Nutrition research is pivotal due to its complex societal, economic, and health implications. Despite historical perceptions and contemporary misinformation, rigorous research is imperative to separate myth from reality. Scientific investigations offer essential insights into how nutrients influence long-term health. However, the field’s complexity arises from analyzing numerous food combinations alongside diverse contextual factors, amid biased informational environments. This research analyzes scientific papers published in PubMed platform over 10 years (2012-2022) regarding nutrition, searching for the methodology used in terms of software tools and trends for this issue. Recent trends show a significant increase in nutrition research, reflecting its growing importance and allocated resources. As such, professionals must navigate this evolving context effectively by staying abreast of the latest research developments. In conclusion, as nutrition research progresses, it becomes increasingly nuanced and advanced. Professionals must utilize sophisticated data processing software and statistical methodologies to produce high-quality research. Ultimately, staying updated with the latest research is imperative for effective decision-making in nutrition.