Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2021 May 8;21(1):524.
doi: 10.1186/s12885-021-08250-4.

A nomogram predicting overall survival in patients with non-metastatic pancreatic head adenocarcinoma after surgery: a population-based study

Affiliations

A nomogram predicting overall survival in patients with non-metastatic pancreatic head adenocarcinoma after surgery: a population-based study

Wenbo Zou et al. BMC Cancer. .

Abstract

Background: Pancreatic head adenocarcinoma (PHAC), a malignant tumour, has a very poor prognosis, and the existing prognostic tools lack good predictive power. This study aimed to develop a better nomogram to predict overall survival after resection of non-metastatic PHAC.

Methods: Patients with non-metastatic PHAC were collected from the Surveillance, Epidemiology, and End Results (SEER) database and divided randomly into training and validation cohorts at a ratio of 7:3. Cox regression analysis was used to screen prognostic factors and construct the nomogram. Net reclassification improvement (NRI) and integrated discrimination improvement (IDI) were calculated to evaluate the performance of the model. The predictive accuracy and clinical benefits of the nomogram were validated using the area under the curve (AUC), calibration curves, and decision curve analysis (DCA).

Results: From 2010 to 2016, 6419 patients with non-metastatic PHAC who underwent surgery were collected from the SEER database. A model including T stage, N stage, grade, radiotherapy, and chemotherapy was constructed. The concordance index of the nomogram was 0.676, and the AUCs of the model assessing survival at multiple timepoints within 60 months were significantly higher than those of the American Joint Committee on Cancer (AJCC) 8th staging system in the training cohort. Calibration curves showed that the nomogram had ability to predict the actual survival. The NRI, IDI, and DCA curves also indicated that our nomogram had higher predictive capability and clinical utility than the AJCC staging system.

Conclusions: Our nomogram has an ability to predict overall survival after resection of non-metastatic PHAC and includes prognostic factors that are easy to obtain in clinical practice. It would help assist clinicians to conduct personalized medicine.

Keywords: Nomogram; Overall survival; Pancreatic head adenocarcinoma; SEER.

PubMed Disclaimer

Conflict of interest statement

The authors declare that they have no conflicts of interest related to this manuscript.

Figures

Fig. 1
Fig. 1
Flowchart showing patient selection and analysis
Fig. 2
Fig. 2
The nomogram predicting overall survival of patients with non-metastatic PHAC. PHAC: pancreatic head adenocarcinoma
Fig. 3
Fig. 3
a-b Comparison of the time-dependent AUCs between the nomogram and the AJCC staging system in the training and validation cohorts. c-f Calibration curves showing the probability of 12-, 24-, 36-, and 60-month overall survival of the model prediction and the observed survival in the training cohort. AUC: area under the curve; AJCC: American Joint Committee on Cancer
Fig. 4
Fig. 4
a-d Kaplan-Meier curves of overall survival for patients based on the nomogram risk grouping and the AJCC staging system in the two cohorts. AJCC: American Joint Committee on Cancer
Fig. 5
Fig. 5
a-b Decision curve analysis showed clinical benefits of the model predicting overall survival in the training and validation cohorts

Similar articles

Cited by

References

    1. Mizrahi JD, Surana R, Valle JW, Shroff RT. Pancreatic cancer. Lancet. 2020;395(10242):2008–2020. doi: 10.1016/S0140-6736(20)30974-0. - DOI - PubMed
    1. Zhu H, Li T, du Y, Li M. Pancreatic cancer: challenges and opportunities. BMC Med. 2018;16(1):214. doi: 10.1186/s12916-018-1215-3. - DOI - PMC - PubMed
    1. Neoptolemos JP, Kleeff J, Michl P, Costello E, Greenhalf W, Palmer DH. Therapeutic developments in pancreatic cancer: current and future perspectives. Nat Rev Gastroenterol Hepatol. 2018;15(6):333–348. doi: 10.1038/s41575-018-0005-x. - DOI - PubMed
    1. McGuigan A, Kelly P, Turkington RC, Jones C, Coleman HG, McCain RS. Pancreatic cancer: a review of clinical diagnosis, epidemiology, treatment and outcomes. World J Gastroenterol. 2018;24(43):4846–4861. doi: 10.3748/wjg.v24.i43.4846. - DOI - PMC - PubMed
    1. Seufferlein T, Hammel P, Delpero JR, Macarulla T, Pfeiffer P, Prager GW, Reni M, Falconi M, Philip PA, van Cutsem E. Optimizing the management of locally advanced pancreatic cancer with a focus on induction chemotherapy: expert opinion based on a review of current evidence. Cancer Treat Rev. 2019;77:1–10. doi: 10.1016/j.ctrv.2019.05.007. - DOI - PubMed