Can we screen for pancreatic cancer? Identifying a sub-population of patients at high risk of subsequent diagnosis using machine learning techniques applied to primary care data.
Journal:
PloS one
Published Date:
Jun 2, 2021
Abstract
BACKGROUND: Pancreatic cancer (PC) represents a substantial public health burden. Pancreatic cancer patients have very low survival due to the difficulty of identifying cancers early when the tumour is localised to the site of origin and treatable. Recent progress has been made in identifying biomarkers for PC in the blood and urine, but these cannot be used for population-based screening as this would be prohibitively expensive and potentially harmful.
Authors
Keywords
Adolescent
Adult
Aged
Aged, 80 and over
Algorithms
Case-Control Studies
Early Detection of Cancer
Electronic Health Records
Female
Follow-Up Studies
Humans
Machine Learning
Male
Middle Aged
Pancreatic Neoplasms
Primary Health Care
Prognosis
Prospective Studies
Risk Assessment
Survival Rate
Young Adult