Additive pre-diagnostic and diagnostic value of routine bloodbased biomarkers in the detection of colorectal cancer in the UK Biobank cohort

Author:

Tanriver GizemORCID,Kocagoncu EceORCID

Abstract

AbstractBackgroundSurvival rates from colorectal cancer (CRC) are drastically higher if the disease is detected and treated earlier. Current screening guidelines involve stool-based tests and colonoscopies, whose acceptability and uptake remains low. Routinely collected blood-based biomarkers may offer a low-cost alternative or aid for detecting CRC.MethodsHere we aimed to evaluate the pre-diagnostic and diagnostic value of a wide-range of multimodal biomarkers in the UK Biobank dataset, including sociodemographic, lifestyle, medical, physical, and blood and urine-based measures in detecting CRC. We performed a Cox proportional hazard and a tree-boosting model alongside feature selection methods to determine optimal combination of biomarkers.ResultsIn addition to the modifiable lifestyle factors of obesity, alcohol consumption and cardiovascular health, we showed that blood-based biomarkers that capture the immune response, lipid profile, liver and kidney function are associated with CRC risk. Following feature selection, the final Cox and tree-boosting models achieved a C-index of 0.67 and an AUC of 0.76 respectively.ConclusionsWe show that blood-based biomarkers collected in routine examinations are sensitive to preclinical and clinical CRC. They may provide an additive value and improve diagnostic accuracy of current screening tools at no additional cost and help reduce burden on the healthcare system.

Publisher

Cold Spring Harbor Laboratory

Reference60 articles.

1. Caul S , Broggio J. Cancer registration statistics, England: 2017 [Internet]. 2019 Apr [cited 2022 Oct 6]. Available from: https://www.ons.gov.uk/peoplepopulationandcommunity/healthandsocialcare/conditionsanddiseases/bulletins/cancerregistrationstatisticsengland/2017#:~:text=In%202017%2C%20the%20number%20of,%25)%20and%20females%20(63.3%25).

2. John S , Broggio J. Cancer survival in England: national estimates for patients followed up to 2017 [Internet]. 2019 Jan [cited 2022 Oct 6]. Available from:https://www.ons.gov.uk/peoplepopulationandcommunity/healthandsocialcare/conditionsanddiseases/bulletins/cancersurvivalinengland/nationalestimatesforpatientsfollowedupto2017

3. Cancer Research UK. Bowel cancer incidence statistics [Internet]. 2021 [cited 2022 Oct 17]. Available from:https://www.cancerresearchuk.org/health-professional/cancer-statistics/statistics-by-cancer-type/bowel-cancer/incidence

4. Colorectal cancer: Metastases to a single organ;World J Gastroentero,2015

5. Colorectal cancer;Nat Rev Dis Primers,2015

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