Abstract
The preoperative distinguishment of lymph nodes (LN) with metastasis plays a pivotal role in guiding the surgical extension for gastric cancer (GC). We aim to identify the preparative risk factors for LN metastasis in GC patients. We retrospectively reviewed 424 patients who underwent radical GC resection in our medical center between Jan 2011 and Dec 2018. Multivariate logistic regression was employed to identify risk factors for LN metastasis, while multivariate COX regression was utilized to evaluate prognostic factors. The median overall survival of patients with or without LN metastases was 31 and 58 months, respectively. In multivariate analysis, lower albumin (OR = 0.512; P = 0.004) and prealbumin (OR = 0.367, P = 0.001) and higher CEA (OR = 3.178, P < 0.001), CA199 (OR = 2.278, P = 0.002) and platelets (OR = 1.697, P = 0.017) were found to be significantly associated with LN metastasis. In survival analysis, older age (HR = 1.712), larger tumors (HR = 1.082), higher D-dimer (HR = 1.561) and CA199 (HR = 1.553), advanced staging (stage II, HR = 3.446; stage III-IV, HR = 11.089), lower prealbumin levels (lower level for reference, HR = 0.63), and absence of adjuvant chemotherapy (HR = 0.396) was discovered to be associated with poorer overall survival (all P < 0.05). In conclusion, our results demonstrated that preoperative prealbumin-bound tumor markers can effectively predict LN metastasis. Additionally, prealbumin was found to possess prognostic value as well.
Similar content being viewed by others
Introduction
Although global morbidity and mortality have declined over the past few decades, gastric cancer (GC) remains the fifth most commonly diagnosed disease and the fourth leading cause of cancer-related death1. 679,100 new cases of gastric cancer are diagnosed in China every year2.
The decision to require perioperative chemotherapy is primarily based on TNM staging. Given that preoperative clinical TNM staging is primarily determined by imaging methods with limited sensitivity3, it would be beneficial to use available laboratory biomarkers to assess preoperative LN involvement. Malnutrition is common in cancer patients and is associated with a patient’s response to chemotherapy. Nutritional assessment in patients with cancer may improve patient quality of life4. As a nutritional marker, albumin has been reported to be implicated in lymph node metastasis5,6. Prealbumin is the earliest laboratory indicator of nutritional status and has emerged as the preferred marker for malnutrition7. However, evidence regarding the relationship of prealbumin and LN metastasis is very limited. Our study retrospectively sought to evaluate the predictive role of common blood markers especially albumin and prealbumin in lymph node metastasis and their respective prognostic value.
Results
Clinicopathological features of patients
A total of 424 patients were enrolled in the present study, of which 311 (73.3%) were males and 113 (26.7%) were females. The number of patients with LN negative and LN positive (N1, 71; N2, 69; N3, 105) was 179 and 245, respectively. Patient characteristics, grouped according to LN metastasis status, are presented in Table 1. It was found that LN metastasis occurred more frequently in patients with larger tumor size (P < 0.001), advanced TNM stage (P < 0.001), poor differentiation (P = 0.008), positive cancer embolus (P < 0.001), and total GC distribution (P < 0.001). Furthermore, patients with LN metastasis demonstrated significantly higher levels of FIB (P = 0.015), D-dimer (P = 0.001), FDP (P < 0.001), CEA (P < 0.001), CA199 (P = 0.02), and platelets (P = 0.049), as well as significantly lower levels of albumin (P = 0.001), prealbumin (P = 0.001), and hemoglobin (P = 0.03) (Table 1).
Risk factors for LN metastasis
The cutoff values for CEA, CA199, albumin, prealbumin, FIB, D-dimer, FDP, hemoglobin, platelets, leukocytes, lymphocytes, monocytes, and neutrophils were 4.42 ng/mL, 19.07 U/mL, 39.75 g/L, 159.1 mg/L, 3.78 g/L, 0.965 mg/L, 0.65 mg/L, 113.5 g/L, 188.5 10^9/L, 4.915 10^9/L, 1.745 10^9/L, 0.366 10^9/L, and 3.12 10^9/L, respectively.
Univariate logistic regression analysis showed that lower levels of albumin, prealbumin, and hemoglobin, as well as higher levels of FIB, D-dimer, CEA, CA199, white blood cell (WBC) count, neutrophils, monocytes, and platelets, were identified as risk factors for LN metastasis.
In multivariate logistic regression analysis, higher levels of CEA (odds ratio [OR]: 3.718, 95% confidence interval [CI]: 2.077–6.657), CA199 (OR: 2.278, 95% CI: 1.352–3.838), and platelets (OR: 1.697, 95% CI: 1.098–2.624) were found to be independent risk factors for LN metastasis. Conversely, higher levels of albumin (OR: 0.512, 95% CI: 0.327–0.803) and prealbumin (OR: 0.367, 95% CI: 0.202–0.667) were associated with a lower risk of LN metastasis (Table 2). Using the N0 stage as a control, we performed multiple logistic regression analysis of the above independent risk factors. It was found that lower levels of prealbumin were associated with an increased risk of N1 (OR: 2.674, 95% CI: 1.273–5.617), N2 (OR: 2.852, 95% CI: 1.341–6.064), and N3 (OR: 2.675, 95% CI: 1.342–5.336) stage compared with elevated levels, while platelets were not significantly associated with any three stages (Table 3).
To evaluate lymph node metastasis more efficiently, we conducted a combined ROC curve analysis. The analysis, which combined CEA and CA199 (referred to as Combined P1), yielded an area under the curve (AUC) of 0.664, a sensitivity of 0.531, and a specificity of 0.765. Additionally, the ROC analysis that combined CEA, CA199, albumin, prealbumin, and platelets (referred to as Combined P2), indicated an AUC of 0.736, a sensitivity of 0.59, and a specificity of 0.803 (Fig. 1a). Importantly, according to Table 4, the diagnostic efficacy of Combined P2 was significantly higher than that of Combined P1 (P < 0.001).
Independent prognostic factor for OS and DFS
The Kaplan–Meier survival curves revealed that patients with high prealbumin had significantly longer overall survival (OS) and disease-free survival (DFS) compared to those with low prealbumin levels (Fig. 1b-c). Furthermore, the univariate analysis demonstrated that older age, larger tumor size, TNM stage II and TNM stage III, positive tumor thrombus, proximal and total gastric cancer, higher levels of fibrinogen, D-dimer, FDP, CEA, CA199, neutrophils, and monocytes were identified as poor prognostic factors. Conversely, higher levels of albumin, prealbumin, hemoglobin, and the receipt of adjuvant chemotherapy were associated with prolonged survival.
Multivariate COX regression analysis identified age ≥ 60 years as a significant risk factor for overall survival (OS) (Hazard ratio (HR): 1.712, 95% confidence interval (CI): 1.197–2.4, P = 0.003). Additionally, larger tumor size (HR: 1.082, 95% CI: 1.023–1.1, P = 0.006), advanced TNM stage (TNM stage II, HR: 3.446, 95% CI: 1.323–8.9, P = 0.011; TNM stage III-IV, HR: 11.089, 95% CI: 5.039–24.405, P < 0.001), total gastric cancer (GC) (HR: 1.695, 95% CI: 1.086–2.644, P = 0.02), higher D-dimer (HR: 1.561, 95% CI: 1.071–2.276, P = 0.021), and higher CA199 (HR: 1.553, 95% CI: 1.09–2.214, P = 0.015) were also identified as independent risk factors for OS. Conversely, higher levels of prealbumin (HR: 0.63, 95% CI: 0.433–0.918, P = 0.016) and utilization of adjuvant chemotherapy (HR: 0.396, 95% CI: 0.26–0.603, P < 0.001) were found to be independent protective factors (Table 5). Moreover, we further confirmed the independent prognostic effect of prealbumin on disease-free survival (DFS) (HR: 0.653, 95% CI: 0.452–0.944, P = 0.023), as well as age, tumor size, TNM stage, tumor location, D-dimer, and CEA (Table 6).
Discussion
Our current study demonstrates the significance of albumin, prealbumin and platelets in preoperative peripheral blood for LN metastasis in GC. The ROC curve indicated that the utility of albumin, prealbumin and platelets as predictive markers for LN metastasis in GC was comparable to that of traditional GC markers, namely CEA and CA199. The combined application of these indicators improves the efficacy for predicting LN metastasis. Prealbumin was also an independent factor for patient survival in all analyzed blood parameters, as were as D-dimer and GC markers.
Neoadjuvant chemotherapy has shown a survival benefit relative to surgery alone8, and the possibility of LN metastasis is a key consideration for such treatment. Neoadjuvant chemotherapy is recommended for patients with lymph node metastases in Japan9. It has been reported that neoadjuvant chemotherapy can effectively control LN metastasis in GC, thereby reducing tumor N stage and increasing complete resection10. Therefore, preoperative assessment of LN status provides a reference for choosing a reasonable treatment plan for patients.
Tumor markers are commonly used to predict prognosis, monitor a positive course, and detect recurrence11,12. As traditional tumor markers, CEA and CA199 may help detect positive lymph nodes13,14. In our current study, we assessed the predictive value of preoperative peripheral blood-derived clinical routine laboratory biomarkers for LN metastasis. Our data showed that the LN metastasis group had significantly elevated CEA and CA199. Multivariate regression analysis showed their clinical significance for predicting LN metastasis. Previous studies reported that CEA, CA199, CA724 and CA242 were all associated with LN metastasis, and their combination could improve diagnostic efficacy15. This is consistent with our conclusions, although we only analyzed CEA and CA199 without consideration of CA724 and other GC markers.
In addition to the aforementioned tumor markers, we also found that platelets and nutritional markers (albumin and prealbumin) may independently predict LN involvement. In fact, studies have reported that platelet count may be a reliable biomarker of lymph node metastasis likelihood16,17. Not only that, platelet-derived markers such as platelet-lymphocyte ratio are also useful biomarkers for predicting LN metastasis18. Platelets promote cell proliferation, angiogenesis, and epithelial-mesenchymal transition, and protect tumor cells from immune system attack by interacting with tumor cells to form microthrombi19,20. Therefore, the correlation between platelets and LN metastasis is reasonable. Accumulating evidence suggests that tumor-associated inflammation is tumor-promoting21. In our study, we mainly focused on the role of a single blood marker and therefore did not consider various derived markers of systemic inflammation. Although we did not find an independent predictive role of inflammatory cells and lymphocytes on LN metastasis, platelets showed an advantage. By interacting with inflammatory cells and lymphocytes, platelets are important coordinators of inflammation as well as immune responses22.
Prealbumin, also known as transthyretin, has a shorter half-life than albumin, only 2–3 days, and its levels are mainly affected by liver function and inflammation23. Notably, we found that both albumin and prealbumin were independent predictors of LN metastasis. It has been identified that perioperative prealbumin might be useful in predicting postoperative early recurrence of lung cancer and short-term postoperative outcomes after gastrectomy24,25. Although there are few studies on the assessment of LN metastasis by albumin or prealbumin, the combination of prealbumin and inflammatory response index has been implicated in metastasis in GC patients26. A study demonstrates the predictive value of platelet-to-albumin ratio for LN metastasis5. Given that both platelets and albumin are independent predictors of LN metastasis, our results are consistent with this report. In our study, we did not analyze the clinical significance of the variables calculated from peripheral blood parameters, and it is not difficult to infer that the ratio of platelets to albumin or the ratio of platelets to prealbumin would have a higher predictive value for LN metastasis. In order to more effectively assess the status of LN metastasis, we performed a combined ROC analysis and found that combining CEA, CA199, platelets, albumin, and prealbumin significantly improved the predictive power for LN metastasis compared to combining CEA and CA199 alone. This inspires clinicians that low prealbumin levels before treatment can not only guide nutritional support, but also reflect the status of LN metastasis. The risk of LN metastasis can be further evaluated according to the preoperative blood index in patients with N0 who have not been proved by imaging methods.
GC patients are often accompanied by elevated coagulation markers, such as fibrinogen and D-dimer. In fact, crosstalk between coagulation and inflammation makes them mutually reinforcing and is closely related to tumor progression and prognosis27. Studies have shown that preoperative plasma fibrinogen is associated with LN metastasis. Although computed tomography (CT) was more valuable in predicting lymph node metastases, CT could not predict lymph node metastases in 20.6% of patients, and 53.8% of them had plasma fibrinogen above the cutoff value28. The predictive value of D-dimer for LN metastasis has also been reported29. However, multivariate logistic regression showed that coagulation related markers were not independent risk factors for LN metastasis. Our current study did not compare the predictive power between blood parameters and CT, but the combination of CT and pre-treatment blood parameters can provide evidence for evaluating LN metastasis and then formulating treatment strategies.
Nutrition-related indicators are most used to guide perioperative nutritional support and evaluate the prognosis of tumor patients30,31. Prealbumin is more sensitive to changes in protein-energy status than albumin, therefore more suitable for nutritional monitoring32. In terms of survival of patients, albumin and prealbumin are well known as prognostic factors. But few studies compare prognostic superiority of albumin and prealbumin. After our analysis, we found that prealbumin, but not albumin, was an independent risk factor for OS and DFS in GC. Among other preoperative blood parameters, tumor markers (CA199 for OS and CEA for DFS) and D-dimer were independently associated with gastric cancer prognosis, which is consistent with previous studies.
This study has some limitations. First, it is a retrospective study with a small sample size. Second, we only focus on a subset of peripheral blood indicators before treatment, such as inflammatory status through blood cells. However, other indicators of this status, such as C-reactive protein, were not included in the analysis. Similarly, among gastric cancer markers, we only analyzed CEA and CA199. Third, we only considered the individual effects of each index, and did not analyze other markers calculated by these factors, such as NLR, SII, etc. However, we performed a joint ROC analysis by multivariate logistic regression. Fourth, as an effective method for detecting lymph node metastasis, imaging methods have not been compared with those of peripheral blood in their diagnostic performance.
Conclusions
In conclusion, preoperative prealbumin-bound tumor markers can effectively predict LN metastasis in GC. Additionally, prealbumin was found to possess prognostic value as well.
Methods
We retrospectively enrolled 424 patients with GC who underwent radical resection in the Department of Oncology, First Affiliated Hospital of Xi’an Jiaotong University from January 2011 to December 2018. All patients had undergone their initial diagnosis and had not received preoperative chemoradiotherapy. Patients were followed up by telephone, and the last follow-up was in December 2020. All patients underwent radical surgery (open or laparoscopic), and pathological staging was assessed according to the eighth edition of the American Joint Cancer Society (AJCC) tumor-node-metastases (TNM) classification. The involvement of LN was confirmed through a postoperative pathological examination. The patient’s overall/disease-free survival was defined as the time from the date of surgery to the patient’s death/relapse or last follow-up. Pretreatment laboratory measurements include whole blood cells, tumor markers (CEA, CA199), coagulation markers (fibrinogen, D-dimer and fibrin degradation products [FDP]), albumin and prealbumin. This study was performed in line with the principles of the Declaration of Helsinki. Approval was granted by the Ethics Committee of First Affiliated Hospital of Xi’an Jiaotong University (2015-046/8150826). Informed consent was obtained from all subjects and/or their legal guardian(s).
Statistical analysis
Normally distributed continuous variables were expressed as means and standard deviations, and then compared using the student’s t-test. Non-normally distributed continuous variables were expressed as means and interquartile ranges, and compared using the log-rank test. Categorical variables were expressed as numbers and percentages, and were compared using the Chi-square and Fisher’s exact tests. The cutoff values for laboratory parameters were obtained from ROC curves for LN metastasis. The optimal cutoff value was determined at the maximun of the Youden Index. Multivariate logistic regression analysis was utilized to identify the risk factors for LN metastasis. A combined ROC curve analysis was conducted based on the predicted probabilities acquired through multivariate logistic regression. The diagnostic efficacy of ROC curves was compared using DeLong’s test. Univariate and multivariate Cox regression analyses were employed to identify independent prognostic factors for GC. Kaplan–Meier survival curves and log-rank tests were applied to compare the survival rates between different variable groups.
Statistical analysis and plotting were conducted using IBM SPSS Statistics software (version 20.0, RRID:SCR_016479). DeLong’s test was performed using MedCalc (version 19.4.1, RRID:SCR_015044). A two-sided P-value of less than 0.05 was considered statistically significant.
Data availability
The datasets generated during and/or analysed during the current study are available from the corresponding author on reasonable request.
References
Sung, H. et al. Global cancer statistics 2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J. Clin. 71(3), 209–249 (2021).
Chen, W. et al. Cancer statistics in China, 2015. CA Cancer J. Clin. 66(2), 115–132 (2016).
Delpech, Y. & Barranger, E. Management of lymph nodes in endometrioid uterine cancer. Curr. Opin. Oncol. 22(5), 487–491 (2010).
Esfahani, A. et al. Nutritional assessment of patients with acute leukemia during induction chemotherapy: Association with hospital outcomes. Leuk. Lymphoma 55(8), 1743–1750 (2014).
Huang, C., Xia, Y., Xiao, L., Huang, J. & Zhu, Z. Combining the platelet-to-albumin ratio with serum and pathologic variables to establish a risk assessment model for lymph node metastasis of gastric cancer. J. biol Regul. Homeost. Agents 35(2), 811–817 (2021).
Li, X. et al. Risk factors for lymph node metastasis in gastric neuroendocrine tumor: A retrospective study. BMC Surg. 21(1), 174 (2021).
Beck, F. & Rosenthal, T. Prealbumin: A marker for nutritional evaluation. Am. Fam. Physician 65(8), 1575–1578 (2002).
Schirren, R., Reim, D. & Novotny, A. R. Adjuvant and/or neoadjuvant therapy for gastric cancer? A perspective review. Ther. Adv. Med. Oncol. 7(1), 39–48 (2015).
Ando, N. et al. A randomized trial comparing postoperative adjuvant chemotherapy with cisplatin and 5-fluorouracil versus preoperative chemotherapy for localized advanced squamous cell carcinoma of the thoracic esophagus (JCOG9907)[J]. Ann. Surg. Oncol. 19(1), 68–74 (2012).
Dong, S., Yu, J. R., Zhang, Q. & Liu, X. S. Neoadjuvant chemotherapy in controlling lymph node metastasis for locally advanced gastric cancer in a Chinese population. J. Chemother. 28(1), 59–64 (2016).
Feng, F. et al. Diagnostic and prognostic value of CEA, CA19-9, AFP and CA125 for early gastric cancer[J]. BMC Cancer 17(1), 737 (2017).
Xu, W. Y. et al. Prognostic significance of combined preoperative fibrinogen and CA199 in gallbladder cancer patients. World J. Gastroenterol. 24(13), 1451–1463 (2018).
Wang, K. et al. The significance of preoperative serum carcinoembryonic antigen levels in the prediction of lymph node metastasis and prognosis in locally advanced gastric cancer: A retrospective analysis. BMC Gastroenterol. 20(1), 100 (2020).
Ye, L. et al. Combining serum calcitonin, carcinoembryonic antigen, and neuron-specific enolase to predict lateral lymph node metastasis in medullary thyroid carcinoma. J. Clin. Lab. Anal. 34(7), e23278 (2020).
Li, F. et al. The correlation between pre-operative serum tumor markers and lymph node metastasis in gastric cancer patients undergoing curative treatment. Biomarkers 18(7), 632–637 (2013).
Qu, C. H. et al. Platelet count is associated with the rate of lymph node metastasis in lung adenocarcinoma. Cancer Manag. Res. 12, 9765–9774 (2020).
Liu, H. B. et al. Preoperative platelet count in predicting lymph node metastasis and prognosis in patients with non-small cell lung cancer. Neoplasma 60(2), 203–208 (2013).
Pang, W. et al. Combination of preoperative platelet/lymphocyte and neutrophil/lymphocyte rates and tumor-related factors to predict lymph node metastasis in patients with gastric cancer. Eur. J. Gastroenterol. Hepatol. 28(5), 493–502 (2016).
Bambace, N. M. & Holmes, C. E. The platelet contribution to cancer progression. J. Thromb. Haemost. 9(2), 237–249 (2011).
Geranpayehvaghei, M. et al. Cancer-associated-platelet-inspired nanomedicines for cancer therapy. Wiley Interdiscip. Rev. Nanomed. Nanobiotechnol. 13(5), e1702 (2021).
Diakos, C. I., Charles, K. A., McMillan, D. C. & Clarke, S. J. Cancer-related inflammation and treatment effectiveness. Lancet Oncol. 15(11), e493–e503 (2014).
Thomas, M. R. & Storey, R. F. The role of platelets in inflammation. Thromb. Haemost. 114(3), 449–458 (2015).
Li, B. et al. Impact of early enteral and parenteral nutrition on prealbumin and high-sensitivity C-reactive protein after gastric surgery. Genet. Mol. Res. 14(2), 7130–7135 (2015).
Kawai, H. & Ota, H. Low perioperative serum prealbumin predicts early recurrence after curative pulmonary resection for non-small-cell lung cancer. World J. Surg. 36(12), 2853–2857 (2012).
Zhou, J. et al. Role of prealbumin as a powerful and simple index for predicting postoperative complications after gastric cancer surgery. Ann. Surg. Oncol. 24(2), 510–517 (2017).
Esfahani, A. et al. Prealbumin/CRP based prognostic score, a new tool for predicting metastasis in patients with inoperable gastric cancer. Gastroenterol. Res. Pract. 2016, 4686189 (2016).
Cantrell, R. & Palumbo, J. S. The thrombin–inflammation axis in cancer progression. Thromb. Res. 191, S117–S122 (2020).
Wakatsuki, K. et al. Preoperative plasma fibrinogen is associated with lymph node metastasis and predicts prognosis in resectable esophageal cancer. World J. Surg. 41(8), 2068–2077 (2017).
Gao, X. L., Wang, S. S., Cao, D. B. & Liu, W. The role of plasma D-dimer levels for predicting lymph node and mediastinal lymph node involvement in non-small cell lung cancer. Clin. Respir. J. 12(6), 2151–2156 (2018).
Jia, R. R. et al. Correlation between serum prealbumin and prognosis of patients with hepatocellular carcinoma after hepatectomy. J. Surg. Oncol. 119(6), 794–800 (2019).
Qiao, W. et al. Prognostic value of prealbumin in liver cancer: A systematic review and meta-analysis. Nutr. Cancer 72(6), 909–916 (2020).
Ingenbleek, Y. & Young, V. Significance of transthyretin in protein metabolism. Clin. Chem. Lab. Med. 40(12), 1281–1291 (2002).
Funding
The authors declare that no funds, grants, or other support were received during the preparation of this manuscript.
Author information
Authors and Affiliations
Contributions
All authors contributed to the study conception and design. Material preparation, data collection and analysis were performed by WDF, WYX, DL and ZX. The first draft of the manuscript was written by WDF and all authors commented on previous versions of the manuscript. All authors read and approved the final manuscript.
Corresponding author
Ethics declarations
Competing interests
The authors declare no competing interests.
Additional information
Publisher's note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
About this article
Cite this article
Wang, D., Wang, Y., Dong, L. et al. Preoperatively predicting the lymph node metastasis and prognosis for gastric cancer patients. Sci Rep 14, 11213 (2024). https://doi.org/10.1038/s41598-024-61671-6
Received:
Accepted:
Published:
DOI: https://doi.org/10.1038/s41598-024-61671-6
Comments
By submitting a comment you agree to abide by our Terms and Community Guidelines. If you find something abusive or that does not comply with our terms or guidelines please flag it as inappropriate.