Skip to main content
Log in

Defining a Nomogram for Predicting Early Recurrence in Gastric Cancer Patients After Neoadjuvant Chemotherapy and Radical Gastrectomy

  • Original Article
  • Published:
Journal of Gastrointestinal Surgery Aims and scope

Abstract

Purpose

To define and predict early recurrence (ER) in patients with gastric cancer (GC) who underwent radical gastrectomy after neoadjuvant chemotherapy (NAC).

Methods

The present study included 573 patients who underwent NAC followed by curative resection for GC between January 2014 and December 2019. The patients were randomly divided into the training (n = 382) and validation (n = 191) cohorts in a 2:1 ratio. The optimal cut-off value of recurrence-free survival for defining ER was determined based on post-recurrence survival (PRS). Risk factors for ER were identified by logistic regression. A nomogram was further constructed and evaluated.

Results

The optimal cut-off value for defining ER was 12 months. Overall, 136 patients (23.7%) experienced ER and had significantly shorter median PRS (4 vs. 13 months, P < 0.001). In the training cohort, factors independently associated with ER included age (P = 0.026), Lauren classification (P < 0.001), preoperative carcinoembryonic antigen (P = 0.029), ypN staging (P < 0.001), major pathological regression (P = 0.004), and postoperative complications (P < 0.001). A nomogram integrating these factors exhibited higher predictive accuracy than the ypTNM stage alone in both the training and validation cohorts. Moreover, the nomogram enabled significant risk stratification in both cohorts; only the high-risk patients could benefit from adjuvant chemotherapy (ER rate: 53.9% vs. 85.7%, P = 0.007).

Conclusion

A nomogram involving preoperative factors can accurately predict the risk of ER and guide individualized treatment strategies for GC patients following NAC, which may assist in clinical decision-making.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5

Similar content being viewed by others

Data Availability

The datasets used during the current study are available from the corresponding author on reasonable request.

References

  1. Sung H, Ferlay J, Siegel RL, et al. Global Cancer Statistics 2020: GLOBOCAN Estimates of Incidence and Mortality Worldwide for 36 Cancers in 185 Countries. CA Cancer J Clin 2021; 71(3):209-249.

    Article  PubMed  Google Scholar 

  2. Zheng R, Zhang S, Zeng H, et al. Cancer incidence and mortality in China, 2016. J Natl Cancer Cent, 2022, 2(1):1-9.

    Article  Google Scholar 

  3. Smyth EC, Nilsson M, Grabsch HI, et al. Gastric cancer. Lancet 2020; 396(10251): 635-648.

    Article  CAS  PubMed  Google Scholar 

  4. Park SH, Sohn TS, Lee J, et al. Phase III Trial to Compare Adjuvant Chemotherapy With Capecitabine and Cisplatin Versus Concurrent Chemoradiotherapy in Gastric Cancer: Final Report of the Adjuvant Chemoradiotherapy in Stomach Tumors Trial, Including Survival and Subset Analyses. J Clin Oncol 2015; 33(28):3130-3136.

    Article  CAS  PubMed  Google Scholar 

  5. Noh SH, Park SR, Yang HK, et al. Adjuvant capecitabine plus oxaliplatin for gastric cancer after D2 gastrectomy (CLASSIC): 5-year follow-up of an open-label, randomised phase 3 trial. Lancet Oncol 2014; 15(12):1389-1396.

    Article  CAS  PubMed  Google Scholar 

  6. Sasako M, Sakuramoto S, Katai H, et al. Five-year outcomes of a randomized phase III trial comparing adjuvant chemotherapy with S-1 versus surgery alone in stage II or III gastric cancer. J Clin Oncol 2011; 29(33):4387-4393.

    Article  CAS  PubMed  Google Scholar 

  7. Xu BB, Lu J, Zheng ZF, et al. The predictive value of the preoperative C-reactive protein-albumin ratio for early recurrence and chemotherapy benefit in patients with gastric cancer after radical gastrectomy: using randomized phase III trial data. Gastric Cancer 2019; 22(5):1016-1028.

    Article  CAS  PubMed  Google Scholar 

  8. Cunningham D, Allum WH, Stenning SP, et al. Perioperative chemotherapy versus surgery alone for resectable gastroesophageal cancer. N Engl J Med 2006; 355(1):11-20.

    Article  CAS  PubMed  Google Scholar 

  9. Ychou M, Boige V, Pignon JP, et al. Perioperative chemotherapy compared with surgery alone for resectable gastroesophageal adenocarcinoma: an FNCLCC and FFCD multicenter phase III trial. J Clin Oncol 2011; 29(13):1715-1721.

    Article  CAS  PubMed  Google Scholar 

  10. Al-Batran SE, Homann N, Pauligk C, et al. Perioperative chemotherapy with fluorouracil plus leucovorin, oxaliplatin, and docetaxel versus fluorouracil or capecitabine plus cisplatin and epirubicin for locally advanced, resectable gastric or gastro-oesophageal junction adenocarcinoma (FLOT4): a randomised, phase 2/3 trial. Lancet 2019; 393(10184):1948-1957.

    Article  PubMed  Google Scholar 

  11. Zhang X, Liang H, Li Z, et al. Perioperative or postoperative adjuvant oxaliplatin with S-1 versus adjuvant oxaliplatin with capecitabine in patients with locally advanced gastric or gastro-oesophageal junction adenocarcinoma undergoing D2 gastrectomy (RESOLVE): an open-label, superiority and non-inferiority, phase 3 randomised controlled trial. Lancet Oncol 2021; 22(8):1081-1092.

    Article  CAS  PubMed  Google Scholar 

  12. Kang YK, Yook JH, Park YK, et al. PRODIGY: A Phase III Study of Neoadjuvant Docetaxel, Oxaliplatin, and S-1 Plus Surgery and Adjuvant S-1 Versus Surgery and Adjuvant S-1 for Resectable Advanced Gastric Cancer. J Clin Oncol 2021; 39(26):2903-2913.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  13. Hamai Y, Emi M, Ibuki Y, et al. Early Recurrence and Cancer Death After Trimodal Therapy for Esophageal Squamous Cell Carcinoma. Anticancer Res 2019; 39(3):1433-1440.

    Article  PubMed  Google Scholar 

  14. Yamauchi N, Matsuda T, Sawad R, et al. Clinical Significance of Early Recurrence After Curative Resection of Colorectal Cancer . Anticancer Res 2022; 42(11):5553-5559.

    Article  PubMed  Google Scholar 

  15. Imamura M, Nagayama M, Kyuno D, et al. Perioperative Predictors of Early Recurrence for Resectable and Borderline-Resectable Pancreatic Cancer. Cancers (Basel) 2021; 13(10):2285.

    Article  CAS  PubMed  Google Scholar 

  16. Chen Q, Zhang Y, Li X, et al. Nomogram Incorporating Preoperative Testing Markers for the prediction of Early Recurrence for Colorectal Liver Metastases with Neoadjuvant Chemotherapy followed by Hepatectomy. J Cancer 2022; 13(6):1758-1767.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  17. Zheng Z, Wang X, Huang Y, et al. Defining and predicting early recurrence in patients with locally advanced rectal cancer treated with neoadjuvant chemoradiotherapy. Eur J Surg Oncol 2020; 46(11):2057-2063.

    Article  PubMed  Google Scholar 

  18. Narayanan S, AlMasri S, Zenati M, et al. Predictors of early recurrence following neoadjuvant chemotherapy and surgical resection for localized pancreatic adenocarcinoma. J Surg Oncol 2021; 124(3):308-316.

    Article  PubMed  PubMed Central  Google Scholar 

  19. Wang FH, Zhang XT, Li YF, et al. The Chinese Society of Clinical Oncology (CSCO): Clinical guidelines for the diagnosis and treatment of gastric cancer, 2021. Cancer Commun (Lond) 2021; 41(8):747-795.

    Article  PubMed  Google Scholar 

  20. Japanese Gastric Cancer Association. Japanese gastric cancer treatment guidelines 2014 (ver. 4). Gastric Cancer 2017; 20(1):1–19.

  21. Li Z, Wang Y, Shan F, et al. ypTNM staging after neoadjuvant chemotherapy in the Chinese gastric cancer population: an evaluation on the prognostic value of the AJCC eighth edition cancer staging system. Gastric Cancer 2018; 21(6):977–987.

  22. Becker K, Langer R, Reim D, et al. Significance of histopathological tumor regression after neoadjuvant chemotherapy in gastric adenocarcinomas: a summary of 480 cases. Ann Surg 2011; 253(5):934-939.

    Article  PubMed  Google Scholar 

  23. Clavien PA, Barkun J, de Oliveira ML, et al. The Clavien-Dindo classification of surgical complications: five-year experience. Ann Surg 2009; 250(2):187-196.

    Article  PubMed  Google Scholar 

  24. Lee JH, Chang KK, Yoon C, et al. Lauren Histologic Type Is the Most Important Factor Associated With Pattern of Recurrence Following Resection of Gastric Adenocarcinoma. Ann Surg 2018; 267(1):105-113.

    Article  PubMed  Google Scholar 

  25. Lause B, Schumacher M. Maximally Selected Rank Statistics. Biometrics 1992; 48:73-85.

    Article  Google Scholar 

  26. Sawayama H, Iwatsuki M, Kuroda D, et al. The association of the lymph node ratio and serum carbohydrate antigen 19-9 with early recurrence after curative gastrectomy for gastric cancer. Surg Today 2018; 48(11):994-1003.

    Article  CAS  PubMed  Google Scholar 

  27. Kang WM, Meng QB, Yu JC, et al. Factors associated with early recurrence after curative surgery for gastric cancer. World J Gastroenterol 2015; 21(19):5934-5940.

    Article  PubMed  PubMed Central  Google Scholar 

  28. Spolverato G, Capelli G, Mari V, et al. Very Early Recurrence After Curative-Intent Surgery for Gastric Adenocarcinoma. Ann Surg Oncol 2022; 29(13):8653-8661.

    Article  PubMed  Google Scholar 

  29. Cheng L, Chen S, Wu W, et al. Gastric cancer in young patients: a separate entity with aggressive features and poor prognosis. J Cancer Res Clin Oncol 2020; 146(11):2937-2947.

    Article  CAS  PubMed  Google Scholar 

  30. Jagric T, Potrc S, Mis K, et al. CA19-9 serum levels predict micrometastases in patients with gastric cancer. Radiol Oncol 2016; 50(2):204-211.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  31. Agnes A, Biondi A, Laurino A, et al. A detailed analysis of the recurrence timing and pattern after curative surgery in patients undergoing neoadjuvant therapy or upfront surgery for gastric cancer. J Surg Oncol 2020; 122(2):293-305.

    Article  PubMed  Google Scholar 

  32. Nakauchi M, Vos E, Tang LH, et al. Outcomes of Neoadjuvant Chemotherapy for Clinical Stages 2 and 3 Gastric Cancer Patients: Analysis of Timing and Site of Recurrence. Ann Surg Oncol 2021; 28(9):4829-4838.

    Article  PubMed  PubMed Central  Google Scholar 

  33. Wang Y, Xu H, Hu C, et al. Prognostic value and clinicopathological correlation of the tumor regression grade in neoadjuvant chemotherapy for gastric adenocarcinoma: a retrospective cohort study. J Gastrointest Oncol 2022; 13(3):1046-1057.

    Article  PubMed  PubMed Central  Google Scholar 

  34. Lombardi PM, Mazzola M, Achilli P, et al. Prognostic value of pathological tumor regression grade in locally advanced gastric cancer: New perspectives from a single-center experience. J Surg Oncol 2021; 123(4):923-931.

    Article  PubMed  Google Scholar 

  35. Wang S, Xu L, Wang Q, et al. Postoperative complications and prognosis after radical gastrectomy for gastric cancer: a systematic review and meta-analysis of observational studies. World J Surg Oncol 2019; 17(1):52.

    Article  PubMed  PubMed Central  Google Scholar 

  36. Li J, Zhang Y, Hu DM, et al. Impact of postoperative complications on long-term outcomes of patients following surgery for gastric cancer: A systematic review and meta-analysis of 64 follow-up studies. Asian J Surg 2020; 43(7):719-729.

    Article  PubMed  Google Scholar 

  37. Zhou Y, Tian Z, Zeng J, et al. Effect of neoadjuvant treatment combined with radical gastrectomy on postoperative complications and prognosis of gastric cancer patients. Scand J Gastroenterol 2021; 56(11):1343-1348.

    Article  CAS  PubMed  Google Scholar 

  38. Shakhar G, Ben-Eliyahu S. Potential prophylactic measures against postoperative immunosuppression: could they reduce recurrence rates in oncological patients? Ann Surg Oncol 2003; 10(8):972-992.

    Article  PubMed  Google Scholar 

  39. van Putten M, Lemmens VEPP, van Laarhoven HWM, et al. Poor compliance with perioperative chemotherapy for resectable gastric cancer and its impact on survival. Eur J Surg Oncol 2019; 45(10):1926-1933.

    Article  PubMed  Google Scholar 

  40. Drake JA, Stiles ZE, Tsao MW, et al. Analysis of the Survival Impact of Postoperative Chemotherapy After Preoperative Chemotherapy and Resection for Gastric Cancer. Ann Surg Oncol 2021; 28(3):1417-1427.

    Article  PubMed  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Contributions

Liu G, Zhao L, and Liu M conceived of the study and designed the study; Liu M helped collect data; Liu G analyzed the data and wrote the manuscript. Zhao L helped revise the manuscript critically for important intellectual content. All authors read and approved the final manuscript.

Corresponding author

Correspondence to Guoqiang Liu.

Ethics declarations

Human and Animal Rights and Informed Consent

All procedures followed were in accordance with the ethical standards of the responsible committee on human experimentation (institutional and national) and with the Helsinki Declaration of 1964 and later versions. Written informed consent was obtained from all patients being included in the study.

Conflict of Interest

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

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Liu, G., Zhao, L. & Lv, M. Defining a Nomogram for Predicting Early Recurrence in Gastric Cancer Patients After Neoadjuvant Chemotherapy and Radical Gastrectomy. J Gastrointest Surg 27, 1766–1777 (2023). https://doi.org/10.1007/s11605-023-05697-7

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11605-023-05697-7

Keywords

Navigation