Intratumoural TLS
According to the HE results, among the 150 HCC patients from Xijing Hospital, 61 patients (40.7%) were assigned to the TLS + group, and 89 patients (59.3%) were assigned to the TLS- group (Fig. 1). The K-M survival curve results showed that the presence of TLSs had no effect on the OS of HCC patients (Fig. 2A); however, the presence of TLSs was associated with good RFS (Fig. 2B), especially early RFS (within 2 years after HCC resection[35]) (Fig. 2C), but had no effect on advanced RFS (Fig. 2D). Univariate Cox analysis showed that the presence of TLSs, aspartate transaminase (AST), lymph, alkaline phosphatase (ALP), albumin (ALB), tumour diameter, tumour capsule, cancer emboli, Child grade, American Joint Committee on Cancer (AJCC) stage and Barcelona Clinic Liver Cancer (BCLC) stage were significantly correlated with RFS. Multivariate Cox analysis showed that the presence of TLSs, AST, lymph, ALB, tumour capsule, Child grade and BCLC stage were independent prognostic factors of RFS (Table 2). Therefore, the presence of TLSs, as an independent protective factor for RFS, may be associated with longer RFS in HCC patients.
Table 2
Univariate and multivariate Cox regression analyses of risk factors associated with recurrence-free survival from the Xijing Hospital data.
Variable
|
Univariate analysis
|
|
Multivariate analysis
|
|
HR (95% CI)
|
P value
|
|
HR (95% CI)
|
P value
|
Sex (male vs. female)
|
1.258 (0.621–2.547)
|
0.524
|
|
|
|
Age (> 60 vs. ≤60)
|
1.005 (0.587–1.720)
|
0.987
|
|
|
|
TLSs (positive vs. negative)
|
0.545 (0.321–0.926)
|
0.025
|
|
0.504 (0.291–0.875)
|
0.015
|
ALT, µ/L (> 50 vs. ≤50)
|
1.038 (0.627–1.720)
|
0.885
|
|
|
|
AST, µ/L (> 40 vs. ≤40)
|
1.974 (1.206–3.232)
|
0.007
|
|
1.874 (1.125–3.122)
|
0.016
|
HBsAg (positive vs. negative)
|
1.437 (0.802–2.577)
|
0.223
|
|
|
|
TBil, µmol/L (> 20.5 vs. ≤20.5)
|
1.033 (0.604–1.786)
|
0.905
|
|
|
|
AFP, ng/ml (> 400 vs. ≤400)
|
1.504 (0.913–2.478)
|
0.109
|
|
|
|
Liver cirrhosis (Yes vs. No)
|
1.179 (0.713–1.952)
|
0.521
|
|
|
|
Lymph, 10E9/L (> 1.1 vs. ≤1.1)
|
0.535 (0.319–0.899)
|
0.018
|
|
0.521 (0.299–0.909)
|
0.022
|
ALP, µ/L (> 125 vs. ≤125)
|
2.879 (1.741–4.760)
|
< 0.0001
|
|
|
|
ALB, g/L (> 40 vs. ≤40)
|
0.345 (0.207–0.576)
|
< 0.0001
|
|
0.382 (0.225–0.649)
|
< 0.0001
|
Tumour number (multiple vs. single)
|
1.743 (0.927–3.278)
|
0.085
|
|
|
|
Tumour diameter, cm (> 5 vs. ≤5)
|
2.369 (1.435–3.911)
|
0.001
|
|
|
|
Tumour capsule (Yes vs. No)
|
0.442 (0.270–0.724)
|
0.001
|
|
0.333 (0.198–0.562)
|
< 0.0001
|
Cell differentiation (healthy vs. poor/moderate)
|
0.623 (0.349–1.112)
|
0.109
|
|
|
|
Portal vein invasion (Yes vs. No)
|
1.889 (0.857–4.165)
|
0.115
|
|
|
|
Cancer emboli (Yes vs. No)
|
1.810 (1.065–3.075)
|
0.028
|
|
|
|
Child grade (B/C vs. A)
|
4.608 (1.664–12.760)
|
0.003
|
|
4.266 (1.465–12.421)
|
0.008
|
AJCC Stage (Ⅲ+Ⅳ vs. Ⅰ+Ⅱ)
|
2.384 (1.435–3.962)
|
0.001
|
|
|
|
BCLC Stage (B + C VS. 0 + A)
|
2.123 (1.289–3.495)
|
0.003
|
|
2.466 (1.458–4.170)
|
0.001
|
Notes: TLS, tertiary lymphoid structures; ALT, alanine aminotransferase; AST, aspartate transaminase; TBil, total bilirubin; AFP, alpha-fetoprotein; ALP, alkaline phosphatase; ALB, albumin. |
TILs of Intra-TLS
To further show the protective effect of TLSs in HCC patients, the numbers of CD20+ B cells, CD3+ T cells, CD8+ T cells and LAMP3+ DCs in TLSs was observed by IF/IHC (Figure 3). The results showed that the numbers of CD20+ B cells and CD8+ T cells were significantly correlated with better OS in HCC patients (Figure 4A-B), while the numbers of CD3+ T cells and LAMP3+ DCs were not significantly correlated with OS (Figure 4C-D). However, both numbers were significantly correlated with the RFS of HCC patients (Figure 4E-H), and the greater the number was, the longer the RFS of HCC patients was. Moreover, the numbers of these cell populations had a strong predictive validity for the RFS of HCC patients (Figure 5), which may inform the clinical treatment of patients.
Molecular Mechanisms by which TLSs Regulate the Response to Immunotherapy
TLS-related Molecule Expression
The expression of a total of 88 molecules was positively correlated with the expression of 12 chemokines, with a correlation greater than 0.4 (moderate correlation) (Figure 6A). LCK, whose expression was most highly correlated with TIL numbers and was highest in HCC, was selected. Spearman correlation analysis was used to calculate the correlation between the expression of LCK and chemokines in the Xijing Hospital, TCGA and ICGC data (Figure 6B-D). In addition, the expression of LCK in the TLS+ group was significantly higher than that in the TLS- group (Figure 7A), and the OS of HCC patients in the high LCK expression group was significantly better than that in the low LCK expression group (Figure 7B).
Immunotherapy
To test the effect of LCK expression on the response to immunotherapy, TIMER was used to prove that LCK expression was positively correlated with the numbers of B cells, T cells, DCs, macrophages and neutrophils, and the Xijing Hospital data were used to verify the results (Figure 8A-B). We found that LCK expression was positively correlated with the expression of PD-1, PD-L1 and CTLA4 (Figure 9A-C). However, the high expression of PD-1/PD-L1 in tumours inhibits the sensitivity of HCC patients to ICIs[36]. Therefore, to further prove the influence of LCK expression on the response to immunotherapy, we used the MCP-counter algorithm to generate an immune score heatmap based on the differences in LCK expression in the TCGA data (Figure 9D); the results showed that the immune score of the group with high LCK expression was significantly higher than that of the group with low LCK expression. Second, by plotting the correlation between LCK and the P53 signalling pathway, we found that LCK expression was positively correlated with P53 expression (Figure 9E), further proving that LCK may increase the sensitivity of HCC patients to ICIs.
Enrichment Analysis
To elucidate the mechanisms by which LCK regulates TLS formation and the response to immunotherapy in HCC patients, we performed KEGG and GO enrichment analyses. As shown in the figure, upregulation of LCK expression significantly affected cytokine–cytokine receptor interactions, the chemokine signalling pathway, T-cell activation and other related molecular pathways (Figure 10A-B). Downregulation of LCK expression mainly affected cellular metabolism and other related molecular pathways (Figure 10C-D). Therefore, LCK may play an important role in the formation of TLSs.
IC50 Scores
Currently, targeted therapy for HCC is at a bottleneck stage, mainly due to the immune escape of tumour cells and the immune tolerance of HCC patients to targeted drugs. Our study showed that the IC50 values of sorafenib and imatinib in the high LCK expression group were significantly lower than those in the low LCK expression group (Figure 11). Therefore, TLSs and LCK expression can be used as potential targets for precision treatment of individual HCC patients.