| Literature DB >> 34188519 |
Fu He1,2, Kangjian Song1,2, Ge Guan3, Junyu Huo1,2, Yang Xin1, Tianxiang Li3, Chao Liu1, Qingwei Zhu1,2, Ning Fan1, Yuan Guo1, Liqun Wu1.
Abstract
PURPOSE: Gene rearrangements (GRs) have been reported to be related to adverse prognosis in some tumours, but the relationship in hepatocellular carcinoma (HCC) remains less studied. The objective of our study was to explore the clinicopathological characteristics and prognosis of HCC patients (HCCs) with GRs (GR-HCCs). PATIENTS AND METHODS: This retrospective study included 297 HCCs who underwent hepatectomy and had their tumours sequenced by next-generation sequencing. Categorical variables between groups were compared by the chi-square test. The impact of variables on disease-free survival (DFS) and survival after relapse (SAR) was analysed by the Kaplan-Meier method and Cox regression.Entities:
Keywords: gene rearrangement; hepatocellular carcinoma; next-generation sequencing; prognosis; risk factors
Year: 2021 PMID: 34188519 PMCID: PMC8233541 DOI: 10.2147/PGPM.S313848
Source DB: PubMed Journal: Pharmgenomics Pers Med ISSN: 1178-7066
Demographics and Clinical Characteristics of GR-HCCs and NGR-HCCs [n (%)]
| Variables | GR-HCC (n=60) | NGR-HCC (n=237) | |
|---|---|---|---|
| Sex (male) | 51(85.0) | 202(85.2) | 0.964 |
| Age (≤ 60 years) | 38(63.3) | 148(62.4) | 0.899 |
| Somking (Yes) | 25(41.7) | 123(51.9) | 0.157 |
| Diabetes (Yes) | 10(16.7) | 30(12.7) | 0.417 |
| Hepatitis virus | 0.126 | ||
| HBV | 49(81.7) | 214(90.3) | |
| HCV | 2(3.3) | 4(1.7) | |
| None | 9(15.0) | 19(8.0) | |
| HBsAg (+) | 48(80.0) | 204(86.1) | 0.241 |
| HBeAg (+) | 12(20.0) | 42(17.7) | 0.683 |
| Antivirals (Yes) | 24(51.1) | 108(52.9) | 0.816 |
| Alcoholism (Yes) | 22(36.7) | 81(34.2) | 0.717 |
| FH of cancer (Yes) | 13(21.7) | 67(28.3) | 0.303 |
| Hypertension (Yes) | 16(26.7) | 52(21.9) | 0.436 |
| PHT (Yes) | 13(21.7) | 49(20.8) | 0.878 |
| ALB (<35 g/L) | 4(6.7) | 24(10.1) | 0.413 |
| ALT (>50 U/L) | 9(15.0) | 46(19.4) | 0.432 |
| AST (>40 U/L) | 13(21.7) | 39(16.5) | 0.343 |
| TB (>22 μmol/L) | 22(36.7) | 72(30.4) | 0.350 |
| HBV-DNA (≥103copies/ml) | 17(28.3) | 60(25.3) | 0.634 |
| Child-Pugh score | 0.702 | ||
| A | 54(90.0) | 217(91.6) | |
| B | 6(10.0) | 20(8.4) | |
| Non-R0 resection (+) | 4(7.7) | 30(13.3) | 0.268 |
| Steatosis (Yes) | 9(15.0) | 24(10.1) | 0.283 |
| PVT (Yes) | 3(5.0) | 7(3.0) | 0.701 |
| HCI (Yes) | 28(46.7) | 95(40.1) | 0.355 |
| LNI (Yes) | 2(3.3) | 4(1.7) | 0.350 |
| MVI (+) | 39(65.0) | 115(48.5) | 0.023 |
| PD-L1 protein | 0.757 | ||
| CPS <1 | 29(48.3) | 127(53.6) | |
| CPS 1–19 | 26(43.3) | 91(38.4) | |
| CPS ≥20 | 5(8.3) | 19(8.0) | |
| MTD (>5.0 cm) | 18(30.0) | 82(34.6) | 0.501 |
| AFP (≥400 ng/ml) | 24(40.0) | 63(26.6) | 0.041 |
| TNM stage (III–IV) | 18(30.0) | 69(29.1) | 0.893 |
| BCLC stage (B or C) | 23(38.3) | 99(41.8) | 0.629 |
| No. of tumours (≥2) | 23(38.3) | 99(41.8) | 0.629 |
| Encapsulation (No) | 13(21.7) | 46(19.4) | 0.695 |
| Fibrosis score (S3-4) | 41(68.3) | 172(72.6) | 0.515 |
| Satellite lesion (Yes) | 14(23.3) | 38(16.0) | 0.184 |
| Tumour necrosis (Yes) | 24(40.0) | 53(22.4) | 0.005 |
| Vascular invasion (Yes) | 7(11.7) | 21(8.9) | 0.506 |
| Distant metastasis (Yes) | 4(6.7) | 15(6.3) | 1.000 |
| Inflammation score (G3-4) | 3(5.0) | 22(9.3) | 0.286 |
| Tumour differentiation (>II) | 37(61.7) | 108(45.6) | 0.026 |
Abbreviations: AFP, alpha-fetoprotein; BCLC, Barcelona Clinic Liver Cancer stage; FH, family history; HCI, Hepatic capsule involvement; LNI, lymph node involvement; MTD, maximal tumour diameter; MVI, microvascular invasion; No., number; PD-L1, programmed cell death 1 ligand 1; PHT, portal hypertension; R0, radical; PVT, portal vein thrombosis; TNM, Tumour-Node-Metastasis.
Figure 1Detailed GR events observed in this research. The rows and columns represent gene rearrangement events and samples, respectively. The red mark in each column of the figure represents the rearrangement event of the sample. Clinicopathological information corresponding to each sample is displayed at the top of the figure, including the number of rearrangement events (GR count), TP53 mutation, AFP value, tumour differentiation (grade), tumour necrosis, microvascular invasion (MVI) and tumour mutation burden (TMB). The meaning of the various colours is shown on the far right side of the diagram.
The Distribution of Genetic Variants in GR-HCCs and NGR-HCCs [n (%)]
| Variation | GR-HCC (n=60) | NGR-HCC (n=237) | |
|---|---|---|---|
| TP53 mutation | 40(66.7) | 123(51.9) | 0.040 |
| TERT mutation | 27(45.0) | 100(42.2) | 0.686 |
| TSC2 mutation | 13(21.7) | 30(12.7) | 0.076 |
| RB1 mutation | 10(16.7) | 28(11.8) | 0.315 |
| CTNNB1 mutation | 9(15.5) | 56(23.2) | 0.201 |
| LRP1B mutation | 8(13.3) | 33(13.9) | 0.906 |
| SPTA1 mutation | 8(13.3) | 27(11.4) | 0.677 |
| MUC16 mutation | 7(11.7) | 25(10.5) | 0.803 |
| OBSCN mutation | 6(10.0) | 12(5.1) | 0.259 |
| AXIN1 mutation | 5(8.6) | 41(17.0) | 0.112 |
| FAT3 mutation | 5(8.6) | 23(9.7) | 0.745 |
| CDKN2A mutation | 5(8.3) | 23(9.7) | 0.745 |
| NTRK3 mutation | 5(8.3) | 5(2.1) | 0.047 |
| BRD9 mutation | 3(5.0) | 0(0.0) | 0.008 |
| FGF19 amplification | 3(5.0) | 22(9.3) | 0.286 |
| CCND1 amplification | 3(5.0) | 25(10.5) | 0.189 |
| BRD9/TERT GR | 3(5.0) | 0(0.0) | 0.008 |
| CDKN2A/Intergenic GR | 3(5.0) | 0(0.0) | 0.008 |
| ARID2/intergenic GR | 2(3.3) | 0(0.0) | 0.040 |
| OBSCN truncation GR | 2(3.3) | 0(0.0) | 0.040 |
| Number of mutant genea | 11(8, 16) | 11(7, 15) | 0.092 |
| TMBa | 5.2(3, 8.4) | 6.1(3.7, 9.2) | 0.075 |
Note: aMann-Whitney U-test.
Abbreviations: GR, gene rearrangement; TMB, tumour mutation burden.
Figure 2Kaplan–Meier plot for postoperative DFS of HCC. GR-HCCs showed significantly lower mDFS than NGR-HCCs (10.5 months vs 31.9 months, P = 0.001).
Univariate and Multivariate Analysis of DFS Predictors in HCCs (n=244)
| Variables | n/n | Univariate | Multivariate | ||
|---|---|---|---|---|---|
| mDFS (Months) | HR(95% CI) | ||||
| Age, y (≤60/>60) | 150/94 | 23.0/31.9 | 0.124 | ||
| Gender (male/female) | 205/39 | 28.7/30.8 | 0.859 | ||
| Somking (no/yes) | 121/123 | 26.2/31.9 | 0.325 | ||
| Alcoholism (no/yes) | 159/85 | 26.2/31.9 | 0.789 | ||
| HBsAg (-/+) | 34/210 | 31.9/26.2 | 0.365 | ||
| HBeAg (-/+) | 201/43 | 30.8/28.7 | 0.933 | ||
| Antivirals (no/yes) | 95/114 | 19.7/25.7 | 0.599 | ||
| Diabetes (no/yes) | 211/33 | 28.7/26.9 | 0.751 | ||
| PHT (no/yes) | 190/54 | 28.7/27.3 | 0.515 | ||
| Hypertension (no/yes) | 184/60 | 23.0/40.0 | 0.024 | 0.599(0.346–1.036) | 0.067 |
| FH of cancer (no/yes) | 183/61 | 27.3/31.9 | 0.702 | ||
| ALB, g/L (<35/≥35) | 18/226 | 23.0/30.8 | 0.290 | ||
| ALT, U/L (≤50/>50) | 201/43 | 31.9/17.0 | 0.301 | ||
| AST, U/L (≤40/>40) | 207/37 | 31.9/17.0 | 0.092 | 0.896(0.546–1.472) | 0.665 |
| TB, μmol/L (≤22/>22) | 175/69 | 30.8/24.2 | 0.622 | ||
| HBV-DNA, copies/ml (<103/≥103) | 185/59 | 30.8/23.0 | 0.291 | ||
| Child-Pugh score (A/B) | 226/18 | 31.9/10.1 | 0.005 | 1.699(0.862–3.347) | 0.126 |
| Steatosis (no/yes) | 214/30 | 28.7/36.2 | 0.776 | ||
| Fibrosis (S≤2/>2) | 63/181 | 39.0/21.8 | 0.130 | ||
| Inflammation (G≤2/>2) | 226/18 | 30.8/19.0 | 0.419 | ||
| No. of tumours (< 2/≥2) | 148/96 | 43.6/10.7 | 0.000 | 1.641(0.817–3.296) | 0.164 |
| Encapsulation(no/yes) | 51/193 | 20.5/30.8 | 0.414 | ||
| MTD, cm (≤5/>5) | 175/69 | 43.6/10.4 | 0.000 | 1.569(0.838–2.937) | 0.160 |
| PVT (no/yes) | 236/8 | 30.8/7.7 | 0.069 | 2.168(0.751–6.260) | 0.153 |
| MVI (no/yes) | 122/122 | 43.6/15.7 | 0.000 | 1.025(0.641–1.640) | 0.917 |
| HCI (no/yes) | 146/98 | 42.0/15.0 | 0.000 | 1.357(0.860–2.139) | 0.189 |
| LNI (no/yes) | 242/2 | 28.9/23.0 | 0.146 | ||
| TNM stage (≤II/>II) | 188/56 | 43.6/6.8 | 0.000 | 0.820(0.355–1.893) | 0.642 |
| BCLC stage (0/A:B/C) | 154/90 | 43.6/8.5 | 0.000 | 1.472(0.660–3.281) | 0.345 |
| Differentiation (≤II/>II) | 126/118 | 36.2/15.7 | 0.005 | 1.115(0.735–1.691) | 0.608 |
| Satellite lesion (no/yes) | 204/40 | 36.2/7.8 | 0.000 | 1.382(0.799–2.390) | 0.248 |
| Tumour necrosis (no/yes) | 189/55 | 36.2/12.4 | 0.002 | 1.223(0.756–1.980) | 0.412 |
| AFP, ng/ml (< 400/≥400) | 179/65 | 43.6/10.7 | 0.000 | 1.586(1.001–2.512) | 0.049 |
| PD-L1 (< 1/1–19/≥20) | 132/92/20 | 36.2/19.0/10.5 | 0.032 | 1.217(0.543–2.723) | 0.634 |
| Distant metastasis(no/yes) | 236/8 | 28.7/4.3 | 0.080 | 1.285(0.393–4.196) | 0.678 |
| Vascular invasion (no/yes) | 226/18 | 30.8/5.3 | 0.000 | 1.248(0.555–2.805) | 0.592 |
| GR (no/yes) | 196/48 | 31.9/10.5 | 0.001 | 1.980(1.246–3.147) | 0.004 |
| TMB, Muts/Mb (≤6.0/>6.0) | 121/123 | 36.2/24.2 | 0.395 | ||
| TP53 mutation (no/yes) | 113/131 | 30.8/28.7 | 0.596 | ||
| TERT mutation (no/yes) | 140/104 | 30.8/23.0 | 0.176 | ||
Abbreviations: AFP, alpha-fetoprotein; BCLC, Barcelona Clinic Liver Cancer stage; GR, gene rearrangement; HCI, Hepatic capsule involvement; LNI, lymph node involvement; MTD, maximal tumour diameter; MVI, microvascular invasion; No., number; PHT, portal hypertension; PVT, portal vein thrombosis; TNM, Tumour-Node-Metastasis; TMB, tumour mutation burden.
Factors Affecting DFS After Radical Treatment in GR-HCCs
| Variables | n/n | DFS (Months) | |
|---|---|---|---|
| Age, y (≤60/>60) | 31/17 | 8.5/10.7 | 0.246 |
| Gender (male/female) | 39/9 | 10.7/5.6 | 0.474 |
| Somking(no/yes) | 27/21 | 6.4/21.1 | 0.294 |
| Alcoholism (no/yes) | 31/17 | 10.5/10.7 | 0.613 |
| HBsAg (-/+) | 9/39 | 24.9/10.1 | 0.178 |
| HBeAg (-/+) | 39/9 | 10.5/10.7 | 0.319 |
| Antivirals (no/yes) | 18/20 | 10.7/6.1 | 0.816 |
| Diabetes (no/yes) | 41/7 | 11.9/8.5 | 0.748 |
| Hypertension (no/yes) | 34/14 | 10.1/23.4 | 0.209 |
| ALB, g/L (<35/≥35) | 4/44 | 5.3/11.9 | 0.019 |
| ALT, U/L (≤50/>50) | 39/9 | 10.7/10.1 | 0.889 |
| AST, U/L (≤40/>40) | 34/14 | 8.5/10.7 | 0.727 |
| TB, μmol/L (≤22/>22) | 32/16 | 8.5/10.5 | 0.830 |
| HBV-DNA, copies/ml (<103/≥103) | 34/14 | 8.5/10.7 | 0.939 |
| Child-Pugh score (A/B) | 42/6 | 11.9/5.3 | 0.079 |
| PHT (no/yes) | 36/12 | 10.7/5.6 | 0.189 |
| Steatosis (no/yes) | 41/7 | 8.5/36.2 | 0.143 |
| Fibrosis score(S≤2/>2) | 15/33 | 8.5/10.7 | 0.621 |
| Inflammation score(G≤2/>2) | 46/2 | 10.1/10.7 | 0.611 |
| PD-L1 (<1/1–19/≥20) | 25/20/3 | 21.1/6.0/3.4 | 0.002 |
| MVI (0/1/2) | 16/21/11 | 36.2/10.7/5.3 | 0.001 |
| HCI (no/yes) | 24/24 | 36.2/6.4 | 0.058 |
| PVT (no/yes) | 46/2 | 10.7/2.9 | 0.005 |
| MTD, cm (≤5/>5) | 34/14 | 23.4/6.1 | 0.022 |
| TNM stage (≤II/>II) | 35/13 | 23.4/5.3 | 0.000 |
| BCLC stage (0/A:B/C) | 31/17 | 36.2/6.0 | 0.000 |
| Encapsulation (no/yes) | 11/37 | 10.5/21.1 | 0.247 |
| No. of tumours (<2/≥2) | 29/19 | 21.1/6.1 | 0.004 |
| Tumour necrosis (no/yes) | 31/17 | 11.9/8.5 | 0.377 |
| AFP, ng/ml (<400/≥400) | 29/19 | 13.0/5.6 | 0.049 |
| Satellite lesion (no/yes) | 37/11 | 21.1/6.1 | 0.011 |
| Distant metastasis (no/yes) | 46/2 | 10.7/2.6 | 0.000 |
| Vascular invasion (no/yes) | 41/7 | 13.0/5.3 | 0.000 |
| Tumour differentiation (≤II/>II) | 16/32 | 36.2/7.4 | 0.015 |
| TP53 mutation (no/yes) | 17/31 | 10.7/10.1 | 0.842 |
| ARID2 mutation (no/yes) | 46/2 | 10.5/2.9 | 0.262 |
| AXIN1 mutation (no/yes) | 43/5 | 10.7/10.1 | 0.711 |
| BRD9 mutation (no/yes) | 45/3 | 10.5/29.3 | 0.255 |
| TERT mutation (no/yes) | 27/21 | 11.9/10.1 | 0.883 |
| LRP1B mutation (no/yes) | 43/5 | 10.1/13.0 | 0.588 |
| TSC2 mutation (no/yes) | 37/11 | 10.7/7.4 | 0.764 |
| FAT3 mutation (no/yes) | 43/5 | 10.5/14.3 | 0.921 |
| RB1 mutation (no/yes) | 39/9 | 10.7/10.1 | 0.388 |
| SPTA1 mutation (no/yes) | 40/8 | 10.1/14.3 | 0.803 |
| MUC16 mutation (no/yes) | 43/5 | 13.0/8.5 | 0.054 |
| OBSCN mutation (no/yes) | 44/4 | 10.5/8.5 | 0.648 |
| NTRK3 mutation (no/yes) | 43/5 | 10.7/10.1 | 0.425 |
| CTNNB1mutation (no/yes) | 40/8 | 8.5/19.7 | 0.358 |
| CDKN2A mutation (no/yes) | 43/5 | 10.1/23.4 | 0.553 |
| TMB, Muts/Mb (≤6.0/>6.0) | 27/21 | 23.4/8.5 | 0.105 |
| CCND1/ FGF19 coamplification (no/yes) | 45/3 | 11.9/3.6 | 0.007 |
Abbreviations: AFP, alpha-fetoprotein; BCLC, Barcelona Clinic Liver Cancer stage; HCI, hepatic capsule involvement; LNI, lymph node involvement; MTD, maximal tumour diameter; MVI, microvascular invasion; No., number; PHT, portal hypertension; PVT, portal vein thrombosis; TNM, Tumour-Node-Metastasis.
Figure 3Survival curves of factors influencing DFS in GR-HCCs. (A) Tumour differentiation (grade III–IV), (B) serum AFP values ≥ 400ng/ml, (C) microvascular invasion, (D) multiple tumours, (E) maximal tumour diameter > 5.0cm, (F) BCLC stage (B or C), (G) Vascular invasion, (H) CCND1/FGF19 coamplification, (I) MUC16 mutation, (J) ALB < 35g/L, (K) portal vein thrombosis, (L) satellite lesion, (M) distant metastasis, (N) TNM stage (>II), (O) PD-L1 expression, and (P) hepatic capsule involvement were important factors leading to inferior DFS in GR-HCCs.
Figure 4Receiver operating characteristic curves of factors predicting DFS for HCC (A) and GR-HCC (B).
Prognostic Performance of Predictors of DFS
| Predictive Factors | AUC | 95% CI | P-value |
|---|---|---|---|
| In HCC cohort | |||
| GR | 0.572 | 0.500–0.645 | 0.05 |
| AFP ≥ 400 ng/ml | 0.598 | 0.526–0.670 | < 0.01 |
| In GR-HCC cohort | |||
| MVI | 0.652 | 0.484–0.820 | 0.085 |
| PVT | 0.532 | 0.363–0.701 | 0.714 |
| TNM stage | 0.710 | 0.567–0.852 | 0.017 |
| BCLC stage | 0.729 | 0.586–0.871 | 0.009 |
| Satellite lesion | 0.632 | 0.474–0.790 | 0.134 |
| MTD > 5.0 cm | 0.680 | 0.530–0.831 | 0.041 |
| ALB < 35 U/L | 0.565 | 0.399–0.730 | 0.464 |
| AFP ≥ 400 ng/ml | 0.624 | 0.461–0.788 | 0.158 |
| Multiple tumours | 0.715 | 0.568–0.863 | 0.014 |
| Vascular invasion | 0.581 | 0.417–0.744 | 0.360 |
| Distant metastasis | 0.532 | 0.363–0.701 | 0.714 |
| Tumour differentiation | 0.652 | 0.484–0.820 | 0.085 |
| PD-L1 expression | 0.657 | 0.500–0.815 | 0.074 |
| CCND1/FGF19 coamplification | 0.548 | 0.381–0.716 | 0.583 |
Abbreviations: ALB, albumin; GR, gene rearrangement; MTD, maximal tumour diameter; MVI, microvascular invasion; PVT, portal vein thrombosis.
Figure 5Kaplan–Meier plot for SAR of recurrent HCC patients according to different treatments. (A) Targeted therapy, (B) immunotherapy.