| Literature DB >> 32937962 |
Yu Sato1, Takashi Kobayashi1, Shin Nishiumi1,2, Akihiko Okada3, Tsuyoshi Fujita4, Tsuyoshi Sanuki5, Masao Kobayashi6, Masakyo Asahara7, Masayasu Adachi8, Arata Sakai1, Hideyuki Shiomi1, Atsuhiro Masuda1, Masaru Yoshida1,9,10, Keiko Takeuchi11, Yuzo Kodama1, Hiromu Kutsumi12, Kengo Nagashima13, Kazufumi Honda10,11,14.
Abstract
Apolipoprotein A2-ATQ/AT (apoA2-ATQ/AT) has been identified as a minimally invasive biomarker for detecting pancreatic cancer (PC) and high-risk (HR) individuals for PC. To establish an efficient enrichment strategy for HR, we carried out a plasma apoA2-ATQ/AT level-based prospective screening study among the general population. The subjects for the screening study were recruited at six medical check-up facilities in Japan between October 2015 and January 2017. We evaluated the positive predictive value (PPV) of the plasma apoA2-ATQ/AT level of ≤35 μg/mL for detecting PC and HR. Furthermore, we prospectively confirmed its diagnostic accuracy with another post-diagnosis population in a cross-sectional study. We enrolled 5120 subjects in experimental screening, with 84 subjects (1.3%) showing positive results for apoA2-ATQ/AT. Pancreatic abnormalities were recognized in 26 of the 84 subjects from imaging examinations. Pancreatic abnormalities detected included 1 PC and 15 HR abnormalities, such as cystic lesions including intraductal papillary mucinous neoplasm. The PPV of apoA2-ATQ/AT for detecting PC and HR was 33.3%. Moreover, a combination study with another cross-sectional study revealed that the area under the curve for apoA2-ATQ/AT to distinguish PC from healthy controls was 0.903. ApoA2-ATQ/AT has the potential to enrich PC and HR by increasing the diagnostic probability before imaging examinations.Entities:
Keywords: apoA2 isoforms; biomarker; cancer screening; pancreatic cancer
Year: 2020 PMID: 32937962 PMCID: PMC7564617 DOI: 10.3390/cancers12092625
Source DB: PubMed Journal: Cancers (Basel) ISSN: 2072-6694 Impact factor: 6.639
Figure 1Flow diagram of the screening study. All subjects had plasma apoA2-ATQ/AT levels determined. The apoA2-ATQ/AT cut-off for a positive value was ≤35 μg/mL. CECT, contrast-enhanced computed tomography; MRCP, magnetic resonance cholangiopancreatography; EUS, endoscopic ultrasonography; PC, pancreatic cancer; PCL, pancreatic cystic lesions; IPMN, intraductal papillary mucinous neoplasms; CP, chronic pancreatitis; NET, pancreatic neuroendocrine tumors; AIP, autoimmune pancreatitis.
Background characteristics of all subjects in the screening study.
| Characteristics | All Subjects in the Screening Study ( | ||
|---|---|---|---|
|
| Values | Spearman’s Correlation Coefficients | |
| Age (years) * | 5108 | 52.0 (22–89) | −0.0775 |
| Sex—males (%) ** | 5108 | 2662 (52.1%) | −0.0418 |
| BMI (kg/m2) * | 4486 | 22.5 (13.2–44.2) | 0.0115 |
| Smokers (%) ** | 4021 | 1548 (38.5%) | 0.0545 |
| Alcohol drinkers (%) ** | 3651 | 2198 (60.2%) | −0.2118 |
| Diabetes (%) ** | 5120 | 286 (5.6%) | −0.0659 |
| History of pancreatic disease (%) ** | 4766 | 62 (1.3%) | −0.0327 |
| WBC (×103/μL) | 5102 | 4.8 (4.1–5.8) | −0.0468 |
| RBC (×104/μL) | 5101 | 458.0 (427.0–489.0) | 0.0784 |
| Hb (g/mL) | 5101 | 14.1 (13.1–15.1) | 0.1273 |
| Ht (%) | 5101 | 42.3 (39.7–45.1) | 0.1008 |
| PLT (/μL) | 5064 | 23.2 (20.1–27.0) | 0.1263 |
| TP (g/dL) | 4716 | 7.20 (6.95–7.40) | 0.0641 |
| ALB (g/dL) | 4240 | 4.4 (4.2–4.6) | 0.1378 |
| AST (U/L) | 5099 | 21.0 (18.0–25.0) | 0.1344 |
| ALT (U/L) | 5100 | 19.0 (14.0–26.0) | 0.0964 |
| ALP (U/L) | 4670 | 185.0 (153.0–225.0) | −0.0014 |
| γ-GTP (U/L) | 5043 | 25.0 (17.0–41.0) | 0.1890 |
| T.BIL (mg/dL) | 4457 | 0.8 (0.7–1.1) | 0.0345 |
| UA (mg/dL) | 5092 | 5.3 (4.3–6.3) | 0.0957 |
| BUN (mg/dL) | 4639 | 13.0 (11.0–15.0) | −0.0672 |
| Cre (mg/dL) | 5093 | 0.74 (0.63–0.86) | −0.0017 |
| Na (mmol/L) | 4128 | 140.0 (139.0–142.0) | −0.0166 |
| K (mmol/L) | 4128 | 4.1 (3.9–4.3) | 0.0330 |
| CL (mmol/L) | 4128 | 104.0 (102.0–105.0) | −0.0893 |
| Glucose (mg/dL) | 5099 | 96.0 (90.0–103.0) | 0.0540 |
| HbA1c (%) | 4568 | 5.5 (5.3–5.7) | −0.0380 |
| TC (mg/dL) | 5021 | 206.0 (185.0–229.0) | 0.2498 |
| LDL (mg/dL) | 5100 | 123.0 (104.0–143.0) | 0.1234 |
| HDL (mg/dL) | 5100 | 66.0 (55.0–79.0) | 0.2428 |
| TG (mg/dL) | 5100 | 85.0 (60.0–123.0) | 0.0919 |
| Amy (U/L) | 4903 | 72.0 (58.0–89.0) | −0.0376 |
| Pancreatic lesions detected by ultrasonography (%) ** | 4675 | 151 (3.2%) | −0.0601 |
Data are shown as median and interquartile range. * Data are shown as median and range values. ** Data are shown as absolute values and percentages. Spearman’s correlation coefficients were calculated for the relationship between each background characteristic and the plasma apoA2-ATQ/AT level.
Comparison of background characteristics between apoA2-ATQ/AT-positive and -negative groups in the screening study.
| Covariates | Negative Group | Positive Group | Univariate Analysis | Multivariate Analysis | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
|
| Values |
| Values | OR | 95% CI |
| OR | 95% CI |
| |||||
| Age (years) * | 5024 | 52.0 | (22–89] | 84 | 61.0 | (30–88) | 1.76 | 1.46 | 2.11 | <0.001 | 1.37 | 1.01 | 1.85 | 0.041 |
| Males (%) ** | 5024 | 2607 | (51.9) | 84 | 55 | (65.5) | 0.57 | 0.36 | 0.89 | 0.015 | ||||
| Height (cm) | 4419 | 164.9 | (158.3–171.5) | 67 | 166.8 | (158.6–171.3) | 1.01 | 0.98 | 1.04 | 0.515 | ||||
| Weight (kg) | 4427 | 61.9 | (53.2–70.8) | 68 | 66.4 | (54.3–75.7) | 1.02 | 1.00 | 1.04 | 0.017 | ||||
| BMI (kg/m2) | 4419 | 22.5 | (20.5–24.8) | 67 | 23.5 | (21.1–26.4) | 1.09 | 1.02 | 1.16 | 0.010 | ||||
| Smoking (%) ** | 3979 | 1526 | (38.4) | 42 | 22 | (52.4) | 1.77 | 0.96 | 3.25 | 0.067 | ||||
| Alcohol consumption (%) ** | 3610 | 41 | ||||||||||||
| Daily | 831 | (23.0) | 4 | (9.8) | 0.46 | 0.11 | 1.84 | 0.271 | ||||||
| A few times a week | 1347 | (37.3) | 16 | (39.0) | 1.13 | 0.38 | 3.40 | 0.830 | ||||||
| Once a month | 1052 | (29.1) | 17 | (41.5) | 1.54 | 0.51 | 4.59 | 0.443 | ||||||
| Never | 380 | (10.5) | 4 | (9.8) | 1.00 | – | – | – | ||||||
| Diabetes (%) ** | 5036 | 267 | (5.3) | 84 | 19 | (22.6) | 5.22 | 3.09 | 8.83 | <0.001 | 2.00 | 0.74 | 5.44 | 0.174 |
| History of | 4689 | 57 | (1.2) | 77 | 5 | (6.5) | 5.64 | 2.2 | 14.5 | <0.001 | 2.91 | 0.73 | 11.57 | 0.130 |
| WBC (×103/μL) | 5018 | 4.8 | (4.1–5.8) | 84 | 5.8 | (4.8–7.0) | 1.38 | 1.25 | 1.52 | <0.001 | 1.32 | 1.11 | 1.56 | 0.001 |
| RBC (×104/μL) | 5017 | 458.0 | (427.0–489.0) | 84 | 444.0 | (409.5–489.0) | 1.00 | 0.99 | 1.00 | 0.077 | ||||
| Hb (g/mL) | 5017 | 14.1 | (13.1–15.1) | 84 | 13.9 | (12.5–14.9) | 0.88 | 0.77 | 1.01 | 0.080 | ||||
| Ht (%) | 5017 | 42.3 | (39.7–45.1) | 84 | 41.5 | (38.0–45.5) | 0.95 | 0.9 | 1.00 | 0.047 | ||||
| Plt (/μL) | 4980 | 23.2 | (20.1–27.0) | 84 | 21.9 | (18.6–25.9) | 0.97 | 0.93 | 1.01 | 0.180 | ||||
| TP (g/dL) | 4633 | 7.2 | (7.0–7.4) | 83 | 7.1 | (6.7–7.4) | 0.80 | 0.5 | 1.29 | 0.358 | ||||
| ALB (g/dL) | 4170 | 4.4 | (4.2–4.6) | 70 | 4.3 | (4.0–4.5) | 0.70 | 0.42 | 1.16 | 0.165 | ||||
| AST (U/L) | 5015 | 21.0 | (18.0–25.0) | 84 | 21.0 | (17.0–25.0) | 1.00 | 0.99 | 1.02 | 0.758 | ||||
| ALT (U/L) | 5016 | 19.0 | (14.0–26.0) | 84 | 18.0 | (14.0–27.0) | 1.00 | 0.99 | 1.01 | 0.972 | ||||
| ALP (U/L) | 4588 | 185.0 | (153.0–224.0) | 82 | 198.0 | (158.0–243.0) | 1.00 | 1.00 | 1.01 | 0.029 | ||||
| γ-GTP (U/L) | 4960 | 25.0 | (17.0–41.0) | 83 | 22.0 | (15.0–39.0) | 1.00 | 1.00 | 1.01 | 0.253 | ||||
| T.BIL (mg/dL) | 4383 | 0.8 | (0.7–1.1) | 74 | 0.8 | (0.6–1.0) | 0.27 | 0.14 | 0.54 | <0.001 | 0.44 | 0.18 | 1.07 | 0.071 |
| UA (mg/dL) | 5008 | 5.3 | (4.3–6.3) | 84 | 5.4 | (4.3–6.2) | 1.01 | 0.86 | 1.17 | 0.945 | ||||
| BUN (mg/dL) | 4557 | 13.0 | (11.0–15.0) | 82 | 15.0 | (12.0–18.0) | 1.09 | 1.05 | 1.14 | <0.001 | 1.04 | 0.96 | 1.13 | 0.287 |
| Cre (mg/dL) | 5009 | 0.74 | (0.63–0.86) | 84 | 0.76 | (0.66–0.87) | 2.23 | 1.18 | 4.21 | 0.014 | ||||
| Na (mmol/L) | 4050 | 140.0 | (139.0–142.0) | 78 | 141.0 | (140.0–142.0) | 1.10 | 0.97 | 1.24 | 0.144 | ||||
| K (mmol/L) | 4050 | 4.1 | (3.9–4.3) | 78 | 4.1 | (3.8–4.3) | 0.86 | 0.42 | 1.76 | 0.675 | ||||
| CL (mmol/L) | 4050 | 104.0 | (102.0–105.0) | 78 | 104.0 | (102.0–106.0) | 0.96 | 0.87 | 1.07 | 0.468 | ||||
| Glucose (mg/dL) | 5015 | 96.0 | (90.0–103.0) | 84 | 100.0 | (91.5–113.5) | 1.02 | 1.01 | 1.03 | <0.001 | 0.99 | 0.97 | 1.01 | 0.397 |
| HbA1c (%) | 4501 | 5.5 | (5.3–5.7) | 67 | 5.6 | (5.3–6.4) | 1.82 | 1.46 | 2.28 | <0.001 | 1.12 | 0.65 | 1.94 | 0.684 |
| TC (mg/dL) | 4937 | 206.0 | (185.0–229.0) | 84 | 184.5 | (160.5–211.0) | 0.98 | 0.97 | 0.99 | <0.001 | 0.94 | 0.92 | 0.97 | <0.001 |
| LDL (mg/dL) | 5016 | 123.0 | (104.0–144.0) | 84 | 118.0 | (90.5–133.0) | 0.99 | 0.98 | 0.99 | <0.001 | 1.05 | 1.01 | 1.08 | 0.006 |
| HDL (mg/dL) | 5016 | 66.0 | (55.0–79.0) | 84 | 54.0 | (47.5–67.0) | 0.96 | 0.94 | 0.97 | <0.001 | 1.00 | 0.97 | 1.03 | 0.805 |
| TG (mg/dL) | 5016 | 85.0 | (60.0–123.0) | 84 | 82.0 | (58.5–111.5) | 1.00 | 0.99 | 1.00 | 0.300 | ||||
| Amy (U/L) | 4822 | 72.0 | (58.0–89.0) | 81 | 67.0 | (52.0–87.0) | 1.00 | 0.99 | 1.01 | 0.544 | ||||
| Pancreatic lesions detected by | 4600 | 141 | (3.1) | 75 | 10 | (13.3) | 4.87 | 2.45 | 9.67 | <0.001 | 3.04 | 1.01 | 9.14 | 0.047 |
In univariate logistic regression analyses, patient characteristics were compared using Fisher’s exact test for categorical variables and Welch’s t test or the Wilcoxon rank-sum test for continuous variables. Factors that exhibited significance in univariate analyses were included in the multivariate logistic regression analysis. Statistical significance was defined as a value of p < 0.05. Data are shown as median and interquartile range. * Data are shown as median and range values, and odds ratios (ORs) per 10 years are estimated. ** Data are shown as absolute values and percentages. OR, odds ratio; 95% CI, 95% confidence interval; p, p-value.
Background characteristics of subjects in the cross-sectional study.
| Characteristics | Number |
|---|---|
| All | 105 |
| Age (years) * | 69.0 (21–86) |
| Male (%) ** | 73 (69.5) |
| Diabetes (%) ** | 10 (9.5) |
| PC | 41 |
| Resectable | 17 |
| Stage IA | 2 |
| Stage IB | 0 |
| Stage IIA | 11 |
| Stage IIB | 4 |
| Unresectable | 24 |
| Stage III | 11 |
| Stage IV | 13 |
| High-risk diseases (HR) | 37 |
| PCL | 24 |
| IPMN | 21 |
| CP | 13 |
| Others | 27 |
| AIP | 13 |
| NET | 6 |
| SPN | 1 |
| Undefined pancreatic mass | 1 |
| Normal | 6 |
PC was staged according to the UICC classification, 7th edition. * Data are shown as median and range values. ** Data are shown as absolute values and percentages. PC, pancreatic cancer; PCL, pancreatic cystic lesions; IPMN, intraductal papillary mucinous neoplasm; CP, chronic pancreatitis; AIP, autoimmune pancreatitis; NET, pancreatic neuroendocrine tumors; SPN, solid pseudo-papillary neoplasms.
Figure 2Receiver Operating Characteristic (ROC) curve analysis of the utility of the plasma apoA2-ATQ/AT level for detecting PC and high-risk (HR) status. The gray line shows the original ROC curve, and the black line indicates the bias-adjusted ROC curve created using the 0.632+ bootstrap method: (a) the plasma apoA2-ATQ/AT level exhibited area under the ROC curve (AUC) values of 0.889 for detecting PC; (b) AUC values of 0.767 for detecting PCL; and (c) AUC values of 0.863 for detecting CP.
Sensitivity, specificity and AUC values obtained using various cut-off values.
| Category | apoA2-ATQ/AT | Original Estimate | Bias-Adjusted Estimate *,1 | |||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Se (%) | (95% CI) | Sp (%) | (95% CI) | AUC | (95% CI) | Se (%) | Sp (%) | AUC | ||
| PC | ≤35.0 | 51.2 | (35.1–67.1) | 98.8 | (98.4–99.1) | 0.903 | (0.851–0.955) | 51.3 | 98.8 | 0.889 |
| ≤40.0 | 61.0 | (44.5–75.8) | 96.5 | (95.9–97.0) | 61.5 | 96.5 | ||||
| ≤45.4 | 73.2 | (57.1–85.8) | 90.5 | (89.6–91.4) | 72.0 | 90.6 | ||||
| Resectable | ≤35.0 | 41.2 | (18.4–67.1) | 98.8 | (98.4–99.1) | 0.864 | (0.765–0.963) | 40.6 | 98.9 | 0.845 |
| ≤40.0 | 47.1 | (23.0–72.2) | 96.5 | (95.9–97.0) | 47.5 | 96.6 | ||||
| ≤45.4 | 64.7 | (38.3–85.8) | 90.5 | (89.6–91.4) | 61.0 | 90.6 | ||||
| Unresectable | ≤35.0 | 58.3 | (36.6–77.9) | 98.8 | (98.4–99.1) | 0.930 | (0.877–0.983) | 58.2 | 98.8 | 0.892 |
| ≤40.0 | 70.8 | (48.9–87.4) | 96.5 | (95.9–97.0) | 71.0 | 96.6 | ||||
| ≤45.4 | 79.2 | (57.8–92.9) | 90.5 | (89.6–91.4) | 79.0 | 90.7 | ||||
| PCL | ≤35.0 | 20.8 | (7.1–42.2) | 98.8 | (98.4–99.1) | 0.782 | (0.675–0.889) | 19.7 | 98.8 | 0.767 |
| ≤40.0 | 33.3 | (15.6–55.3) | 96.5 | (95.9–97.0) | 30.1 | 96.6 | ||||
| ≤45.4 | 58.3 | (36.6–77.9) | 90.5 | (89.6–91.4) | 49.6 | 90.9 | ||||
| CP | ≤35.0 | 53.8 | (25.1–80.8) | 98.8 | (98.4–99.1) | 0.871 | (0.722–1.000) | 51.3 | 98.9 | 0.863 |
| ≤40.0 | 69.2 | (38.6–90.9) | 96.5 | (95.9–97.0) | 65.7 | 96.7 | ||||
| ≤45.4 | 76.9 | (46.2–95.0) | 90.5 | (89.6–91.4) | 73.5 | 90.7 | ||||
A combination of subjects from the experimental prospective screening study and the cross-sectional study was used for this analysis. PC, pancreatic cancer; PCL, pancreatic cystic lesions; CP, chronic pancreatitis; Se, sensitivity; Sp, specificity; AUC, area under the ROC curve. *,1 The 0.632+ bootstrap method was used.