ArticleBMC medicine2019
Development and validation of a prognostic model to predict the prognosis of patients who underwent chemotherapy and resection of pancreatic adenocarcinoma: a large international population-based cohort study.
Article in BMC medicine, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 33 papers.
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Who cites it
33 citing papers in PubMed.
- Clinicopathological features and survival outcomes of patients with different distant and lymph node metastasis in pancreatic cancer.Discover oncology · 2026Article
- Preoperative MR - based model for predicting prognosis in patients with intracranial extraventricular ependymoma.European journal of radiology open · 2025Article
- A logistic regression model to predict long-term survival for borderline resectable pancreatic cancer patients with upfront surgery.Cancer imaging : the official publication of the International Cancer Imaging Society · 2025Article
- Development and Validation of a Competitive Risk Model in Elderly Patients with Transitional Cell Bladder Carcinoma.Medical science monitor : international medical journal of experimental and clinical research · 2025Article
- Platelet-to-Hemoglobin Ratio in Predicting Major Adverse Cardiovascular Events After Coronary Artery Bypass Grafting.Vascular health and risk management · 2025Article
- Investigating Frailty, Polypharmacy, Malnutrition, Chronic Conditions, and Quality of Life in Older Adults: Large Population-Based Study.JMIR public health and surveillance · 2024Article
- High somatic mutations in circulating tumor DNA predict response of metastatic pancreatic ductal adenocarcinoma to first-line nab-paclitaxel plus S-1: prospective study.Journal of translational medicine · 2024Article
- EBF2 Links KMT2D-Mediated H3K4me1 to Suppress Pancreatic Cancer Progression via Upregulating KLLN.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2024Article
- The role of carotid artery stenosis in predicting stroke after coronary artery bypass grafting in a Chinese cohort study.Scientific reports · 2023Article
- Development of a nomogram based on body composition analysis of quantitative computed tomography combined with clinical prognostic factors to predict disease-free survival after surgery and adjuvant chemotherapy in patients with gastric cancer.Quantitative imaging in medicine and surgery · 2023Article
- Associations of circulating immunomarkers with the efficacy of immunotherapy for primary hepatic carcinoma.Cancer medicine · 2023Article
- Gene signature developed for predicting early relapse and survival in early-stage pancreatic cancer.BJS open · 2023Article
- Development and validation of a prognostic nomogram for patients with stage II colon mucinous adenocarcinoma.International journal of colorectal disease · 2022Article
- S-1 Maintenance Therapy After First-Line Treatment With Nab-Paclitaxel Plus S-1 for Advanced Pancreatic Adenocarcinoma: A Real-World Study.Frontiers in oncology · 2022Article
- Brain metastasis from gastric adenocarcinoma: A large comprehensive population-based cohort study on risk factors and prognosis.Frontiers in oncology · 2022Article
- Continuous care needs in patients with cancer receiving chemotherapy during the recent omicron wave of COVID-19 in Shanghai: A qualitative study.Frontiers in psychology · 2022Article
- Article
- Combinatorial Treatment of Tinzaparin and Chemotherapy Can Induce a Significant Antitumor Effect in Pancreatic Cancer.International journal of molecular sciences · 2021Article
- Similarity-driven multi-view embeddings from high-dimensional biomedical data.Nature computational science · 2021Article
- Combining Intravoxel Incoherent Motion Diffusion Weighted Imaging and Texture Analysis for a Nomogram to Predict Early Treatment Response to Concurrent Chemoradiotherapy in Cervical Cancer Patients.Journal of oncology · 2021Article
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15 authors.
Funding
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Abstract
backgroundPancreatic cancer (PaC) remains extremely lethal worldwide even after resection. PaC resection rates are low, making prognostic studies in resected PaC difficult. This large international population-based study aimed at exploring factors associated with survival in patients with resected TNM stage I-II PaC receiving chemotherapy and at developing and internationally validating a survival-predicting model.
methodsData of stage I-II PaC patients resected and receiving chemotherapy in 2003-2014 were obtained from the national cancer registries of Belgium, the Netherlands, Slovenia, and Norway, and the US Surveillance, Epidemiology, and End Results (SEER)-18 Program. Multivariable Cox proportional hazards models were constructed to investigate the associations of patient and tumor characteristics with overall survival, and analysis was performed in each country respectively without pooling. Prognostic factors remaining after backward selection in SEER-18 were used to build a nomogram, which was subjected to bootstrap internal validation and external validation using the European datasets.
resultsA total of 11,837 resected PaC patients were analyzed, with median survival time of 18-23 months and 3-year survival rates of 21-31%. In the main analysis, patient age, tumor T stage, N stage, and differentiation were associated with survival across most countries, with country-specific association patterns and strengths. However, tumor location was mostly not significantly associated with survival. Resection margin, hospital type, tumor size, positive and harvested lymph node number, lymph node ratio, and comorbidity number were associated with survival in certain countries where the information was available. A median survival time- and 1-, 2-, 3-, and 5-year survival probability-predictive nomogram incorporating the backward-selected variables in the main analysis was established. It fits each European national cohort similarly well. Calibration curves showed very good agreement between nomogram-prediction and actual observation. The concordance index of the nomogram (0.60) was significantly higher than that of the T and N stage-based model (0.56) for predicting survival.
conclusionsIn these large international population-based cohorts, patients with resected PaC receiving chemotherapy have distinct characteristics independently associated with survival, with country-specific patterns and strengths. A robust benchmark population-based survival-predicting model is established and internationally validated. Like previous models predicting survival in resected PaC, our nomogram performs modestly.
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