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This study included 26,648 participants, including 1,388 patients diagnosed with chronic active Epstein-Barr virus (CAEBV) and 1,159 healthy individuals who underwent WBEBV DNA assays. The overall positivity rate for EBV DNA in whole blood was 24.68% (6,235/25,260), with a positivity rate of 25.38% (6,117/24,101) in patients with suspected EBV-associated diseases and 10.18% (118/1,159) in the healthy group. The median age of all participants was 51 years (IQR, 34–63 years), and the male-to-female ratio was 5:4.
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Based on the data listed in Table 1, the male EN group had the highest positive rate (4.75%), and there was a significant difference in positive rates between males and females (P = 0.0005). In contrast, the female HC group showed the lowest positivity rate (0.15%). In addition, significant differences in the positivity rates of WBEBV were observed between male and female patients diagnosed with APH (P = 0.0105), Le (P = 0.0397), and Ne (P = 0.0017) (Table 1).
Diseases Gender Age (IQR) EBV-DNA detectable (n) EBV-DNA undetectable (n) n Positive rate (%) P value# Abnormal Proliferation or Hyperplasia Male 43 (24, 60) 255 474 729 1.01 0.0105 Female 184 464 648 0.73 EBV-associated Neoplasm Male 41 (55, 65) 1,200 3,720 4,920 4.75 0.0005 Female 701 2,624 3,325 2.78 Healthy Control Male 25 (30, 41) 79 615 694 0.31 0.1201 Female 39 426 465 0.15 Leukaemia Male 48 (33, 59) 779 1,669 2,448 3.08 0.0397 Female 607 1,489 2,096 2.40 Neoplasm (other) Male 49 (58, 67) 893 2,948 3,841 3.54 0.0017 Female 454 1,840 2,294 1.80 Systemic Lupus Erythematosus Male 32 (51, 61) 56 102 158 0.22 0.0927 Female 147 377 524 0.58 Transplant Male 16 (37, 51) 427 1,239 1,666 1.69 0.0770 Female 414 1,038 1,452 1.64 Note. Data were presented as No., %, or median and inter-quartile range (IQR); #Comparison of the rates of detectable EBV-DNA in the whole-blood between males and females. EBV, Epstein-Barr virus. Table 1. Distribution of whole-blood EBV-DNA load detection results for different genders (n = 25,260)
The performance of WBEBV at diagnosis was evaluated in the different groups of the study population (Table 2). The IM group exhibited a relatively high sensitivity of 67.4% (95% CI: 57.6%–75.8%) and a specificity of 72.0% (95% CI: 63.3%–79.3%), with an AUC of 73.2% (95% CI: 66.3%–80.1%) (P < 0.0001) (Table 2). Moreover, the sensitivities and specificities of LNH, LL, and Ly were > 60%, and their AUCs ranged 62.5%–71.0% (all P < 0.005) (Table 2).
Diseases Abbreviation# Threshold
(log10 DNA)EBV-DNA load (copies/mL) Sensitivity
(%, 95% CI)Specificity
(%, 95% CI)AUC (95% CI) P value CC 3.362 2300.91 41.4 (36.2–46.9) 73 (63.38–79.38) 56.5 (50.5–62.5) 0.0367 MDS 3.450 2820.98 42.14 (37–47.5) 77.1 (68.8–83.8) 60.4 (54.6–66.2) 0.0007 IM 3.363 2305.69 67.4 (57.6–75.8) 72 (63.3–79.3) 73.2 (66.3–80.1) < 0.0001 NPC 3.358 2280.87 48.8 (42.5–55) 72 (63.3–79.3) 61.6 (55.5–67.7) 0.0004 SLE 3.013 1030.86 71.4 (64.9–77.2) 44.9 (36.2–53.9) 57.5 (50.9–64) 0.026 LNH 3.447 2800.92 63.4 (57.5–68.9) 60.3 (48.4–71.1) 63.8 (56.8–70.8) 0.0004 LL 3.451 2825.53 64.9 (59.3–70.1) 60.3 (48.4–71.1) 62.5 (55.1–69.8) 0.0014 Ly 3.445 2786.12 62 (59–64.9) 60.3 (48.4–71.1) 62.1 (55.8–68.5) 0.0008 MyL 3.446 2791.26 59 (54.1–63.8) 60.3 (48.4–71.1) 59.3 (52.2–66.5) 0.0138 Note. Data were presented as No., or median (interquartile range). AUC, area under the curve; CAEBV: Chronic active Epstein-Barr virus; CC: colorectal cancer; LNH: lymph-node hyperplasia; LL: lymphocyte leukaemia; Ly: lymphoma; MDS: myelodysplastic syndrome; IM: infectious mononucleosis; MyL: myelocytic leukemia; NPC: nasopharyngeal carcinoma; SLE: systemic lupus erythematosus. #Diseases with P value < 0.05 were listed. Table 2. Diagnostic performance of the whole-blood EBV-DNA levels at diagnosis to distinguish CAEBV from other EBV-infections
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Figure 1A shows the median WBEBV levels for each age group: 10,410, 3,870, 1,890, 1,810, and 2,450 copies/mL. Notably, patients aged 0–3 years had the highest WBEBV levels (P < 0.001). Significant differences in WBEBV levels were observed across age groups, except for the 4–18 vs. > 75 and 19–45 vs. > 75 years groups. In contrast, Figure 1B shows no significant differences in WBEBV levels between males and females among all patients (Figure 1B).
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We initially divided all patients into six groups based on their clinical diagnosis, and then compared their WBEBV levels pairwise. Figure 2A shows that the TP group had the highest median WBEBV level at 2,711 copies/mL, which was significantly higher than that of all the other groups, followed by the APH group at 2,561 copies/mL. The HC group had the lowest WBEBV level, with a median of 1,211 copies/mL (Figure 2A). Compared with the EN group, there were statistically significant differences in the positive WBEBV detection rates, except for Le. Statistically significant differences in the WBEBV levels were observed among the different groups, except for the APH vs. TP, EN vs. Le, HC vs. Ne, and Ne vs. SLE comparisons (Figure 2B). To further analyze the data, we subdivided the six groups and ranked them based on their WBEBV levels. Figure 2C shows that the LT group had the highest median WBEBV level at 8,071 copies/mL, which was significantly higher than that in all other groups, followed by the IM group at 4,411 copies/mL.
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EBV-positive results were common in acute Le (19.60%) and Ly (22.12%), with positivity rates of 4.84% and 5.46%, respectively (Figures 3A and B). The positivity rates for malignant and benign diseases were 18.35% and 6.34%, respectively (Figure 3C). Patients with higher levels of WBEBV, specifically those with levels above the median of 2,151 copies/mL, were classified as high. Sankey plot analyses revealed that patients with IM, LL, LNH, or LT were more likely to have elevated WBEBV levels. In addition, there may be an underlying association between benign diseases and low EBV levels (Figure 3D).
Figure 3. Sankey plot illustrating the relationship between whole-blood EBV-DNA levels and different disease types. The term “EBV-DNA high” refers to whole blood EBV-DNA levels that are above the median of EBV-associated neoplasms, specifically 2,151 copies/mL. The category “EBV-associated neoplasm (EN)” encompasses nasopharyngeal carcinoma (NPC), lymphoma (Ly), and gastric cancer (GC). Other abbreviations used in the figure include APH (abnormal proliferation or hyperplasia), Le (leukaemia), Ne (neoplasm other than EN), SLE (systemic lupus erythematosus), TP (transplant), IM (infectious mononucleosis), LNH (lymph-node hyperplasia), MoL (monocyte leukaemia), GL (granulocyte leukaemia), LL (lymphocyte leukaemia), MyL (myelocytic leukemia), MM (multiple myeloma), LC (liver cancer), CC (colorectal cancer), MDS (myelodysplastic syndrome), SEL (systemic lupus erythematosus), LT (liver transplantation), KT (kidney transplantation), and ST (stem-cell transplantation). The category “malignant” includes EN, Le, Ne, and TP associated with malignancy, while “benign” includes healthy control (HC), APH, and SLE, as well as other TP.
Figure 4 shows the variability in WBEBV levels across the subgroups of these diseases. Specifically, the median WBEBV levels were higher in the IM group than in the LNH group (P = 0.02). The WBEBV levels in the LT group were the highest among all TP disease groups (P < 0.0001). Additionally, we observed that patients co-infected with HIV had a higher median EBV DNA level compared to those co-infected with other viruses (HBV, HCV, or SARS-CoV-2) (P = 0.003) (Figure 4C).
Figure 4. Variation in whole-blood EBV-DNA levels across subgroups within these diseases. (A) Box plot showing the EBV-DNA levels between APH group. (B) Box plot showing the EBV-DNA levels among TP group. (C) Box plot showing EBV-DNA levels from co-infection patients. (D) Box plot showing EBV-DNA levels for different types of Le. (E) Box plot showing EBV-DNA levels for Le. (F) Box plot showing EBV-DNA levels for EN. (G) Box plot showing EBV-DNA levels for Ne; (H) Box plot showing EBV-DNA levels for Ly; (I) Box plot showing EBV-DNA levels for benign and malignant diseases. APH: abnormal proliferation or hyperplasia; EN: EBV-associated neoplasm; Le: leukaemia; Ne: neoplasm (other); SLE: systemic lupus erythematosus; TP: transplant; IM: infectious mononucleosis; LNH: lymph-node hyperplasia; NPC: nasopharyngeal carcinoma; Ly: lymphoma; GC: gastric cancer; MoL: monocyte leukaemia; GL: granulocyte leukaemia; LL: lymphocyte leukaemia; MyL: myelocytic leukemia; MM: multiple myeloma; LC: liver cancer; CC: colorectal cancer; MDS: myelodysplastic syndrome; SEL: systemic lupus erythematosus; LT: liver transplantation; KT: kidney transplantation; ST: stem-cell transplantation.
Significant differences were observed in DNA levels between acute and chronic Le (P = 0.04) (Figure 4D). Among all Le subtypes, LL showed higher WBEBV levels than MoL (P = 0.0069) (Figure 4E). Statistically significant differences were observed between EN and Ne groups (Figures 4F and G). WBEBV levels were higher in NK/T-cell lymphoma (NK/T) than in Hodgkin lymphoma (HL) (P = 0.0049) and diffuse large B-cell lymphoma (DLBCL) (P < 0.0001) (Figure 4H). However, no statistically significant difference in WBEBV levels was observed between the malignant and benign cases (Figure 4I).
Disparities in the Levels of Whole-Blood Epstein-Barr Virus between the Cancer and Non-Cancer Populations in Zhejiang, China
doi: 10.3967/bes2024.101
- Received Date: 2023-12-05
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Key words:
- Epstein-Barr virus /
- Epstein-Barr virus DNA /
- Whole blood Epstein-Barr virus DNA /
- Viral load
Abstract:
Citation: | Qingjun Jia, Meichun Zeng, Qi Chen. Disparities in the Levels of Whole-Blood Epstein-Barr Virus between the Cancer and Non-Cancer Populations in Zhejiang, China[J]. Biomedical and Environmental Sciences, 2024, 37(9): 993-1002. doi: 10.3967/bes2024.101 |