| Literature DB >> 26745601 |
Liang Liu1,2,3, Hua-Xiang Xu1,2,3, Wen-Quan Wang1,2,3, Chun-Tao Wu1,2,3, Jin-Feng Xiang1,2,3, Chen Liu1,2,3, Jiang Long1,2,3, Jin Xu1,2,3, De Liang Fu4, Quan-Xing Ni1,2,3, Courtney W Houchen5, Russell G Postier6, Min Li5,6, Xian-Jun Yu1,2,3.
Abstract
This study evaluated potential of serum tumor markers to predict the incidence and intensity of pancreatic cancer metastasis as well as patient survival. Retrospective records from 905 patients and prospective data from 142 patients were collected from two high-volume institutions. The levels of eight serum tumor markers (CA19-9, CEA, CA242, CA72-4, CA50, CA125, CA153, and AFP) commonly used in gastroenterological cancer were analyzed in all stages of pancreatic cancer. Serum CA125 levels were the most strongly associated with pancreatic cancer metastasis and were higher in patients with metastatic disease than those without. CA125 levels increased with increasing metastasis to lymph nodes and distant organs, especially the liver. High baseline CA125 levels predicted early distant metastasis after pancreatectomy and were associated with the presence of occult metastasis before surgery. An optimal CA125 cut-off value of 18.4 U/mL was identified; patients with baseline CA125 levels of 18.4 U/mL or higher had poor surgical outcomes. In addition, high serum CA125 levels coincided with the expression of a metastasis-associated gene signature and with alterations in "driver" gene expression involved in pancreatic cancer metastasis. CA125 may therefore be a promising, noninvasive, metastasis-associated biomarker for monitoring pancreatic cancer prognosis.Entities:
Keywords: metastasis; pancreatic cancer; prognosis; serum CA125
Mesh:
Substances:
Year: 2016 PMID: 26745601 PMCID: PMC4868732 DOI: 10.18632/oncotarget.6819
Source DB: PubMed Journal: Oncotarget ISSN: 1949-2553
Figure 1Eight serum tumor markers were included in receiver operating curve (ROC) analyses for prediction of metastasis, comparing stage I and stage IV pancreatic cancer
A. Levels of baseline serum CA125 (log2 scale on the y-axis) in patients with stage I or IV disease (A). Eight serum tumor markers were further validated in ROC analyses for prediction of metastasis to distant organs in unresectable disease (stage III vs. stage IV) B. or to lymph nodes in radically resected disease (stage I/IIa vs. stage IIb) C. Levels of baseline serum CA125 (log2 scale) are plotted on the y-axis. The lines across the dot plots indicate median values.
Figure 2Baseline serum CA125 levels (log2 scale on the y-axis) were significantly elevated with increasing burden of metastasis to lymph nodes in radically resected disease
A. and to distant organs in unresectable disease B. Baseline serum CA125 levels (log2 scale on the y axis) were significantly higher in patients with liver metastasis classified as H3 compared than those with liver metastasis classified as H2 classification or H1, respectively C. The lines across the dot plots indicate median values.
Relationship between clinicopathologic features and baseline serum CA125 Levels
| Features | Training Cohort (n = 259) | Validation Cohort (n = 273) | ||||
|---|---|---|---|---|---|---|
| Baseline Serum CA125 Levels | Baseline Serum CA125 Levels | |||||
| Negative ( | Positive ( | Negative ( | Positive ( | |||
| 0.073 | 0.217 | |||||
| < 62 | 63 | 65 | 58 | 76 | ||
| ≥ 62 | 79 | 52 | 50 | 89 | ||
| 0.536 | 0.324 | |||||
| Male | 82 | 72 | 68 | 94 | ||
| Female | 60 | 45 | 40 | 71 | ||
| 0.777 | 0.445 | |||||
| Head | 85 | 68 | 83 | 120 | ||
| Body/tail | 57 | 49 | 25 | 45 | ||
| 0.001 | 0.026 | |||||
| ≤ 4.0 | 85 | 46 | 62 | 72 | ||
| > 4.0 | 57 | 71 | 46 | 93 | ||
| < 0.001 | 0.001 | |||||
| Yes | 52 | 81 | 48 | 108 | ||
| No | 90 | 36 | 60 | 57 | ||
| 0.093 | 0.197 | |||||
| Well/Moderate | 44 | 48 | 75 | 102 | ||
| Poor | 98 | 69 | 33 | 63 | ||
| 0.388 | 0.268 | |||||
| Yes | 117 | 101 | 69 | 116 | ||
| No | 25 | 16 | 39 | 49 | ||
| 0.237 | 0.822 | |||||
| Yes | 31 | 33 | 32 | 51 | ||
| No | 111 | 84 | 76 | 114 | ||
| < 0.001 | 0.001 | |||||
| I | 33 | 15 | 32 | 22 | ||
| IIA | 57 | 21 | 28 | 35 | ||
| IIB | 52 | 81 | 48 | 108 | ||
| 0.361 | 0.912 | |||||
| Any | 118 | 92 | 74 | 112 | ||
| No | 24 | 25 | 34 | 53 | ||
| 0.274 | 0.390 | |||||
| Any | 40 | 26 | 13 | 26 | ||
| No | 102 | 91 | 95 | 139 | ||
| 0.029 | < 0.001 | |||||
| Yes | 25 | 34 | 6 | 61 | ||
| No | 117 | 83 | 102 | 104 | ||
| < 0.001 | < 0.001 | |||||
| Yes | 18 | 47 | 6 | 55 | ||
| No | 124 | 70 | 102 | 110 | ||
Note: 18.4 U/mL was identified by ROC curve analysis as the cut-off value for positive/negative baseline serum CA125. Early distant metastasis is defined as the recurrence in distant organs within 6 months after surgery
Figure 3Overall survival and recurrence-free survival of patients in the training cohort
A. and the validation cohort B. were stratified by positive/negative baseline serum CA125 levels. The cut-off value of serum CA125 for predicting pancreatic cancer metastasis was identified as 18.4 U/mL. In patients with a decrease in postoperative serum CA19-9, postoperative serum CA125 decrease/non-decrease further distinguished overall survival and recurrence-free survival in both the training cohort C. and the validation cohort D.
Univariate and multivariate analyses for OS and RFS in pancreatic cancer after radical resection
| Features | OS | RFS | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Univariate Analyses | Multivariate Analyses | Univariate Analyses | Multivariate Analyses | |||||||||
| HR | 95 % CI | HR | 95 % CI | HR | 95 % CI | HR | 95 % CI | |||||
| 1.065 | [0.755, 1.503] | 0.719 | 0.977 | [0.677, 1.410] | 0.901 | 0.869 | [0.645, 1.169] | 0.353 | 0.869 | [0.632, 1.194] | 0.385 | |
| 1.000 | [0.704, 1.420] | 1.000 | 0.968 | [0.668, 1.403] | 0.865 | 1.197 | [0.881, 1.625] | 0.246 | 1.149 | [0.833, 1.585] | 0.398 | |
| 0.896 | [0.630, 1.275] | 0.543 | 0.855 | [0.582, 1.255] | 0.423 | 1.018 | [0.753, 1.376] | 0.906 | 1.038 | [0.746, 1.442] | 0.826 | |
| 1.977 | [1.271, 3.139] | 0.003 | 1.903 | [1.195, 3.031] | 0.007 | 2.171 | [1.476, 3.194] | < 0.001 | 1.954 | [1.309, 2.917] | 0.001 | |
| 2.431 | [1.708, 3.460] | < 0.001 | 1.804 | [1.222, 2.662] | 0.003 | 2.841 | [2.086, 3.871] | < 0.001 | 2.158 | [1.530, 3.043] | < 0.001 | |
| 1.779 | [1.249, 2.532] | 0.001 | 1.790 | [1.219, 2.628] | 0.003 | 1.534 | [1.137, 2.069] | 0.005 | 1.385 | [0.998, 1.924] | 0.052 | |
| 2.667 | [1.856, 3.883] | < 0.001 | - | - | - | 2.363 | [1.740, 3.210] | < 0.001 | - | - | - | |
| 1.645 | [1.157, 2.341] | 0.006 | 1.622 | [1.120, 2.348] | 0.010 | 1.586 | [1.168, 2.153] | 0.003 | 1.517 | [1.099, 2.094] | 0.011 | |
| 1.279 | [0.786, 2.083] | 0.322 | 1.133 | [0.688, 1.865] | 0.624 | 1.308 | [0.856, 1.999] | 0.215 | 1.032 | [0.669, 1.592] | 0.886 | |
| 1.738 | [1.192, 2.534] | 0.004 | 1.560 | [1.047, 2.324] | 0.029 | 1.618 | [1.160, 2.257] | 0.005 | 1.354 | [0.947, 1.938] | 0.097 | |
| 2.106 | [1.607, 2.759] | < 0.001 | 2.220 | [1.657, 2.975] | < 0.001 | 1.869 | [1.502, 2.326] | < 0.001 | 1.738 | [1.376, 2.194] | < 0.001 | |
| 0.279 | [0.190, 0.410] | < 0.001 | 0.164 | [0.105, 0.257] | < 0.001 | 0.472 | [0.332, 0.670] | < 0.001 | 0.283 | [0.190, 0.423] | < 0.001 | |
| 0.896 | [0.607, 1.322] | 0.579 | 1.086 | [0.693, 1.703] | 0.719 | 1.280 | [0.928, 1.765] | 0.133 | 1.520 | [1.057, 2.184] | 0.024 | |
| 1.014 | [0.759, 1.355] | 0.924 | 0.978 | [0.725, 1.321] | 0.887 | 1.062 | [0.802, 1.405] | 0.676 | 1.003 | [0.752, 1.338] | 0.984 | |
| 0.962 | [0.716, 1.291] | 0.796 | 0.984 | [0.726, 1.335] | 0.919 | 1.017 | [0.765, 1.352] | 0.909 | 0.994 | [0.742, 1.332] | 0.968 | |
| 1.018 | [0.722, 1.436] | 0.917 | 0.921 | [0.640, 1.326] | 0.659 | 1.034 | [0.748, 1.429] | 0.840 | 1.023 | [0.726, 1.442] | 0.896 | |
| 1.828 | [1.289, 2.594] | 0.001 | 1.610 | [1.124, 2.304] | 0.009 | 1.864 | [1.326, 2.620] | < 0.001 | 1.751 | [1.233, 2.489] | 0.002 | |
| 2.451 | [1.777, 3.380] | < 0.001 | 2.135 | [1.526, 2.988] | < 0.001 | 2.392 | [1.762, 3.246] | < 0.001 | 2.121 | [1.541, 2.919] | < 0.001 | |
| 1.683 | [1.253, 2.261] | 0.001 | 1.547 | [1.125, 2.129] | 0.007 | 1.606 | [1.210, 2.131] | 0.001 | 1.403 | [1.037, 1.889] | 0.028 | |
| 2.204 | [1.606, 3.024] | < 0.001 | - | - | - | 2.154 | [1.593, 2.915] | < 0.001 | - | - | - | |
| 1.523 | [1.128, 2.055] | 0.006 | 1.031 | [0.751, 1.415] | 0.851 | 1.433 | [1.073, 1.914] | 0.015 | 1.045 | [0.773, 1.412] | 0.776 | |
| 1.217 | [0.889, 1.666] | 0.221 | 1.226 | [0.883, 1.701] | 0.224 | 1.226 | [0.904, 1.662] | 0.189 | 1.224 | [0.895, 1.673] | 0.206 | |
| 1.630 | [1.198, 2.218] | 0.0072 | 1.553 | [1.123, 2.147] | 0.008 | 1.479 | [1.097, 1.994] | 0.010 | 1.382 | [1.009, 1.893] | 0.044 | |
| 1.718 | [1.398, 2.111] | < 0.001 | 1.716 | [1.363, 2.160] | < 0.001 | 1.699 | [1.391, 2.075] | < 0.001 | 1.668 | [1.332, 2.089] | < 0.001 | |
| 0.662 | [0.485, 0.902] | 0.009 | 0.466 | [0.331, 0.655] | < 0.001 | 0.747 | [0.553, 1.009] | 0.058 | 0.518 | [0.372, 0.720] | < 0.001 | |
| 1.230 | [0.839, 1.803] | 0.289 | 1.180 | [0.799, 1.744] | 0.406 | 1.582 | [1.105, 2.266] | 0.012 | 1.473 | [1.019, 2.128] | 0.039 | |
Note: All factors except lymph node metastasis were adopted in multivariate analyses because TNM stage was classified based on lymph node metastasis and was influenced by lymph node metastasis in multivariate analyses
Figure 4A. Expression of 17 genes (log10 scale on the y axis) included in the metastasis-associated gene signature was analyzed in patients with pancreatic cancer with positive or negative serum CA125 expression. The cut-off value of serum CA125 for predicting pancreatic cancer metastasis was identified as 18.4 U/mL. The lines across the dot plots indicate the median values. B. Two categories of patients classified by positive/negative baseline serum CA125 levels were largely consistent with two clusters based on hierarchical clustering of the metastasis-associated gene signature.
Univariate and multivariate cox regression analyses of serum tumor markers for OS and RFS in shanghai cancer center
| Features | OS | RFS | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Univariate analyses | Multivariate Analyses | Univariate analyses | Multivariate Analyses | |||||||||
| HR | 95 % | HR | 95 % | HR | 95 % | HR | 95 % | |||||
| 1.997 | [1.271, 3.139] | 0.003 | 1.811 | [1.148-2.856] | 0.011 | 2.171 | [1.476, 3.194] | < 0.001 | 1.869 | [1.262, 2.768] | 0.002 | |
| 2.431 | [1.708, 3.460] | < 0.001 | 2.315 | [1.620-3.308] | < 0.001 | 2.841 | [2.086, 3.871] | < 0.001 | 2.454 | [1.778, 3.387] | < 0.001 | |
| 1.587 | [1.103, 2.285] | 0.013 | NS | 1.766 | [1.292, 2.412] | < 0.001 | 1.467 | [1.065, 2.022] | 0.019 | |||
| 1.795 | [1.249, 2.580] | 0.002 | NS | 1.882 | [1.381, 2.566] | < 0.001 | NS | |||||
| 0.988 | [0.619, 1.576] | 0.958 | NS | 1.271 | [0.866, 1.866] | 0.221 | NS | |||||
| 1.530 | [1.060, 2.207] | 0.023 | NS | 1.382 | [1.018, 1.877] | 0.038 | NS | |||||
| 1.114 | [0.668, 1.858] | 0.678 | NS | 1.202 | [0.775, 1.865] | 0.410 | NS | |||||
| 0.609 | [0.248, 1.492] | 0.278 | NS | 0.555 | [0.260, 1.184] | 0.127 | NS | |||||
| 2.551 | [1.756, 3.704] | < 0.001 | 2.008 | [1.352-2.982] | 0.001 | 2.568 | [1.844, 3.576] | < 0.001 | 2.374 | [1.677, 3.360] | < 0.001 | |
| 2.579 | [1.787, 3.720] | < 0.001 | 2.078 | [1.419-3.041] | < 0.001 | 1.914 | [1.411, 2.597] | < 0.001 | 1.600 | [1.166, 2.195] | 0.004 | |
| 1.954 | [1.378, 2.770] | < 0.001 | 1.467 | [1.017-2.117] | 0.040 | 1.618 | [1.191, 2.199] | 0.002 | NS | |||
| 1.685 | [1.183, 2.400] | 0.004 | NS | 1.403 | [1.029, 1.914] | 0.032 | NS | |||||
| 1.431 | [1.010, 2.029] | 0.044 | NS | 1.392 | [1.030, 1.880] | 0.031 | NS | |||||
| 1.822 | [1.272, 2.608] | 0.001 | NS | 1.594 | [1.165, 2.183] | 0.004 | NS | |||||
| 1.562 | [1.106, 2.206] | 0.011 | NS | 1.384 | [1.027, 1.864] | 0.033 | NS | |||||
| 1.159 | [0.792, 1.698] | 0.448 | NS | 1.010 | [0.722, 1.415] | 0.952 | NS | |||||
Note: All eight serum markers were adopted in multivariate analyses with forward-stepwise features selection. NS: not significant
Clinicopathological features of patients with pancreatic cancer in training cohort and validation cohort
| Features | Radically resected disease | Unresectable disease | Radically resected disease | |
|---|---|---|---|---|
| Stage I/II (Training cohort) | Stage III (no metastasis) | Stage IV (metastasis) | Stage I/II (Validation cohort) | |
| 62 (28 - 84) | 65 (39 - 79) | 60 (28 - 81) | 62 (20 - 79) | |
| 154/105 | 69/61 | 83/49 | 162/111 | |
| 153/106 | 72/58 | 59/73 | 203/70 | |
| 169.4 (5.1 - 17690.0) | 341.3 (5.6 - 21430.0) | 891.1 (6.2 - 25280.0) | 146.3 (5.4 - 20740.0) | |
| 17.3 (2.2 - 539.7) | 27.0 (4.0 - 786.2) | 72.3 (5.2 - 12751.0) | 24.2 (2.4 - 666.5) | |
| 3.5 (0.4 - 406.9) | 4.7 (0.8 - 444.1) | 6.9 (0.7 - 951.0) | 2.7 (0.3 - 256.0) | |
| 30.0 (0.1 - 238.1) | 39.4 (0.1 - 216.0) | 115.9 (0.1 - 316.0) | 24.8 (0.1 - 298.0) | |
| 2.3 (0.7 - 1190.8) | 3.0 (0.8 - 148.8) | 5.0 (0.7 - 300.0) | 3.0 (0.8 - 253.8) | |
| 35.3 (0.6 - 1120.9) | 20.4 (1.5 - 1047.7) | 23.5 (0.8 - 1126.0) | 28.7 (0.4 - 380.0) | |
| 12.5 (4.4 - 230.1) | 13.6 (4.1 - 163.6) | 16.7 (4.7 - 300.0) | 19.3 (5.2 - 57.4) | |
| 3.0 (0.7 - 3000.0) | 2.9 (0.9 - 58.2) | 3.0 (0.7 - 68.8) | 3.0 (0.9 - 313.0) | |
| 48/78/133/0/0 | 0/0/0/130/0 | 0/0/0/0/132 | 54/63/156/0/0 | |
| 4.65 ± 1.75 | / | / | 4.49 ± 1.38 | |
| 133/126 | / | / | 156/117 | |
| 167/92 | / | / | 177/96 | |
| 218/41 | / | / | 185/88 | |
| 64/195 | / | / | 83/190 | |
| 210/49 | 114/16 | 122/10 | 186/87 | |
| 66/193 | 29/101 | 16/116 | 39/234 | |