| Literature DB >> 34268370 |
Huanhuan Chong1,2, Peiyun Zhou3,4, Chun Yang2, Mengsu Zeng1,2,5.
Abstract
BACKGROUND: Whether microvascular invasion is a prognosis factor for small hepatocellular carcinoma (sHCC) is controversial, and a preoperatively predictive model based on gadoxetate disodium (Gd-EOB-DTPA) MRI is clinically needed for MVI in sHCC.Entities:
Keywords: Gadoxetate disodium; hepatocellular carcinoma; magnetic resonance imaging; microvascular invasion; neoplasm prognosis
Year: 2021 PMID: 34268370 PMCID: PMC8246205 DOI: 10.21037/atm-20-7952
Source DB: PubMed Journal: Ann Transl Med ISSN: 2305-5839
Figure 1Flowchart of the study population. (A) the workflow of our study population before and after propensity score matching (PSM); (B) the frequency of MVI stratified by tumor size; (C) the distribution of propensity scores in MVI-negative and MVI-positive groups before and after PSM; (D) line plot of individual differences indicated that the standard difference of each covariate decreased significantly after matching; (E) histogram of standardized differences showed that the standard difference was concentrated around 0 after PSM, indicating that the variables were balanced and the matching effect was excellent; (F) dot plot of standardized mean differences (SMD) demonstrated an excellent balance in terms of propensity score and the confounder (tumor size), as result of the corresponding SMD reaching 0 after PSM.
Baseline characteristics for identifying MVI before and after PSM
| Characteristics | Before PSM | After PSM | |||||
|---|---|---|---|---|---|---|---|
| MVI negative (n=332) | MVI positive (n=79) | P | MVI negative (n=171) | MVI positive (n=70) | P | ||
| Age (years), mean ± SD | 54.57±11.48 | 54.58±9.72 | 0.994 | 55.67±11.30 | 54.90±9.56 | 0.615 | |
| Sex (female/male) | 49 (11.9)/283 (68.9) | 12 (2.9)/67 (16.3) | 0.923 | 20 (8.3)/151 (62.7) | 10 (4.1)/60 (24.9) | 0.580 | |
| Size (cm), mean ± SD | 1.57±0.63 | 2.02±0.57 | <0.001‡ | 1.83±0.60 | 1.95±0.57 | 0.112‡ | |
| ≤1/1–2/>2 cm | 88/178/66 | 6/35/38 | <0.001 | 22/97/52 | 6/35/29 | 0.224 | |
| ES (I–II/III–IV) | 218 (53.0)/114 (27.7) | 38 (9.2)/41 (10.0) | 0.004 | 112 (46.5)/59 (24.5) | 36 (14.9)/34 (14.1) | 0.042 | |
| Cirrhosis† | 118 (28.7)/214 (52.1) | 24 (5.8)/55 (13.4) | 0.386 | 66 (27.4)/105 (43.6) | 22 (9.1)/48 (19.9) | 0.294 | |
| Ki-67 (%) | 23.68 (18.05) | 32.27 (21.79) | 0.001‡ | 24.90 (17.78) | 32.56 (22.34) | 0.032‡ | |
| HBV or HCV† | 71 (17.3)/261 (63.5) | 14 (3.4)/65 (15.8) | 0.470 | 52 (21.6)/119 (49.4) | 13 (5.4)/57 (23.7) | 0.060 | |
| HBV-DNA (≤104/>104) | 242 (58.9)/90 (21.9) | 51 (12.4)/28 (6.8) | 0.141 | 119 (49.4)/52 (21.6) | 45 (18.7)/25 (10.4) | 0.423 | |
| Multifocality† | 286 (69.6)/46 (11.2) | 62 (15.1)/17 (4.1) | 0.114 | 145 (60.2)/26 (10.8) | 55 (22.8)/15 (6.2) | 0.243 | |
| Anatomical resection† | 304 (74.0)/28 (6.8) | 67 (16.3)/12 (2.9) | 0.069 | 161 (66.8)/10 (4.1) | 58 (24.1)/12 (5.0) | 0.006 | |
| Alpha-fetoprotein (≤20/20–400/>400 ng/mL) | 200/103/29 | 34/32/13 | 0.012 | 111/43/17 | 31/31/8 | 0.008 | |
| TBIL (≤20.4/>20.4 µmol/L) | 285 (69.3)/47 (11.4) | 63 (15.3)/16 (3.9) | 0.176 | 150 (62.2)/21 (8.7) | 57 (23.7)/13 (5.4) | 0.203 | |
| DBIL (≤20.4/>20.4 µmol/L) | 268 (65.2)/64 (15.6) | 57 (13.9)/22 (5.4) | 0.092 | 140 (58.1)/31 (12.9) | 51 (21.2)/19 (7.9) | 0.117 | |
| ALB (>35/≤35 g/L) | 323 (78.6)/9 (2.2) | 79 (19.2/0 (0.0) | 0.139§ | 167 (69.3)/4 (1.7) | 70 (29.0)/0 (0) | 0.462§ | |
| ALT (≤50/>50 U/L) | 275 (66.9)/57 (13.9) | 68 (16.5)/11 (2.7) | 0.485 | 139 (57.7)/32 (13.3) | 61 (25.3)/9 (3.7) | 0.272 | |
| AST (≤40/>40 U/L) | 261 (63.5)/71 (17.3) | 70 (17.0)/9 (2.2) | 0.044 | 130 (53.9)/41 (17.0) | 62 (25.7)/8 (3.3) | 0.028 | |
| AKP (≤125/>125 U/L) | 309 (75.2)/23 (5.6) | 76 (18.5)/3 (0.7) | 0.304 | 157 (65.1)/14 (5.8) | 68 (28.2)/2 (0.8) | 0.131 | |
| GGT (≤60/>60 U/L) | 238 (57.9)/94 (22.9) | 60 (14.6)/19 (4.6) | 0.446 | 114 (47.3)/57 (23.7) | 54 (22.4)/16 (6.6) | 0.108 | |
| PALB (>250/≤250 mg/L) | 79 (19.2)/253 (61.6) | 14 (3.4)/65 (15.8) | 0.246 | 38 (15.8)/133 (55.2) | 12 (5.0)/58 (24.1) | 0.377 | |
| PT (≤13.0/>13 s) | 283 (68.9)/49 (11.9) | 69 (16.8)/10 (2.4) | 0.632 | 140 (58.1)/31 (12.9) | 61 (25.3)/9 (3.7) | 0.318 | |
| Child-Pugh (A/B) | 316 (76.9)/16 (3.9) | 75 (18.2)/4 (1.0) | 0.928§ | 161 (66.8)/10 (4.1) | 66 (27.4)/4 (1.7) | 1.000§ | |
| Nodule in nodule† | 313 (76.2)/19 (4.6) | 76 (18.5)/3 (0.7) | 0.494 | 160 (66.4)/11 (4.6) | 67 (27.8)/3 (1.2) | 0.731§ | |
| Fat deposition† | 232 (56.4)/100 (24.3) | 54 (13.1)/25 (6.1) | 0.791 | 114 (47.3)/57 (23.7) | 46 (19.1)/24 (10.0) | 0.887 | |
| Necrosis† | 283 (68.9)/49 (11.9) | 57 (13.9)/22 (5.4) | 0.006 | 139 (57.7)/32 (13.3) | 54 (22.4)/16 (6.6) | 0.465 | |
| Hemorrhage† | 286 (69.6)/46 (11.2) | 69 (16.8)/10 (2.4) | 0.780 | 145 (60.2)/26 (10.8) | 62 (25.7)/8 (3.3) | 0.445 | |
| Ascites† | 316 (76.9)/16 (3.9) | 75 (18.22)/4 (1.0) | 0.928§ | 162 (67.2)/9 (3.7) | 66 (27.4)/4 (1.7) | 1.000§ | |
| Nonim APHE† | 71 (17.3)/261 (63.5) | 26 (6.3)/53 (12.9) | 0.030 | 38 (15.8)/133 (55.2) | 22 (9.1)/48 (19.9) | 0.133 | |
| Mosaic architecture† | 327 (79.6)/5 (1.2) | 77 (18.)/2 (0.5) | 0.527§ | 169 (70.1)/2 (0.8) | 68 (28.2)/2 (0.8) | 0.707§ | |
| Targetoid† | 304 (74.0)/28 (6.8) | 74 (18.0)/5 (1.2) | 0.536 | 153 (63.5)/18 (7.5) | 66 (27.4)/4 (1.7) | 0.239 | |
| HBP hypointensity† | 9 (2.2)/323 (78.6) | 3 (0.7)/76 (18.5) | 0.606 | 3 (1.2)/168 (69.7) | 3 (1.2)/67 (27.8) | 0.490 | |
| Non-smooth margin† | 226 (55.0)/106 (25.8) | 15 (3.6)/64 (15.6) | <0.001 | 114 (47.3)/57 (23.7) | 15 (6.2)/55 (22.8) | <0.001 | |
| Non-peripheral washout† | 42 (10.2)/290 (70.6) | 7 (1.7)/72 (17.5) | 0.350 | 19 (7.9)/152 (63.1) | 6 (2.5)/64 (26.6) | 0.557 | |
| LI–RADS (3/4/5) | 24/94/214 | 7/25/47 | 0.698 | 8/52/111 | 7/21/42 | 0.294 | |
| Enhancing capsule (intact/incomplete/absent) | 236/40/56 | 15/33/31 | <0.001 | 118/26/27 | 13/27/30 | <0.001 | |
| Peritumoral enhancement† | 269 (65.5)/63 (15.3) | 31 (7.5)/48 (11.7) | <0.001 | 129 (53.5)/42 (17.4) | 29 (12.0)/41 (17.0) | <0.001 | |
| Peritumoral hypointensity† | 295 (71.8)/37 (9.0) | 50 (12.2)/29 (7.1) | <0.001 | 147 (61.0)/24 (10.0) | 44 (18.3)/26 (10.8) | <0.001 | |
| Propensity score | 0.179±0.106 | 0.249±0.105 | <0.001 | 0.217±0.109 | 0.238±0.104 | 0.186 | |
Continuous and categorical variables were expressed as mean ± standard deviation and numbers (proportions), respectively. †, absent/present; ‡, Mann-Whitney U test; §, continuity correction. The other categorical variables, Chi-square test; the other numeric variables, independent samples t-test. MVI, microvascular invasion; PSM, propensity score matching; ES, Edmondson-Steiner grade; HBV, hepatitis B virus; HCV, hepatitis C virus; HBV-DNA, deoxyribonucleic acid of hepatitis B virus; ALT, alanine aminotransferase; AST, aspartate aminotransferase; TBIL, total bilirubin; DBIL, direct bilirubin; AKP, alkaline phosphatase; GGT, γ-glutamyl transpeptidase; ALB, albumin; PALB, prealbumin; PT, prothrombin time; APHE, arterial phase hyperenhancement; HBP, hepatobiliary phase; LI-RADS, Liver Imaging Reporting and Data System.
Figure 2Representative images of MVI and non-MVI cases. MVI case: Gd-EOB-DTPA MRI displayed an unsmooth lesion (A-G, blue arrows) in hepatic segment VI, with the following architectures: slight hyperintensity of T2-weighted images (A), restricted diffusion (B,C), wedge-shaped peritumoral enhancement on arterial phase images (E, red arrow), absent/incomplete capsule enhancement on transitional phase images (F, red arrow), and peritumoral hypointensity on hepatobiliary phase (G, red arrow). MVI was diagnosis by hematoxylin and eosin (HE, ×100) sample: multiple tumor thrombi of microvasculature (H, blue arrows) were detected in the triangle region between the liver membrane (the left upper corner), normal liver parenchyma (the right upper corner) and the infiltrating HCC lesion without tumor capsule (below). Non-MVI case: The lesion located at hepatic segment IV also detected slight hyperintensity on T2-weighted images (I) and restricted diffusion (J and K), but showed a well-circumscribed smooth tumor edge (L) without peritumoral enhancement and hypointensity (M/O, arrows), intact capsule enhancement (N, O, arrows). HE (100×) signified that no tumor thrombus was detected in microvascular system (P, arrows), which was distributed the normal liver tissue (the left side) that was separated from HCC lesion (the right side) by an intact tumor capsule.
Figure 3The nomogram, calibration and receiver operating characteristic curves for predicting MVI. The predictive model for MVI in the training cohort was visualized as nomogram (A). The calibration and receiver operating characteristic curves of the training, validation and test cohorts for MVI prediction were plotted in (B) and (E), in (C) and (F), and in (D) and (G), respectively.
Univariate logistic and Cox regressions for confounders based on MVI status before and after PSM
| Variables | Before PSM (univariate analysis, n=411) | After PSM (univariate analysis, n=241) | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Logistic regression (MVI) | Cox regression (RFS) | Cox regression (OS) | Logistic regression (MVI) | Cox regression (RFS) | ||||||||||
| OR (95% CI) | P | HR (95% CI) | P | HR (95% CI) | P | OR (95% CI) | P | HR (95% CI) | P | |||||
| MVI† | – | – | 1.835 (1.264–2.662) | 0.001 | 2.646 (1.155–6.063) | 0.021 | – | – | 1.493 (0.976–2.283) | 0.065 | ||||
| Age, mean (SD), years | 1.000 (0.978–1.022) | 0.994 | 1.020 (1.004–1.037) | 0.012 | 1.054 (1.019–1.089) | 0.002 | 0.993 (0.968–1.019) | 0.614 | 1.018 (0.998–1.038) | 0.075 | ||||
| Sex (male/female) | 0.967 (0.487–1.918) | 0.923 | 0.826 (0.523–1.303) | 0.411 | 0,766 (0.262–2.244) | 0.628 | 0.795 (0.351–1.797) | 0.581 | 0.734 (0.422–1.277) | 0.273 | ||||
| Size (cm) | 2.952 (1.979–4.404) | <0.001 | 1.549 (1.197–2.006) | 0.001 | 1.658 (0.906–3.034) | 0.101 | 1.429 (0.891–2.294) | 0.139 | 1.345 (0.954–1.897) | 0.091 | ||||
| ES (III–IV/I–II) | 2.063 (1.256–3.388) | 0.004 | 1.478 (1.057–2.067) | 0.022 | 1.680 (0.753–3.746) | 0.205 | 1.793 (1.019–3.154) | 0.043 | 1.463 (0.973–2.200) | 0.068 | ||||
| Cirrhosis† | 1.264 (0.744–2.146) | 0.386 | 0.862 (0.609–1.221) | 0.403 | 1.515 (0.601–3.818) | 0.378 | 1.371 (0.759–2.477) | 0.295 | 0.974 (0.636–1.492) | 0.904 | ||||
| Ki-67 (%) | 1.022 (1.010–1.034) | <0.001 | 1.007 (0.998–1.016) | 0.112 | 1.020 (1.002–1.039) | 0.034 | 1.020 (1.005–1.034) | 0.007 | 1.002 (0.991–1.012) | 0.762 | ||||
| HBV or HCV† | 1.263 (0.670–2.362) | 0.471 | 0.872 (0.555–1.370) | 0.552 | 0.562 (0.208–1.520) | 0.256 | 1.916 (0.966–3.800) | 0.063 | 0.827 (0.494–1.386) | 0.472 | ||||
| HBV-DNA (>104/≤104) | 1.476 (0.877–2.485) | 0.143 | 1.247 (0.869–1.787) | 0.231 | 3.037 (1.360–6.784) | 0.007 | 1.271 (0.707–2.288) | 0.423 | 1.386 (0.903–2.127) | 0.135 | ||||
| Multifocality† | 1.705 (0.917–3.170) | 0.092 | 1.603 (1.058–2.428) | 0.026 | 0.039 (0–5.001) | 0.190 | 1.521 (0.750–3.085) | 0.245 | 1.677 (1.021–2.755) | 0.041 | ||||
| Anatomical resection† | 1.466 (0.705–3.046) | 0.306 | 1.001 (0.584–1.716) | 0.997 | 1.781 (0.777–4.081) | 0.172 | 1.440 (0.608–3.409) | 0.407 | 0.932 (0.510–1.700) | 0.817 | ||||
| AFP, ng/mL | 0.014 | 0.986 | 0.535 | 0.009 | 0.623 | |||||||||
| ≤20 | Reference | Reference | Reference | Reference | Reference | |||||||||
| 20–400 | 1.828 (1.067–3.130) | 0.028 | 1.016 (0.705–1.464) | 0.934 | 1.339 (0.555–3.232) | 0.516 | 2.581 (1.403–4.750) | 0.002 | 0.866 (0.551–1.361) | 0.533 | ||||
| >400 | 2.637 (1.248–5.574) | 0.011 | 0.966 (0.555–1.680) | 0.902 | 1.878 (0.598–5.905) | 0.281 | 1.685 (0.665–4.270) | 0.271 | 0.737 (0.372–1.461) | 0.382 | ||||
| TBIL (>20.4/≤20.4 µmol/L) | 1.540 (0.821–2.890) | 0.179 | 1.237 (0.768–1.993) | 0.382 | 1.043 (0.310–3.511) | 0.946 | 1.629 (0.765–3.469) | 0.206 | 1.470 (0.829–2.604) | 0.187 | ||||
| DBIL (>20.4/≤20.4 µmol/L) | 1.616 (0.921–2.836) | 0.094 | 1.226 (0.825–1.822) | 0.313 | 0.955 (0.356–2.562) | 0.928 | 1.682 (0.874–3.239) | 0.119 | 1.304 (0.808–2.105) | 0.278 | ||||
| ALB (>35/≤35 g/L) | 0 | 0.999 | 1.721 (0.636–4.661) | 0.285 | 2.037 (0.275–15.105) | 0.486 | 0 | 0.999 | 1.161 (0.286–4.722) | 0.835 | ||||
| ALT (>50/≤50 U/L) | 0.780 (0.388–1.568) | 0.486 | 1.237 (0.801–1.910) | 0.337 | 2.171 (0.899–5.239) | 0.085 | 0.641 (0.288–1.424) | 0.275 | 1.193 (0.704–2.023) | 0.512 | ||||
| AST (>40/≤40 U/L) | 0.473 (0.225–0.993) | 0.048 | 1.204 (0.795–1.825) | 0.380 | 1.775 (0.736–4.284) | 0.202 | 0.409 (0.181–0.925) | 0.032 | 1.235 (0.752–2.028) | 0.404 | ||||
| AKP (>125/≤125 U/L) | 0.530 (0.155–1.813) | 0.312 | 1.202 (0.611–2.364) | 0.595 | 2.757 (0.941–8.074) | 0.064 | 0.330 (0.073–1.491) | 0.150 | 1.441 (0.696–2.981) | 0.325 | ||||
| GGT (>60/≤60 U/L) | 0.802 (0.454–1.416) | 0.446 | 1.261 (0.881–1.804) | 0.205 | 1.5333 (0.671–3.504) | 0.311 | 0.593 (0.312–1.126) | 0.110 | 1.432 (0.938–2.186) | 0.096 | ||||
| PALB (≤250/>250 mg/L) | 1.450 (0.772–2.723) | 0.248 | 1.695 (1.083–2.655) | 0.021 | 2.309 (0.688–7.752) | 0.176 | 1.381 (0.673–2.833) | 0.379 | 2.031 (1.107–3.728) | 0.022 | ||||
| PT (>13/≤13 s) | 0.837 (0.404–1.736) | 0.633 | 1.018 (0.626–1.653) | 0.944 | 0.849 (0.253–2.850) | 0.791 | 0.666 (0.299–1.484) | 0.320 | 1.296 (0.765–2.195) | 0.335 | ||||
| Child-Pugh (B/A) | 1.053 (0.342–3.242) | 0.928 | 1.633 (0.830–3.213) | 0.155 | 0.831 (0.112–6.154) | 0.856 | 0.976 (0.296–3.222) | 0.968 | 1.153 (0.504–2.640) | 0.736 | ||||
| Nodule in nodule† | 0.650 (0.188–2.254) | 0.497 | 0.971 (0.454–2.079) | 0.941 | 0.046 (0–139.683) | 0.451 | 0.651 (0.176–2.409) | 0.521 | 0.995 (0.403–2.453) | 0.991 | ||||
| Fat deposition† | 1.074 (0.633–1.823) | 0.791 | 1.060 (0.741–1.518) | 0.749 | 0.757 (0.301–1.909) | 0.556 | 1.043 (0.580–1.877) | 0.887 | 0.962 (0.623–1.485) | 0.861 | ||||
| Necrosis† | 2.229 (1.251–3.973) | 0.007 | 0.849 (0.542–1.329) | 0.474 | 0.841 (0.287–2.467) | 0.752 | 1.287 (0.654–2.534) | 0.465 | 0.626 (0.354–1.106) | 0.107 | ||||
| Hemorrhage† | 0.901 (0.433–1.875) | 0.780 | 1.607 (1.042–2.480) | 0.032 | 1.765 (0.658–4.731) | 0.259 | 0.720 (0.309–1.678) | 0.446 | 1.527 (0.902–2.585) | 0.115 | ||||
| Ascites† | 1.053 (0.342–3.242) | 0.928 | 1.424 (0.724–2.802) | 0.306 | 0.656 (0.154–2.795) | 0.569 | 1.091 (0.325–3.666) | 0.888 | 1.015 (0.443–2.326) | 0.972 | ||||
| Nonim APHE† | 0.555 (0.324–0.949) | 0.032 | 0.783 (0.541–1.135) | 0.197 | 0.624 (0.267–1.459) | 0.276 | 0.623 (0.335–1.159) | 0.135 | 1.087 (0.678–1.743) | 0.728 | ||||
| Mosaic architecture† | 1.699 (0.323–8.921) | 0.531 | 0.047 (0.000–5.961) | 0.216 | 0.048 (0–14212.712) | 0.637 | 2.485 (0.343–18.002) | 0.368 | 0.048 (0–29.068) | 0.352 | ||||
| Targetoid† | 0.734 (0.274–1.964) | 0.538 | 1.086 (0.612–1.928) | 0.778 | 1.501 (0.446–5.048) | 0.511 | 0.515 (0.168–1.581) | 0.246 | 0.979 (0.490–1.958) | 0.953 | ||||
| HBP hypointensity† | 1.417 (0.375–5.358) | 0.608 | 0.612 (0.195–1.923) | 0.401 | 0.047 (0–1017.030) | 0.549 | 2.507 (0.494–12.736) | 0.268 | 0.337 (0.047–2.432) | 0.281 | ||||
| Non-smooth margin† | 9.097 (4.954–16.704) | <0.001 | 1.420 (1.016–1.984) | 0.040 | 2.509 (1.072–5.870) | 0.034 | 7.333 (3.815–14.096) | <0.001 | 1.304 (0.868–1.960) | 0.201 | ||||
| Non-peripheral washout† | 1.490 (0.643–3.453) | 0.353 | 0.843 (0.513–1.384) | 0.499 | 1.357 (0.319–5.777) | 0.679 | 1.333 (0.509–3.493) | 0.558 | 1.025 (0.531–1.979) | 0.941 | ||||
| LI-RADS | 0.699 | 0.751 | 0.582 | 0.310 | 0.704 | |||||||||
| LR-3 | Reference | Reference | Reference | Reference | Reference | |||||||||
| LR-4 | 0.912 (0.352–2.359) | 0.849 | 0.848 (0.445–1.616) | 0.617 | 0.572 (0.148–2.217) | 0.419 | 0.462 (0.149–1.434) | 0.181 | 0.845 (0.347–2.058) | 0.711 | ||||
| LR-5 | 0.753 (0.306–1.851) | 0.536 | 0.797 (0.435–1.461) | 0.463 | 0.515 (0.147–1.798) | 0.298 | 0.432 (0.148–1.267) | 0.126 | 1.028 (0.444–2.382) | 0.949 | ||||
| Capsule enhancement | <0.001 | 0.009 | 0.032 | <0.001 | 0.019 | |||||||||
| Incomplete/intact | 12.980 (6.470–26.042) | <0.001 | 1.680 (1.104–2.556) | 0.015 | 3.236 (1.214–8.627) | 0.019 | 9.426 (4.294–20.690) | <0.001 | 1.628 (0.987–2.686) | 0.057 | ||||
| Absent/intact | 8.710 (4.404–17.223) | <0.001 | 1.696 (1.136–2.530) | 0.010 | 2.990 (1.122–7.969) | 0.029 | 10.085 (4.653–21.860) | <0.001 | 1.930 (1.187–3.138) | 0.008 | ||||
| Peritumoral enhancement† | 6.611 (3.898–11.214) | <0.001 | 1.653 (1.168–2.340) | 0.005 | 3.543 (1.573–7.981) | 0.002 | 4.342 (2.409–7.829) | <0.001 | 1.584 (1.050–2.389) | 0.028 | ||||
| Peritumoral hypointensity† | 4.624 (2.612–8.186) | <0.001 | 1.697 (1.143–2.521) | 0.009 | 2.376 (1.016–5.557) | 0.046 | 3.619 (1.891–6.926) | <0.001 | 1.442 (0.911–2.281) | 0.118 | ||||
†, present/absent. MVI, microvascular invasion; PSM, propensity score matching; ES, Edmondson-Steiner grade; HBV, hepatitis B virus; HCV, hepatitis C virus; HBV-DNA, deoxyribonucleic acid of hepatitis B virus; ALT, alanine aminotransferase; AST, aspartate aminotransferase; TBIL, total bilirubin; DBIL, direct bilirubin; AKP, alkaline phosphatase; GGT, γ-glutamyl transpeptidase; ALB, albumin; PALB, prealbumin; PT, prothrombin time; APHE, arterial phase hyperenhancement; HBP, hepatobiliary phase; LI-RADS, Liver Imaging Reporting and Data System.
Multivariate logistic analysis for predicting MVI before and after PSM
| Variables | Before PSM | After PSM | ||||||
|---|---|---|---|---|---|---|---|---|
| Training cohort | Training & validation cohorts (pre-PSM cohort) | |||||||
| OR (95% CI) | P | OR (95% CI) | P | OR (95% CI) | P | |||
| AFP, ng/mL | 0.011 | 0.020 | 0.040 | |||||
| ≤20 | Reference | Reference | Reference | |||||
| 20–400 | 2.793 (1.249–6.246) | 0.012 | 2.081 (1.050–4.122) | 0.036 | 2.347 (1.139–4.835) | 0.021 | ||
| >400 | 4.342 (1.308–14.406) | 0.016 | 3.580 (1.287–9.956) | 0.015 | 2.623 (0.842–8.172) | 0.096 | ||
| DBIL (>20.4/≤20.4 µmol/L) | – | – | 1.862 (0.909–3.813) | 0.089 | – | – | ||
| ES grade (III–IV/I–II) | – | – | 1.758 (0.936–3.305) | 0.080 | – | – | ||
| Tumor size (cm) | 2.235 (1.240–4.028) | 0.007 | 2.187 (1.333–3.587) | 0.002 | – | – | ||
| Non-smooth margin† | 3.443 (1.425–8.319) | 0.011 | 3.429 (1.648–7.134) | 0.001 | 3.667 (1.756–7.661) | 0.001 | ||
| Capsule enhancement | <0.001 | <0.001 | <0.001 | |||||
| Incomplete/intact | 6.623 (2.490–17.618) | <0.001 | 4.901 (2.171–11.063) | <0.001 | 4.970 (2.101–11.756) | <0.001 | ||
| Absent/intact | 5.860 (2.148–15.987) | 0.001 | 5.523 (2.456–12.423) | <0.001 | 7.288 (3.095–17.160) | <0.001 | ||
| Peritumoral enhancement† | 2.257 (1.044–4.879) | 0.038 | 2.568 (1.320–4.993) | 0.005 | – | – | ||
†, present/absent. MVI, microvascular invasion; PSM, propensity score matching; AFP, alpha-fetoprotein; DBIL, direct bilirubin; ES, Edmondson-Steiner grade; OR, odd ratio; CI, confidence interval.
Figure 4The Kaplan-Meier curves in terms of MVI status and grade. Recurrence-free survival curves were stratified by MVI status (A) and MVI grade (B) in the Pre-PSM subgroup, and were classified by MVI status (C) and MVI grade (D) in the Post-PSM subgroup, respectively. In addition, the overall survival curves were divided by MVI status (E) and MVI grade (F), respectively.
The prediction models for recurrence before and after PSM
| Model | Pre-PSM cohort (n=411) | Post-PSM cohort (n=241) | |||
|---|---|---|---|---|---|
| AUC (95% CI) | P | AUC (95% CI) | P | ||
| Clinicoradiologic model | 0.662 (0.604–0.719) | <0.001 | 0.658 (0.587–0.730) | <0.001 | |
| BCLC stage | 0.573 (0.514–0.632) | 0.015 | 0.550 (0.476–0.625) | 0.187 | |
| TNM stage | 0.564 (0.504–0.624) | 0.033 | 0.555 (0.480–0.631) | 0.148 | |
| ERASL-post risk | 0.511 (0.461–0.570) | 0.723 | 0.503 (0.428–0.578) | 0.933 | |
| ERASL-pre risk | 0.509 (0.450–0.568) | 0.766 | 0.504 (0.429–0.579) | 0.917 | |
BCLC, Barcelona clinic liver cancer; TNM, tumour-node-metastasis system of the American Joint Committee on Cancer (8th Edition); ERASL, early recurrence after surgery for liver tumour. ERASL-pre score =0.818 gender (0: female,1: male) + 0.447 Albumin-Bilirubin grade (0: Grade 1; 1: Grade 2 or 3) + 0.100 ln (serum AFP in ng/mL) + 0.580 ln (tumour size in cm) + 0.492 tumour number (0: single; 1: two or three; 2: four or more). Low risk: score ≤2.558; intermediate risk: score: 2.558–3.521; High risk: score >3.521 [5]. ERASL-post score =0.677 gender (0: female,1: male) + 0.458 Albumin-Bilirubingrade (0: Grade 1; 1: Grade 2 or 3) + 0.661 microvascular invasion (0: no,1: yes) + 0.082 ln (serum AFP in ng/mL) + 0.451 ln (tumour size in cm) + 0.379 tumour number (0: single; 1: two or three; 2: four or more). Low risk: score ≤2.332; Intermediate risk: score: 2.332–3.445; High risk: score >3.445 [6].
The nomograms for predicting MVI in our and the published studies
| Previous studies | Sample size | Training cohort | Validation cohort | Model category | Outcome |
|---|---|---|---|---|---|
| Yan | 268 (57.8% of patients >5 cm) | 0.828 (0.767–0.886) | 0.804 (0.707–0.901) | Clinical model | Present |
| Wang | 454 (>4 cm) | 0.79 (0.74–0.84) | 0.81 (0.74–0.89) | Clinical model | Absent |
| Zhang | 267 (>4 cm) | 0.784 (0.719–0.840) | 0.820 (0.713–0.900) | MRI radiomics | Absent |
| Ma | 157 (>3.2 cm) | 0.835 (0.760–0.910) | 0.801 (0.672–0.930) | CT radiomics | Absent |
| Gao | 89 (>5 cm) | 0.851 (0.761–0.951) | 0.861 (0.725–0.996) | Clinicoradiogic model of CT | Absent |
| Deng | 513 (6.29 cm) | 0.71 (0.66–0.75) | – | Clinicoradiogic model (CT/MR/US) | Absent |
| Peng | 304 (>4.9 cm) | 0.846 (0.787–0.905) | 0.844 (0.774–0.915) | CT radiomics | Absent |
| Yang | 208 (>1.7 cm) | 0.943 (0.905–0.980) | 0.861 (0.750–0.970) | Gd-EOB-DTPA MRI radiomics | Absent |
| Lei | 707(>3.15 cm) | 0.81 (0.78–0.85) | 0.80 (0.75–0.86) | Clinicoradiogic model (CT/MR/US) | Present |
| Xu | 495 (>4.9 cm) | 0.909 (0.860–0.928) | 0.889 (0.851–0.919) | CT radiomics | Present |
| Our study of HCC ≤3 cm | 455 (>1.67 cm); | 0.884 (0.838–0.931)†; Pre-PSM: 0.875 (0.828–0.921) | 0.845 (0.734–0.956)‡; | Clinicoradiogic model based on Gd-EOB-DTPA MRI | Present |
†, the training cohort (n=288); ‡, the validation cohort (n=123); §, the test cohort (n=44). Pre-PSM: Pre-PSM cohort (n=411); Post-PSM cohort (n=241). Gd-EOB-DTPA, gadoxetate disodium; US, ultrasound examination.