| Literature DB >> 35978826 |
Xiaomeng Li1, Xiaojun Ma2, Yifeng Liu3, Enqiang Chang2, Jiang Cui1, Daqing Ma1, Jiaqiang Zhang2.
Abstract
Early diagnosis of cancer is crucial to initiate prompt treatment for better patient outcomes. The host immune function and its associated modulators are considered to be potential biomarkers for early cancer diagnosis. Immune and immune-checkpoint biomarkers have been reported to contribute to cancer development, while a high neutrophil-to-lymphocyte ratio has been shown to be associated with poor survival outcomes in a variety of cancers. One hundred sixty-one cancer patients were recruited to take a cost-effective novel Leukocyte ImmuneTest (LIT). LIT was measured to objectively determine the pre-treatment immune status of patients. The correlation between LIT and other conventional diagnostic markers or tumor-related variables was then investigated. Significant correlations between LIT and white blood cell count, smoking status, and tumor stage 4 were found. In addition, the LIT score significantly differentiated between malignant and benign tumors in this study population. Our work raises the possibility to use LIT for general screening surveillance before further costly specialized equipment is applied for cancer diagnosis.Entities:
Keywords: Leukocyte ImmunoTest; cancer diagnosis; cohort study; immune function; predictive value
Year: 2022 PMID: 35978826 PMCID: PMC9376289 DOI: 10.3389/fonc.2022.897968
Source DB: PubMed Journal: Front Oncol ISSN: 2234-943X Impact factor: 5.738
Patient demographics, laboratory characteristics, and LIT scores.
| Parameter Mean ± SD, n (%) | Benign (n = 79) | Malignant (n = 82) | Total (n = 161) |
|---|---|---|---|
| Age (year) | 48.81 ± 13.42 | 42.99 ± 10.91 | 45.94 ± 12.55 |
| BMI (kg/m2) | 23.60 ± 3.44 | 23.35 ± 3.13 | 23.48 ± 3.28 |
| RBC (1012/L) | 4.02 ± 0.56 | 4.06 ± 0.60 | 4.04 ± 0.58 |
| WBC (109/L) | 6.49 ± 2.22 | 6.91 ± 2.51 | 6.70 ± 2.37 |
| Hemoglobin (g/L) | 114.85 ± 16.95 | 118.05 ± 24.69 | 116.46 ± 21.20 |
| Platelets (109/L) | 256.91 ± 73.94 | 235.94 ± 74.63 | 246.29 ± 74.79 |
| ANC (109/L) * | 3.76 (1.45–10.01) | 4.35 (1.45–5,096)# | 3.915 (1.45–5,096)# |
| ALC (109/L) | 1.78 ± 0.70 | 1.84 ± 2.47 | 1.81 ± 1.80 |
| NLR | 2.11 (0.73–15.06) | 2.78 (0.79–3,107.32)# | 2.35 (0.73–3,107.32)# |
| ESR (mm/h) | 26.83 ± 28.04 | 13.53 ± 17.43 | 16.72 ± 20.62 |
| CRP (µg/ml) | 21.42 ± 29.08 | 31.00 ± 25.29 | 27.34 ± 26.79 |
| PCT (pg/ml) | 1.12 ± 1.17 | 2.36 ± 2.17 | 2.18 ± 2.09 |
| D-dimer (μg/ml) | 1.13 ± 2.08 | 0.81 ± 1.28 | 0.97 ± 1.71 |
| CEA (ng/ml) | 3.96 ± 11.91 | 1.20 ± 0.65 | 2.44 ± 8.06 |
| AFP (ng/ml) | 2.29 ± 1.00 | 2.60 ± 1.13 | 2.43 ± 1.07 |
| T-PSA (ng/ml) | 0.78 ± 1.40 | 1.29 ± 1.73 | 0.96 ± 1.51 |
| F-PSA (ng/ml) | 0.16 ± 0.42 | 0.22 ± 0.31 | 0.18 ± 0.38 |
| HCG (mIU/ml) | 32.82 ± 166.73 | 0.66 ± 0.27 | 22.92 ± 138.73 |
| MCCL (mm) | 51.54 ± 28.56 | 33.55 ± 26.21 | 43.44 ± 28.84 |
| LIT* | 204.34 ± 66.97 | 269.67 ± 145.16 | 237.83 ± 118.24 |
| Gender | |||
| F | 74 (93.6) | 61 (74.39) | 135 (83.85) |
| M | 5 (6.33) | 21 (25.61) | 26 (16.15) |
| Smoking test | |||
| No | 75 (94.94) | 65 (81.25) | 140 (88.05) |
| Yes | 4 (5.06) | 15 (18.75) | 19 (11.95) |
BMI, body mass index; RBC, red blood cell; WBC, white blood cell; ANC, absolute neutrophil count; ALC, absolute lymphocyte count; NLR, neutrophil-to-lymphocyte ratio; ESR, erythrocyte sedimentation rate; CRP, C-reactive protein; PCT, procalcitonin; CEA, carcinoembryonic antigen; AFP, alpha-fetoprotein; PSA, prostate-specific antigen; HCG, human chorionic gonadotropin; MCCL, maximum cancer core length; LIT, Leukocyte ImmunoTest.
*p < 0.05 (p-value for ANC = 0.0185, p-value for LIT = 0.0188).
#The large variation was due to one patient whose ANC and NLR were extremely high; therefore, both are presented as median (min–max).
Patients’ tumor-related data.
| Parameter Mean ± SD, n (%) | Benign (n = 79) | Malignant (n = 82) | Total (n = 161) |
|---|---|---|---|
| Tumor stage (T) | |||
| T0 | 20 (25.64) | 18 (22.78) | 38 (24.20) |
| T1 | 32 (41.03) | 21 (26.58) | 53 (33.76) |
| T2 | 17 (21.79) | 17 (21.52) | 34 (21.66) |
| T3 | 7 (8.97) | 12 (15.19) | 19 (12.10) |
| T4 | 2 (2.56) | 11 (13.92) | 13 (8.28) |
| Lymph node stage (N) | |||
| N0 | 77 (98.72) | 55 (68.75) | 132 (83.54) |
| N1 | 1 (1.28) | 24 (30.00) | 25 (15.82) |
| N3 | 0 (0) | 1 (1.25) | 1 (0.63) |
| Metastasis stage (M) | |||
| M0 | 78 (100.00) | 76 (95.00) | 154 (97.47) |
| M1 | 0 (0) | 4 (5.00) | 4 (2.53) |
| Cancer type | |||
| Adenomyosis | 1 (1.27) | 0 (0) | 1 (0.62) |
| Adrenal adenoma | 0 (0) | 4 (4.88) | 4 (2.48) |
| Benign breast lumps | 17 (21.52) | 0 (0) | 17 (10.56) |
| Benign lung tumor | 2 (2.53) | 0 (0) | 2 (1.24) |
| Benign thyroid nodule | 4 (5.06) | 0 (0) | 4 (2.48) |
| Breast cancer | 0 (0) | 7 (8.54) | 7 (4.35) |
| Cervical cancer | 0 (0) | 16 (19.51) | 16 (9.94) |
| Colorectal cancer | 0 (0) | 7 (8.54) | 7 (4.35) |
| Endometrial cancer | 0 (0) | 6 (7.32) | 6 (3.73) |
| Gastric cancer | 0 (0) | 9 (10.98) | 9 (5.59) |
| Hysteromyoma | 10 (12.66) | 0 (0) | 10 (6.21) |
| Kidney cancer | 0 (0) | 1 (1.22) | 1 (0.62) |
| Lung cancer | 0 (0) | 1 (1.22) | 1 (0.62) |
| Lung lesion | 1 (1.27) | 0 (0) | 1 (0.62) |
| Mature teratoma ovarian tumor | 0 (0) | 1 (1.22) | 1 (0.62) |
| Mediastinal cyst | 1 (1.27) | 0 (0) | 1 (0.62) |
| Metropolypus | 1 (1.27) | 0 (0) | 1 (0.62) |
| Non-small cell lung cancer | 0 (0) | 1 (1.22) | 1 (0.62) |
| Esophageal cancer | 0 (0) | 2 (2.44) | 2 (1.24) |
| Ovarian tumor | 0 (0) | 6 (7.32) | 6 (3.73) |
| Rectal cancer | 0 (0) | 1 (1.22) | 1 (0.62) |
| Small round cell tumor | 0 (0) | 1 (1.22) | 1 (0.62) |
| Teratoma | 2 (2.53) | 0 (0) | 2 (1.24) |
| Thoracic tumor | 1 (1.27) | 0 (0) | 1 (0.62) |
| Thyroid cancer | 0 (0) | 19 (23.17) | 19 (11.80) |
| Uterine fibroid | 39 (49.37) | 0 (0) | 39 (24.22) |
Univariate analysis of correlation between clinical variables and LIT score.
| Variable | n | Coefficient | Adjusted R2 | p-Value |
|---|---|---|---|---|
| Age | 151 | 1.687 | 0.025 | <0.05 |
| BMI | 129 | −1.428 | −0.006 | NS |
| RBC | 154 | −5.910 | −0.006 | NS |
| WBC | 154 | 18.518 | 0.129 | <0.001 |
| Hemoglobin | 154 | −0.096 | −0.006 | NS |
| Platelets | 153 | 0.120 | −0.001 | NS |
| Neutrophil | 152 | −0.011 | −0.005 | NS |
| Lymphocyte | 150 | 1.047 | −0.007 | NS |
| NLR | 150 | −0.018 | −0.005 | NS |
| ESR | 25 | 1.601 | 0.086 | NS |
| CRP | 32 | 1.124 | −0.006 | NS |
| PCT | 28 | 27.127 | 0.055 | NS |
| D-dimer | 104 | 13.819 | 0.027 | NS |
| CEA | 96 | 5.750 | 0.102 | <0.001 |
| AFP | 59 | 54.725 | 0.134 | <0.01 |
| T-PSA | 32 | −0.981 | −0.033 | NS |
| F-PSA | 32 | −10.498 | −0.031 | NS |
| HCG | 39 | −0.004 | −0.027 | NS |
| Smoking | 156 | 103.117 | 0.076 | <0.001 |
BMI, body mass index; RBC, red blood cell; WBC, white blood cell; NLR, neutrophil-to-lymphocyte ratio; ESR, erythrocyte sedimentation rate; CRP, C-reactive protein; PCT, procalcitonin; CEA, carcinoembryonic antigen; AFP, alpha-fetoprotein; PSA, prostate-specific antigen; HCG, human chorionic gonadotropin; LIT, Leukocyte ImmunoTest.
Univariate analysis of correlation between tumor-related variables and LIT score.
| Variable | n | Coefficient | Adjusted R2 | p-Value |
|---|---|---|---|---|
| Tumor stage (T) | 154 | NA | 0.074 | NA |
| T1 | 32.878 | NS | ||
| T2 | 41.459 | NS | ||
| T3 | −19.690 | NS | ||
| T4 | 131.253 | <0.001 | ||
| Lymph node stage (N) | 155 | NA | 0.046 | NA |
| N1 | 78.677 | <0.01 | ||
| N3 | 40.177 | NS | ||
| Metastasis stage (M) M1 | 155 | 85.569 | 0.007 | NS |
| MCCL | 109 | −0.183 | −0.008 | NS |
| Tumor type | 158 | NA | 0.156 | NA |
| Adrenal adenoma | 87.500 | NS | ||
| Breast cancer | 109.286 | NS | ||
| Cervical cancer | 77.100 | NS | ||
| Colorectal cancer | 174.643 | NS | ||
| Endometrial cancer | 121.583 | NS | ||
| Gastric cancer | 209.667 | NS | ||
| Kidney cancer | 312.000 | <0.05 | ||
| Lung cancer | −30.500 | NS | ||
| Non-small cell lung cancer | 67.500 | NS | ||
| Esophageal cancer | 132.250 | NS | ||
| Ovarian tumor | 112.000 | NS | ||
| Rectal cancer | 447.000 | <0.01 | ||
| Small round cell tumor | 473.500 | <0.01 | ||
| Thoracic tumor | 28.000 | NS | ||
| Thyroid cancer | 101.105 | NS |
MCCL, maximum cancer core length; LIT, Leukocyte ImmunoTest.
Figure 1The association between all patients’ clinical or tumor-related characteristics and their Leukocyte ImmunoTest (LIT) score. (A) The mean LIT score of cancer group and control group. The mean LIT score of cancer group was significantly higher than that of control group (p-value = 0.0004). (B) The correlation between mean LIT score and white blood cell count. The mean LIT score and white blood cell count were positively correlated in all patients (p-value < 0.05). (C) The mean LIT score of smokers and non-smokers. The mean LIT score of patients who are smokers was significantly higher than that of non-smokers (p-value < 0.01). (D) The mean LIT score of patients with different tumor stages. The mean LIT score of patients with T4 stage tumors is significantly higher than that of patients with other tumor stages (p-value < 0.05).
Multivariate analysis of correlation between tumor being malignant or benign, white blood cell count, smoking status, tumor stage, and LIT score.
| Variable | Coefficient | 95% CI | p-Value |
|---|---|---|---|
| Tumor being malignant or benign | 42.277 | 7.842–76.711 | <0.001 |
| WBC | 16.090 | 8.996–23.184 | <0.05 |
| Smoking status | 70.238 | 18.226–122.249 | <0.01 |
| T4 | 64.901 | 3.199–146.893 | <0.05 |
LIT, Leukocyte ImmunoTest; WBC, white blood cell.
Figure 2The correlation between patients’ Leukocyte ImmunoTest (LIT) score and their absolute neutrophil count. (A) The correlation between LIT score and absolute neutrophil count in cancer group. (B) The correlation between LIT score and absolute neutrophil count in control group. Pearson’s correlation test indicated that mean LIT score and absolute neutrophil count were positively correlated in patients with malignant tumor (A; Pearson’s r = 0.4329 [0.2299, 0.5998], p-value < 0.0001), but not in patients with benign tumor (B; Pearson’s r = 0.2102 [−0.01917, 0.4186], p-value = 0.0722).
Figure 3The receiver operating characteristic (ROC) curve of Leukocyte ImmunoTest (LIT) in predicting malignant tumor, with cutoff value of 267.3, sensitivity of 0.8701, and specificity of 0.4691. The area under the curve (AUC) was 0.6505. Positive predictive value of LIT on tumor being malignant is 63%, and negative predictive value is 84.7%.
Sensitivity and specificity of LIT and conventional cancer diagnostic markers.
| Variable | Cutoff value | Sensitivity | Specificity | |
|---|---|---|---|---|
| Inflammatory marker | NLR | 2.18 | 0.6104 | 0.7105 |
| ESR | 14.50 | 0.6667 | 0.7895 | |
| CRP | 23.05 | 0.7692 | 0.6667 | |
| PCT | 2.570 | 1 | 0.2917 | |
| D-dimer | 0.9050 | 0.3137 | 0.8364 | |
| Tumor Marker | CEA | 1.405 | 0.75 | 0.4783 |
| AFP | 1.860 | 0.6061 | 0.7857 | |
| T-PSA | 0.61 | 0.7619 | 0.7273 | |
| F-PSA | 0.095 | 0.9048 | 0.4545 | |
| HCG | 0.94 | 0.3704 | 0.8333 | |
| LIT | 267.3 | 0.8701 | 0.4691 |
NLR, neutrophil-to-lymphocyte ratio; ESR, erythrocyte sedimentation rate; CRP, C-reactive protein; PCT, procalcitonin; CEA, carcinoembryonic antigen; AFP, alpha-fetoprotein; PSA, prostate-specific antigen; HCG, human chorionic gonadotropin; LIT, Leukocyte ImmunoTest.