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Liu et al.                                                                                                                                     Novel predictive and prognostic strategies of HBV-related HCC

           Table 1: Representative gene signature studies of hepatocellular carcinoma
            Study                 Population       Sample type  Etiology  Gene No.     Different clinical outcomes
                                                                                            of subgroups
                            n = 61 (validation 1, Chinese)
            Lee et al. [49]                        Tumor tissue  HBV, HCV   907        Overall survival (P < 0.001)
                            n = 78 (validation 2, European)
                                                                                       Risk of survival/recurrence
                              n = 20 (training, Chinese)
                                                   Adjacent liver
            Budhu et al. [50]                                   HBV,        17        HR (95% CI) in validation set:
                             n = 95 (validation, Chinese)  tissue
                                                                                      15.1 (5.0-45.8)/7.9 (2.5-25.0)
            Kaposi-Novak et al. [51]  n = 249 (Caucasian)  Tumor tissue  HBV, alcohol,   24  Overall survival (P < 0.001)
                                                                 HCV
                               n = 23 (training, Asian)                                Rate of vascular invasion
            Wang et al. [52]  n = 25 (validation, Asian)  Tumor tissue  HBV, HCV  57  (accuracy: 84%; sensitivity: 86%;
                                                                                           specificity 82%)
            Boyault et al. [53]  n = 57 (training, French)  Tumor tissue  HBV, alcohol,    16  Overall survival (P < 0.001)
                             n = 63 (validation, French)         HCV
                                                                                        Risk of early recurrence
            Woo et al. [54]      n = 65 (Chinese)  Tumor tissue  HBV        628       (within 2 years after surgery)
                                                                                           HR (95% CI):
                                                                                         12.539 (3.59-43.76)
                                                                                        Risk of late recurrence
                             n = 82 (training, Japanese)  Adjacent liver            (more than 2 years after surgery)
            Hoshida et al. [55]                               HBV, HCV      132
                            n = 225 (validation, European)  tissue                  HR (95% CI) in the validation set:
                                                                                          2.08 (1.03-4.18)
            Coulouarn et al. [56]  n = 139 (Caucasian)  Tumor tissue  HBV, alcohol,   249  Overall survival (P < 0.001)
                                                                 HCV
                                                                                        Risk of early recurrence
            Yoshioka et al. [57]  n = 42 (training, Japanese)  Tumor tissue  HBV, HCV  172  (within 2 years after surgery)
                             n = 97 (validation, Japanese)                          HR (95% CI) in the validation set:
                                                                                          3.29 (1.83-5.91)
                            n = 61 (validation 1, Chinese)                                Risk of recurrence
            Woo et al. [58]     n = 78 (validation 2,   Tumor tissue  HBV, HCV  625  HR (95% CI) in the Chinese set:
                                   Caucasian)                                             2.84 (1.51-5.34)
                                                                                        Risk of early recurrence
                            n = 247 (validation 1, Chinese)                           (within 2 years after surgery)
            Roessler et al. [59]  n = 139 (validation 2, GEO   Tumor tissue  HBV, HCV  161  HR (95% CI) in the Chinese set:
                                     data)
                                                                                           2.72 (1.48-4.5)
                                                                                          Risk of recurrence
                                                    Tumor and           16 for tumor;      HR (95% CI):
            Villanueva et al. [60]  n = 287 (Japanese)  adjacent liver   HBV, HCV  17 for adjacent  1.75 (1.20-2.53) for tumor signature;
                                                     tissue              liver tissue  1.92 (1.20-3.06) for adjacent
                                                                                             signature
                                                                                       Risk of vascular invasion
                                                              HCV, HBV,
                             n = 79 (training, Caucasian)
            Minguez et al. [61]                    Tumor tissues            35      HR (95 % CI) in the validation set
                            n = 135 (validation, Caucasian)     alcohol
                                                                                          3.12 (1.29-7.51)
                                                                                        Risk of early recurrence
            Weng et al. [62]     n = 80 (Chinese)  Tumor tissue  HBV         3        (within 1 year after surgery)
                                                                                           HR (95% CI):
                                                                                         4.762 (1.764-12.856)
                            n = 139 (training, South Korea)                              Risk of poor survival
            Kim et al. [63]   n = 292 (validation, South   Tumor tissue  HBV  65    HR (95% CI) in validation the set:
                                    Korea)                                                1.36 (1.13-1.64)
                            n = 56 (training, South Korea)  Tumor and
            Kim et al. [64]   n = 40 (validation, South   adjacent liver   HBV  127    Overall survival (P < 0.001)
                                    Korea)           tissue
                                                                                        Risk of poor prognosis
            Lim et al. [65]  n = 286 (training, South Korea)  Tumor tissue  HBV  30   HR (95% CI) in validation set:
                              n = 83 (validation, China)
                                                                                         2.048 (1.130-3.712)
                                                                         233 for late   Risk of late recurrence
                                                                         recurrence,   HR (95% CI): 2.2 (1.3-3.7)
            Kim et al. [66]     n = 396 (Chinese)  Tumor tissues  HBV
                                                                         65 for early   Risk of early recurrence
                                                                         recurrence    HR (95% CI): 1.7 (1.1-2.6)
           HBV: hepatitis B virus; HCV: hepatitis C virus; HR: hazard ratio; CI: confidence interval
           basic patterns of HCC somatic mutations have been   including TP53, TERT, CTNNB1, ARID1A, and AXIN1
           extensively investigated. The somatic mutations    are proved to be hotspots of genetic alteration [Table 2].
           provide a novel genomic insight of molecular       However, specific mutation in a single hot gene is not
           classification and prognostic prediction. Some genes   frequent, ranging from 5% to 20%. Such a low rate

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