |
| Tumor number | ||||||
| Single tumor | 32 (35.2) | 21 (37.5) | 0.913 | 24 (40.0) | 14 (35.9) | 0.843 |
| Multiple tumors | 59 (64.8) | 35 (62.5) | 36 (60.0) | 25 (64.1) | ||
AST, aspartate aminotransferase; ALT, alanine aminotransferase; GGT, gamma glutamyl transpeptidase; ALP, alkaline phosphatase; Alb, albumin; TIBL, total bilirubin; DIBL, direct bilirubin; CR, creatinine; INR, international normalized ratio; AFP, alpha fetoprotein; HBV, hepatitis B virus; HCV, hepatitis C virus; RFA, radiofrequency ablation; SR, surgical resection.
Figure 1Comparison of OS between RFA and SR groups in training cohort (A) and validation cohort (B) for patients with CTC-negative; RFS comparison between RFA and SR groups in training cohort (C) and validation cohort (D) for patients with CTC-negative.
Figure 2Comparison of OS between RFA and SR groups in training cohort (A) and validation cohort (B) for patients with CTC-positive; RFS comparison between RFA and SR groups in training cohort (C) and validation cohort (D) for patients with CTC-positive.
Univariate and multivariate analysis to identify independent risk factors of RFS in CTC-positive HCC.
| Variable | Training Cohort ( | Validation cohort ( | |||
|---|---|---|---|---|---|
| Univariate Analysis | Univariate Analysis | ||||
| HR ( |
| HR ( |
| ||
| Age | ≥60 vs <60 | 0.826(0.594–1.148) | 0.256 | 1.185(0.746–1.88) | 0.472 |
| Gender | Male vs female | 1.323(0.915–1.915) | 0.137 | 0.852(0.558–1.3) | 0.457 |
| HBV | Yes vs no | 1.451(0.884–2.382) | 0.141 | 0.958(0.496–1.848) | 0.897 |
| HCV | Yes vs no | 1.208(0.592–2.467) | 0.604 | 0.533(0.195–1.457) | 0.220 |
| Cirrhosis | Yes vs no | 0.891(0.623–1.275) | 0.529 | 0.807(0.515–1.267) | 0.352 |
| Child-Pugh Class | B vs A | 0.681(0.385–1.203) | 0.186 | 2.046(0.891–4.699) | 0.092 |
| ALT (U/L) | ≥50 vs <50 | 0.775(0.497–1.21) | 0.263 | 0.911(0.566–1.467) | 0.701 |
| AST (U/L) | ≥40 vs <40 | 1.145(0.808–1.623) | 0.446 | 1.343(0.902–1.999) | 0.147 |
| GGT (U/L) | ≥60 vs <60 | 0.764(0.546–1.069) | 0.116 | 1.51 (0.968–2.355) | 0.069 |
| ALP (U/L) | ≥125 vs <125 | 1.266(0.868–1.845) | 0.221 | 0.82 (0.491–1.368) | 0.447 |
| Alb (g/L) | ≥35 vs <35 | 0.651(0.457–0.928) | 0.018 | 0.946(0.603–1.483) | 0.808 |
| TIBL (µmol/L) | ≥20.4 vs <20.4 | 0.808(0.538–1.213) | 0.304 | 1.363(0.914–2.032) | 0.129 |
| CR (µmol/L) | ≥104 vs <104 | 0.382(0.095–1.545) | 0.177 | 1.74 (0.842–3.592) | 0.135 |
| INR | ≥1.20 vs <1.20 | 0.864(0.479–1.56) | 0.629 | 1.103(0.602–2.021) | 0.750 |
| AFP (µg/mL) | ≥400 vs <400 | 1.593(1.15–2.205) | 0.005 | 1.659 (1.1–2.504) | 0.016 |
| Tumor diameter (cm) | ≥2 vs <2 | 2.604(1.745–3.886) | 0.000 | 2.438(1.359–4.372) | 0.003 |
| Tumor number | Single vs Multiple | 0.719(0.52–0.995) | 0.046 | 0.507(0.339–0.76) | 0.001 |
| Therapeutic method | RFA vs SR | 2.009(1.454–2.776) | 0.000 | 1.892 (1.27–2.819) | 0.002 |
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| Alb (g/L) | ≥35 vs <35 | 0.836(0.797–1.791) | 0.388 |
| |
| AFP (µg/mL) | ≥400 vs <400 | 1.792(1.239–2.591) | 0.002 | 1.605(1.059–2.433) | 0.026 |
| Tumor diameter (cm) | ≥2 vs <2 | 2.405(1.603–3.607) | 0.000 | 2.623(1.457–4.724) | 0.001 |
| Tumor number | Single vs Multiple | 0.647(0.462–0.905) | 0.011 | 0.498 (0.33–0.749) | 0.001 |
| Therapeutic method | RFA vs SR | 2.36 (1.669–3.337) | 0.000 | 1.797(1.204–2.683) | 0.004 |
AST, aspartate aminotransferase; ALT, alanine aminotransferase; GGT, gamma glutamyl transpeptidase; ALP, alkaline phosphatase; Alb, albumin; TIBL, total bilirubin; DIBL, direct bilirubin; CR, creatinine; INR, international normalized ratio; AFP, alpha fetoprotein; HBV, hepatitis B virus; HCV, hepatitis C virus; RFA, radiofrequency ablation; SR, surgical resection.
Univariate and multivariate analysis to identify independent risk factors of OS in CTC-positive HCC.
| Variable | Training Cohort ( | Validation cohort ( | |||
|---|---|---|---|---|---|
| Univariate Analysis | Univariate Analysis | ||||
| HR ( |
| HR ( |
| ||
| Age | ≥60 vs <60 | 1.042(0.678–1.603) | 0.851 | 1.227(0.646–2.333) | 0.532 |
| Gender | Male vs female | 0.783(0.511–1.202) | 0.264 | 0.813(0.461–1.434) | 0.475 |
| HBV | Yes vs no | 1.129(0.635–2.006) | 0.680 | 1.323(0.477–3.671) | 0.591 |
| HCV | Yes vs no | 0.491(0.121–1.997) | 0.320 | 0.489(0.232–1.727) | 0.997 |
| Cirrhosis | Yes vs no | 1.013(0.649–1.582) | 0.953 | 1.207(0.607–2.401) | 0.592 |
| Child-Pugh Class | B vs A | 5.2 (3.428–7.889) | 0.000 | 0.678(0.093–4.931) | 0.701 |
| ALT (U/L) | ≥50 vs <50 | 1.06 (0.631–1.781) | 0.826 | 1.375(0.766–2.47) | 0.286 |
| AST (U/L) | ≥40 vs <40 | 0.953(0.601–1.51) | 0.837 | 1.71 (0.994–2.943) | 0.053 |
| GGT (U/L) | ≥60 vs <60 | 0.754(0.491–1.159) | 0.198 | 1.321(0.705–2.474) | 0.385 |
| ALP (U/L) | ≥125 vs <125 | 1.537(0.972–2.429) | 0.066 | 1.223(0.665–2.25) | 0.518 |
| Alb (g/L) | ≥35 vs <35 | 0.18(0.117–0.275) | 0.000 | 1.164(0.631–2.147) | 0.628 |
| TIBL (µmol/L) | ≥20.4 vs <20.4 | 0.603(0.341–1.068) | 0.083 | 1.672(0.971–2.879) | 0.064 |
| CR (µmol/L) | ≥104 vs <104 | 1.28 (0.468–3.506) | 0.630 | 0.781 (0.19–3.212) | 0.732 |
| INR | ≥1.20 vs <1.20 | 1.163(0.602–2.249) | 0.652 | 0.676(0.244–1.873) | 0.452 |
| AFP (µg/mL) | ≥400 vs <400 | 3.024(1.917–4.77) | 0.000 | 2.988(1.572–5.678) | 0.001 |
| Tumor diameter (cm) | ≥2 vs <2 | 2.827(1.679–4.76) | 0.000 | 2.984(1.276–6.977) | 0.012 |
| Tumor number | Single vs Multiple | 0.581(0.382–0.884) | 0.011 | 0.416(0.238–0.729) | 0.002 |
| Therapeutic method | RFA vs SR | 1.9 (1.258–2.87) | 0.002 | 3.488(1.943–6.263) | 0.000 |
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| Child-Pugh Class | B vs A | 1.813(1.026–3.202) | 0.041 |
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| Alb (g/L) | ≥35 vs <35 | 0.436(0.237–0.802) | 0.008 |
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| AFP (µg/mL) | ≥400 vs <400 | 1.875(1.101–3.193) | 0.021 | 2.599(1.358–4.975) | 0.004 |
| Tumor diameter (cm) | ≥2 vs <2 | 1.857(1.077–3.201) | 0.026 | 2.966 (1.26–6.98) | 0.013 |
| Tumor number | Single vs Multiple | 0.532(0.337–0.841) | 0.007 | 0.437(0.248–0.772) | 0.004 |
| Therapeutic method | RFA vs SR | 1.88 (1.192–2.965) | 0.007 | 2.998(1.661–5.41) | 0.000 |
AST, aspartate aminotransferase; ALT, alanine aminotransferase; GGT, gamma glutamyl transpeptidase; ALP, alkaline phosphatase; Alb, albumin; TIBL, total bilirubin; DIBL, direct bilirubin; CR, creatinine; INR, international normalized ratio; AFP, alpha fetoprotein; HBV, hepatitis B virus; HCV, hepatitis C virus; RFA, radiofrequency ablation; SR, surgical resection.
Figure 3Association between RFA and early recurrence in HCC patients stratified by CTC. (A) Proportion of CTC-positive patients who experienced early or non-early recurrence in the RFA and SR groups in the training cohort. (B) Proportion of CTC-positive patients who experienced early or non-early recurrence in the RFA and SR groups in the validation cohort. (C) Proportion of CTC-negative patients who experienced early or non-early recurrence in the RFA and SR groups in the training cohort. (D) Proportion of CTC-negative patients who experienced early or non-early recurrence in the RFA and SR groups in the validation cohort.
Figure 4Analysis of the effect of different treatments on early and late postoperative recurrence in HCC patients by landmark method. In the training cohort (A) and validation cohort (B) of CTC-positive patients; In the training cohort (C) and validation cohort (D) of CTC-negative patients.
Relationship between CTC status with clinical characteristics for patients in the surgery group.
| Variable | Training cohort ( | Validation cohort ( | ||||
|---|---|---|---|---|---|---|
| CTC = 0 ( | CTC≥ 1 ( |
| CTC = 0 ( | CTC≥ 1 ( |
| |
| Age (years) | ||||||
| <60 | 42 (33.9) | 33 (36.3) | 0.827 | 36 (41.4) | 15 (25.0) | 0.061 |
| ≥60 | 82 (66.1) | 58 (63.7) | 51 (58.6) | 45 (75.0) | ||
| Gender | ||||||
| Female | 37 (29.8) | 27 (29.7) | 1.000 | 24 (27.6) | 14 (23.3) | 0.699 |
| Male | 87 (70.2) | 64 (70.3) | 63 (72.4) | 46 (76.7) | ||
| HBV | ||||||
| No | 9 (7.3) | 10 (11.0) | 0.478 | 11 (12.6) | 4 (6.7) | 0.368 |
| Yes | 115 (92.7) | 81 (89.0) | 76 (87.4) | 56 (93.3) | ||
| HCV | ||||||
| No | 122 (98.4) | 86 (94.5) | 0.232 | 84 (96.6) | 57 (95.0) | 0.965 |
| Yes | 2 (1.6) | 5 (5.5) | 3 (3.4) | 3 (5.0) | ||
| Cirrhosis | ||||||
| No | 30 (24.2) | 27 (29.7) | 0.458 | 23 (26.4) | 16 (26.7) | 1.000 |
| Yes | 94 (75.8) | 64 (70.3) | 64 (73.6) | 44 (73.3) | ||
| Child-Pugh | ||||||
| A | 114 (91.9) | 78 (85.7) | 0.217 | 80 (92.0) | 53 (88.3) | 0.653 |
| B | 10 (8.1) | 13 (14.3) | 7 (8.0) | 7 (11.7) | ||
| ALT (U/L) | ||||||
| <50 | 100 (80.6) | 78 (85.7) | 0.429 | 72 (82.8) | 45 (75.0) | 0.348 |
| ≥50 | 24 (19.4) | 13 (14.3) | 15 (17.2) | 15 (25.0) | ||
| AST (U/L) | ||||||
| <40 | 85 (68.5) | 68 (74.7) | 0.403 | 59 (67.8) | 44 (73.3) | 0.593 |
| ≥40 | 39 (31.5) | 23 (25.3) | 28 (32.2) | 16 (26.7) | ||
| GGT (U/L) | ||||||
| <45 | 88 (71.0) | 61 (67.0) | 0.64 | 66 (75.9) | 37 (61.7) | 0.096 |
| ≥45 | 36 (29.0) | 30 (33.0) | 21 (24.1) | 23 (38.3) | ||
| ALP (U/L) | ||||||
| <125 | 110 (88.7) | 75 (82.4) | 0.264 | 74 (85.1) | 48 (80.0) | 0.563 |
| ≥125 | 14 (11.3) | 16 (17.6) | 13 (14.9) | 12 (20.0) | ||
| Alb (g/L) | ||||||
| <35 | 17 (13.7) | 19 (20.9) | 0.228 | 12 (13.8) | 15 (25.0) | 0.132 |
| ≥35 | 107 (86.3) | 72 (79.1) | 75 (86.2) | 45 (75.0) | ||
| TIBL (µmol/L) | ||||||
| <20.4 | 96 (77.4) | 70 (76.9) | 1.000 | 74 (85.1) | 42 (70.0) | 0.056 |
| ≥20.4 | 28 (22.6) | 21 (23.1) | 13 (14.9) | 18 (30.0) | ||
| CR (µmol/L) | ||||||
| <84 | 122 (98.4) | 89 (97.8) | 1.000 | 83 (95.4) | 58 (96.7) | 1.000 |
| ≥84 | 2 (1.6) | 2 (2.2) | 4 (4.6) | 2 (3.3) | ||
| INR | ||||||
| <1.15 | 117 (94.4) | 84 (92.3) | 0.748 | 83 (95.4) | 55 (91.7) | 0.563 |
| ≥1.15 | 7 (5.6) | 7 (7.7) | 4 (4.6) | 5 (8.3) | ||
| AFP (µg/mL) | ||||||
| <400 | 99 (79.8) | 43 (47.3) | <0.001 | 62 (71.3) | 34 (56.7) | 0.099 |
| ≥400 | 25 (20.2) | 48 (52.7) | 25 (28.7) | 26 (43.3) | ||
| Tumor diameter (cm) | 22.92 (4.87) | 23.97 (4.05) | 0.096 | 23.40 (4.64) | 24.40 (3.56) | 0.163 |
| Tumor number | ||||||
| Single tumor | 72 (58.1) | 32 (35.2) | 0.001 | 51 (58.6) | 24 (40.0) | 0.040 |
| Multiple tumors | 52 (41.9) | 59 (64.8) | 36 (41.4) | 36 (60.0) | ||
| Grade | ||||||
| I + II | 105 (84.7) | 73 (80.2) | 0.501 | 74 (85.1) | 48 (80.0) | 0.563 |
| III + IV | 19 (15.3) | 18 (19.8) | 13 (14.9) | 12 (20.0) | ||
| MVI | ||||||
| No | 104 (83.9) | 63 (69.2) | 0.017 | 73 (83.9) | 41 (68.3) | 0.043 |
| Yes | 20 (16.1) | 28 (30.8) | 14 (16.1) | 19 (31.7) | ||
AST, aspartate aminotransferase; ALT, alanine aminotransferase; GGT, gamma glutamyl transpeptidase; ALP, alkaline phosphatase; Alb, albumin; TIBL, total bilirubin; DIBL, direct bilirubin; CR, creatinine; INR, international normalized ratio; AFP, alpha fetoprotein; HBV, hepatitis B virus; HCV, hepatitis C virus; RFA, radiofrequency ablation; SR, surgical resection.
Univariate and multivariate analysis to predict independent risk factors for microvascular invasion.
| Variable | Training Cohort ( | Validation cohort ( | |||
|---|---|---|---|---|---|
| Univariate Analysis | Univariate Analysis | ||||
| OR ( |
| OR ( |
| ||
| Age | ≥60 vs <60 | 1.51 (0.74–3.07) | 0.256 | 0.63 (0.28–1.4) | 0.257 |
| Gender | Male vs. female | 1.04 (0.51–2.1) | 0.918 | 0.91 (0.38–2.18) | 0.832 |
| HBV | Yes vs. no | 0.43 (0.13–1.39) | 0.159 | 0.6 (0.24–1.48) | 0.270 |
| HCV | Yes vs. no | 1.5 (0.5–4.5) | 0.467 | 3.61 (0.49–26.69) | 0.208 |
| Cirrhosis | Yes vs. no | 0.69 (0.25–1.89) | 0.471 | 0.59 (0.25–1.38) | 0.223 |
| Child-Pugh Class | B vs A | 1.52 (0.38–6.13) | 0.553 | 3.21 (0.91–11.3) | 0.069 |
| ALT (U/L) | ≥50 vs <50 | 0.9 (0.4–2.04) | 0.806 | 0.47 (0.15–1.45) | 0.188 |
| AST (U/L) | ≥40 vs <40 | 0.66 (0.32–1.37) | 0.265 | 0.56 (0.22–1.41) | 0.218 |
| GGT (U/L) | ≥60 vs <60 | 1.03 (0.52–2.07) | 0.925 | 1.46 (0.65–3.32) | 0.361 |
| ALP (U/L) | ≥125 vs <125 | 1.69 (0.61–4.72) | 0.315 | 2.11 (0.81–5.54) | 0.128 |
| Alb (g/L) | ≥35 vs <35 | 0.59 (0.3–1.18) | 0.137 | 0.55 (0.25–1.22) | 0.143 |
| TIBL (µmol/L) | ≥20.4 vs <20.4 | 0.89 (0.45–1.76) | 0.74 | 0.44 (0.14–1.38) | 0.160 |
| CR (µmol/L) | ≥104 vs <104 | 1.83 (0.8–4.21) | 0.155 | 1.61 (0.46–5.6) | 0.455 |
| INR | ≥1.20 vs <1.20 | 1.96 (0.87–4.4) | 0.103 | 2.29 (0.82–6.39) | 0.114 |
| AFP (µg/mL) | ≥400 vs <400 | 4.95 (2.45–9.97) | <0.001 | 4.59 (1.84–11.43) | 0.001 |
| Tumor diameter (cm) | ≥2 vs <2 | 2.66 (1.17–6.06) | 0.020 | 1.61 (0.6–4.27) | 0.342 |
| Tumor number | Single vs Multiple | 0.36 (0.18–0.7) | 0.003 | 0.14 (0.06–0.38) | <0.001 |
| Grade | III + IV vs I + II | 1.81 (0.87–3.77) | 0.115 | 5.52 (2.2–13.86) | <0.001 |
| CTCs status | Positive vs Negative | 5.08 (2.52–10.25) | <0.001 | 2.94 (1.33–6.51) | 0.008 |
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| AFP (µg/mL) | ≥400 vs <400 | 2.93 (1.32–6.5) | 0.041 | 4.78 (1.75–13.06) | 0.002 |
| Tumor diameter (cm) | ≥2 vs <2 | 2.580 (1.06–6.26) | 0.008 |
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| Tumor number | Single vs Multiple | 0.44 (0.21–0.92) | 0.021 | 0.18 (0.07–0.52) | 0.001 |
| Grade | III + IV vs I + II |
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| 3.89 (0.98–11.8) | 0.057 |
| CTCs status | Positive vs Negative | 3.26 (1.47–7.24) | 0.007 | 2.65 (1.04–6.73) | 0.041 |
AST, aspartate aminotransferase; ALT, alanine aminotransferase; GGT, gamma glutamyl transpeptidase; ALP, alkaline phosphatase; Alb, albumin; TIBL, total bilirubin; DIBL, direct bilirubin; CR, creatinine; INR, international normalized ratio; AFP, alpha fetoprotein; HBV, hepatitis B virus; HCV, hepatitis C virus; RFA, radiofrequency ablation; SR, surgical resection; CTC, circulating tumor cells.