× Key messages Background Summary Conclusions

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