Research Article

Metabolomics Identifies Biomarker Signatures to Differentiate Pancreatic Cancer from Type 2 Diabetes Mellitus in Early Diagnosis

Table 2

Relation of shared common metabolites to risk of future diseases (diabetes mellitus and pancreatic cancer).

ModelLysoPC (16 : 0)Catelaidic acidLysoPC (22 : 6)DocosanamideCerebronic acidAsparaginyl-histidine

Logistic regression between diabetes mellitus patients and healthy volunteers
Metabolite as a continuous variable
 Per SD1.381 (1.163–1.930)0.137 (0.041–0.341)1.264 (0.922–1.776)0.271 (0.105–0.555)0.177 (0.056–0.415)1.845 (1.288–3.069)
0.00630.00020.15570.00180.00060.0051
Metabolite as a categorical variable
 1st quartile1.0 (referent)1.0 (referent)1.0 (referent)1.0 (referent)1.0 (referent)1.0 (referent)
 2nd quartile0.895 (0.496–1.653)0.616 (0.217–1.312)1.000 (0.644–1.552)0.405 (0.144–0.822)0.533 (0.187–1.149)3.886 (1.966–10.953)
 3rd quartile1.759 (0.957–3.515)0.585 (0.210–1.192)1.063 (0.642–1.775)0.669 (0.238–1.416)0.526 (0.190–1.043)3.175 (1.556–9.048)
 4th quartile3.119 (1.536–8.877)0.232 (0.079–0.478)1.442 (0.680–4.067)0.306 (0.110–0.596)0.263 (0.093–0.521)5.241 (2.328–17.749)
for trend0.0001<0.00010.81070.00050.0002<0.0001

Logistic regression between pancreatic cancer patients and healthy volunteers
Metabolite as a continuous variable
 Per SD1.147 (1.015–1.364)0.107 (0.028–0.291)4.026 (2.079–11.805)0.126 (0.032–0.330)0.058 (0.009–0.210)2.052 (1.386–3.556)
0.05590.00020.00110.00040.00030.0022
Metabolite as a categorical variable
 1st quartile1.0 (referent)1.0 (referent)1.0 (referent)1.0 (referent)1.0 (referent)1.0 (referent)
 2nd quartile0.493 (0.248–0.853)0.693 (0.246–1.472)1.000 (0.329–3.036)0.550 (0.200–1.079)0.771 (0.274–1.635)2.371 (1.250–5.114)
 3rd quartile1.326 (0.781–2.390)0.579 (0.207–1.191)2.433 (1.232–6.771)0.638 (0.225–1.364)0.531 (0.190–1.080)2.988 (1.652–6.307)
 4th quartile1.671 (0.841–4.628)0.191 (0.056–0.430)5.241 (2.328–17.749)0.199 (0.059–0.450)0.203 (0.060–0.459)4.160 (2.012–12.181)
for trend0.0010<0.0001<0.0001<0.0001<0.0001<0.0001

Logistic regression between pancreatic cancer patients and diabetes mellitus patients
Metabolite as a continuous variable
 Per SD0.917 (0.844–0.989)0.807 (0.436–1.453)2.296 (1.547–3.921)0.775 (0.458–1.276)0.851 (0.468–1.517)1.116 (0.860–1.464)
0.02870.47810.00040.32340.58570.4117
Metabolite as a categorical variable
 1st quartile1.0 (referent)1.0 (referent)1.0 (referent)1.0 (referent)1.0 (referent)1.0 (referent)
 2nd quartile0.550 (0.250–1.089)1.126 (0.722–1.775)1.000 (0.329–3.036)1.357 (0.838–2.289)1.446 (0.919–2.355)0.610 (0.209–1.428)
 3rd quartile0.754 (0.418–1.280)0.991 (0.627–1.562)2.289 (1.170–6.334)0.953 (0.606–1.490)1.010 (0.629–1.614)0.941 (0.325–2.202)
 4th quartile0.536 (0.296–0.896)0.822 (0.286–1.894)3.634 (1.824–10.275)0.652 (0.234–1.326)0.771 (0.274–1.635)0.794 (0.276–1.833)
for trend0.08240.8753<0.00010.24210.25130.3034

Values are odds ratios (95% confidence intervals) for diabetes mellitus and pancreatic cancer, from logistic regressions.