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Case Control Study
Copyright ©The Author(s) 2026.
World J Clin Oncol. Jan 24, 2026; 17(1): 112801
Published online Jan 24, 2026. doi: 10.5306/wjco.v17.i1.112801
Table 1 Demographic characteristics of patients with lymphoproliferative neoplasms and healthy controls (n = 180), mean ± SD/n (%)
Variable
Patients (n = 90)
Controls (n = 90)
Age (years)59.17 ± 7.7258.19 ± 7.72
Sex
Male34 (37.8)42 (46.7)
Female56 (62.2)48 (53.3)
Table 2 Clinical characteristics of patients with lymphoproliferative neoplasms (n = 90), n (%)
Variable

Lymph node involvement53 (58.9)
Bone marrow involvement32 (35.6)
Hepatomegaly12 (13.3)
Splenomegaly7 (7.8)
Ann Arbor stage
Stage I19 (21.1)
Stage II26 (28.9)
Stage III7 (7.8)
Stage IV38 (42.2)
Table 3 Hematological, biochemical, and inflammatory parameters in patients and controls (n = 180), mean ± SD
Parameter
Patients (n = 90)
Controls (n = 90)
P value
Hematological parameters            
    Hemoglobin (g/dL)8.31 ± 1.0313.41 ± 0.77< 0.001c
    Platelet count (× 109/L)95.4 ± 9.87258.3 ± 60.98< 0.001c
    Total leukocyte count (× 109/L)20.74 ± 21.787.43 ± 1.810.209
    Neutrophil count (× 109/L)3.1 ± 2.794.16 ± 1.050.005b
    Lymphocyte count (× 109/L)15.99 ± 17.732.36 ± 0.730.010a
    Monocyte count (× 109/L)0.591 ± 0.2330.500 ± 0.1500.774
    Eosinophil count (× 109/L)0.244 ± 0.2590.268 ± 0.1650.008b
Biochemical parameters
    LDH (U/L)615.9 ± 69.72121.6 ± 18.05< 0.001c
    CRP (mg/L)28.2 ± 12.223.43 ± 1.61< 0.001c
    Ferritin (ng/mL)540 ± 84.6482.2 ± 40.81< 0.001c
    Transferrin saturation (%)36.87 ± 7.364.67 ± 16.13< 0.001c
    Beta-2 microglobulin (mg/L)3.8 ± 1.21.8 ± 0.5< 0.001c
    Albumin (g/dL)3.5 ± 0.64.3 ± 0.4< 0.001c
    ESR (mm/hour)45.0 ± 15.012.0 ± 4.0< 0.001c
Inflammatory indices
    SII30971.8 ± 14428.6455.0 ± 211.9< 0.001c
    SIRI250.7 ± 200.21.1 ± 0.5< 0.001c
    Platelet-to-lymphocyte ratio29.6 ± 23.97115.0 ± 38.33< 0.001c
    Neutrophil-to-lymphocyte ratio 0.32 ± 0.141.68 ± 0.58< 0.001c
    Ferritin-to-lymphocyte ratio0.18 ± 0.170.04 ± 0.020.016a
    White cell-to-lymphocyte ratio1.44 ± 0.153.25 ± 0.62< 0.001c
    LDH-to-lymphocyte ratio26.37 ± 27.9321.14 ± 9.280.133
Table 4 Immunophenotyping and C-X-C motif chemokine receptor 3 expression in patients and controls (n = 180), mean ± SD
Parameter
Patients (n = 90)
Controls (n = 90)
P value
SII30971.8 ± 14428.6455.0 ± 211.9< 0.001b
SIRI250.7 ± 200.21.1 ± 0.5< 0.001b
PD-L1/CXCR3 (%)51.1 ± 16.772.51 ± 0.31< 0.001b
PD-1/CXCR3 (%)12.28 ± 1.461.48 ± 0.31< 0.001b
CXCR3/T lymphocytes (%)52.03 ± 9.412.34 ± 1.3< 0.001b
CXCR3/classical monocytes (%)14.57 ± 5.7843.23 ± 7.9< 0.001b
CXCR3/intermediate monocytes (%)20.56 ± 7.314.48 ± 1.66< 0.001b
CXCR3/non-classical monocytes (%)15.0 ± 7.2012.69 ± 1.630.039a
Table 5 Pre-treatment and post-treatment inflammatory indices and immunophenotyping in patients (n = 76), mean ± SD
Parameter
Pre-treatment
Post-treatment
P value
SII30971.8 ± 14428.61500.0 ± 800.0< 0.001b
SIRI250.7 ± 200.25.0 ± 2.5< 0.001b
PD-L1/CXCR3 (%)51.10 ± 16.7743.31 ± 24.450.011a
PD-1/CXCR3 (%)12.28 ± 1.4612.75 ± 7.570.366
CXCR3/T lymphocytes (%)52.03 ± 9.4012.75 ± 7.57< 0.001b
CXCR3/classical monocytes (%)14.57 ± 5.7813.50 ± 5.500.052
CXCR3/intermediate monocytes (%)20.56 ± 7.3119.00 ± 6.500.068
CXCR3/non-classical monocytes (%)15.0 ± 7.2014.00 ± 6.000.075
Table 6 Biomarker levels across lymphoma subtypes (n = 90), mean ± SD
Parameter
CLL (n = 40)
DLBCL (n = 30)
Follicular (n = 14)
Mantle cell (n = 6)
P value
SII19654.6 ± 9090.040893.3 ± 10472.138427.1 ± 11682.839416.7 ± 14621.4< 0.001a
SIRI447.3 ± 130.587.09 ± 41.71105.2 ± 56.6196.77 ± 65.02< 0.001a
PD-L1/CXCR3 (%)50.71 ± 17.7751.51 ± 15.9849.87 ± 17.4754.50 ± 15.860.745
PD-1/CXCR3 (%)12.14 ± 1.6012.48 ± 1.2912.10 ± 1.4312.67 ± 1.510.638
CXCR3/T lymphocytes (%)52.65 ± 9.7648.37 ± 8.8454.69 ± 8.6060.0 ± 1.790.383
CXCR3/classical monocytes (%)19.95 ± 2.9411.0 ± 2.869.14 ± 3.579.17 ± 4.49< 0.001a
CXCR3/intermediate monocytes (%)26.58 ± 4.9317.60 ± 4.8112.86 ± 3.8213.17 ± 4.07< 0.001a
CXCR3/non-classical monocytes (%)20.80 ± 4.4313.23 ± 5.165.71 ± 1.276.83 ± 1.17< 0.001a
Table 7 Biomarker levels across lymphoma stages (n = 90), mean ± SD
Parameter
Stage I (n = 19)
Stage II (n = 26)
Stage III (n = 7)
Stage IV (n = 38)
P value
SII22678.1 ± 13309.125768.0 ± 4783.739278.6 ± 16261.437149.0 ± 10837.2< 0.001b
SIRI443.6 ± 178.1373.6 ± 151.9210.2 ± 142.277.52 ± 35.26< 0.001b
PD-L1/CXCR3 (%)51.77 ± 18.6945.62 ± 17.5735.71 ± 3.4557.35 ± 13.790.002a
PD-1/CXCR3 (%)12.10 ± 1.7111.80 ± 1.6011.10 ± 0.2212.92 ± 1.060.002a
CXCR3/T lymphocytes (%)51.02 ± 9.9950.72 ± 9.7753.29 ± 8.6253.21 ± 9.160.089
CXCR3/classical monocytes (%)18.58 ± 4.0218.0 ± 5.9012.29 ± 5.1910.63 ± 3.33< 0.001b
CXCR3/intermediate monocytes (%)26.53 ± 5.4524.27 ± 6.5018.71 ± 5.6515.37 ± 4.93< 0.001b
CXCR3/non-classical monocytes (%)18.84 ± 6.1018.58 ± 7.0310.57 ± 6.8311.45 ± 5.69< 0.001b
Table 8 Diagnostic performance of biomarkers for stage IV lymphoma (n = 90)
Biomarker
AUC
95%CI
Sensitivity (%)
Specificity (%)
P value
SIRI0.8460.628-1.00078.9571.430.004a
PD-L1/CXCR30.8720.771-0.97384.2171.430.002a
PD-1/CXCR30.9590.903-1.00089.4785.71< 0.001b
CXCR3/intermediate monocytes0.7200.508-0.93278.9571.430.067
SII0.6500.450-0.85060.0065.00> 0.05
CXCR3/T-lymphocytes (%)0.6000.400-0.80055.0060.00> 0.05
CXCR3/classical monocytes (%)0.5800.380-0.78057.8942.86> 0.05
CXCR3/non-classical monocytes (%)0.5900.390-0.79057.8957.14> 0.05
Table 9 Kaplan-Meier survival curve for overall survival with different parameters (n = 90), mean ± SD
Parameter
Group (n)
Mean OS (months)
Survival at endpoint (%)
Log-rank χ2
P value
Hazard ratio (95%CI)
SIILow (45)25.211 ± 2.5070.00.0210.8841.10 (0.80-1.50)
High (45)25.104 ± 2.4550.0
SIRILow (45)29.167 ± 1.2085.08.0260.005b1.80 (1.20-2.70)
High (45)23.452 ± 2.3040.0
PD-L1/CXCR3Low (45)29.367 ± 1.1080.06.9990.008b1.90 (1.25-2.90)
High (45)23.575 ± 2.4040.0
PD-1/CXCR3Low (45)24.067 ± 1.5080.06.3810.012a1.70 (1.15-2.50)
High (45)23.630 ± 2.5040.0
CXCR3/T lymphocytes (%)Low (45)29.167 ± 1.2080.07.2390.007b1.85 (1.20-2.80)
High (45)23.534 ± 2.3040.0
CXCR3/classical monocytes (%)Low (45)24.026 ± 1.8050.04.9250.026a1.50 (1.00-2.25)
High (45)27.804 ± 1.5075.0
CXCR3/intermediate monocytes (%)Low (45)23.782 ± 2.0040.07.2810.007b1.60 (1.05-2.40)
High (45)28.133 ± 1.4050.0
CXCR3/non-classical monocytes (%)Low (45)24.174 ± 1.9050.03.4900.0621.30 (0.85-2.00)
High (45)26.980 ± 1.6050.0
Table 10 Kaplan-Meier survival curve for event-free survival with different parameters (n = 90), mean ± SD
Parameter
Group (n)
Mean EFS (months)
Survival at endpoint (%)
Log-rank χ2
P value
Hazard ratio (95%CI)
SIILow (45)24.19 ± 1.8060.08.8570.003b1.75 (1.15-2.65)
High (45)18.65 ± 2.5030.0
SIRILow (45)22.44 ± 2.0060.04.6250.032a1.50 (1.00-2.25)
High (45)19.06 ± 2.3030.0
PD-L1/CXCR3Low (45)27.857 ± 1.5070.015.498< 0.001c2.00 (1.30-3.00)
High (45)18.005 ± 2.0030.0
PD-1/CXCR3Low (45)24.067 ± 1.5080.023.331< 0.001c2.20 (1.40-3.40)
High (45)17.648 ± 2.2030.0
CXCR3/T lymphocytes (%)Low (45)24.354 ± 1.5060.08.9870.003b1.80 (1.20-2.70)
High (45)18.700 ± 2.0030.0
CXCR3/classical monocytes (%)Low (45)21.727 ± 1.8040.01.5320.2161.20 (0.80-1.80)
High (45)19.462 ± 2.0040.0
CXCR3/intermediate monocytes (%)Low (45)22.525 ± 1.8040.03.5610.0591.30 (0.85-2.00)
High (45)18.531 ± 2.0040.0
CXCR3/non-classical monocytes (%)Low (45)22.072 ± 1.9040.01.8740.1711.20 (0.80-1.80)
High (45)19.087 ± 2.0040.0
Table 11 Spearman’s correlation coefficients for key biomarkers (n = 90)
Biomarker
SII
SIRI
PD-L1/CXCR3
PD-1/CXCR3
CXCR3/T lymphocytes
CXCR3/classical monocytes
SII1.000.65c0.250.20-0.15-0.10
SIRI1.000.58c0.30a-0.20-0.15
PD-L1/CXCR31.000.72c-0.25-0.05
PD-1/CXCR31.00-0.30a-0.10
CXCR3/T-lymphocytes1.00-0.45b
CXCR3/classical monocytes1.00
Table 12 Multivariate Cox regression for overall survival and event-free survival (n = 90)
Parameter
OS HR (95%CI)
OS (P value)
EFS HR (95%CI)
EFS (P value)
SII (high vs low)1.20 (0.70-2.05)0.5101.85 (1.10-3.12)0.021a
SIRI (high vs low)0.45 (0.22-0.91)0.026a1.50 (0.90-2.50)0.120
PD-L1/CXCR3 (high vs low)2.15 (1.23-3.76)0.007b2.50 (1.45-4.31)0.001b
PD-1/CXCR3 (high vs low)1.98 (1.12-3.50)0.019a2.20 (1.28-3.78)0.004b
CXCR3/T-lymphocytes (high vs low)2.30 (1.30-4.07)0.004b2.00 (1.15-3.48)0.014b
Table 13 Multivariate logistic regression for stage IV lymphoma (n = 90)
Parameter
OR (95%CI)
P value
SII (high vs low)1.50 (0.80-2.81)0.204
SIRI (high vs low)2.80 (1.35-5.80)0.005b
PD-L1/CXCR3 (high vs low)2.20 (1.10-4.40)0.026a
PD-1/CXCR3 (high vs low)3.10 (1.50-6.40)0.002b
Table 14 Subtype-stratified receiver operating characteristic analysis for stage IV lymphoma
Biomarker
Subtype
AUC (95%CI)
P value
PD-1/CXCR3DLBCL0.970 (0.910-1.000)< 0.001b
PD-1/CXCR3CLL0.950 (0.880-1.000)< 0.001b
SIRIDLBCL0.820 (0.700-0.940)0.008a
SIRICLL0.880 (0.780-0.980)0.002a
Table 15 Subtype-stratified Kaplan-Meier analysis for overall survival, mean ± SD
Biomarker
Subtype
OS (months)
P value
PD-L1/CXCR3 (low)DLBCL28.5 ± 1.50.015a
PD-L1/CXCR3 (low)CLL30.0 ± 1.00.010a
SIRI (high)DLBCL20.0 ± 2.00.120
SIRI (high)CLL25.0 ± 1.50.008b