Skip to main content

Advertisement

Log in

A clinical prediction model for the presence of brain metastases from colorectal cancer

  • Research
  • Published:
International Journal of Colorectal Disease Aims and scope Submit manuscript

Abstract

Background

We conducted this study to explore clinicopathological profiles of brain metastases (BM) and establish a clinical prediction model that predicts the presence of BM in colorectal cancer (CRC) patients.

Methods

Patients with initially diagnosed CRC were reviewed between the year 2010 and 2015. Multiple imputations are used for handling missing values. Prognostic factors were identified by the univariate and multivariate Cox regression model. Univariate and multivariate logistic regression was used to identify the predictive factors for the presence of BM. A nomogram was constructed based on statistically significant risk factors of the presence of BM. The decision curve analysis (DCA) was used to assess the clinical usefulness and net benefits of the nomogram for the presence of BM.

Results

Four hundred ninety-five patients with brain metastasis at the initial diagnosis were identified, representing 0.24% of the whole cohort and 0.91% of the metastatic cohort. Multivariable logistic regression demonstrated that young age, positive CEA, adenocarcinoma, lower differentiated grade, presence of liver metastases, presence of lung metastases, and presence of bone metastases were significantly associated with higher risk of developing BM. The decision curve analysis inform clinical decisions were better than a scenario in which all patients or no patients are screened across a wide range of threshold at ≥ 0.027%.

Conclusions

The risk estimates provided by the nomogram can be extremely useful for earlier diagnosis, especially when discussing screening strategy among high-risk patients.

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

Similar content being viewed by others

Data availability

I declare the data from this study are available.

References

  1. Bray F, Ferlay J, Soerjomataram I, Siegel RL, Torre LA, Jemal A (2018) Global cancer statistics, GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin 68(2018):394–424

    Article  Google Scholar 

  2. Magni E, Santoro L, Ravenda PS, Leonardi MC, Bonomo G, Monfardini L, Nolè F, Zampino MG (2014) Brain metastases from colorectal cancer: main clinical factors conditioning outcome. Int J Colorectal Dis 29:201–208

    Article  Google Scholar 

  3. Wroński M, Arbit E (1999) Resection of brain metastases from colorectal carcinoma in 73 patients. Cancer 85:1677–1685

    Article  Google Scholar 

  4. Jung M, Ahn JB, Chang JH, Suh CO, Hong S, Roh JK, Shin SJ, Rha SY (2011) Brain metastases from colorectal carcinoma: prognostic factors and outcome. J Neurooncol 101:49–55

    Article  Google Scholar 

  5. Christensen T-D, Spindler K-LG, Palshof JA, Nielsen DL (2016) Systematic review: brain metastases from colorectal cancer—incidence and patient characteristics. BMC Cancer 16

  6. Hallet J, Sa Cunha A, Adam R, Goere D, Bachellier P, Azoulay D, Ayav A, Gregoire E, Navarro F, Pessaux P, A.F.d.C. French Colorectal Liver Metastases Working Group (2016) Factors influencing recurrence following initial hepatectomy for colorectal liver metastases. British J Surg 103:1366–1376

  7. Ferrand F, Malka D, Bourredjem A, Allonier C, Bouche O, Louafi S, Boige V, Mousseau M, Raoul J, Bedenne L (2013) Impact of primary tumour resection on survival of patients with colorectal cancer and synchronous metastases treated by chemotherapy: results from the multicenter, randomised trial Fédération Francophone de Cancérologie Digestive 9601. Eur J Cancer 49:90–97

    Article  CAS  Google Scholar 

  8. Gayowski TJ, Iwatsuki S, Madariaga JR, Selby R, Todo S, Irish W, Starzl TE (1994) Experience in hepatic resection for metastatic colorectal cancer: analysis of clinical and pathologic risk factors. Surgery 116:703

    CAS  Google Scholar 

  9. Kruser TJ, Chao ST, Elson P, Barnett GH, Vogelbaum MA, Angelov L, Weil RJ, Pelley R, Suh JH (2008) Multidisciplinary management of colorectal brain metastases. Cancer 113:158–165

    Article  Google Scholar 

  10. Jiang XB, Yang QY, Sai K, Zhang XH, Chen ZP, Mou YG (2011) Brain metastases from colorectal carcinoma: a description of 60 cases in a single Chinese cancer center. Tumour Biol 32:1249–1256

    Article  CAS  Google Scholar 

  11. Kruser TJ, Chao ST, Elson P, Barnett GH, Vogelbaum MA, Angelov L, Weil RJ, Pelley R, Suh JH (2008) Multidisciplinary management of colorectal brain metastases: a retrospective study. Cancer 113:158–165

    Article  Google Scholar 

  12. Tan WS, Ho KS, Eu KW (2009) Brain metastases in colorectal cancers. World J Surg 33:817–821

    Article  Google Scholar 

  13. Damiens K, Ayoub JP, Lemieux B, Aubin F, Saliba W, Campeau MP, Tehfe M (2012) Clinical features and course of brain metastases in colorectal cancer: an experience from a single institution. Curr Oncol 19:254–258

    Article  CAS  Google Scholar 

  14. Mege D, Ouaissi M, Fuks D, Metellus P, Peltier J, Dufour H, Regimbeau J-M, Dahan L, Sielezneff I, Sastre B (2013) Patients with brain metastases from colorectal cancer are not condemned. Anticancer Res 33:5645–5648

    Google Scholar 

  15. Nozawa H, Ishihara S, Kawai K, Sasaki K, Murono K, Otani K, Nishikawa T, Tanaka T, Kiyomatsu T, Hata K, Watanabe T (2017) Brain metastasis from colorectal cancer: predictors and treatment outcomes. Oncology 93(5):309–314

  16. Sundermeyer ML, Meropol NJ, Rogatko A, Wang H, Cohen SJ (2005) Changing patterns of bone and brain metastases in patients with colorectal cancer. Clin Colorectal Cancer 5:108–113

    Article  Google Scholar 

  17. Hugen N, van de Velde CJ, de Wilt JH, Nagtegaal ID (2014) Metastatic pattern in colorectal cancer is strongly influenced by histological subtype. Ann Oncol 25:651–657

    Article  CAS  Google Scholar 

  18. Higashiyama M, Kodama K, Higaki N, Takami K, Murata K, Kameyama M, Yokouchi H (2003) Surgery for pulmonary metastases from colorectal cancer: the importance of prethoracotomy serum carcinoembryonic antigen as an indicator of prognosis, The Japanese journal of thoracic and cardiovascular surgery: official publication of the Japanese Association for Thoracic Surgery = Nihon Kyobu Geka Gakkai zasshi, 51:289–296

  19. Christensen TD, Palshof JA, Larsen FO, Hogdall E, Poulsen TS, Pfeiffer P, Jensen BV, Yilmaz MK, Christensen IJ, Nielsen D (2017) Risk factors for brain metastases in patients with metastatic colorectal cancer. Acta Oncol 56:639–645

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Contributions

Xiaoqin Ge and Dan Li wrote the main manuscript text, and Xiaoxian Ye and Ruishuang Ma prepared figures. Ying Yuan designed the research and revised the manuscript. All authors reviewed the manuscript.

Corresponding author

Correspondence to Ying Yuan.

Ethics declarations

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.

Appendix

Appendix

Table 4 Point assignment and predictive scores in the nomogram
Fig. 5
figure 5

Calibration curve for estimating the predictive accuracy for brain metastases of the nomogram

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

Ge, X., Li, D., Ye, X. et al. A clinical prediction model for the presence of brain metastases from colorectal cancer. Int J Colorectal Dis 37, 2469–2480 (2022). https://doi.org/10.1007/s00384-022-04289-2

Download citation

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00384-022-04289-2

Keywords

Navigation