| Literature DB >> 35321670 |
Yong Zhao1, Ling Xiang Kong2, Feng Shi Feng1, Jiayin Yang3, Guo Wei4.
Abstract
INTRODUCTION: Immunotherapy has become a new therapy for advanced hepatocellular carcinoma (HCC); however, its treatment results are considerably different. CD4+ T cells (CD4+) are the key to immunotherapy, but patients with HCC that have low CD4+ are rarely observed for clinical evidence. Hepatitis B virus-related HCC is often accompanied by cirrhosis and portal hypertension; therefore, CD4+ tend to be relatively low in number. TACE is the standard treatment for Barcelona Clinic Liver Cancer (BCLC)-B HCC, which may further reduce the number of CD4 + .Entities:
Keywords: Aspartate aminotransferase (AST); Aspartate aminotransferase-to-platelet ratio index (APRI); Barcelona Clinic Liver Cancer (BCLC); Fibrosis-4 (FIB-4); Hepatitis B virus (HBV); Platelet (PLT), Alanine aminotransferase (ALT); Hepatocellular carcinoma (HCC); Human immunodeficiency virus (HIV)
Mesh:
Year: 2022 PMID: 35321670 PMCID: PMC8941753 DOI: 10.1186/s12885-022-09433-3
Source DB: PubMed Journal: BMC Cancer ISSN: 1471-2407 Impact factor: 4.430
Fig. 1Flow of study participants
Baseline demographic and disease features characteristics
| Variables | All included patients | ||
|---|---|---|---|
| Death ( | Survival ( | ||
| Non-Liver Function or Immune Related Index | |||
| Age (mean ± SD, years) | 50.67 ± 9.33 | 49.53 ± 12.06 | 0.501 |
| Male | 75 (80.6%) | 60 (77.9%) | 0.662 |
| BMI (mean ± SD, kg/m2) | 22.02 ± 2.07 | 21.88 ± 1.91 | 0.651 |
| HB (mean ± SD,g/dl) | 127.88 ± 19.63 | 132.5 ± 19.9 | 0.131 |
| CRE (mean ± SD,μmol/L) | 64.45 ± 16.67 | 65.27 ± 17.62 | 0.756 |
| Maximum tumor diameter (mean ± SD, mm) | 79.8 ± 22.62 | 82.97 ± 24.01 | 0.376 |
| Serum AFP > 400 ng/mL | 71 (76.3%) | 55 (71.4%) | 0.466 |
| Number of tumor ≥2 | 63 (67.7%) | 51 (66.2%) | 0.835 |
| Liver Function Related Marker/Index | |||
| Plt (mean ± SD,109/L) | 124.41 ± 50.52 | 137.21 ± 36.34 | 0.065 |
| ALT (mean ± SD, u/L) | 40.89 ± 19.13 | 49.99 ± 25.91 | 0.012 |
| AST mean ± SD, u/L) | 83 ± 45.94 | 65.6 ± 39.31 | 0.010 |
| Alb (mean ± SD,g/L) | 39.56 ± 6.37 | 38.79 ± 5.34 | 0.404 |
| PT (mean ± SD, s) | 14.17 ± 2.21 | 14.47 ± 2.77 | 0.446 |
| TB (mean ± SD,μmol/L) | 17.93 ± 8.01 | 17.25 ± 6.62 | 0.550 |
| Child-Pugh score (mean ± SD) | 6.09 ± 1.01 | 5.94 ± 0.92 | 0.314 |
| Child-Pugh A | 66 (71%) | 61 (79.2%) | 0.218 |
| Child-Pugh B | 27 (29%) | 16 (20.8%) | 0.218 |
| Child-Pugh C | – | – | – |
| APRI | 1.79 ± 1.1 | 1.27 ± 0.88 | 0.001 |
| FIB-4 | 6.27 ± 4.47 | 3.84 ± 2.64 | 0.000 |
| Immune Related Marker/Index | |||
| HIV(+) | 24 (25.8%) | 18 (23.4%) | 0.715 |
| WBC (mean ± SD,109/L) | 5.47 ± 1.9 | 5.67 ± 1.61 | 0.475 |
| CD3+ T cells | 923.47 ± 269.47 | 997.83 ± 366.96 | 0.130 |
| CD4+ T cells | 426.08 ± 139.34 | 518.04 ± 242.79 | 0.004 |
| CD8+ T cells | 399.94 ± 140.93 | 445.37 ± 196.17 | 0.091 |
| CD4/CD8 | 1.15 ± 0.59 | 1.31 ± 0.71 | 0.129 |
| CD4/APRI | 329.17 ± 250.42 | 646.55 ± 764.37 | 0.001 |
| CD4/FIB-4 | 102.23 ± 74.32 | 216.17 ± 223.32 | 0.000 |
BMI Body mass index, CRE Creatinine, ALB Albumin, TB Total bilirubin, INR International normalized ratio, MELD Model end-stage liver disease, PLT Platelet, WBC White blood cell, HGB Hemoglobin, HBsAg Hepatitis B surface antigen
Baseline demographic and disease features characteristics based on CD4
| Variables | CD4+ T cells | ||
|---|---|---|---|
| >median ( | ≤median ( | ||
| CD4+ T cells | 593.3 ± 188.34 | 342.08 ± 106.84 | <0.01 |
| Age (mean ± SD, years) | 50.24 ± 9.05 | 50.07 ± 12.07 | 0.920 |
| Male | 67 (78.8%) | 68 (80%) | 0.850 |
| BMI (mean ± SD, kg/m2) | 21.95 ± 2.12 | 21.95 ± 1.88 | 1.000 |
| HB (mean ± SD,g/dl) | 131.19 ± 20.65 | 128.76 ± 19.01 | 0.426 |
| CRE (mean ± SD,μmol/L) | 64.65 ± 21.26 | 64.98 ± 11.55 | 0.901 |
| Maximum tumor diameter (mean ± SD, mm) | 0.41 ± 0.50 | 0.34 ± 0.48 | 0.345 |
| Serum AFP > 400 ng/mL | 66 (77.6%) | 60 (70.6%) | 0.293 |
| Number of tumor ≥2 | 62 (72.9%) | 52 (61.2%) | 0.103 |
| Plt (mean ± SD,109/L) | 130.32 ± 50.68 | 130.09 ± 38.79 | 0.974 |
| ALT (mean ± SD, u/L) | 42.25 ± 19.95 | 47.78 ± 25.22 | 0.115 |
| AST mean ± SD, u/L) | 76.55 ± 49.96 | 73.68 ± 36.89 | 0.671 |
| Alb (mean ± SD,g/L) | 39.58 ± 6.57 | 38.84 ± 5.20 | 0.419 |
| PT (mean ± SD, s) | 13.84 ± 1.75 | 14.78 ± 2.97 | 0.013 |
| TB (mean ± SD,μmol/L) | 23.74 ± 12.37 | 21.52 ± 10.32 | 0.206 |
| Child-Pugh score (mean ± SD) | 6.09 ± 1 | 5.94 ± 0.94 | 0.305 |
| Child-Pugh A | 59 (69.4%) | 68 (80%) | 0.112 |
| Child-Pugh B | 26 (30.6%) | 17 (20%) | 0.112 |
| Child-Pugh C | – | – | – |
| APRI | 1.59 ± 1.14 | 1.52 ± 0.92 | 0.658 |
| FIB-4 | 5.22 ± 3.83 | 5.11 ± 4.05 | 0.861 |
BMI Body mass index, CRE Creatinine, ALB Albumin, TB Total bilirubin, INR International normalized ratio, MELD Model end-stage liver disease, PLT Platelet, WBC White blood cell, HGB Hemoglobin, HBsAg Hepatitis B surface antigen
The AUC value of liver function and immune markers or indexes
| Variable | AUC | 95% CI | Cut-off | |
|---|---|---|---|---|
| Child-Pugh score | 0.538 | 0.460–0.615 | – | 0.385 |
| CD4+ T cells | 0.643 | 0.566–0.715 | ≤449 | 0.001 |
| CD4/CD8 | 0.560 | 0.482–0.636 | – | 0.187 |
| AST | 0.613 | 0.535–0.686 | >67 | 0.009 |
| ALT | 0.602 | 0.524–0.676 | ≤49 | 0.022 |
| PLT | 0.637 | 0.560–0.709 | ≤114 | 0.001 |
| APRI | 0.661 | 0.585–0.732 | >1.22 | <0.001 |
| FIB-4 | 0.682 | 0.607–0.751 | >5.39 | <0.001 |
| CD4/APRI | 0.702 | 0.627–0.770 | ≤619.97 | <0.001 |
| CD4/FIB-4 | 0.716 | 0.642–0.782 | ≤145.93 | <0.001 |
The variables in the univariate analysis for the BCLC-B stage
| Variables | All included patients ( | |
|---|---|---|
| Relative risk (95% CI) | ||
| Age (years) | 1.010 (0.982–1.039) | 0.488 |
| Male | 0.534 (0.261–1.091) | 0.085 |
| BMI (kg/m2) | 1.036 (0.890–1.206) | 0.649 |
| Child-Pugh score | 1.177 (0.858–1.615) | 0.312 |
| WBC (109/L) | 0.939 (0.791–1.115) | 0.472 |
| sCr (μmol/L) | 0.997 (0.980–1.015) | 0.754 |
| Alb (g/L) | 1.023 (0.971–1.077) | 0.402 |
| PT (s) | 0.953 (0.843–1.078) | 0.444 |
| TB (μmol/L) >2ULN | 1.954 (0.858–4.451) | 0.111 |
| HB (g/dl) <100 g/L | 1.229 (0.411–3.669) | 0.712 |
| ALT (u/L) ≤49 | 0.398 (0.212–0.748) | 0.004 |
| AST (u/L) >67 | 2.246 (1.213–4.160) | 0.010 |
| Plt (109/L) ≤114 | 0.389 (0.207–0.732) | 0.003 |
| Serum AFP (ng/mL) > 400 | 1.291 (0.649–2.568) | 0.467 |
| Number of tumor ≥2 | 1.071 (0.563–2.034) | 0.835 |
| Maximum tumor diameter (mm) >80 | 0.816 (0.438–1.521) | 0.523 |
| HIV | 0.877 (0.434–1.772) | 0.715 |
| CD3+ T cells (/μL) | 0.999 (0.998–1.000) | 0.134 |
| CD4+ T cells (/μL) ≤449 | 0.326 (0.174–0.611) | <0.001 |
| CD8+ T cells (/μL) | 0.998 (0.997–1.000) | 0.084 |
| CD4+/CD8+ | 0.676 (0.403–1.135) | 0.138 |
| APRI >1.22 | 2.872 (1.537–5.366) | 0.001 |
| FIB-4 > 5.39 | 3.404 (1.697–6.829) | 0.001 |
| CD4/APRI ≤619.97 | 0.108 (0.420–0.278) | <0.001 |
| CD4/FIB-4 ≤ 145.93 | 0.203 (0.103–0.399) | <0.001 |
BMI Body mass index, HBsAg Hepatitis B surface antigen, TB Total bilirubin, AFP Alpha-fetoprotein, PT Prothrombin time, WBC White blood cell, sCr Serum creatinine, HB Hemoglobin, Plt Platelet, Alb Albumin
Independent variables in the multivariate analysis for 2-year survival
| Variables | Logistic regression | |
|---|---|---|
| Relative risk (95% CI) | ||
| Child-Pugh score | 0.909 (0.637–1.297) | 0.600 |
| CD4/APRI | 1.000 (0.998–1.002) | 0.666 |
| CD4/FIB-4 | 0.993 (0.987–0.998) | 0.012 |
| AST (u/L) | 1.000 (0.991–1.009) | 0.970 |
| Serum AFP (ng/mL) > 400 | 1.283 (0.601–2.739) | 0.519 |
| Maximum tumor diameter (mm) | 0.996 (0.982–1.011) | 0.622 |
Independent variables in the ANN analysis for 2-year survival
| Variables | Importance | Normalized Importance |
|---|---|---|
| CD4+/FIB-4 | 0.159 | 100.0% |
| CD4+/CD8+ | 0.130 | 81.8% |
| CD4+/APRI | 0.095 | 60.0% |
| CD4+ T cells (/μL) | 0.082 | 51.4% |
| FIB-4 | 0.053 | 33.1% |
| Plt (109/L) | 0.052 | 32.7% |
| ALT (u/L) | 0.051 | 32.3% |
| CD8+ T cells (/μL) | 0.048 | 30.1% |
| CD3+ T cells (/μL) | 0.044 | 27.9% |
| APRI | 0.040 | 25.4% |
| PT (s) | 0.039 | 24.7% |
| AST (u/L) | 0.035 | 22.4% |
| HIV | 0.035 | 22.3% |
| Child-Pugh score | 0.032 | 19.9% |
| Serum AFP (ng/mL) > 400 | 0.029 | 18.1% |
| Number of tumor >3 | 0.027 | 17.0% |
| TB (μmol/L) | 0.027 | 16.7% |
| Maximum tumor diameter (mm) | 0.024 | 14.9% |
Fig. 2ROC curve of APRI, FIB-4, CD4/APRI, and CD4/FIB-4. AUC of ROC curves corresponding to CD4/FIB-4 ratio is 0.716. Other AUC data results are shown in Table 2
Fig. 3Overall survival. A Based on HIV overall survival rate. B Based on CD4/FIB-4 overall survival rate