Summary
Success in biomarker discovery?
- In order to improve success in biomarker discovery, researchers need to consider the variability between studies that has led to inconsistent findings and irreproducibility.
- Within- and between-study variabilities have resulted in estimates with low precision, false negatives and false positives, and non-repeatability.
- The focus of current research should be adjusted to broaden the scope outside of a limited number of biochemical compounds.
How to better recognize confounders
- Taking CRGP as a potential biomarker, a full literature search should be conducted to identify all available evidence that investigates factors that affect CRGP levels.
- Overall, a better understanding of confounding factors is of importance for the design of future studies investigating exposure associations.
- Sex distribution, age, aura, menstrual cycle, study quality, specimen source, blood specimen and blood sampling site and timing were identified as potential confounders.1,2
- Further studies are needed to confirm they are potential confounders.
How to control for confounding factors
- Restriction, matching and randomization are methods often employed by investigative studies to control for confounding factors but there are often consequences to employing these methods.
- Standardization and multivariate analyses are methods that could lead to a better understanding of confounding factors and improve biomarker discovery.
Table: How to control for confounding factors