Retrospective Study
Copyright ©The Author(s) 2022. Published by Baishideng Publishing Group Inc. All rights reserved.
World J Gastroenterol. May 14, 2022; 28(18): 2008-2020
Published online May 14, 2022. doi: 10.3748/wjg.v28.i18.2008
Risk factors for major gastrointestinal bleeding in the general population in Finland
Pareen Vora, Ronald Herrera, Arto Pietila, Ulrich Mansmann, Gunnar Brobert, Markku Peltonen, Veikko Salomaa
Pareen Vora, Ronald Herrera, Integrated Evidence Generation, Bayer AG, Berlin 13353, Germany
Pareen Vora, Ulrich Mansmann, Institute for Medical Information Processing, Biometry, and Epidemiology, Ludwig Maximilians Universität, Munich 81337, Germany
Pareen Vora, Ulrich Mansmann, Pettenkofer School of Public Health, Ludwig Maximilians Universität, Munich 81337, Germany
Arto Pietila, Markku Peltonen, Veikko Salomaa, Department of Public Health and Welfare, National Institute for Health and Welfare (THL), Helsinki FI-00271, Finland
Gunnar Brobert, Medical Affairs, Bayer AB, Solna 171 65, Sweden
Author contributions: Vora P, Brobert G and Salomaa V proposed the concept and design; Salomaa V and Pietila A supported in acquisition of the collected data; Vora P, Herrera R, Pietila A and Mansmann U performed the statistical analysis; Vora P drafted the manuscript; Vora P, Brobert G and Salomaa V obtained funding; Pietila A and Salomaa V provided the administrative, technical, and material support; Salomaa V, Mansmann U and Brobert G were responsible for supervision; All authors were involved in the interpretation of the results, critical revision of the manuscript and approved the final version of the article for publication.
Supported by Bayer AG.
Institutional review board statement: The National FINRISK Study surveys started in 1972 were approved by the ethics committee of the Finnish Institute of Health and Welfare and the Coordinating Ethical Committee of Helsinki and Uusimaa Hospital District in Finland (THL/66/0.05.00/2015). Data from the participants were pseudonymized for this study, and the secondary use of the survey data was approved by the Finnish Institute of Health and Welfare in 2017.
Informed consent statement: All participants provided their informed consents at enrollment in to the FINRISK surveys and it was conducted following the principles of the World Medical Association’s Declaration of Helsinki.
Conflict-of-interest statement: Vora P and Herrera R are employees at Integrated Evidence Generation, Bayer AG, Berlin Germany. Vora P is affiliated to Institute for Medical Information Processing, Biometry, and Epidemiology - IBE, Ludwig Maximilians Universität Munich, Munich, Germany, and Pettenkofer School of Public Health, Munich, Germany. Brobert G was an employee at Medical Affairs, Bayer AB, Solna Sweden. Salomaa V reported being an employee of the Finnish Institute for Health and Welfare, which received a funding from Bayer AG during the conduct of the study, as well as receiving honorarium for consultation from Sanofi and grants from Finnish foundation for Cardiovascular research outside the submitted work. Pietila A reported being an employee of the Finnish Institute for Health and Welfare, which received a funding from Bayer AG during the conduct of the study. Peltonen M works for the Department of Public Health and Welfare, National Institute for Health and Welfare (THL), Helsinki, Finland. Mansmann U is the director of IBE - Institute for Medical Information Processing, Biometry, and Epidemiology, Ludwig Maximilians Universität Munich, Munich, Germany.
Data sharing statement: Salomaa V and Pietila A had full access to all the data in the study and take responsibility for the integrity of the data and the accuracy of the data analysis.
Open-Access: This article is an open-access article that was selected by an in-house editor and fully peer-reviewed by external reviewers. It is distributed in accordance with the Creative Commons Attribution NonCommercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited and the use is non-commercial. See: https://creativecommons.org/Licenses/by-nc/4.0/
Corresponding author: Pareen Vora, MSc, Director, Integrated Evidence Generation, Bayer AG, Muellerstrasse 178, Berlin 13353, Germany. pareen.vora@bayer.com
Received: November 14, 2021
Peer-review started: November 14, 2021
First decision: January 9, 2022
Revised: January 22, 2022
Accepted: March 26, 2022
Article in press: March 26, 2022
Published online: May 14, 2022
ARTICLE HIGHLIGHTS
Research background

Limited information is available on the risk factors of gastrointestinal bleedings (GIB) in the general population. Previous research mainly focused on the population using specific medications such as antiplatelets, anticoagulants etc. or the critically ill population such as hospitalized patients or elderly. Therefore, we investigated the risk factors for major GIB using data representative of the general population having a high granularity of the data source and long-term follow-up of participants.

Research motivation

Many studies investigating risk factors of GIB lacked information on lifestyle factors, clinical measurements and laboratory parameters. We wanted to better understand the effect of these additional variables on GIB as well as how this affects established risk factors. Additionally, to better understand the factors that predict the risk of GIB in the presence of a multicollinear set of variables [e.g., Body mass index (BMI), Waist-hip ratio (WHR) or physical activity].

Research objectives

The overall objective of the study was to identify and investigate new risk factors of major GIB in the general population of Finland considering established risk factors as well as demographics and morbidities. We were able to identify new risk factors of major GIB together with established risk factors which needs to be evaluated and confirmed by further research.

Research methods

We conducted a retrospective cohort study using record linkage of data from the FINRISK health examination surveys which are representative of the general population of Finland to the national electronic health registers with 10 years of follow-up. This linkage enabled us to include and investigate demographics, socioeconomic and lifestyle factors, clinical measurements, laboratory parameters, and comorbidities on the risk of major GIB. We further implemented Least Absolute Shrinkage and Selection Operator (LASSO) to select the most important predictor variables for model prediction and association of these predictor variables were evaluated using Cox regression. The novelty of using LASSO is that it helps in the variable selection and in excluding unnecessary/uninfluential variables from the model thus reducing the likelihood of overfitting a model. It also helps to address multicollinearity that can be problematic in the traditional forms of regression.

Research results

The main results of the study showed that baseline age, unemployment, and higher BMI, higher gamma-glutamyl transferase (GGT) levels, having ≥1 precursor of GIB, previous cancer, psychiatric disorders, heart failure and liver disorders were all associated with an increased risk of GIB. Systolic blood pressure, above average coffee consumption per day, and history of osteoarthritis were all associated with a decreased risk of GIB. This study adds to the scarce literature on risk factors on gastrointestinal bleeding in the general population. Additionally, results are hypothesis generating for the new risk factors identified in this study which must be confirmed by future mechanistic and epidemiological studies.

Research conclusions

This study identified new risk factors associated with major GIB which are unemployment, BMI, GGT, SBP and coffee consumption. Accounting for physical activity and waist-hip ratio, our study suggests that BMI is a better predictor of major GIB. Above average coffee consumption per day, which seems to be more common in Finland with the highest per capita coffee consumption in the world, was associated with a decreased risk of major GIB. Our study suggests that the risk factors of major GIBs might be slightly different in the general population than the at-risk population.

Research perspectives

Future mechanistic and epidemiological studies should evaluate these risk factors in different study populations or countries across the world to establish causal associations. This will further support in complementing and refining existing risk scores for major GIBs.