Journal of Oncology

Journal of Oncology / 2020 / Article

Research Article | Open Access

Volume 2020 |Article ID 8927531 | 8 pages |

The Value of Alkaline Phosphatase-to-Albumin Ratio in Detecting Synchronous Metastases and Predicting Postoperative Relapses among Patients with Well-Differentiated Pancreatic Neuroendocrine Neoplasms

Academic Editor: Akira Hara
Received31 Jul 2019
Accepted19 Dec 2019
Published06 Feb 2020


Backgrounds. Pancreatic neuroendocrine neoplasm (pNEN) is a highly heterogeneous entity, presenting widely varied biological behavior as well as long-term prognosis. Reliable biomarkers are urgently needed to make risk stratifications for pNEN patients, which could be beneficial to the development of individualized therapeutic strategy in the clinical practice. Here, we aimed to evaluate the predictive and prognostic roles of serum alkaline phosphatase-to-albumin ratio (APAR) in well-differentiated pNEN patients. Methods. We retrospectively analyzed the pathologically confirmed grade 1/2 pNEN patients, who were originally treated in our hospital from February 2008 to April 2018. Univariate and multivariate analyses were performed to assess the value of APAR in detecting synchronous metastases and predicting relapses following curative resections. Results. A total of 170 eligible cases were included into analysis. Logistic univariate analysis indicated APAR () was significantly associated with synchronous distant metastasis among well-differentiated pNEN patients, which was further demonstrated to be an independent risk factor by multivariate analysis (odds ratio 8.127, 95% confidence interval (CI) 2.105–31.372, ). For the prognostic value, APAR () was statistically associated with recurrence-free survival (RFS) in nonmetastatic resected pNEN patients, but it was not an independent predictor. Further subgroup analysis showed that APAR was independently related to RFS in patients with no nerve (hazard ratio (HR) 7.685, 95% CI 1.433–41.209, ) or vascular invasion (HR 4.789, 95% CI 1.241–18.473, ), respectively. Conclusion. APAR may work as a convenient pretreatment marker to detect synchronous distant metastasis for well-differentiated pNEN patients and predict recurrences for curatively resected cases without nerve or vascular invasion. However, these findings should be further verified in prospectively well-designed studies.

1. Introduction

Pancreatic neuroendocrine neoplasm (pNEN) is the second largest entity of pancreatic tumors, increasing with the advancements in the diagnostic technology as well as the popularization of health examinations [1, 2]. The vast majority of pNENs are well differentiated, whose clinical outcomes are much better compared to poorly differentiated counterparts’ [3]. However, due to the high heterogeneity, even the pathologically well-differentiated lesions present varied biological behavior and different prognosis, which could affect the strategy-making of treatment along with follow-up. Thus, reliable biomarkers are needed to reflect and predict the course of development in well-differentiated pNEN patients.

Alkaline phosphatase (ALP) is a common biochemical indictor of liver function tested at routine admission, which could be secreted by normal tissues including liver, bone, small intestine, and kidney and elevated when these tissues were impacted by trauma, inflammation, metabolic disorder, as well as malignancy [4]. A few previous studies have proved that ALP could be a parameter for progression, therapeutic response and prognosis in various digestive system tumors [57]. More recently, Jiménez-Fonseca et al. [8] reported that elevated serum ALP was an independent risk factor for decreased long-term survival among patients with well-differentiated metastatic pNENs. Albumin (ALB), another critical liver function index, has been widely recognized as an evaluation tool for nutritional and inflammatory status [9, 10]. A large number of serum ALB-based markers, such as γ-glutamyltransferase-to-albumin ratio, fibrinogen-to-albumin ratio, C-reactive protein-to-albumin ratio, have been demonstrated to be promising noninvasive biomarkers for prognosis in many malignancies [1113]. Recently, several reports have indicated that the ratio of ALP and ALB could be a novel prognostic predictor for urothelial, hepatocellular, as well as pancreatic cancers [1416]. However, to date, the predictive role of ALP-to-ALB ratio (APAR) has not been explored or reported in pNEN patients.

Thus, in the present study, we aimed to test the value of APAR in predicting synchronous distant metastases in patients with well-differentiated pNENs. Additionally, we also investigated its role in predicting recurrences among the nonmetastatic cases in the above cohort undergoing curative resections.

2. Methods

Pathological data about pNEN patients treated in Zhongshan Hospital, Fudan University from February 2008 to April 2018 were carefully reviewed. One hundred and ninety-eight well-differentiated cases diagnosed according to the 2010 WHO criteria were included into further analysis [17]. The exclusion criteria were described as follows: (1) no liver function test performed within 2 weeks before treatment (n = 10); (2) previous history of or concurrent any other malignancies (n = 9); (3) presenting obstructive jaundice (n = 4); (4) infected by hepatitis B virus (n = 5). A total of 170 eligible patients were selected into final analysis.

The demographic, clinical, pathological, and laboratory data of selected cases were extracted from the electronic medical record system of our hospital. The TNM stages were defined based on the 8th version of classification system by the American Joint Committee on Cancer [18]. Follow-up work was conducted by reviewing the outpatient information system or performing telephone interviews. Recurrence-free survival (RFS) for curatively resected patients was defined as the period from the operation day to the date of local recurrence or distant metastasis detected by contrast enhanced imaging or last contact. Overall survival (OS) was considered as the interval between the operation day and the date of death or last contact. These cases were followed up until February 1, 2019, or their death.

This research was approved by the Ethics Committee of Zhongshan Hospital, Fudan University, which was conducted according to the norm of the Declaration of Helsinki.

2.1. Statistical Analysis

Continuous and categorical variables were described as medians (interquartile ranges [IQR]) and frequencies (percentages), respectively. The optimal cutoff values of continuous variables including age, tumor diameter, ALB, ALP, and APAR for predicting synchronous metastasis and recurrence were determined through the receiver operating characteristic (ROC) curves, which were calculated and plotted by the MedCalc Statistical Software version 18.2.1. (MedCalc Software bvba, Ostend, Belgium; Cumulative survival curves were generated by the Kaplan–Meier method, and the differences between two groups were assessed using the log-rank test. Multivariate analyses for synchronous distant metastasis and RFS were conducted by the logistic regression model and cox proportional hazards model with the forward method (likelihood-ratio test) for variables with in the univariate analyses, respectively. These statistical analyses were accomplished by the SPSS software version 25.0 (IBM Corp., Armonk, NY, USA) and a two-side value < 0.05 was considered as statistically significant.

3. Results

3.1. Patient Characteristics

The whole cohort (n = 170) comprised 81 (47.6%) males and 89 (52.4%) females, with a median age of 52-years-old (IQR 43–61 years) at diagnosis. The vast majority of the patients (77.1%) harbored nonfunctioning tumors and more than half of the lesions (60.6%) located at the body and tail of the pancreas. A total of 166 (97.6%) cases received surgical treatments, and 158 (92.9%) and 8 (4.7%) of them underwent curative and palliative resections, respectively. Among the pancreatic lesion resected patients (n = 165), 21 (12.7%) were proven to have nerve invasion, 26 (15.8%) were vascular invasion, and 15 (9.1%) were lymph node metastasis, pathologically. According to the WHO grading and AJCC staging criteria, there were 73 (42.9%) G1 and 97 (57.1%) G2 cases, respectively, and 138 (81.2%) stage I-II and 30 (17.6%) stage III-IV cases, respectively. Detailed clinicopathological characteristics were summarized in Table 1.


Gender, male, n (%)81 (47.6)
Age, years (median, IQR)52 (43–61)
Nonfunctioning tumor, n (%)131 (77.1)
Primary tumor location, n (%)
 Head-neck65 (38.2)
 Body-tail103 (60.6)
 Both2 (1.2)
Primary tumor diameter, cm (median, IQR)2.7 (1.5–4.5)
Single pancreatic lesion, n (%)162 (95.3)
Cystic component, n (%)23 (13.5)
Surgery, n (%)
 Curative158 (92.9)
 Palliative8 (4.7)
 No4 (2.4)
Necrosis, n (%)5 (3.0)
Nerve invasion, n (%)21 (12.7)
Vascular invasion, n (%)26 (15.8)
Lymph node metastasis, n (%)15 (9.1)
Histological grade, n (%)
 G173 (42.9)
 G297 (57.1)
AJCC stage, n (%)
 I-II138 (81.2)
 III-IV30 (17.6)
 Unknown2 (1.2)
Synchronous distant metastasis, n (%)17 (10.0)
Albumin, g/L (median, IQR)41 (39–43)
Alkaline phosphatase, U/L (median, IQR)64 (56–77)
Alkaline phosphatase-to-albumin ratio (median, IQR)1.62 (1.31–1.92)

PNEN, pancreatic neuroendocrine neoplasm; AJCC, American Joint Committee on Cancer; IQR, interquartile range. Evaluated in patients undergoing pancreatic lesion resections (n = 165).
3.2. Risk Factors of Synchronous Distant Metastasis for Well-Differentiated pNEN Patients

In this study, there were 17 (10.0%) patients diagnosed with distant metastasis synchronously. Fifteen of them were only detected with liver metastasis, whereas the rest 2 cases had multiple organs involved. The optimal cutoff points of age, tumor diameter, ALB, ALP, and APAR for predicting synchronous metastasis were 56 years, 3.6 cm, 39 g/L, 90 U/L, and 1.98, respectively, which were calculated by the ROC curves (Supplementary Figure 1(A)). Logistic univariate analysis indicated that age (), pancreatic lesion location (), tumor diameter (), histological grade (), ALB (), ALP (), and APAR () were significantly associated with synchronous distant metastasis among well-differentiated pNEN patients. However, only age (odds ratio (OR) 0.045, 95% confidence interval (CI) 0.005–0.416, ), location (OR 11.214, 95% CI 2.061–61.026, ), grade (OR 15.414, 95% CI 1.769–134.320, ), and APAR (OR 8.127, 95% CI 2.105–31.372, ) were demonstrated to be independent risk factors by multivariate analysis (Table 2).

CharacteristicsUnivariate analysisMultivariate analysis
OR (95% CI)OR (95% CI)

Gender (male vs. female)0.974 (0.357–2.658)0.959
Age (>56 vs. ≤56 years)0.094 (0.012–0.729)0.0240.045 (0.005–0.416)0.006
Nonfunctioning (yes vs. no)1.037 (0.318–3.384)0.952
Location (body-tail vs. head-neck)5.369 (1.186–24.316)0.02911.214 (2.061–61.026)0.005
Diameter (>3.6 vs. ≤3.6 cm)4.010 (1.401–11.480)0.010NS
No. of primary lesions (multiple vs. single)1.304 (0.151–11.280)0.810
Cystic component (yes vs. no)0.372 (0.047–2.950)0.349
Histological grade (G2 vs. G1)14.222 (1.840–109.934)0.01115.414 (1.769–134.320)0.013
ALB (>39 vs. ≤39 g/L)0.292 (0.104–0.814)0.019NS
ALP (>90 vs. ≤90 U/L)5.416 (1.738–16.873)0.004NS
APAR (>1.98 vs. ≤1.98)5.022 (1.781–14.164)0.0028.127 (2.105–31.372)0.002

PNEN, pancreatic neuroendocrine neoplasm; ALB, albumin; ALP, alkaline phosphatase; APAR, alkaline phosphatase-to-albumin ratio; OR, odds ratio; CI, confidence interval; NS, not significant.
3.3. Risk Factors of Recurrence for Nonmetastatic pNEN Cases Undergoing Curatively Surgical Resections

We further evaluated the predictive role of APAR for recurrence among nonmetastatic patients following curative resections (n = 151). The median follow-up period for these cases was 48.2 months (IQR 26.7–76.7 months). At the last follow-up, 11 patients were detected with recurrences radiologically, 131 had no positive finding, and 9 could not be contacted. The optimal cutoff values of age, tumor diameter, ALB, ALP, and APAR for predicting recurrence were 54 years, 3.6 cm, 41 g/L, 79 U/L, and 1.95, respectively (Supplementary Figure 1(B)). Cox univariate analysis showed that diameter (), nerve invasion (), lymph node metastasis (), histological grade (), TNM stage (), ALP (), as well as APAR () were statistically associated with RFS for nonmetastatic resected pNEN patients. Survival curves calculated by Kaplan–Meier method also indicated that patients with APAR >1.95 had shorter RFS (, Figure 1(a)). However, multivariate analysis found that only nerve invasion (hazard ratio (HR) 3.939, 95% CI 1.093–14.198, ) and lymph node metastasis (HR 10.237, 95% CI 2.956–35.456, ) were independent predictors in this cohort (Table 3). For the OS, no significant difference was found between APAR >1.95 and APAR ≤1.95 groups (, Supplementary Figure 2).

CharacteristicsUnivariate analysisMultivariate analysis
HR (95% CI)HR (95% CI)

Gender (male vs. female)0.948 (0.289–3.109)0.930
Age (>54 vs. ≤54 years)2.651 (0.776–9.064)0.120
Nonfunctioning (yes vs. no)0.307 (0.039–2.397)0.260
Location (body-tail vs. head-neck)0.819 (0.237–2.834)0.753
Diameter (>3.6 vs. ≤3.6 cm)7.140 (1.893–26.930)0.004NS
Cystic component (yes vs. no)0.039 (0.000–54.195)0.379
No. of primary lesions (multiple vs. single)2.256 (0.289–17.636)0.438
Necrosis (yes vs. no)0.705
Nerve invasion (yes vs. no)6.058 (1.758–20.875)0.0043.939 (1.093–14.198)0.036
Vascular invasion (yes vs. no)1.605 (0.346–7.439)0.546
Lymph node metastasis (yes vs. no)13.137 (3.966–43.519)<0.00110.237 (2.956–35.456)<0.001
Histological grade (G2 vs. G1)11.057 (1.412–86.573)0.022NS
AJCC stage (III vs. I-II)11.307 (3.431–37.269)<0.001NS
ALB (>41 vs. ≤41 g/L)0.144 (0.018–1.127)0.065
ALP (>79 vs. ≤79 U/L)5.018 (1.530–16.454)0.008NS
APAR (>1.95 vs. ≤1.95)5.192 (1.584–17.015)0.007NS

PNEN, pancreatic neuroendocrine neoplasm; AJCC, American Joint Committee on Cancer; ALB, albumin; ALP, alkaline phosphatase; APAR, alkaline phosphatase-to-albumin ratio; HR, hazard ratio; CI, confidence interval; NS, not significant.
3.4. Subgroup Analysis of the Predicting Role of APAR for RFS

Subgroup analysis was performed to assess the value of APAR in predicting RFS among the above resected cohort. APAR >1.95 was shown to be associated with poor RFS in the subgroups of male (), age >54 years (), nonfunction (), diameter >3.6 cm (), no cystic component (), single lesion (), no necrosis (), no nerve invasion (), no vascular invasion (), as well as G2 grade () via univariate analyses, whereas multivariate analyses showed APAR was an independent predictor only in the cases without nerve invasion (HR 7.685, 95% CI 1.433–41.209, ) or vascular invasion (HR 4.789, 95% CI 1.241–18.473, ) (Table 4, Figures 1(b) and 1(c)).

APAR >1.95 vs.  ≤1.95Univariate analysisMultivariate analysis
HR (95% CI)HR (95% CI)

 Male (n = 71)6.767 (1.130–40.518)0.036NS
 Female (n = 80)4.013 (0.809–19.902)0.089
 ≤54 years (n = 87)2.000 (0.208–19.227)0.548
 >54 years (n = 64)7.283 (1.411–37.587)0.018NS
 No (n = 116)5.326 (1.541–18.407)0.008NS
 Yes (n = 35)0.600
 Head-neck (n = 62)4.812 (0.804–28.807)0.085
 Body-tail (n = 87)3.853 (0.643–23.083)0.140
 ≤3.6 cm (n = 105)8.908 (0.807–98.321)0.074
 >3.6 cm (n = 46)4.614 (1.140–18.670)0.032NS
Cystic component
 No (n = 129)4.438 (1.354–14.547)0.014NS
 Yes (n = 22)
No. of primary lesions
 Single (n = 144)4.205 (1.217–14.529)0.023NS
 Multiple (n = 7)0.594
 No (n = 147)5.009 (1.528–16.415)0.008NS
 Yes (n = 4)
Nerve invasion
 No (n = 134)11.466 (2.224–59.130)0.0047.685 (1.433–41.209)0.017
 Yes (n = 17)1.003 (0.103–9.804)0.998
Vascular invasion
 No (n = 131)5.136 (1.379–19.131)0.0154.789 (1.241–18.473)0.023
 (n = 20)5.831 (0.347–97.939)0.221
Lymph node metastasis
 No (n = 139)2.286 (0.418–12.493)0.340
 Yes (n = 12)6.078 (0.674–54.824)0.108
Histological grade
 G1 (n = 71)0.758
 G2 (n = 80)5.112 (1.442–18.124)0.012NS
AJCC stage
 I (n = 52)0.756
 II (n = 86)3.466 (0.579–20.750)0.173
 III (n = 13)7.332 (0.813–66.154)0.076

PNEN, pancreatic neuroendocrine neoplasm; AJCC, American Joint Committee on Cancer; ALB, albumin; ALP, alkaline phosphatase; APAR, alkaline phosphatase-to-albumin ratio; HR, hazard ratio; CI, confidence interval; NS, not significant.

4. Discussion

PNENs are highly heterogeneous and even among the morphologically well-differentiated cases, a certain part could progress early and rapidly, which implies the significance of individualized diagnosis and treatment with the guidance of reliable biomarkers. Alkaline phosphatase-to-albumin ratio, as a novel and convenient index derived from routine liver function test, has been discovered to be independently related to prognosis in many malignancies following various anticancer therapies in recent reports [1416, 19].

In the present study, we found APAR significantly increased in the well-differentiated pNEN patients harboring synchronous distant metastases, which means it could serve as a potential marker to differentiate metastatic and nonmetastatic cases prior to treatment. Moreover, in the prognostic analyses, elevated APAR was shown to be associated with poor RFS in the nonmetastatic cohort receiving curatively surgical treatments, but it was not an independent predictor verified by the multivariate analysis. Additionally, further subgroup analysis indicated APAR could act as an independent prognostic indicator in the cases without nerve invasion or vascular invasion, respectively, implying it still could be a promising biomarker for prognosis among these pathologically specific patients.

ALP is a hydrolase playing the physiologic roles in the dephosphorylation and transphosphorylation processes of many molecules in alkaline conditions. It is mainly synthesized in liver, bone and several other organs, whose serum concentration increases when the corresponding tissues are impaired under a number of pathological circumstances including tumor metastasis. Zhou et al. [20] reported that ALP was an independent risk factor for synchronous bone metastases in lung cancer, and Li et al. [21] found that serum ALP elevated along with the growth of liver metastases in the rat model with colon cancer. Except for the metabolic disorders of specific tissues affected by metastatic lesions, the ALP elevation could be attributed to the tumor’s self-secretion, which has been reported in renal and gastric cancers [22]. Thus, ALP could be regarded as a tumor-associated antigen, and accumulating evidences indicated it could promote tumor progression by regulating cell cycle and participating in epithelial-mesenchymal transition (EMT) [23, 24]. A large prospective study conducted by Fairweather et al. [25] showed that metastatic neuroendocrine tumor patients with elevated ALP suffered significantly shorter median OS compared to the counterparts with normal levels (38.4 vs 98.5 months). A similar observation was recently obtained in an international multicenter cohort consisted of well-differentiated metastatic pNENs [8]. As another part of APAR parameter, ALB has already been demonstrated to be a critical risk factor associated with the prognosis in various cancers. However, the interactional mechanism between ALB and tumor is quite complicated and not entirely clear. Generally, tumor can directly inhibit the synthesis of ALB by releasing proinflammatory cytokines or make the ALB permeate into interstitial space with the vascular permeability’s increase in systemic inflammation response, causing low serum ALB level [26]. Subsequently, low ALB weakens the body’s antitumor reaction and deceases the response to antitumor therapy, contributing to the dismal prognosis of the patients [27]. Recently, Li et al. [28] preformed the analysis on prognosis-related factors among patients with hepatic and pancreatic neuroendocrine tumors, and the results suggested that ALB < 35 g/L was a strong prognostic indicator for long-term survival.

To our knowledge, we analyze the diagnostic and prognostic roles of APAR in the pNEN cohort for the first time. As we mentioned above, APAR could be a useful marker to help detect synchronous metastases in pNEN patients. Thus, an elevated APAR in the pretreatment test could work as an important reminder for more detailed systemic evaluation, such as positron emission tomography-computed tomography (PET-CT) or positron emission tomography-magnetic resonance imaging (PET-MRI). Moreover, careful intraoperative exploration is also essential for such cases undergoing tentatively curative surgeries since metastatic patients can still gain favorable long-term outcomes following radical resections. Liver is the most common metastatic site of pNEN, which needs to be paid great attention to for evaluating as well as exploring. We could not assess the relation between APAR level and liver specific metastases here because almost all (15/17, 88.2%) metastatic cases in our study are hepatic metastases. Larger cohorts containing enough cases with different metastatic tissues should be set up to measure the role of APAR in detecting organ specific metastases among pNEN patients. For prognostic value, though APAR is not independently associated with recurrences in nonmetastatic patients receiving curative resections, we found APAR was still a promising indicator for relapses among patients harboring no pathological nerve or vascular invasion. Thus, intensive follow-up, especially with abdominal imaging, should be considered for early detection and intervention in these subgroups. No statistical association was discovered between APAR and OS, partly due to the relatively good biological behavior of well-differentiated pNENs, resulting in limited endpoint events. Further survival analysis will be performed with longer follow-up interval in the future.

Several limitations should be discussed. As a retrospective, single-center study, selection bias exists. Large-scale multicenter studies with optimal designs are needed to verify the predictive value of APAR. Moreover, the median follow-up time of 48.2 months may not be enough to reflect the entire course of well-differentiated pNEN, considering its favorable prognosis, and further analysis should be performed in the future. Additionally, though inclusion and exclusion criteria have been set up in the present research, the serum levels of ALP and ALB still could be impacted in other physical or pathological conditions.

5. Conclusions

APAR could probably work as a convenient pretreatment marker to detect synchronous distant metastasis for well-differentiated pNEN patients, which is easily obtained from routine serological examinations. In addition, it could also play prognostic roles in predicting recurrences for curatively resected patients with no pathologically confirmed nerve or vascular invasion. However, prospectively well-designed studies should be performed to test these findings in the near future.

Data Availability

The data used to support the findings of this study are available from the corresponding author upon request.

Conflicts of Interest

The authors declare that there are no conflicts of interest regarding the publication of this article.

Authors’ Contributions

Wentao Zhou, Yuan Fang, and Xu Han contributed equally to this work.


This work was supported by the Shanghai Municipal Health Commission (no. 201840190).

Supplementary Materials

The optimal cutoff values of albumin, alkaline phosphatase, alkaline phosphatase-to-albumin ratio, age and tumor diameter in detecting synchronous metastasis among patients with well-differentiated pNENs (A) and in predicting recurrence among resected pNEN patients (B) determined by the receiver operating characteristic curves. pNEN, pancreatic neuroendocrine neoplasm. Supplementary Figure 2. Kaplan–Meier curves for overall survival stratified by APAR in the nonmetastatic pNEN patients undergoing resections. APAR, alkaline phosphatase-to-albumin ratio; pNEN, pancreatic neuroendocrine neoplasm (Supplementary Materials)


  1. A. Dasari, C. Shen, D. Halperin et al., “Trends in the incidence, prevalence, and survival outcomes in patients with neuroendocrine tumors in the United States,” JAMA Oncology, vol. 3, no. 10, pp. 1335–1342, 2017. View at: Publisher Site | Google Scholar
  2. M. Falconi, B. Eriksson, G. Kaltsas et al., “ENETS consensus guidelines update for the management of patients with functional pancreatic neuroendocrine tumors and non-functional pancreatic neuroendocrine tumors,” Neuroendocrinology, vol. 103, no. 2, pp. 153–171, 2016. View at: Publisher Site | Google Scholar
  3. C. G. Genc, H. J. Klümpen, M. G. H. van Oijen, C. H. J. van Eijck, and E. J. M. Nieveen van Dijkum, “A nationwide population-based study on the survival of patients with pancreatic neuroendocrine tumors in the Netherlands,” World Journal of Surgery, vol. 42, no. 2, pp. 490–497, 2018. View at: Publisher Site | Google Scholar
  4. U. Sharma, D. Pal, and R. Prasad, “Alkaline phosphatase: an overview,” Indian Journal of Clinical Biochemistry, vol. 29, no. 3, pp. 269–278, 2014. View at: Publisher Site | Google Scholar
  5. H.-Y. Hung, J.-S. Chen, C.-Y. Yeh et al., “Preoperative alkaline phosphatase elevation was associated with poor survival in colorectal cancer patients,” International Journal of Colorectal Disease, vol. 32, no. 12, pp. 1775–1778, 2017. View at: Publisher Site | Google Scholar
  6. T. Namikawa, N. Ishida, S. Tsuda et al., “Prognostic significance of serum alkaline phosphatase and lactate dehydrogenase levels in patients with unresectable advanced gastric cancer,” Gastric Cancer, vol. 22, no. 4, pp. 684–691, 2019. View at: Publisher Site | Google Scholar
  7. D. D. Stocken, A. B. Hassan, D. G. Altman et al., “Modelling prognostic factors in advanced pancreatic cancer,” British Journal of Cancer, vol. 99, no. 6, pp. 883–893, 2008. View at: Publisher Site | Google Scholar
  8. P. Jiménez-Fonseca, S. Krug, G. Tamagno et al., “Identifying prognostic factors for well-differentiated metastatic pancreatic neuroendocrine tumours: a retrospective international multicentre cohort study,” Neuroendocrinology, vol. 107, no. 4, pp. 315–323, 2018. View at: Publisher Site | Google Scholar
  9. E. Moujaess, M. Fakhoury, T. Assi et al., “The therapeutic use of human albumin in cancer patients’ management,” Critical Reviews in Oncology/Hematology, vol. 120, pp. 203–209, 2017. View at: Publisher Site | Google Scholar
  10. A. Artigas, J. Wernerman, V. Arroyo, J.-L. Vincent, and M. Levy, “Role of albumin in diseases associated with severe systemic inflammation: pathophysiologic and clinical evidence in sepsis and in decompensated cirrhosis,” Journal of Critical Care, vol. 33, pp. 62–70, 2016. View at: Publisher Site | Google Scholar
  11. S. Li, H. Xu, C. Wu et al., “Prognostic value of γ-glutamyltransferase-to-albumin ratio in patients with pancreatic ductal adenocarcinoma following radical surgery,” Cancer Medicine, vol. 8, no. 2, pp. 572–584, 2019. View at: Publisher Site | Google Scholar
  12. Y. Liang, W. Wang, Y. Que et al., “Prognostic value of the fibrinogen/albumin ratio (FAR) in patients with operable soft tissue sarcoma,” BMC Cancer, vol. 18, no. 1, p. 942, 2018. View at: Publisher Site | Google Scholar
  13. K. Kudou, H. Saeki, Y. Nakashima et al., “C-reactive protein/albumin ratio is a poor prognostic factor of esophagogastric junction and upper gastric cancer,” Journal of Gastroenterology and Hepatology, vol. 34, no. 2, pp. 355–363, 2019. View at: Publisher Site | Google Scholar
  14. P. Tan, N. Xie, J. Ai et al., “The prognostic significance of albumin-to-alkaline phosphatase ratio in upper tract urothelial carcinoma,” Scientific Report, vol. 8, no. 1, p. 12311, 2018. View at: Publisher Site | Google Scholar
  15. X. Cai, Z. Chen, J. Chen et al., “Albumin-to-alkaline phosphatase ratio as an independent prognostic factor for overall survival of advanced hepatocellular carcinoma patients without receiving standard anti-cancer therapies,” Journal of Cancer, vol. 9, no. 1, pp. 189–197, 2018. View at: Publisher Site | Google Scholar
  16. N. Pu, S. Gao, Y. Xu et al., “Alkaline phosphatase-to-albumin ratio as a prognostic indicator in pancreatic ductal adenocarcinoma after curative resection,” Journal of Cancer, vol. 8, no. 16, pp. 3362–3370, 2017. View at: Publisher Site | Google Scholar
  17. D. S. Klimstra, I. R. Modlin, D. Coppola, R. V. Lloyd, and S. Suster, “The pathologic classification of neuroendocrine tumors,” Pancreas, vol. 39, no. 6, pp. 707–712, 2010. View at: Publisher Site | Google Scholar
  18. M. Yang, Y. Zhang, L. Zeng et al., “Survivals of patients with surgically treated and high-grade pancreatic neuroendocrine carcinomas: a comparative study between two American Joint Committee on Cancer 8th tumor-node-metastasis staging systems,” European Journal of Surgical Oncology, vol. 45, no. 6, pp. 1054–1060, 2019. View at: Publisher Site | Google Scholar
  19. M. Nie, P. Sun, C. Chen et al., “Albumin-to-alkaline phosphatase ratio: a novel prognostic index of overall survival in cisplatin-based chemotherapy-treated patients with metastatic nasopharyngeal carcinoma,” Journal of Cancer, vol. 8, no. 5, pp. 809–815, 2017. View at: Publisher Site | Google Scholar
  20. Y. Zhou, Q. F. Yu, A. F. Peng, W. L. Tong, J. M. Liu, and Z. L. Liu, “The risk factors of bone metastases in patients with lung cancer,” Scientific Reports, vol. 7, no. 1, p. 8970, 2017. View at: Publisher Site | Google Scholar
  21. X. Li, B. Mortensen, C. Rushfeldt, and N.-E. Huseby, “Serum γ-glutamyltransferase and alkaline phosphatase during experimental liver metastases. Detection of tumour-specific isoforms and factors affecting their serum levels,” European Journal of Cancer, vol. 34, no. 12, pp. 1935–1940, 1998. View at: Publisher Site | Google Scholar
  22. Y.-J. Wu, Y. Wang, R. Qin et al., “Serum alkaline phosphatase predicts poor disease-free survival in patients receiving radical gastrectomy,” Medical Science Monitor, vol. 24, pp. 9073–9080, 2018. View at: Publisher Site | Google Scholar
  23. G. Li, J. Gao, Y.-L. Tao et al., “Increased pretreatment levels of serum LDH and ALP as poor prognostic factors for nasopharyngeal carcinoma,” Chinese Journal of Cancer, vol. 31, no. 4, pp. 197–206, 2012. View at: Publisher Site | Google Scholar
  24. E. E. Nilsson, S. D. Westfall, C. McDonald, T. Lison, I. Sadler-Riggleman, and M. K. Skinner, “An in vivo mouse reporter gene (human secreted alkaline phosphatase) model to monitor ovarian tumor growth and response to therapeutics,” Cancer Chemotherapy and Pharmacology, vol. 49, no. 2, pp. 93–100, 2002. View at: Publisher Site | Google Scholar
  25. M. Fairweather, R. Swanson, J. Wang et al., “Management of neuroendocrine tumor liver metastases: long-term outcomes and prognostic factors from a large prospective database,” Annals of Surgical Oncology, vol. 24, no. 8, pp. 2319–2325, 2017. View at: Publisher Site | Google Scholar
  26. D. Gupta and C. G. Lis, “Pretreatment serum albumin as a predictor of cancer survival: a systematic review of the epidemiological literature,” Nutrition Journal, vol. 9, no. 1, p. 69, 2010. View at: Publisher Site | Google Scholar
  27. R. Garcia-Martinez, F. Andreola, G. Mehta et al., “Immunomodulatory and antioxidant function of albumin stabilises the endothelium and improves survival in a rodent model of chronic liver failure,” Journal of Hepatology, vol. 62, no. 4, pp. 799–806, 2015. View at: Publisher Site | Google Scholar
  28. M. X. Li, Q. Y. Li, M. Xiao et al., “Survival comparison between primary hepatic neuroendocrine neoplasms and primary pancreatic neuroendocrine neoplasms and the analysis on prognosis-related factors,” Hepatobiliary & Pancreatic Diseases International, vol. 18, no. 6, pp. 538–545, 2019. View at: Publisher Site | Google Scholar

Copyright © 2020 Wentao Zhou et al. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

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