Skip to main content

Advertisement

Log in

Predictive value of circulating tumor cell counts during the treatment of cancer: interactions with the blood microenvironment

  • Original Article
  • Published:
International Journal of Clinical Oncology Aims and scope Submit manuscript

Abstract

Objective

This study aimed to evaluate the prognostic value of circulating tumor cell (CTC) in tumor patients during treatment.

Methods

This study retrospectively analyzed clinical data obtained from 174 cancer patients during treatment. The relationship between the CTC counts and clinicopathological variables was analyzed. A ROC curve was applied to determine the optimal cut-off values and assess the predictive ability of the prognostic indicators. The overall survival (OS) for different prognostic factors was calculated using the Kaplan–Meier method, and the difference between the survival curves was then compared using the log-rank test. Cox regression model was used to investigate the effect of independent factors on patients’ survival.

Results

The CTC-positive rate was positively correlated with the clinicopathological variables of TNM stage, tumor differentiation, serum CEA level, and ki-67%. In the differential analysis of hematological microenvironment parameters in CTC-positive and CTC-negative samples, the complete blood count, blood biological chemistry, tumor markers (CEA, CA19-9, CA72-4), and lymphocyte subpopulation were statistically significant. The results of the ROC curve analysis indicated that the serum CEA level was the best diagnostic indicator to discriminate the CTC count in tumor patients. Additionally, the results of the univariate and multivariate analyses of OS in relation to clinical variables revealed that the CTC counts were an independent prognostic factor for unfavorable OS.

Conclusion

The CTC counts in patients with tumors undergoing treatment were significantly correlated with hematological microenvironment parameters. The detection of CTCs may therefore be used as an indicator of tumor prognosis.

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
Fig. 6
Fig. 7
Fig. 8

Similar content being viewed by others

Data availability

The original contributions presented in the study are included in the article material. Further inquiries can be directed to the corresponding authors.

References

  1. Amantini C, Morelli MB, Nabissi M et al (2019) Expression profiling of circulating tumor cells in pancreatic ductal adenocarcinoma patients: biomarkers predicting overall survival. Front Oncol 9:874

    Article  PubMed  PubMed Central  Google Scholar 

  2. Guan Y, Xu F, Tian J et al (2020) Pathology of circulating tumor cells and the available capture tools (review). Oncol Rep 43(5):1355–1364

    CAS  PubMed  Google Scholar 

  3. Danese E, Montagnana M, Lippi G (2019) Circulating molecular biomarkers for screening or early diagnosis of colorectal cancer: which is ready for prime time? Ann Transl Med 7(21):610

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  4. Lim SH, Becker TM, Chua W et al (2014) Circulating tumour cells and the epithelial mesenchymal transition in colorectal cancer. J Clin Pathol 67(10):848–853

    Article  CAS  PubMed  Google Scholar 

  5. Yu M, Bardia A, Wittner BS et al (2013) Circulating breast tumor cells exhibit dynamic changes in epithelial and mesenchymal composition. Science 339(6119):580–584

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  6. Jayachandran J, Srinivasan H, Mani KP (2021) Molecular mechanism involved in epithelial to mesenchymal transition. Arch Biochem Biophys 710:108984

    Article  CAS  PubMed  Google Scholar 

  7. Guan Y, Xu F, Tian J et al (2021) The prognostic value of circulating tumour cells (CTCs) and CTC white blood cell clusters in patients with renal cell carcinoma. BMC Cancer 21(1):826

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  8. Cheaito KA, Bahmad HF, Hadadeh O et al (2019) EMT markers in locally-advanced prostate cancer: predicting recurrence? Front Oncol 9:131

    Article  PubMed  PubMed Central  Google Scholar 

  9. Xie X, Wang L, Wang X et al (2021) Evaluation of cell surface vimentin positive circulating tumor cells as a diagnostic biomarker for lung cancer. Front Oncol 11:672687

    Article  PubMed  PubMed Central  Google Scholar 

  10. Lee JS, Magbanua MJM, Park JW (2016) Circulating tumor cells in breast cancer: applications in personalized medicine. Breast Cancer Res Treat 160(3):411–424

    Article  CAS  PubMed  Google Scholar 

  11. Satelli A, Batth IS, Brownlee Z et al (2016) Potential role of nuclear PD-L1 expression in cell-surface vimentin positive circulating tumor cells as a prognostic marker in cancer patients. Sci Rep 6:28910

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  12. van Buuren S, Groothuis-Oudshoorn K (2011) mice: multivariate imputation by chained equations in R. J Stat Softw 45(3):1–67

    Article  Google Scholar 

  13. Hinz S, Hendricks A, Wittig A et al (2017) Detection of circulating tumor cells with CK20 RT-PCR is an independent negative prognostic marker in colon cancer patients—a prospective study. BMC Cancer 17(1):53

    Article  PubMed  PubMed Central  Google Scholar 

  14. Di Meo A, Bartlett J, Cheng Y et al (2017) Liquid biopsy: a step forward towards precision medicine in urologic malignancies. Mol Cancer 16(1):80

    Article  PubMed  PubMed Central  Google Scholar 

  15. Lianidou ES, Mavroudis D, Pantel K (2013) Advances in circulating tumor cells (ACTC): from basic research to clinical practice. Breast Cancer Res 15(6):319

    Article  PubMed  PubMed Central  Google Scholar 

  16. Huang X, Gao P, Song Y et al (2015) Meta-analysis of the prognostic value of circulating tumor cells detected with the cell search system in colorectal cancer. BMC Cancer 15:202

    Article  PubMed  PubMed Central  Google Scholar 

  17. Delgado-Ureña M, Ortega FG, de Miguel-Pérez D (2018) Circulating tumor cells criteria (CyCAR) versus standard RECIST criteria for treatment response assessment in metastatic colorectal cancer patients. J Transl Med 16(1):251

    Article  PubMed  PubMed Central  Google Scholar 

  18. Hattori M, Nakanishi H, Yoshimura M et al (2019) Circulating tumor cells detection in tumor draining vein of breast cancer patients. Sci Rep 9(1):18195

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  19. de Kruijff IE, Sieuwerts AM, Onstenk W et al (2019) Circulating tumor cell enumeration and characterization in metastatic castration-resistant prostate cancer patients treated with cabazitaxel. Cancers (Basel). https://doi.org/10.3390/cancers11081212

    Article  PubMed  Google Scholar 

  20. Huang X, Gao P, Song Y et al (2014) Relationship between circulating tumor cells and tumor response in colorectal cancer patients treated with chemotherapy: a meta-analysis. BMC Cancer 14:976

    Article  PubMed  PubMed Central  Google Scholar 

  21. Wallwiener M, Riethdorf S, Hartkopf AD et al (2014) Serial enumeration of circulating tumor cells predicts treatment response and prognosis in metastatic breast cancer: a prospective study in 393 patients. BMC Cancer 14:512

    Article  PubMed  PubMed Central  Google Scholar 

  22. Borowski DW, Banky B, Banerjee AK et al (2014) Intra-arterial methylene blue injection into ex vivo colorectal cancer specimens improves lymph node staging accuracy: a randomized controlled trial. Colorectal Dis 16(9):681–689

    Article  CAS  PubMed  Google Scholar 

  23. Patenaude A, Parker J, Karsan A (2010) Involvement of endothelial progenitor cells in tumor vascularization. Microvasc Res 79(3):217–223

    Article  CAS  PubMed  Google Scholar 

  24. Bidard FC, Huguet F, Louvet C et al (2013) Circulating tumor cells in locally advanced pancreatic adenocarcinoma: the ancillary CirCe 07 study to the LAP 07 trial. Ann Oncol 24(8):2057–2061

    Article  CAS  PubMed  Google Scholar 

  25. Gu T, Ren J, Hu Z et al (2022) A predictive model based on liquid biopsy for non-small cell lung cancer to assess patient’s prognosis: development and application. Tissue Cell 77:101854

    Article  PubMed  Google Scholar 

  26. Tsai WS, Chen JS, Shao HJ et al (2016) Circulating tumor cell count correlates with colorectal neoplasm progression and is a prognostic marker for distant metastasis in non-metastatic patients. Sci Rep 6:24517

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  27. Das A, Kunkel M, Joudeh J et al (2015) Clinico-pathological correlation of serial measurement of circulating tumor cells in 24 metastatic colorectal cancer patients receiving chemotherapy reveals interpatient heterogeneity correlated with CEA levels but independent of KRAS and BRAF mutation. Cancer Biol Ther 16(5):709–713

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  28. Ribeiro SM, Braga CB, Peria FM et al (2016) Effect of zinc supplementation on antioxidant defenses and oxidative stress markers in patients undergoing chemotherapy for colorectal cancer: a placebo-controlled, prospective randomized trial. Biol Trace Elem Res 169(1):8–16

    Article  CAS  PubMed  Google Scholar 

  29. Bahnassy AA, Salem SE, Mohanad M et al (2019) Prognostic significance of circulating tumor cells (CTCs) in Egyptian non-metastatic colorectal cancer patients: a comparative study for four different techniques of detection (flowcytometry, cell search, quantitative real-time PCR and cytomorphology). Exp Mol Pathol 106:90–101

    Article  CAS  PubMed  Google Scholar 

  30. Dizdar L, Fluegen G, Dalum G et al (2019) Detection of circulating tumor cells in colorectal cancer patients using the GILUPI cell collector: results from a prospective, single-center study. Mol Oncol 13(7):1548–1558

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  31. Li Y, Cheng X, Chen Z et al (2017) Circulating tumor cells in peripheral and pulmonary venous blood predict poor long-term survival in resected non-small cell lung cancer patients. Sci Rep 7(1):4971

    Article  PubMed  PubMed Central  Google Scholar 

  32. Pang S, Li H, Xu S et al (2021) Circulating tumour cells at baseline and late phase of treatment provide prognostic value in breast cancer. Sci Rep 11(1):13441

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  33. Zhang D, Zhao L, Zhou P et al (2017) Circulating tumor microemboli (CTM) and vimentin+ circulating tumor cells (CTCs) detected by a size-based platform predict worse prognosis in advanced colorectal cancer patients during chemotherapy. Cancer Cell Int 17:6

    Article  PubMed  PubMed Central  Google Scholar 

  34. Galizia G, Gemei M, Orditura M et al (2013) Postoperative detection of circulating tumor cells predicts tumor recurrence in colorectal cancer patients. J Gastrointest Surg 17(10):1809–1818

    Article  PubMed  Google Scholar 

Download references

Acknowledgements

None.

Funding

This work was supported by the National Natural Science Foundation of China (81872200, 31900558), the Hubei Provincial Youth Talents Program for Public Health (WSJKRC2022013), Wuhan Young and middle-aged medical backbone talents Training Project (WHQG201904), the Zhongnan Hospital of Wuhan University Science, Technology and Innovation Seed Fund (ZNPY2019002).

Author information

Authors and Affiliations

Authors

Contributions

Conceptualization: YP. Methodology: LY, XZ, GY and YP. Formal analysis: LY, XZ and YP. Investigation: YP, YL. Writing—original draft: LY. Writing—review and editing: YP. Supervision: YP and YL.

Corresponding authors

Correspondence to Yirong Li or Yunbao Pan.

Ethics declarations

Conflict of interest

The authors have no conflicts of interest to declare.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Information

Below is the link to the electronic supplementary material.

Supplementary file1 (DOCX 809 kb)

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Yang, L., Zeng, X., Yang, G. et al. Predictive value of circulating tumor cell counts during the treatment of cancer: interactions with the blood microenvironment. Int J Clin Oncol 28, 1011–1022 (2023). https://doi.org/10.1007/s10147-023-02355-5

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10147-023-02355-5

Keywords

Navigation